[{"id": "mai-20260917-1725-smoke|c197-l1|alibaba-small|Oracle NetSuite ERP", "prompt": "c197-l1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSuite is often the safest \"best\" choice due to its broad adoption and community support"}, {"id": "mai-20260917-1725-smoke|c197-l1|alibaba-small|SAP S/4HANA", "prompt": "c197-l1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Massive/Complex Global Organizations"}, {"id": "mai-20260917-1725-smoke|c197-l1|alibaba-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c197-l1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Ecosystems"}, {"id": "mai-20260917-1725-smoke|c197-l1|alibaba-small|Acumatica", "prompt": "c197-l1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are struggling with rising software costs as your user base grows, investigate Acumatica"}, {"id": "mai-20260917-1725-smoke|c197-l1|alibaba-small|Sage X3", "prompt": "c197-l1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage X3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European Market & Manufacturing"}, {"id": "mai-20260917-1725-smoke|c197-l1|anthropic-small|Oracle NetSuite", "prompt": "c197-l1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSuite is the most widely used ERP at enterprise SaaS scale, with multi-entity consolidation, intercompany eliminations, full GAAP and IFRS 15 compliance"}, {"id": "mai-20260917-1725-smoke|c197-l1|anthropic-small|Billtrust", "prompt": "c197-l1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust is a good fit for mid-market and enterprise B2B companies with high invoice volumes and complex accounts receivable workflows."}, {"id": "mai-20260917-1725-smoke|c197-l1|anthropic-small|Upflow", "prompt": "c197-l1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For specific B2B scenarios, consider Upflow, a financial relationship management platform designed to automate accounts receivable for B2B companies"}, {"id": "mai-20260917-1725-smoke|c197-l1|challenger-small|Oracle NetSuite", "prompt": "c197-l1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Oracle NetSuite** because it is consistently positioned as the top enterprise accounting/ERP option"}, {"id": "mai-20260917-1725-smoke|c197-l1|challenger-small|Sage Intacct", "prompt": "c197-l1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** is often the better alternative for multi-entity financial reporting"}, {"id": "mai-20260917-1725-smoke|c197-l1|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for forecasting and enterprise finance workflows"}, {"id": "mai-20260917-1725-smoke|c197-l1|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c197-l1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for global enterprise support"}, {"id": "mai-20260917-1725-smoke|c197-l1|deepseek-small|Oracle NetSuite", "prompt": "c197-l1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** is the most consistently recommended choice — it's the gold standard for unified financial + operational management."}, {"id": "mai-20260917-1725-smoke|c197-l1|deepseek-small|Sage Intacct", "prompt": "c197-l1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** is arguably the better value and easier to deploy."}, {"id": "mai-20260917-1725-smoke|c197-l1|deepseek-small|Microsoft Dynamics 365", "prompt": "c197-l1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-Centric Enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l1|deepseek-small|SAP S/4HANA", "prompt": "c197-l1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's powerful but typically requires substantial implementation investment and is more complex to manage."}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|QuickBooks Online", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic accounting software like standard QuickBooks Online or Xero is rarely sufficient"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|Xero", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic accounting software like standard QuickBooks Online or Xero is rarely sufficient"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|Oracle NetSuite", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The industry consensus points to **Oracle NetSuite** and **Sage Intacct** as the two leading solutions"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|Sage Intacct", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The industry consensus points to **Oracle NetSuite** and **Sage Intacct** as the two leading solutions"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Ecosystems & Customization"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|Acumatica", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Mid-Market Choice with Flexible Pricing"}, {"id": "mai-20260917-1725-smoke|c197-l1|google-small|SAP S/4HANA Cloud", "prompt": "c197-l1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Global Conglomerates"}, {"id": "mai-20260917-1725-smoke|c197-l1|meta-small|Oracle NetSuite", "prompt": "c197-l1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounting software for an enterprise B2B company is Oracle NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-l1|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1725-smoke|c197-l1|meta-small|SAP S/4HANA Cloud", "prompt": "c197-l1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include ... SAP S/4HANA Cloud"}, {"id": "mai-20260917-1725-smoke|c197-l1|meta-small|Sage Intacct", "prompt": "c197-l1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include ... and Sage Intacct."}, {"id": "mai-20260917-1725-smoke|c197-l1|minimax-small|Oracle NetSuite ERP", "prompt": "c197-l1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the gold standard for enterprise accounting software"}, {"id": "mai-20260917-1725-smoke|c197-l1|minimax-small|SAP S/4HANA", "prompt": "c197-l1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall for most teams according to WorldMetrics"}, {"id": "mai-20260917-1725-smoke|c197-l1|minimax-small|Sage Intacct", "prompt": "c197-l1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class accounting with superior dimensional reporting"}, {"id": "mai-20260917-1725-smoke|c197-l1|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong enterprise solution"}, {"id": "mai-20260917-1725-smoke|c197-l1|minimax-small|KashFlow", "prompt": "c197-l1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for small to mid-sized B2B teams"}, {"id": "mai-20260917-1725-smoke|c197-l1|mistral-small|Oracle NetSuite", "prompt": "c197-l1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite is the best overall accounting software due to its comprehensive features, scalability"}, {"id": "mai-20260917-1725-smoke|c197-l1|mistral-small|SAP S/4HANA Cloud", "prompt": "c197-l1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top-tier option, especially for large enterprises with complex revenue recognition and global operations."}, {"id": "mai-20260917-1725-smoke|c197-l1|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for companies already using Microsoft products, offering deep integration and scalability."}, {"id": "mai-20260917-1725-smoke|c197-l1|mistral-small|Sage Intacct", "prompt": "c197-l1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for its strong financial management and reporting features, suitable for mid to large B2B companies."}, {"id": "mai-20260917-1725-smoke|c197-l1|mistral-small|Odoo Accounting", "prompt": "c197-l1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Odoo Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for companies already using Odoo for procurement and invoicing"}, {"id": "mai-20260917-1725-smoke|c197-l1|moonshot-small|Oracle NetSuite", "prompt": "c197-l1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most enterprise B2B companies**: **Oracle NetSuite** is the safest choice"}, {"id": "mai-20260917-1725-smoke|c197-l1|moonshot-small|SAP S/4HANA", "prompt": "c197-l1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Large, Complex Global Enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l1|moonshot-small|Microsoft Dynamics 365 Finance & Supply Chain Management", "prompt": "c197-l1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance & Supply Chain Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-l1|moonshot-small|Sage Intacct", "prompt": "c197-l1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Entry-Level Enterprise / Best for Financial-First Focus"}, {"id": "mai-20260917-1725-smoke|c197-l1|openai-small|Oracle Cloud ERP", "prompt": "c197-l1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Oracle Cloud ERP** if you need the broadest end-to-end enterprise finance stack"}, {"id": "mai-20260917-1725-smoke|c197-l1|openai-small|SAP S/4HANA Cloud", "prompt": "c197-l1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP S/4HANA Cloud** — best if you are already SAP-centric"}, {"id": "mai-20260917-1725-smoke|c197-l1|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynamics 365 Finance** — best if you are Microsoft-centric"}, {"id": "mai-20260917-1725-smoke|c197-l1|openai-small|Sage Intacct", "prompt": "c197-l1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a better fit for upper mid-market or finance-led organizations than for the largest global ERP deployments"}, {"id": "mai-20260917-1725-smoke|c197-l1|xai-small|Oracle NetSuite", "prompt": "c197-l1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** (Most Recommended Overall for Cloud-First Enterprises)"}, {"id": "mai-20260917-1725-smoke|c197-l1|xai-small|SAP S/4HANA", "prompt": "c197-l1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP S/4HANA** (Top for Global Giants and Manufacturing)"}, {"id": "mai-20260917-1725-smoke|c197-l1|xai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Dynamics 365 Finance** (Great for Microsoft-Centric Stacks)"}, {"id": "mai-20260917-1725-smoke|c197-l1|xai-small|Sage Intacct", "prompt": "c197-l1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** (Strong for SaaS/Services B2B)"}, {"id": "mai-20260917-1725-smoke|c197-l1|xai-small|Workday Financial Management", "prompt": "c197-l1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workday Financial Management** (HR-Finance Unified)"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|Oracle NetSuite ERP", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for large, multi‑entity B2B enterprises: Oracle NetSuite ERP"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|Sage Intacct", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex reporting and multi‑entity: Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|QuickBooks Enterprise", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid‑market transitioning from SMB: QuickBooks Enterprise"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|Xero", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for growing global B2B teams: Xero"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft‑heavy organizations: Dynamics 365 Finance"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|Acumatica Cloud ERP", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: B2B enterprises with specific industry needs"}, {"id": "mai-20260917-1725-smoke|c197-l1|zai-small|SAP Business ByDesign", "prompt": "c197-l1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "SAP Business ByDesign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: B2B companies already using SAP or planning SAP integration"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|QuickBooks", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should not look for standalone \"general ledger\" software (like QuickBooks or Xero). These tools lack the scalability"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|Xero", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should not look for standalone \"general ledger\" software (like QuickBooks or Xero)"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|SAP S/4HANA", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SAP S/4HANA (The Gold Standard for Complexity) SAP is widely considered the leader for large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|Oracle Cloud ERP", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle Cloud ERP (The Modern Alternative)"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|Oracle NetSuite", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is on the lower end of \"thousands\" ... NetSuite is superior"}, {"id": "mai-20260917-1725-smoke|c197-l2|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "This is the best choice if your organization is already deeply integrated into the Microsoft ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-l2|anthropic-small|SAP S/4HANA", "prompt": "c197-l2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** - The industry standard for large enterprises, offering comprehensive financial management, scalability, and deep integration capabilities"}, {"id": "mai-20260917-1725-smoke|c197-l2|anthropic-small|Oracle NetSuite", "prompt": "c197-l2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-based ERP with strong financial modules, good for global organizations"}, {"id": "mai-20260917-1725-smoke|c197-l2|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrates well with other Microsoft products and offers enterprise-scale capabilities"}, {"id": "mai-20260917-1725-smoke|c197-l2|anthropic-small|Workiva (Wdesk)", "prompt": "c197-l2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workiva (Wdesk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for financial consolidation and complex reporting across multiple entities"}, {"id": "mai-20260917-1725-smoke|c197-l2|anthropic-small|BlackLine", "prompt": "c197-l2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for financial close automation and accounting operations, especially for complex organizations"}, {"id": "mai-20260917-1725-smoke|c197-l2|challenger-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to give a single recommendation without more context, I'd choose **SAP S/4HANA Finance**"}, {"id": "mai-20260917-1725-smoke|c197-l2|challenger-small|Oracle NetSuite", "prompt": "c197-l2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** is a strong choice if you want **deep automation, multi-subsidiary consolidation**"}, {"id": "mai-20260917-1725-smoke|c197-l2|challenger-small|Sage Intacct", "prompt": "c197-l2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** is a strong alternative for large but slightly less complex organizations"}, {"id": "mai-20260917-1725-smoke|c197-l2|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as **SAP vs. Oracle vs. Microsoft Dynamics 365 Finance**"}, {"id": "mai-20260917-1725-smoke|c197-l2|deepseek-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: SAP S/4HANA Finance"}, {"id": "mai-20260917-1725-smoke|c197-l2|deepseek-small|Oracle Fusion Cloud ERP (Financials)", "prompt": "c197-l2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP (Financials)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Oracle Fusion Cloud ERP (Financials)"}, {"id": "mai-20260917-1725-smoke|c197-l2|deepseek-small|Workday", "prompt": "c197-l2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a great fit if your company wants **unified HR and finance** on one platform"}, {"id": "mai-20260917-1725-smoke|c197-l2|deepseek-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modular option that's attractive if you're heavily invested in the Microsoft ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-l2|deepseek-small|NetSuite", "prompt": "c197-l2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Where I'd steer you away... it's really aimed at the **mid-market** ... not typically the best fit for a large multinational"}, {"id": "mai-20260917-1725-smoke|c197-l2|google-small|Oracle Fusion Cloud ERP (Financials)", "prompt": "c197-l2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP (Financials)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Fusion Cloud is widely considered the gold standard for pure corporate finance at the enterprise level."}, {"id": "mai-20260917-1725-smoke|c197-l2|google-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your B2B sells **physical products/manufacturing**: Shortlist **SAP S/4HANA** or **Oracle Fusion Cloud**."}, {"id": "mai-20260917-1725-smoke|c197-l2|google-small|Microsoft Dynamics 365 Finance (F&SCM)", "prompt": "c197-l2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance (F&SCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a **highly customizable system deeply tied to Microsoft/Azure**: Go with **Microsoft Dynamics 365 Finance**."}, {"id": "mai-20260917-1725-smoke|c197-l2|google-small|Workday Financial Management", "prompt": "c197-l2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B sells **software/services/consulting**: Shortlist **Workday Financials** or **Oracle NetSuite OneWorld**."}, {"id": "mai-20260917-1725-smoke|c197-l2|google-small|Oracle NetSuite (OneWorld)", "prompt": "c197-l2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite (OneWorld)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NetSuite can hit performance thresholds or require heavy third-party add-ons"}, {"id": "mai-20260917-1725-smoke|c197-l2|meta-small|NetSuite", "prompt": "c197-l2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best general ledger software for a large B2B company with thousands of employees would be NetSuite or SAP S/4HANA Finance"}, {"id": "mai-20260917-1725-smoke|c197-l2|meta-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be NetSuite or SAP S/4HANA Finance, as they are both cloud-based Enterprise Resource Planning solutions"}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep GL functionality, powerful for very large multi‑entity businesses... Higher implementation complexity and cost"}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Oracle NetSuite", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud‑first, built‑in GL + ERP; strong multi‑currency & multi‑entity handling"}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight integration with Microsoft ecosystem (Excel, Power Platform); flexible deployment"}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Sage Intacct", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Typically less suited for the largest global enterprises with extremely complex statutory requirements."}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Workday Financial Management", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud‑native, real‑time analytics, strong compliance & audit features"}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Infor CloudSuite Financials", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Infor CloudSuite Financials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Industry‑specific capabilities (e.g., manufacturing, distribution); good multi‑company support."}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|BlackLine", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a full‑featured GL on its own; usually paired with another ERP."}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|CCH Tagetik (now part of Wolters Kluwer)", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "CCH Tagetik (now part of Wolters Kluwer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More of a CPM (Corporate Performance Management) tool that sits on top of the GL."}, {"id": "mai-20260917-1725-smoke|c197-l2|minimax-small|Oracle Cloud ERP", "prompt": "c197-l2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "implement the GL as part of a broader ERP suite (e.g., SAP S/4HANA, Oracle Cloud ERP, Microsoft Dynamics 365)"}, {"id": "mai-20260917-1725-smoke|c197-l2|mistral-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA Finance** is the most recommended due to its industry-leading scalability"}, {"id": "mai-20260917-1725-smoke|c197-l2|mistral-small|Oracle NetSuite", "prompt": "c197-l2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** and **Microsoft Dynamics 365 Finance** are also strong alternatives"}, {"id": "mai-20260917-1725-smoke|c197-l2|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also strong alternatives, especially if your company prefers cloud-based solutions"}, {"id": "mai-20260917-1725-smoke|c197-l2|moonshot-small|SAP S/4HANA", "prompt": "c197-l2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you operate across multiple countries with complex supply chains or manufacturing:** Choose **SAP S/4HANA** or **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1725-smoke|c197-l2|moonshot-small|Oracle Fusion Cloud ERP", "prompt": "c197-l2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **SAP S/4HANA** or **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1725-smoke|c197-l2|moonshot-small|Oracle NetSuite", "prompt": "c197-l2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle NetSuite** often hits the sweet spot for large organizations that want enterprise capability without SAP's burden"}, {"id": "mai-20260917-1725-smoke|c197-l2|moonshot-small|Workday Financial Management", "prompt": "c197-l2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** or **Workday** are strong candidates"}, {"id": "mai-20260917-1725-smoke|c197-l2|moonshot-small|Sage Intacct", "prompt": "c197-l2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** or **Workday** are strong candidates"}, {"id": "mai-20260917-1725-smoke|c197-l2|openai-small|Oracle Fusion Cloud Financials / Oracle General Ledger", "prompt": "c197-l2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Financials / Oracle General Ledger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mean **\"largest / most complex / global enterprise\"**: **Oracle Fusion Cloud Financials** or **SAP S/4HANA Finance**."}, {"id": "mai-20260917-1725-smoke|c197-l2|openai-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often the top choice for large multinational or operationally complex enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l2|openai-small|Sage Intacct", "prompt": "c197-l2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you mean **\"large but finance-led, not full ERP-heavy\"**: **Sage Intacct**."}, {"id": "mai-20260917-1725-smoke|c197-l2|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is deeply invested in Microsoft: **Dynamics 365 Finance**."}, {"id": "mai-20260917-1725-smoke|c197-l2|xai-small|SAP S/4HANA", "prompt": "c197-l2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SAP S/4HANA as the top general ledger software choice"}, {"id": "mai-20260917-1725-smoke|c197-l2|xai-small|Oracle Fusion Cloud ERP", "prompt": "c197-l2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Finance-heavy B2B with fast closes"}, {"id": "mai-20260917-1725-smoke|c197-l2|xai-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c197-l2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Microsoft-centric stacks | Seamless Office 365/Power BI integration"}, {"id": "mai-20260917-1725-smoke|c197-l2|xai-small|Workday Financials", "prompt": "c197-l2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR-finance convergence in services | Unified platform, strong analytics"}, {"id": "mai-20260917-1725-smoke|c197-l2|xai-small|NetSuite", "prompt": "c197-l2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for mid-market B2B ... but may strain at true enterprise scale with thousands of users"}, {"id": "mai-20260917-1725-smoke|c197-l2|zai-small|SAP S/4HANA Finance", "prompt": "c197-l2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: SAP S/4HANA Finance"}, {"id": "mai-20260917-1725-smoke|c197-l2|zai-small|NetSuite", "prompt": "c197-l2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native, unified ERP ... Strong for multi-entity, mid-market to enterprise"}, {"id": "mai-20260917-1725-smoke|c197-l2|zai-small|Oracle Cloud ERP", "prompt": "c197-l2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good fit for large organizations already using Oracle products"}, {"id": "mai-20260917-1725-smoke|c197-l2|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Attractive if your company is heavily invested in Microsoft tools"}, {"id": "mai-20260917-1725-smoke|c197-l2|zai-small|Workday Financial Management", "prompt": "c197-l2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you need tight payroll-finance alignment"}, {"id": "mai-20260917-1725-smoke|c197-l3|alibaba-small|Oracle NetSuite", "prompt": "c197-l3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NetSuite is widely considered the pioneer of cloud ERP."}, {"id": "mai-20260917-1725-smoke|c197-l3|alibaba-small|Sage Intacct", "prompt": "c197-l3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sage Intacct is a \"best-of-breed\" cloud financial management system."}, {"id": "mai-20260917-1725-smoke|c197-l3|alibaba-small|SAP S/4HANA", "prompt": "c197-l3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it comes with the highest implementation cost, lengthiest deployment time, and steepest learning curve."}, {"id": "mai-20260917-1725-smoke|c197-l3|alibaba-small|Workday Financial Management", "prompt": "c197-l3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday provides a highly secure, automated financial platform."}, {"id": "mai-20260917-1725-smoke|c197-l3|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal For: Organizations already embedded in the Microsoft ecosystem."}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|SAP S/4HANA", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP S/4HANA is popular for larger enterprises and those looking for on-premises solutions"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|Oracle NetSuite", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle NetSuite is good for fast-growing small, midsize and large businesses"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|Microsoft Dynamics 365", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Dynamics 365 Finance & Operations provides strong capabilities for larger companies"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|QuickBooks Enterprise", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading platforms include SAP S/4HANA, Oracle NetSuite, Microsoft Dynamics 365, QuickBooks Enterprise, and Sage"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|Sage", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include SAP S/4HANA, Oracle NetSuite, Microsoft Dynamics 365, QuickBooks Enterprise, and Sage"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|Certinia", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Certinia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "with other notable options including Certinia and Xero"}, {"id": "mai-20260917-1725-smoke|c197-l3|anthropic-small|Xero", "prompt": "c197-l3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "with other notable options including Certinia and Xero"}, {"id": "mai-20260917-1725-smoke|c197-l3|challenger-small|Oracle NetSuite", "prompt": "c197-l3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best when you need a **unified cloud ERP** with strong multi-subsidiary reporting"}, {"id": "mai-20260917-1725-smoke|c197-l3|challenger-small|SAP S/4HANA Finance", "prompt": "c197-l3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for **large, global enterprises** that want real-time finance"}, {"id": "mai-20260917-1725-smoke|c197-l3|challenger-small|Sage Intacct", "prompt": "c197-l3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for organizations prioritizing **dimensional reporting**"}, {"id": "mai-20260917-1725-smoke|c197-l3|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for enterprises that want **advanced ledger management**"}, {"id": "mai-20260917-1725-smoke|c197-l3|challenger-small|Workday Financial Management", "prompt": "c197-l3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for finance teams that want **real-time visibility**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|SAP S/4HANA Finance", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Full enterprise complexity (complex supply chains, global manufacturing, heavy regulatory oversight) → **SAP S/4HANA**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|Oracle NetSuite", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "often considered the \"default pick\" for growth companies wanting a single cloud system"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|Workday Financial Management", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need unified HR + Finance on a modern cloud platform → **Workday Financial Management**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|Sage Intacct", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Finance-led organization needing exceptional dimensional reporting without operational bloat → **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already deep in the Microsoft ecosystem and need finance + operations → **Dynamics 365 Finance**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|Acumatica Cloud ERP", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Midsize enterprise wanting flexibility and flat pricing → **Acumatica**"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|BlackLine", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BlackLine is not a general ledger system — it's a financial close and automation platform that sits alongside your ERP"}, {"id": "mai-20260917-1725-smoke|c197-l3|deepseek-small|FloQast", "prompt": "c197-l3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BlackLine (or similar close-management tools like FloQast)"}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|Oracle Fusion Cloud ERP (Financial Management)", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP (Financial Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for massive, global, multi-entity conglomerates with complex supply chains."}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|SAP S/4HANA Cloud (Finance)", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud (Finance)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **SAP S/4HANA** or **Oracle Fusion** if you are a massive global enterprise with complex supply chains"}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|Workday Financial Management", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workday** if your most valuable asset is your workforce"}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Microsoft Dynamics 365** if you want deep customizability"}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|Oracle NetSuite ERP", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **NetSuite** if you are a rapidly scaling business that wants a unified, all-in-one ERP suite"}, {"id": "mai-20260917-1725-smoke|c197-l3|google-small|Sage Intacct", "prompt": "c197-l3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Sage Intacct** if you want a top-tier, finance-focused dimensional ledger"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|Oracle NetSuite", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite is considered the best overall cloud ERP for enterprise accounting"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|SAP S/4HANA Cloud", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP S/4HANA Cloud is a close second"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for organizations already using Microsoft's ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|Sage Intacct", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sage Intacct is ideal for multi-entity finance teams"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|Workday Financial Management", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for large enterprises that want to unify finance and HR"}, {"id": "mai-20260917-1725-smoke|c197-l3|meta-small|Acumatica", "prompt": "c197-l3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good option for businesses that need unlimited users without per-seat licensing"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|SAP S/4HANA Cloud", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Key strength: Benchmark for enterprise-level ERP with real-time data processing using in-memory database"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|Oracle NetSuite", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most widely adopted cloud ERP for mid-market; provides consolidated enterprise accounting"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already using Microsoft platforms"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|Workday Financial Management", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large organizations seeking cloud-native solution"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|Oracle Cloud ERP", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises needing comprehensive cloud ERP"}, {"id": "mai-20260917-1725-smoke|c197-l3|minimax-small|Infor CloudSuite Financials", "prompt": "c197-l3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Infor CloudSuite Financials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Industry-specific enterprise needs"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Oracle NetSuite ERP", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market companies wanting a single cloud system"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Sage Intacct", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best entry-level enterprise accounting software and for multi-entity finance teams"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft shops needing breadth and integration with Power BI and Office"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Oracle Fusion Cloud ERP", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises with global complexity"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|SAP S/4HANA Cloud", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for advanced billing and global Fortune 500 operations"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Workday", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Acumatica Cloud ERP", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best industry-specific ERP, especially for distribution"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|QuickBooks Enterprise", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Familiar interface, but may lack some advanced features of true ERP systems"}, {"id": "mai-20260917-1725-smoke|c197-l3|mistral-small|Multiview", "prompt": "c197-l3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Multiview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Acumatica and Multiview cater to specific industries (distribution, healthcare)"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|SAP S/4HANA", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose SAP S/4HANA** if you're a large global enterprise needing maximum scale and control"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Oracle NetSuite", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Oracle NetSuite** if you want a true cloud ERP that integrates accounting with CRM, inventory, and e-commerce"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Oracle Fusion Cloud ERP", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Oracle Fusion** if you need advanced AI capabilities for large-scale operations"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Microsoft Dynamics 365** if you're already invested in Microsoft tools and want lower cost/complexity"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Sage Intacct", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Sage Intacct** if dimensional reporting and multi-entity consolidation are priorities"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Workday Financial Management", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Workday** if you need strong workflow governance across complex organizational structures"}, {"id": "mai-20260917-1725-smoke|c197-l3|moonshot-small|Dynamics 365 Business Central", "prompt": "c197-l3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Fastest Implementation** | Dynamics 365 Business Central (3-6 months)"}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|Oracle Fusion Cloud Financial Management", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle Fusion Cloud Financial Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle and SAP are usually the deepest choices for large, complex, global ERP environments."}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|SAP S/4HANA Finance / SAP Cloud ERP Finance", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Finance / SAP Cloud ERP Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **SAP** or **Oracle** if you need **maximum enterprise depth**."}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-centric organizations: Dynamics 365 Finance."}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|Workday Financial Management", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for finance + HR alignment: Workday."}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|Infor CloudSuite Financials", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Infor CloudSuite Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Infor** if you want **industry-specific ERP/finance**."}, {"id": "mai-20260917-1725-smoke|c197-l3|openai-small|Oracle NetSuite", "prompt": "c197-l3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for multi-entity growth companies: NetSuite."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Oracle NetSuite", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** - Often ranked #1 for mid-to-large enterprises."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|SAP S/4HANA Cloud", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for massive, global Fortune 500 operations."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for Microsoft ecosystem users."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Workday Financial Management", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excels in unified HR-finance for large orgs."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Sage Intacct", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular for mid-large with multi-entity needs."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Acumatica", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Acumatica, Odoo Enterprise, and Deltek appear frequently but are more niche or mid-market leaning."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Odoo Enterprise", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Odoo Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Acumatica, Odoo Enterprise, and Deltek appear frequently but are more niche or mid-market leaning."}, {"id": "mai-20260917-1725-smoke|c197-l3|xai-small|Deltek", "prompt": "c197-l3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Deltek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Acumatica, Odoo Enterprise, and Deltek appear frequently but are more niche or mid-market leaning."}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|NetSuite (Oracle NetSuite)", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite (Oracle NetSuite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full-Cloud ERP with global capabilities | NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|Sage Intacct", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern FP&A and financial management | Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|QuickBooks Enterprise", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Growing mid-market with simple needs | QuickBooks Enterprise"}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|Microsoft Dynamics 365 Finance & Supply Chain Management", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Supply Chain Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft ecosystem integration | Dynamics 365 Finance"}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|SAP S/4HANA", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Industry-leading compliance & regulation | SAP S/4HANA"}, {"id": "mai-20260917-1725-smoke|c197-l3|zai-small|Xero (Plus/Premium Plans)", "prompt": "c197-l3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero (Plus/Premium Plans)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "User-friendly cloud accounting | Xero Plus/Premium"}, {"id": "mai-20260917-1725-smoke|c197-l4|alibaba-small|Acumatica", "prompt": "c197-l4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is generally **Acumatica**"}, {"id": "mai-20260917-1725-smoke|c197-l4|alibaba-small|NetSuite", "prompt": "c197-l4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Per-User Cost:** ~$129/user/month. Scaling to thousands of users creates exponential costs"}, {"id": "mai-20260917-1725-smoke|c197-l4|alibaba-small|SAP", "prompt": "c197-l4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "per-seat fees make budgeting for widespread access very difficult"}, {"id": "mai-20260917-1725-smoke|c197-l4|alibaba-small|Microsoft Dynamics", "prompt": "c197-l4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$210/user/month. Good integration, but similar scaling issues with high-headcount access"}, {"id": "mai-20260917-1725-smoke|c197-l4|alibaba-small|Xero", "prompt": "c197-l4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Xero is primarily designed for SMB/Mid-market. It may lack the advanced compliance, audit trails"}, {"id": "mai-20260917-1725-smoke|c197-l4|anthropic-small|Acumatica", "prompt": "c197-l4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acumatica's resource-based pricing model** is specifically designed to solve this problem"}, {"id": "mai-20260917-1725-smoke|c197-l4|anthropic-small|Microsoft Dynamics 365", "prompt": "c197-l4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it has seat fees, but often organizations have some seat discounts (EA agreements)"}, {"id": "mai-20260917-1725-smoke|c197-l4|anthropic-small|NetSuite", "prompt": "c197-l4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "NetSuite's per-user model often leads to higher sticker prices for companies with many users"}, {"id": "mai-20260917-1725-smoke|c197-l4|challenger-small|Acumatica", "prompt": "c197-l4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Acumatica** if you want pricing that is *not* driven by each named user"}, {"id": "mai-20260917-1725-smoke|c197-l4|challenger-small|Oracle NetSuite", "prompt": "c197-l4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its pricing is typically custom and often includes per-user components, so total cost can rise as user counts grow"}, {"id": "mai-20260917-1725-smoke|c197-l4|challenger-small|SAP S/4HANA", "prompt": "c197-l4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but these are usually the most expensive and quote-based"}, {"id": "mai-20260917-1725-smoke|c197-l4|challenger-small|Oracle Fusion Cloud", "prompt": "c197-l4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but these are usually the most expensive and quote-based"}, {"id": "mai-20260917-1725-smoke|c197-l4|deepseek-small|Acumatica", "prompt": "c197-l4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary pick:** **Acumatica** — the best-known model that gives predictable, total-cost certainty independent of user count"}, {"id": "mai-20260917-1725-smoke|c197-l4|deepseek-small|SAP S/4HANA Cloud", "prompt": "c197-l4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user (~$180–400/user/mo) | Cost multiplies with headcount"}, {"id": "mai-20260917-1725-smoke|c197-l4|deepseek-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user (~$180–300/user/mo) | Same scaling problem"}, {"id": "mai-20260917-1725-smoke|c197-l4|deepseek-small|Oracle Fusion / NetSuite", "prompt": "c197-l4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle Fusion / NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-user + module fees (~$129–375/user/mo) | Same scaling problem"}, {"id": "mai-20260917-1725-smoke|c197-l4|deepseek-small|Xero", "prompt": "c197-l4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable, but lacks the depth/thousands-of-users scale of an ERP"}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|Oracle NetSuite", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most tier-1 accounting systems (like Oracle NetSuite, SAP S/4HANA, or Workday) charge on a **per-user, per-month** basis."}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|SAP S/4HANA", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge on a **per-user, per-month** basis ... your software license costs alone will exceed **$3.6 million annually**"}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|Workday", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most tier-1 accounting systems (like Oracle NetSuite, SAP S/4HANA, or Workday) charge on a **per-user, per-month** basis."}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|Acumatica Cloud ERP", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "### 1. The Best Overall: Acumatica Cloud ERP"}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|Odoo", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 2. The Best Value & Open-Source Option: Odoo (Enterprise or Community)"}, {"id": "mai-20260917-1725-smoke|c197-l4|google-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 3. The Traditional Enterprise Path: Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1725-smoke|c197-l4|meta-small|Oracle NetSuite ERP", "prompt": "c197-l4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounting software for a large company that needs predictable total cost across thousands of users is Oracle NetSuite ERP."}, {"id": "mai-20260917-1725-smoke|c197-l4|meta-small|Ramp", "prompt": "c197-l4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some other options to consider are Ramp, which offers AI-powered spend management and accounting"}, {"id": "mai-20260917-1725-smoke|c197-l4|minimax-small|Acumatica", "prompt": "c197-l4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acumatica** is the best choice for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1725-smoke|c197-l4|minimax-small|Oracle NetSuite", "prompt": "c197-l4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Industry leader but per-user pricing becomes expensive at scale"}, {"id": "mai-20260917-1725-smoke|c197-l4|minimax-small|SAP S/4HANA", "prompt": "c197-l4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade but high per-user costs"}, {"id": "mai-20260917-1725-smoke|c197-l4|minimax-small|Microsoft Dynamics 365", "prompt": "c197-l4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Microsoft Dynamics 365 | Per-user (~$180-210/user) | $180,000-$210,000"}, {"id": "mai-20260917-1725-smoke|c197-l4|minimax-small|Xero", "prompt": "c197-l4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Offers unlimited users at $80/month, but better suited for SMBs rather than large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l4|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Dynamics 365 Finance** is the best choice for predictable, scalable, and transparent pricing"}, {"id": "mai-20260917-1725-smoke|c197-l4|mistral-small|Oracle NetSuite", "prompt": "c197-l4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle NetSuite is a strong alternative."}, {"id": "mai-20260917-1725-smoke|c197-l4|mistral-small|SAP S/4HANA", "prompt": "c197-l4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Most Complex:** SAP S/4HANA, with less transparent pricing and higher total cost variability."}, {"id": "mai-20260917-1725-smoke|c197-l4|moonshot-small|Acumatica", "prompt": "c197-l4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acumatica** is the standout choice due to its unique consumption-based, unlimited-user licensing model"}, {"id": "mai-20260917-1725-smoke|c197-l4|moonshot-small|Oracle NetSuite", "prompt": "c197-l4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite or SAP S/4HANA** might be worth the per-user cost if you need: True global ERP complexity"}, {"id": "mai-20260917-1725-smoke|c197-l4|moonshot-small|SAP S/4HANA Cloud", "prompt": "c197-l4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle NetSuite or SAP S/4HANA** might be worth the per-user cost"}, {"id": "mai-20260917-1725-smoke|c197-l4|moonshot-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why Traditional Per-User Models Fail at Scale | **Microsoft Dynamics 365 Finance** | ~$210/user/mo | ~$210,000/month"}, {"id": "mai-20260917-1725-smoke|c197-l4|moonshot-small|Sage Intacct", "prompt": "c197-l4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Sage Intacct** | ~$200-400/user/mo + base | ~$200,000+/month"}, {"id": "mai-20260917-1725-smoke|c197-l4|openai-small|Oracle Fusion Cloud ERP", "prompt": "c197-l4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable total cost at very large scale:** **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1725-smoke|c197-l4|openai-small|SAP S/4HANA Cloud", "prompt": "c197-l4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong alternative:** **SAP S/4HANA Cloud**"}, {"id": "mai-20260917-1725-smoke|c197-l4|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less ideal if you want cost predictability across thousands of users:** **Microsoft Dynamics 365 Finance**, because list pricing is per user/month."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|Acumatica Cloud ERP", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acumatica Cloud ERP stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|Oracle NetSuite", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user scales poorly; 1,000 users = ~$1M+/year just in licenses. Great full ERP, but costly for large headcounts."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|Sage Intacct", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User-based adds up; better for mid-market multi-entity than massive user bases."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|SAP S/4HANA", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extremely expensive at scale; for Fortune 500 complexity, not cost-predictability."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Direct per-user hit; Microsoft ecosystem-friendly but not unlimited."}, {"id": "mai-20260917-1725-smoke|c197-l4|xai-small|Workday Financials", "prompt": "c197-l4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Workday Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pricing opaque and scales with users/entities"}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **10,000+ users**, go with **SAP** for the lowest per-user cost."}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|Oracle NetSuite", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are between **1,000 and 5,000 users**, **Oracle NetSuite** offers the best balance of features, cloud convenience, and predictable pricing."}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Companies deeply integrated into the Microsoft 365 ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|Acumatica", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a notable alternative that uses **consumption-based pricing**... but it requires strict IT monitoring"}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|Xero", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** Xero or QuickBooks at this scale"}, {"id": "mai-20260917-1725-smoke|c197-l4|zai-small|QuickBooks", "prompt": "c197-l4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** Xero or QuickBooks at this scale"}, {"id": "mai-20260917-1725-smoke|c197-l5|alibaba-small|NetSuite", "prompt": "c197-l5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "You are likely evaluating Tier 1 or aggressive Tier 2 solutions (e.g., NetSuite, Oracle, Sage Intacct, Acumatica)."}, {"id": "mai-20260917-1725-smoke|c197-l5|alibaba-small|Oracle", "prompt": "c197-l5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., NetSuite, Oracle, Sage Intacct, Acumatica)"}, {"id": "mai-20260917-1725-smoke|c197-l5|alibaba-small|Sage Intacct", "prompt": "c197-l5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., NetSuite, Oracle, Sage Intacct, Acumatica)"}, {"id": "mai-20260917-1725-smoke|c197-l5|alibaba-small|Acumatica", "prompt": "c197-l5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., NetSuite, Oracle, Sage Intacct, Acumatica)"}, {"id": "mai-20260917-1725-smoke|c197-l5|google-small|Workday Financials", "prompt": "c197-l5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tier 1 (Large Enterprise / Highly Complex): *Workday Financials*, *SAP S/4HANA*, *Oracle ERP Cloud*."}, {"id": "mai-20260917-1725-smoke|c197-l5|google-small|SAP S/4HANA", "prompt": "c197-l5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tier 1 (Large Enterprise / Highly Complex): *Workday Financials*, *SAP S/4HANA*, *Oracle ERP Cloud*."}, {"id": "mai-20260917-1725-smoke|c197-l5|google-small|Oracle ERP Cloud", "prompt": "c197-l5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 1 (Large Enterprise / Highly Complex): *Workday Financials*, *SAP S/4HANA*, *Oracle ERP Cloud*."}, {"id": "mai-20260917-1725-smoke|c197-l5|google-small|Oracle NetSuite", "prompt": "c197-l5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tier 2 (Enterprise / Fast-Growing): *Oracle NetSuite* or *Sage Intacct*. These are the industry standards for companies scaling through the mid-market into the enterprise space."}, {"id": "mai-20260917-1725-smoke|c197-l5|google-small|Sage Intacct", "prompt": "c197-l5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "*Oracle NetSuite* or *Sage Intacct*... They offer excellent multi-entity consolidation, strong API ecosystems, and are highly auditable for SOC/SOX."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|NetSuite", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise accounting software that supports multi-entity consolidation, such as NetSuite or Acumatica."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Acumatica", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms that provide RBAC and multi-entity administration, such as NetSuite or Acumatica."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|SAP S/4HANA Finance", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Accounting software that has SOC 2 Type II compliance, such as NetSuite or SAP S/4HANA Finance."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Comp AI", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Comp AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Software that offers SSO and SCIM provisioning, such as Comp AI or NetSuite."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Versapay", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Accounting software that has procurement features, such as Versapay or Fulfil."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Fulfil", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Fulfil", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Versapay or Fulfil"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Multiview", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Multiview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Software that provides real-time financial insights, such as Multiview or Vena."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Vena", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as Multiview or Vena"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Planful", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms that offer compliance and audit controls, such as SAP S/4HANA Finance or Planful."}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Sage Intacct", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top accounting software for large companies include: ... Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|SAP S/4HANA Cloud", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "top accounting software for large companies include ... SAP S/4HANA Cloud"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|QuickBooks Enterprise", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "top accounting software for large companies include ... QuickBooks Enterprise"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Dynamics 365 Business Central", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "top accounting software for large companies include ... Dynamics 365 Business Central"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|BlackLine Studio 360", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "BlackLine Studio 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "top accounting software for large companies include ... BlackLine Studio 360"}, {"id": "mai-20260917-1725-smoke|c197-l5|meta-small|Workday", "prompt": "c197-l5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "top accounting software for large companies include ... Workday"}, {"id": "mai-20260917-1725-smoke|c197-l5|minimax-small|NetSuite", "prompt": "c197-l5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**NetSuite** (Strong enterprise capabilities, SOC 2 Type II)"}, {"id": "mai-20260917-1725-smoke|c197-l5|minimax-small|Sage Intacct", "prompt": "c197-l5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Sage Intacct** (SOC 2 Type II, strong multi-entity support)"}, {"id": "mai-20260917-1725-smoke|c197-l5|minimax-small|SAP S/4HANA Cloud", "prompt": "c197-l5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SAP S/4HANA Cloud** (Enterprise-grade, SOC 2 Type II)"}, {"id": "mai-20260917-1725-smoke|c197-l5|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Microsoft Dynamics 365 Finance** (Azure AD integration)"}, {"id": "mai-20260917-1725-smoke|c197-l5|moonshot-small|Sage Intacct", "prompt": "c197-l5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** | Mid-market ($10M-$500M revenue) | AICPA-preferred, native ASC 606, strong audit trail"}, {"id": "mai-20260917-1725-smoke|c197-l5|moonshot-small|Oracle NetSuite", "prompt": "c197-l5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** | Growing enterprises | Full ERP integration, multi-subsidiary, global capabilities"}, {"id": "mai-20260917-1725-smoke|c197-l5|moonshot-small|SAP S/4HANA Finance", "prompt": "c197-l5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP S/4HANA Finance** | Large global enterprises | Most comprehensive for complex organizations"}, {"id": "mai-20260917-1725-smoke|c197-l5|xai-small|NetSuite", "prompt": "c197-l5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: NetSuite, Sage Intacct, Acumatica (all tick SSO/SOC 2 boxes"}, {"id": "mai-20260917-1725-smoke|c197-l5|xai-small|Sage Intacct", "prompt": "c197-l5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist**: NetSuite, Sage Intacct, Acumatica (all tick SSO/SOC 2 boxes"}, {"id": "mai-20260917-1725-smoke|c197-l5|xai-small|Acumatica", "prompt": "c197-l5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Shortlist**: NetSuite, Sage Intacct, Acumatica (all tick SSO/SOC 2 boxes"}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|QuickBooks Desktop / QuickBooks Online (QBOL)", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Desktop / QuickBooks Online (QBOL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: While QBOL has improved, it hits a hard ceiling on scalability."}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Xero", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Xero is excellent for service-based firms, but its inventory management module is very basic."}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Peachtree / Sage 50 (US) / Simply Accounting (Canada)", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Peachtree / Sage 50 (US) / Simply Accounting (Canada)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy \"Desktop-Only\" Software (Cautionary) ... prone to becoming \"technical debt\""}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Microsoft Excel", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "as a \"system of record,\" this is a critical failure point"}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|SAP S/4HANA", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Recommended Alternatives ... Tier-1 ERP vendors: SAP S/4HANA"}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Oracle NetSuite", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle NetSuite (for mid-to-upper tier)"}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Oracle E-Business Suite", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle E-Business Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle E-Business Suite"}, {"id": "mai-20260917-1725-smoke|c197-l6|alibaba-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c197-l6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft Dynamics 365 Finance & Operations"}, {"id": "mai-20260917-1725-smoke|c197-l6|anthropic-small|QuickBooks", "prompt": "c197-l6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "QuickBooks and Xero lack the depth of enterprise-grade reporting and consolidation tools, have limited multi-entity support"}, {"id": "mai-20260917-1725-smoke|c197-l6|anthropic-small|Xero", "prompt": "c197-l6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "QuickBooks and Xero lack the depth of enterprise-grade reporting and consolidation tools, have limited multi-entity support"}, {"id": "mai-20260917-1725-smoke|c197-l6|anthropic-small|NetSuite", "prompt": "c197-l6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "limited multi-entity support compared to platforms like NetSuite or Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l6|anthropic-small|Sage Intacct", "prompt": "c197-l6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "limited multi-entity support compared to platforms like NetSuite or Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|QuickBooks Enterprise", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to avoid or scrutinize closely include: **QuickBooks Enterprise** if you need full cloud-native infrastructure, multi-entity consolidated reporting, or full ERP capabilities"}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|Wave", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Wave** if you have inventory, more than 10 employees, complex reporting needs, or expect significant growth soon."}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|Zoho Books", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Zoho Books** if you do not already use the Zoho ecosystem and do not plan to adopt it."}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|SAP Business One", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**SAP Business One** for large enterprises, since it is positioned as a better fit for small-to-midsize businesses"}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|Xero", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table** for specific products like QuickBooks, Xero, NetSuite, SAP, Sage Intacct, and Odoo."}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|NetSuite", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparison table** for specific products like QuickBooks, Xero, NetSuite, SAP, Sage Intacct, and Odoo."}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|Sage Intacct", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparison table** for specific products like QuickBooks, Xero, NetSuite, SAP, Sage Intacct, and Odoo."}, {"id": "mai-20260917-1725-smoke|c197-l6|challenger-small|Odoo", "prompt": "c197-l6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "comparison table** for specific products like QuickBooks, Xero, NetSuite, SAP, Sage Intacct, and Odoo."}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|QuickBooks (Desktop & Online)", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks (Desktop & Online)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks (Desktop & Online) — **Avoid entirely**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|FreshBooks", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "FreshBooks, Xero, Zoho Books, and similar SMB tools — **Avoid**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Xero", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "FreshBooks, Xero, Zoho Books, and similar SMB tools — **Avoid**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Zoho Books", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FreshBooks, Xero, Zoho Books, and similar SMB tools — **Avoid**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|SAP S/4HANA", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SAP S/4HANA — **Proceed with extreme caution**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Oracle NetSuite", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Oracle NetSuite — **Proceed with caution, especially for large global enterprises**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Workday Financials", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Workday Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Workday Financials — **Caution for accounting-heavy environments**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Intuit Enterprise Suite", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Basically still QuickBooks—don't buy"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "The safest path for most large enterprises** is to evaluate **Oracle Fusion Cloud ERP** or **Microsoft Dynamics 365 Finance**"}, {"id": "mai-20260917-1725-smoke|c197-l6|deepseek-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "evaluate **Oracle Fusion Cloud ERP** or **Microsoft Dynamics 365 Finance** (both have strong enterprise track records)"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Wave", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid Entirely (SMB & Freelancer Tier) *Examples: Wave, FreshBooks, Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|FreshBooks", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to Avoid Entirely (SMB & Freelancer Tier)"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Zoho Books", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "they are entirely unsuitable for an enterprise"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|QuickBooks Online", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** QuickBooks Online (and standard QuickBooks Desktop) or Xero"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Intuit Enterprise Suite", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it poses several structural limitations"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Xero", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** QuickBooks Online (and standard QuickBooks Desktop) or Xero"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|NetSuite", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Be cautious** when adopting \"mid-market\" ERPs (like NetSuite or Sage Intacct)"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Sage Intacct", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Be cautious** when adopting \"mid-market\" ERPs (like NetSuite or Sage Intacct)"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mid-Market ERPs to Evaluate with Care"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|SAP S/4HANA", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a Tier 1 system (like SAP S/4HANA or Oracle Cloud ERP) might be a safer bet"}, {"id": "mai-20260917-1725-smoke|c197-l6|google-small|Oracle Cloud ERP", "prompt": "c197-l6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a Tier 1 system (like SAP S/4HANA or Oracle Cloud ERP) might be a safer bet"}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|NetSuite", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "NetSuite is considered the gold standard for enterprises needing unified ERP... It is not mentioned as a platform to avoid."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Sage Intacct", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "highlighted for its best-in-class accounting with superior dimensional reporting... It is not indicated as a platform to avoid."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|SAP S/4HANA", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "recommended for large enterprise finance teams... It is not suggested as a platform to avoid."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Workday Financial Management", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "noted for its ability to unify finance and HR... It is not listed as a platform to avoid."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "considered best for AI-driven automation in Microsoft ecosystems. It is not mentioned as a platform to be cautious about."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|QuickBooks Enterprise", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "might not be the best fit for very large enterprises due to its positioning towards mid-market companies"}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Xero", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It may not be suitable for very large enterprises due to its focus on growth-stage businesses."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Odoo", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "It's not directly advised against but might require significant customization."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Acumatica", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "noted for its unlimited users without per-seat licensing... It's not indicated as a platform to avoid."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|FinStackk", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "FinStackk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "best for fast-growing companies that haven't actually reached enterprise scale yet. This implies it might not be the best fit for large enterprises."}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|BlackLine", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "noted to have limitations for large enterprises needing advanced consolidation with multi-GAAP reporting"}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|OneStream", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "suggested for enterprises requiring consolidated financial reporting and multi-GAAP compliance, implying it's a strong option"}, {"id": "mai-20260917-1725-smoke|c197-l6|meta-small|Trintech Cadency", "prompt": "c197-l6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "mentioned as an alternative for budget-constrained mid-market companies"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|QuickBooks Enterprise", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks Enterprise has significant limitations for large organizations"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|Xero", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Xero presents several challenges for large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|NetSuite", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommended alternatives** for large enterprises include: NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|SAP S/4HANA", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended alternatives ... SAP S/4HANA"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|Sage Intacct", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended alternatives ... Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recommended alternatives ... Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|Workday Financial Management", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Recommended alternatives ... Workday Financial Management"}, {"id": "mai-20260917-1725-smoke|c197-l6|minimax-small|Acumatica", "prompt": "c197-l6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Acumatica—these are specifically designed to handle enterprise-scale complexity"}, {"id": "mai-20260917-1725-smoke|c197-l6|mistral-small|Intuit's QuickBooks Desktop", "prompt": "c197-l6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "Intuit's QuickBooks Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples include Intuit's QuickBooks Desktop and some niche payroll platforms, which may not scale well or support advanced enterprise needs"}, {"id": "mai-20260917-1725-smoke|c197-l6|mistral-small|NetSuite", "prompt": "c197-l6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like NetSuite, Sage Intacct, and BlackLine are specifically designed for large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l6|mistral-small|Sage Intacct", "prompt": "c197-l6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "platforms like NetSuite, Sage Intacct, and BlackLine are specifically designed for large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l6|mistral-small|BlackLine", "prompt": "c197-l6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like NetSuite, Sage Intacct, and BlackLine are specifically designed for large enterprises"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|QuickBooks (Desktop & Online)", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks (Desktop & Online)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Hard user limits (25-40 users depending on version)"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Xero", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Designed specifically for small businesses and startups"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|FreshBooks", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** **Not true double-entry accounting**"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Wave Accounting", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Completely unsuitable for enterprises**"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Sage 50 (formerly Peachtree)", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage 50 (formerly Peachtree)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to approach with caution:** On-premises limitations"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|SAP S/4HANA", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Extremely complex implementation; high failure risk without proper change management"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Oracle Cloud/NetSuite", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle Cloud/NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High implementation costs ($75K-$300K+); requires disciplined role design; complex governance"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Workday Financials", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Workday Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may be overkill for finance-only needs"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Microsoft Dynamics 365", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "High implementation costs; can be cost-prohibitive without existing Microsoft ecosystem investment"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|IFS Cloud", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "IFS Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Complex configuration effort; requires disciplined change control"}, {"id": "mai-20260917-1725-smoke|c197-l6|moonshot-small|Sage Intacct", "prompt": "c197-l6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "evaluate true **ERP-level solutions** like SAP S/4HANA, Oracle NetSuite, Workday, or Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|QuickBooks (Online or Desktop/Enterprise editions)", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks (Online or Desktop/Enterprise editions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Be Cautious About:\n1. **QuickBooks (Online or Desktop/Enterprise editions)**"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Xero", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Single-entity focus (separate databases per entity, no native multi-entity consolidation or intercompany eliminations)"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|FreshBooks", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "No enterprise-grade audit trails, multi-entity, or high-volume handling."}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Wave", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic invoicing/bookkeeping for freelancers/startups. No enterprise-grade audit trails"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|NetSuite", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Built for scale... But beware high costs... Renewal price hikes (e.g., NetSuite 40-50%)"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Sage Intacct", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built for scale with multi-entity, real-time consolidation, SOX compliance, and unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Oracle ERP", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built for scale with multi-entity, real-time consolidation, SOX compliance, and unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Microsoft Dynamics 365", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built for scale with multi-entity, real-time consolidation, SOX compliance, and unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-l6|xai-small|Acumatica", "prompt": "c197-l6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Built for scale with multi-entity, real-time consolidation, SOX compliance, and unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|QuickBooks Online / QuickBooks Enterprise", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online / QuickBooks Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or use with extreme caution: QuickBooks Online/Enterprise, Xero, Sage (older SMB-focused editions), FreshBooks, Zoho Books, Wave"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|QuickBooks Online", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for a single entity; struggles with multi-entity consolidation, intercompany eliminations, and high transaction volumes."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|QuickBooks Desktop", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "File-size limits, offline-only architecture, and limited user licensing make it unscalable."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Sage (including Sage 50/Cloud and earlier Sage Intacct editions)", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage (including Sage 50/Cloud and earlier Sage Intacct editions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sage 50/Cloud is primarily SMB-focused; struggles with high transaction volumes and multi-entity complexity."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Xero", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Treats each legal entity as a separate standalone organization; native consolidated reporting is absent."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Wave", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free or low-cost platform with no enterprise-grade features or audit trails."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Sage 50 (Peachtree)", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage 50 (Peachtree)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Desktop-centric, limited user and file-size limits, and outdated integration capabilities."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Sage Intacct", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excellent for services/SaaS, but may lack the breadth of a full ERP for very large, complex organizations."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|FreshBooks", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Great for freelancers and small firms; not built for multi-entity consolidation or advanced reporting."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Ramp (finance stack / spend-management focused)", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Ramp (finance stack / spend-management focused)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like Ramp are great add-ons but should not replace a full ERP for core financial management."}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Zoho Books", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may struggle with complex intercompany eliminations and deep analytics"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|NetSuite (Oracle Cloud ERP)", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite (Oracle Cloud ERP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize true enterprise ERPs: ... such as NetSuite, SAP S/4HANA Cloud, Oracle Fusion Cloud"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|SAP S/4HANA Cloud", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Typical enterprise-grade platforms include: SAP S/4HANA Cloud"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Bench", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Bench", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "limited customization and no native multi-entity support"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|NetSuite", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**NetSuite** (unified cloud ERP with strong accounting and full-suite capabilities)"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Oracle Fusion Cloud Financials", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle Fusion Cloud Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Typical enterprise-grade platforms include: Oracle Fusion Cloud Financials"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|SAP S/4HANA Finance", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**SAP S/4HANA Finance** (global compliance, risk management, and enterprise-grade ERP)"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Typical enterprise-grade platforms include: Microsoft Dynamics 365 Finance & Operations"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Workday Financial Management", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Typical enterprise-grade platforms include: Workday Financial Management"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Microsoft Dynamics 365 Finance** (AI-driven automation, Microsoft ecosystem integration)"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Oracle Fusion Cloud ERP", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Oracle Fusion Cloud ERP** (deep AI and predictive finance for complex global organizations)"}, {"id": "mai-20260917-1725-smoke|c197-l6|zai-small|Acumatica", "prompt": "c197-l6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Acumatica (for project- and operations-heavy mid-market and large enterprises)"}, {"id": "mai-20260917-1725-smoke|c197-m1|alibaba-small|Oracle NetSuite", "prompt": "c197-m1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite (Best Overall Mid-Market ERP) NetSuite is widely considered the gold standard for mid-market companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Ecosystem Users... this is often the strongest logical choice"}, {"id": "mai-20260917-1725-smoke|c197-m1|alibaba-small|Sage Intacct", "prompt": "c197-m1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Financial Complexity & Reporting"}, {"id": "mai-20260917-1725-smoke|c197-m1|alibaba-small|Acumatica", "prompt": "c197-m1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flexible Pricing & Service-Based Companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|DualEntry", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DualEntry is an AI-native ERP and accounting platform built for mid-market and pre-IPO companies... good fit for finance teams at high-growth, mid-market, and pre-IPO companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|Sage Intacct", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sage Intacct is the best accounting software for a mid-sized company whose pain is concentrated inside the finance department."}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|Xero", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is a cloud-based accounting platform built for midsize businesses that prioritize usability, fast onboarding, and strong third-party integrations."}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|NetSuite", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite is where most enterprise SaaS companies land."}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|QuickBooks", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "QuickBooks or Xero can no longer handle entities, dimensions, approvals, investor reporting, or close discipline cleanly"}, {"id": "mai-20260917-1725-smoke|c197-m1|anthropic-small|Dynamics 365", "prompt": "c197-m1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "aren't ready for the implementation complexity of NetSuite or Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m1|challenger-small|Sage Intacct", "prompt": "c197-m1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-m1|challenger-small|NetSuite", "prompt": "c197-m1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "closer to an **operational ERP** need, **NetSuite** is the better fit"}, {"id": "mai-20260917-1725-smoke|c197-m1|challenger-small|Dynamics 365 Business Central", "prompt": "c197-m1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dynamics 365 Business Central** is a strong alternative"}, {"id": "mai-20260917-1725-smoke|c197-m1|challenger-small|QuickBooks Online Advanced", "prompt": "c197-m1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower complexity, but usually less suitable once consolidation and controls matter more"}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|Sage Intacct", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest, most highly regarded finance-led choice for a mid-market B2B company, start with **Sage Intacct**."}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|Oracle NetSuite", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "needs finance *plus* inventory/CRM in one system, **NetSuite** is the stronger long-term bet."}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft-ecosystem companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|Acumatica", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Acumatica** (a strong fourth option)"}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|QuickBooks", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Beyond a certain point, QuickBooks/Xero becomes a liability."}, {"id": "mai-20260917-1725-smoke|c197-m1|deepseek-small|Xero", "prompt": "c197-m1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Beyond a certain point, QuickBooks/Xero becomes a liability."}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|Sage Intacct", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Intacct is widely regarded as the gold standard for financial-first mid-market accounting"}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|Oracle NetSuite ERP", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite is the most widely adopted cloud ERP in the mid-market space."}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Business Central is Microsoft's premier mid-market ERP."}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|Acumatica", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Acumatica is a modern, cloud-native ERP that has shaken up the mid-market space"}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|Intuit Enterprise Suite (IES)", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Intuit Enterprise Suite (IES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intuit Enterprise Suite acts as a highly competitive \"bridge\" ERP specifically for this segment."}, {"id": "mai-20260917-1725-smoke|c197-m1|google-small|QuickBooks Online Advanced", "prompt": "c197-m1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "companies... that have outgrown QuickBooks Online Advanced"}, {"id": "mai-20260917-1725-smoke|c197-m1|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounting software for a mid-market B2B company is likely to be Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1725-smoke|c197-m1|meta-small|KashFlow", "prompt": "c197-m1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include KashFlow, which is suitable for small and mid-sized B2B teams that need invoice-to-ledger control"}, {"id": "mai-20260917-1725-smoke|c197-m1|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Dynamics 365 Business Central (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1725-smoke|c197-m1|minimax-small|Odoo", "prompt": "c197-m1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Odoo (Best for Integrated Business Processes)"}, {"id": "mai-20260917-1725-smoke|c197-m1|minimax-small|Xero", "prompt": "c197-m1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero (Best for Fast Bookkeeping)"}, {"id": "mai-20260917-1725-smoke|c197-m1|minimax-small|KashFlow", "prompt": "c197-m1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KashFlow (Best for Invoice-to-Ledger Control)"}, {"id": "mai-20260917-1725-smoke|c197-m1|minimax-small|NetSuite", "prompt": "c197-m1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-level financial management without the higher costs of NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-m1|mistral-small|Sage Intacct", "prompt": "c197-m1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** and **Microsoft Dynamics 365 Business Central** are the leading choices for most mid-market B2B companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Intacct** and **Microsoft Dynamics 365 Business Central** are the leading choices for most mid-market B2B companies"}, {"id": "mai-20260917-1725-smoke|c197-m1|mistral-small|Infor Syteline", "prompt": "c197-m1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Infor Syteline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "can be a strong midrange (middle market) system, especially for companies with complex operational requirements"}, {"id": "mai-20260917-1725-smoke|c197-m1|mistral-small|KashFlow", "prompt": "c197-m1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best suited for small to mid-sized B2B teams that need strong invoice-to-ledger control"}, {"id": "mai-20260917-1725-smoke|c197-m1|moonshot-small|Sage Intacct", "prompt": "c197-m1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: If you're a services-focused B2B company prioritizing financial excellence, go with **Sage Intacct**."}, {"id": "mai-20260917-1725-smoke|c197-m1|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Overall Value ... For the best balance of capability and cost with Microsoft integration, **Dynamics 365 Business Central** is hard to beat."}, {"id": "mai-20260917-1725-smoke|c197-m1|moonshot-small|Oracle NetSuite", "prompt": "c197-m1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a unified business platform and anticipate growth into operations/CRM, choose **NetSuite**."}, {"id": "mai-20260917-1725-smoke|c197-m1|openai-small|Sage Intacct", "prompt": "c197-m1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-m1|openai-small|Intuit Enterprise Suite", "prompt": "c197-m1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **Intuit Enterprise Suite**"}, {"id": "mai-20260917-1725-smoke|c197-m1|openai-small|Sage X3", "prompt": "c197-m1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage X3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a broader ERP for manufacturing/distribution-heavy operations:** **Sage X3**"}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Sage Intacct", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Sage Intacct** if your pain is accounting-specific (e.g., reporting, compliance)."}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Oracle NetSuite", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **NetSuite** for operational B2B needs."}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Microsoft ecosystem play"}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|QuickBooks Online Advanced", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-friendly step-up ... Lacks deep multi-entity"}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Xero", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Better for smaller midsize"}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Acumatica", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables**: Acumatica (unlimited users, distribution-focused)"}, {"id": "mai-20260917-1725-smoke|c197-m1|xai-small|Odoo", "prompt": "c197-m1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Odoo (affordable all-in-one for growing firms)"}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a modern, AI‑enabled ERP that plugs seamlessly into Microsoft 365, **Dynamics 365 Business Central** is the top choice."}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Sage Intacct", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** delivers the most specialized financial management"}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Oracle NetSuite", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a full‑scale ERP with global multi‑subsidiary capabilities and a large ecosystem, **Oracle NetSuite** remains the market leader."}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|QuickBooks Online Advanced", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low‑cost entry with granular role‑based permissions and audit visibility"}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Xero", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "works well for firms that prioritize simple automation over heavy‑weight ERP features"}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Acumatica", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "great for B2B companies that need deep customization and a flexible data model"}, {"id": "mai-20260917-1725-smoke|c197-m1|zai-small|Odoo", "prompt": "c197-m1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "attractive for firms that want a modular, low‑maintenance platform"}, {"id": "mai-20260917-1725-smoke|c197-m2|alibaba-small|QuickBooks Online", "prompt": "c197-m2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most mid-sized companies have outgrown QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c197-m2|alibaba-small|Oracle NetSuite", "prompt": "c197-m2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Oracle NetSuite (Best Overall / \"The Gold Standard\")"}, {"id": "mai-20260917-1725-smoke|c197-m2|alibaba-small|Sage Intacct", "prompt": "c197-m2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sage Intacct (Best for Recurring Revenue & Services)"}, {"id": "mai-20260917-1725-smoke|c197-m2|alibaba-small|Acumatica", "prompt": "c197-m2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Acumatica (Best Value & Flexibility)"}, {"id": "mai-20260917-1725-smoke|c197-m2|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Corporate Environments"}, {"id": "mai-20260917-1725-smoke|c197-m2|anthropic-small|Sage Intacct", "prompt": "c197-m2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m2|anthropic-small|QuickBooks", "prompt": "c197-m2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a strong step-up for mid-market companies outgrowing QuickBooks"}, {"id": "mai-20260917-1725-smoke|c197-m2|anthropic-small|Xero", "prompt": "c197-m2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is online general ledger software built for scaling teams"}, {"id": "mai-20260917-1725-smoke|c197-m2|anthropic-small|Microsoft Dynamics 365", "prompt": "c197-m2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-sized teams often lean toward Sage Intacct or Dynamics 365 for their flexibility."}, {"id": "mai-20260917-1725-smoke|c197-m2|anthropic-small|Acumatica", "prompt": "c197-m2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cloud-based ERP software designed for small to mid-sized businesses, offering advanced financial management solutions"}, {"id": "mai-20260917-1725-smoke|c197-m2|challenger-small|Sage Intacct", "prompt": "c197-m2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sage Intacct** as the default best fit"}, {"id": "mai-20260917-1725-smoke|c197-m2|challenger-small|Oracle NetSuite", "prompt": "c197-m2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best alternative is **Oracle NetSuite**"}, {"id": "mai-20260917-1725-smoke|c197-m2|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c197-m2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Dynamics 365 Finance** if you already live in the Microsoft ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-m2|challenger-small|Acumatica", "prompt": "c197-m2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Acumatica** if you want a mid-market option with controlled close workflows"}, {"id": "mai-20260917-1725-smoke|c197-m2|deepseek-small|Sage Intacct", "prompt": "c197-m2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is my top recommendation"}, {"id": "mai-20260917-1725-smoke|c197-m2|deepseek-small|Oracle NetSuite", "prompt": "c197-m2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need one unified finance-plus-operations system as you scale, **Oracle NetSuite** is the best long-term bet."}, {"id": "mai-20260917-1725-smoke|c197-m2|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best ecosystem value"}, {"id": "mai-20260917-1725-smoke|c197-m2|deepseek-small|Acumatica", "prompt": "c197-m2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious, still growing | **Acumatica** or **Odoo**"}, {"id": "mai-20260917-1725-smoke|c197-m2|deepseek-small|Odoo", "prompt": "c197-m2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious, still growing | **Acumatica** or **Odoo**"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|QuickBooks Online", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "your company is likely outgrowing entry-level software (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Xero", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "outgrowing entry-level software (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|SAP S/4HANA", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you probably want to avoid the extreme implementation costs and complexity of tier-one enterprise ERPs (like SAP S/4HANA)"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Sage Intacct", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Sage Intacct is widely considered the gold standard for mid-market financial management."}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Oracle NetSuite", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you handle physical goods, supply chains, or manufacturing, look at NetSuite, Business Central, or Acumatica"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Business Central provides an incredibly natural extension of your workflow"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Acumatica", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Acumatica is a rapidly growing cloud ERP that has become a favorite in the mid-market"}, {"id": "mai-20260917-1725-smoke|c197-m2|google-small|Intuit Enterprise Suite (IES)", "prompt": "c197-m2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Intuit Enterprise Suite (IES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Intuit Enterprise Suite is the natural next step"}, {"id": "mai-20260917-1725-smoke|c197-m2|meta-small|DualEntry", "prompt": "c197-m2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DualEntry - provides cloud AI-native general ledger functionality for mid-market organizations."}, {"id": "mai-20260917-1725-smoke|c197-m2|meta-small|Sage Intacct", "prompt": "c197-m2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong step-up for mid-market companies outgrowing QuickBooks"}, {"id": "mai-20260917-1725-smoke|c197-m2|meta-small|Oracle NetSuite", "prompt": "c197-m2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for mid-sized businesses needing global consolidation"}, {"id": "mai-20260917-1725-smoke|c197-m2|minimax-small|Oracle NetSuite", "prompt": "c197-m2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A robust solution ideal for mid-sized businesses needing global consolidation"}, {"id": "mai-20260917-1725-smoke|c197-m2|minimax-small|DualEntry", "prompt": "c197-m2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud AI-native GL specifically designed for mid-market organizations"}, {"id": "mai-20260917-1725-smoke|c197-m2|minimax-small|Ramp", "prompt": "c197-m2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often highlighted for its overall GL strength and user-friendly interface"}, {"id": "mai-20260917-1725-smoke|c197-m2|minimax-small|CustomBooks", "prompt": "c197-m2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "CustomBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for CPAs, smaller mid-level companies (5–500 employees), and distributors"}, {"id": "mai-20260917-1725-smoke|c197-m2|mistral-small|Sage Intacct", "prompt": "c197-m2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** and **Oracle NetSuite** are the top choices"}, {"id": "mai-20260917-1725-smoke|c197-m2|mistral-small|Oracle NetSuite", "prompt": "c197-m2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Intacct** and **Oracle NetSuite** are the top choices"}, {"id": "mai-20260917-1725-smoke|c197-m2|mistral-small|DualEntry", "prompt": "c197-m2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a more modern, AI-driven approach, **DualEntry** is worth considering."}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|Sage Intacct", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|NetSuite", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More comprehensive than Sage Intacct but higher cost and complexity."}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|QuickBooks Online Advanced", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacks true multi-entity consolidation and dimensional reporting. Good stopgap, but you'll likely outgrow it."}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|Accounting Seed", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Accounting Seed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native Salesforce integration if your entire workflow lives in that ecosystem."}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|DualEntry", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AI-heavy automation** with fast implementation | **DualEntry**"}, {"id": "mai-20260917-1725-smoke|c197-m2|moonshot-small|SoftLedger", "prompt": "c197-m2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "SoftLedger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SoftLedger** (~$750/mo) | Good for multi-entity and real-time consolidation"}, {"id": "mai-20260917-1725-smoke|c197-m2|openai-small|Sage Intacct", "prompt": "c197-m2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-m2|openai-small|Sage X3", "prompt": "c197-m2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage X3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage X3** is a better fit according to Sage's ERP positioning"}, {"id": "mai-20260917-1725-smoke|c197-m2|openai-small|Dynamics GP", "prompt": "c197-m2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Dynamics GP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dynamics GP/Oracle Cloud ERP can make sense, but they're usually better choices when you have a broader platform reason, not just a GL reason"}, {"id": "mai-20260917-1725-smoke|c197-m2|openai-small|Oracle Cloud ERP", "prompt": "c197-m2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dynamics GP/Oracle Cloud ERP can make sense, but they're usually better choices when you have a broader platform reason, not just a GL reason"}, {"id": "mai-20260917-1725-smoke|c197-m2|xai-small|Sage Intacct", "prompt": "c197-m2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sage Intacct as the top general ledger software choice."}, {"id": "mai-20260917-1725-smoke|c197-m2|xai-small|NetSuite (Oracle)", "prompt": "c197-m2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More comprehensive (but pricier/heavier); great if scaling to enterprise."}, {"id": "mai-20260917-1725-smoke|c197-m2|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable mid-sized ERP; strong for B2B operations"}, {"id": "mai-20260917-1725-smoke|c197-m2|xai-small|QuickBooks Online Advanced", "prompt": "c197-m2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good starter if under 100 employees, but may outgrow quickly for complex B2B."}, {"id": "mai-20260917-1725-smoke|c197-m2|xai-small|Xero", "prompt": "c197-m2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "User-friendly but lighter GL; better for smaller mid-sized."}, {"id": "mai-20260917-1725-smoke|c197-m2|zai-small|Sage Intacct", "prompt": "c197-m2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Sage Intacct** for a mid-sized B2B company"}, {"id": "mai-20260917-1725-smoke|c197-m2|zai-small|Oracle NetSuite", "prompt": "c197-m2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a broader ERP like **Oracle NetSuite** might be more appropriate... but it's typically more expensive and complex"}, {"id": "mai-20260917-1725-smoke|c197-m2|zai-small|Acumatica", "prompt": "c197-m2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare Sage Intacct against other options (like NetSuite or Acumatica)"}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|QuickBooks Online (Intuit)", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market share leader. It is the industry standard... **A standard Small Business** | **QuickBooks Online** | Largest ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|Xero", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The primary alternative to QuickBooks, known for a cleaner design and faster performance."}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|FreshBooks", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**A Freelancer / Consultant** | **FreshBooks** | Best-in-class time tracking and simple invoicing."}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|Wave", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The best entry-level solution... **On a Zero Budget** | **Wave** | Completely free software"}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|Zoho Books", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is often cheaper than QBO or Xero and scales very well."}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|NetSuite (Oracle)", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is significantly more expensive and complex than QuickBooks, intended for large corporations rather than mom-and-pop shops."}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|Square", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**A Manufacturer/Retailer** | **Square / Lightspeed** | Specialized POS systems often integrate better than generic accounting tools."}, {"id": "mai-20260917-1725-smoke|c197-m3|alibaba-small|Lightspeed", "prompt": "c197-m3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Lightspeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Square / Lightspeed** | Specialized POS systems often integrate better than generic accounting tools."}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|Sage Intacct", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Sage Intacct, NetSuite, and Acumatica are commonly considered strong options for growing businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|NetSuite", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies with complex, multi-department operations may need an ERP-level solution like Oracle NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|Xero", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing companies that need scalability and deep integrations should consider QuickBooks Online or Xero"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|QuickBooks Online", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**QuickBooks Online** stands out as particularly versatile."}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|FreshBooks", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freelancers and service-based firms benefit most from platforms with strong invoicing and time tracking like FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|Zoho Books", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Businesses on a tight budget can start with Zoho Books' free tier"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|Wave", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Wave's free accounting tools"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|Acumatica", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Sage Intacct, NetSuite, and Acumatica are commonly considered strong options for growing businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|anthropic-small|SAP Cloud ERP", "prompt": "c197-m3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top accounting software with cloud storage for enterprises includes NetSuite, Sage Intacct, and SAP Cloud ERP"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|QuickBooks Online", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online** is the most common all-around choice for small businesses and SMBs"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|Xero", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often chosen by growing businesses because it supports **unlimited users on all plans**"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|FreshBooks", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **service-based businesses, freelancers, and consultants**"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|Zoho Books", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "known for **automation and affordability**"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|Sage Intacct", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "aimed at **automation and financial operations** for larger or more complex organizations"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|Oracle NetSuite", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "most enterprise-oriented option in this list... Usually overkill for small businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|challenger-small|Wave", "prompt": "c197-m3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "mainly a **budget/free** option for freelancers or micro-businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|QuickBooks Online", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the default choice because most bookkeepers already know it."}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|Xero", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Unlimited users on every plan ... the fairest pricing model for teams with multiple people needing access"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|FreshBooks", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Freelancers, consultants, and small service businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|Sage Intacct", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market finance teams needing dimensional reporting and multi-entity consolidation"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|Oracle NetSuite", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies needing a full ERP"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations deeply invested in the Microsoft ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-m3|deepseek-small|Zoho Books", "prompt": "c197-m3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong value option that's more affordable than QuickBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Intuit QuickBooks Online (QBO)", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Intuit QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **QuickBooks Online** if you want the \"safe\" option that your future accountant will definitely know"}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Xero", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is QuickBooks’ primary global competitor"}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|FreshBooks", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FreshBooks** if you sell your time, need to send custom proposals"}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Zoho Books", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Books is highly customizable and offers excellent value."}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Wave Accounting", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wave is widely considered the best **free** option for core accounting."}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Sage Intacct", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sage Intacct is a powerful, cloud-first financial management platform."}, {"id": "mai-20260917-1725-smoke|c197-m3|google-small|Oracle NetSuite", "prompt": "c197-m3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "NetSuite is a comprehensive Enterprise Resource Planning (ERP) platform"}, {"id": "mai-20260917-1725-smoke|c197-m3|meta-small|QuickBooks", "prompt": "c197-m3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks is best for US businesses with deep tax needs"}, {"id": "mai-20260917-1725-smoke|c197-m3|meta-small|Xero", "prompt": "c197-m3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is best for international businesses with unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-m3|meta-small|FreshBooks", "prompt": "c197-m3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks is best for freelancers with invoicing needs"}, {"id": "mai-20260917-1725-smoke|c197-m3|meta-small|Wave", "prompt": "c197-m3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wave is a good option for businesses with zero budget"}, {"id": "mai-20260917-1725-smoke|c197-m3|meta-small|Zoho Books", "prompt": "c197-m3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books is a good option for businesses already using the Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|QuickBooks Online", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall** for small-to-mid-sized businesses ... **Most users:** QuickBooks Online (it's the industry standard)"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|FreshBooks", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freelancers/service pros:** FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|Xero", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teams needing unlimited users:** Xero"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|Zoho Books", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious:** Zoho Books or Wave"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|Wave", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best free option** ... Free core features"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|NetSuite", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Large enterprises:** NetSuite or Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m3|minimax-small|Sage Intacct", "prompt": "c197-m3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Large enterprises:** NetSuite or Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|QuickBooks Online", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It’s widely regarded as the best overall for its extensive feature set and integrations."}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|Xero", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small businesses, cloud-based solutions"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|FreshBooks", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Service-based businesses, remote teams"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|NetSuite", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large or multi-entity businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|Sage Intacct", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Automation and financial operations, healthcare businesses"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|Zoho Books", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: E-commerce, free plan users"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|Wave", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free invoicing and accounting tools, easy to use"}, {"id": "mai-20260917-1725-smoke|c197-m3|mistral-small|Odoo", "prompt": "c197-m3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: All-in-one ERP and CRM system"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|QuickBooks Online", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks** remains the \"safe default\" in the US because nearly every accountant and bookkeeper already uses it, with the largest app integration ecosystem."}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|Xero", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need multi-currency/unlimited users?** → Xero"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|FreshBooks", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Service business focused on invoicing?** → FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|Sage Intacct", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise/multi-entity?** → Sage Intacct or NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|Zoho Books", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Just starting out?** → Wave (free) or Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|Wave", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wave offering a truly free tier"}, {"id": "mai-20260917-1725-smoke|c197-m3|moonshot-small|NetSuite", "prompt": "c197-m3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sage Intacct** and **NetSuite** serve the enterprise market with ERP-level capabilities"}, {"id": "mai-20260917-1725-smoke|c197-m3|openai-small|QuickBooks Online", "prompt": "c197-m3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small business / general-purpose bookkeeping: QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c197-m3|openai-small|Xero", "prompt": "c197-m3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small business with many users: Xero"}, {"id": "mai-20260917-1725-smoke|c197-m3|openai-small|FreshBooks", "prompt": "c197-m3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freelancer / very small business: FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|openai-small|Sage Intacct", "prompt": "c197-m3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market finance team: Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m3|openai-small|NetSuite", "prompt": "c197-m3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large, complex business / ERP needs: NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|QuickBooks Online", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks is the \"safe default\" due to accountant familiarity."}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|Xero", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** – Strong cloud contender (4.4/5)."}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|FreshBooks", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks easiest for beginners"}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|Zoho Books", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable with free tier (4.5-4.7/5)"}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|Wave", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** – Best free option (4.5/5)."}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|NetSuite", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive, steep learning curve"}, {"id": "mai-20260917-1725-smoke|c197-m3|xai-small|Sage Intacct", "prompt": "c197-m3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High cost, complex setup"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|QuickBooks Online", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need a full US ecosystem (payroll, tax, lender integrations) and complex reporting | QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|Xero", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Want strong team collaboration, multi-currency, and a cleaner UI | Xero"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|FreshBooks", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Are a freelancer or service consultant who mainly sends invoices and tracks time | FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|NetSuite", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Run a multi-entity, high-volume operation with inventory, supply chain, and complex reporting | NetSuite"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|QuickBooks Enterprise", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need more users and capacity for a single-entity business but not a full ERP | QuickBooks Enterprise"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|Wave", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Want a free, simple invoicing and expense tracking solution with minimal features | Wave"}, {"id": "mai-20260917-1725-smoke|c197-m3|zai-small|Zoho Books", "prompt": "c197-m3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need inventory, multi-currency, and a scalable platform without a massive price tag | Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-m4|alibaba-small|Wave Accounting", "prompt": "c197-m4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** is widely considered the best entirely free accounting software for small businesses and freelancers."}, {"id": "mai-20260917-1725-smoke|c197-m4|alibaba-small|Zoho Books", "prompt": "c197-m4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Zoho Books** if you anticipate growing soon or already use other Zoho apps, as it scales well from free to paid."}, {"id": "mai-20260917-1725-smoke|c197-m4|alibaba-small|FreshBooks", "prompt": "c197-m4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks (Best for Service-Based Business)"}, {"id": "mai-20260917-1725-smoke|c197-m4|alibaba-small|QuickBooks", "prompt": "c197-m4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **QuickBooks** | ~$38/mo | Advanced scaling & Compliance | ❌ No (Trial Only) |"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|Wave", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** - Completely free accounting software with invoicing, expense tracking, and financial reports. Good for startups and small businesses."}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|ZipBooks", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free plan with basic accounting features"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|Zoho Books", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Has an affordable free tier and paid plans starting very low"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|QuickBooks Online Starter", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Entry-level subscription at a lower price point with essential features"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|FreshBooks", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers affordable plans focused on invoicing and expense tracking"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|Xero", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Competitive pricing with good features for small businesses"}, {"id": "mai-20260917-1725-smoke|c197-m4|anthropic-small|Manager.io", "prompt": "c197-m4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very affordable with desktop and cloud options"}, {"id": "mai-20260917-1725-smoke|c197-m4|challenger-small|Zoho Books", "prompt": "c197-m4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** is usually the best starting point because it offers a free plan"}, {"id": "mai-20260917-1725-smoke|c197-m4|challenger-small|Wave", "prompt": "c197-m4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need the **cheapest possible** option and your needs are simple bookkeeping and invoicing"}, {"id": "mai-20260917-1725-smoke|c197-m4|challenger-small|Sage Start", "prompt": "c197-m4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Sage Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best low-cost paid option if you need more than a free tool"}, {"id": "mai-20260917-1725-smoke|c197-m4|challenger-small|Xero", "prompt": "c197-m4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong affordable paid choice, especially if you want unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|Wave Accounting", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies with a truly limited budget, **Wave (free)** or **Zoho Books/Patriot (low-cost)** tend to offer the best balance of price and reliability."}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|GnuCash", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a steeper learning curve and is less user-friendly for beginners"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|Patriot Software Accounting", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Patriot Software Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PCMag named it the *\"Most Affordable\"* option"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|Zoho Books", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong value pick for small US businesses with robust features and a generous free tier"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|FreshBooks", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent for freelancers and service-based businesses thanks to its intuitive invoicing and time tracking"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|Akaunting", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "one of the lowest cloud subscription prices on the market"}, {"id": "mai-20260917-1725-smoke|c197-m4|deepseek-small|Xero", "prompt": "c197-m4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "favored by many reviewers for its low starting price, excellent mobile app, and *free unlimited users*"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|Zoho Books", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Books (Best Overall Free Option)**"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|Wave Accounting", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Wave** if you are a freelancer or service business and just want a clean, zero-cost way to send invoices"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|ZipBooks", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZipBooks is highly intuitive and lets you send unlimited invoices"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|QuickBooks Online", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the steep pricing of QuickBooks Online (which starts around $38/month for basic tiers)"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|Quicken Business & Personal", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "one of the most budget-friendly paid options on the market"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|Sage Accounting", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Sage Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sage Accounting (Best Budget Entry-Level Software)**"}, {"id": "mai-20260917-1725-smoke|c197-m4|google-small|Xero", "prompt": "c197-m4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Xero** if you have a team of people who need access to the software"}, {"id": "mai-20260917-1725-smoke|c197-m4|meta-small|GnuCash", "prompt": "c197-m4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GnuCash or Wave Starter, which are free."}, {"id": "mai-20260917-1725-smoke|c197-m4|meta-small|Wave Starter", "prompt": "c197-m4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Starter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GnuCash or Wave Starter, which are free."}, {"id": "mai-20260917-1725-smoke|c197-m4|meta-small|QuickBooks Online", "prompt": "c197-m4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online, which is a strong overall option for most businesses."}, {"id": "mai-20260917-1725-smoke|c197-m4|meta-small|Xero", "prompt": "c197-m4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero, which is a good all-round basic accounting platform for growing small businesses."}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|Wave", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're truly cash-strapped today, start with **Wave** (free) or **Zoho Books** (free tier)."}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|Zoho Books", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Wave** (free) or **Zoho Books** (free tier). Both cover the basics"}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|TrulySmall Accounting", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "TrulySmall Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **TrulySmall Accounting** | – | $20 | Very small service-based businesses |"}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|FreshBooks", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero Starter ($12)** or **FreshBooks Lite ($23)** give you the best bang for your buck"}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|Xero", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero Starter ($12)** or **FreshBooks Lite ($23)** give you the best bang for your buck"}, {"id": "mai-20260917-1725-smoke|c197-m4|minimax-small|QuickBooks Online", "prompt": "c197-m4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "QuickBooks Online has a steeper learning curve but provides the most depth for later stages."}, {"id": "mai-20260917-1725-smoke|c197-m4|mistral-small|Wave", "prompt": "c197-m4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Wave** is the top recommendation due to its comprehensive free features and scalability"}, {"id": "mai-20260917-1725-smoke|c197-m4|mistral-small|Helcim", "prompt": "c197-m4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it may not offer a full suite of accounting features for free, it's a strong option for businesses focused on invoicing"}, {"id": "mai-20260917-1725-smoke|c197-m4|mistral-small|Zoho Invoice", "prompt": "c197-m4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another free option that is suitable for freelancers and very small businesses"}, {"id": "mai-20260917-1725-smoke|c197-m4|moonshot-small|Wave Accounting", "prompt": "c197-m4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave is the standout choice for the most limited budgets, offering genuine double-entry accounting at no cost."}, {"id": "mai-20260917-1725-smoke|c197-m4|moonshot-small|Zoho Books", "prompt": "c197-m4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you can afford $15-20/month, Zoho Books provides more features and growth potential."}, {"id": "mai-20260917-1725-smoke|c197-m4|moonshot-small|FreshBooks Lite", "prompt": "c197-m4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Service-based freelancer:** **FreshBooks Lite** or **Wave**"}, {"id": "mai-20260917-1725-smoke|c197-m4|moonshot-small|QuickBooks Solopreneur", "prompt": "c197-m4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Solopreneur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Plan to grow quickly:** **QuickBooks Online** (most accountant-compatible)"}, {"id": "mai-20260917-1725-smoke|c197-m4|moonshot-small|Xero Early", "prompt": "c197-m4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero Early", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Xero Early** | ~$25/month | Growing businesses needing unlimited users |"}, {"id": "mai-20260917-1725-smoke|c197-m4|openai-small|Wave", "prompt": "c197-m4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wave**: best if you want the **lowest cost** and need basic invoicing/accounting."}, {"id": "mai-20260917-1725-smoke|c197-m4|openai-small|Zoho Books", "prompt": "c197-m4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** is probably the best balance of **price and features** for most budget-conscious companies"}, {"id": "mai-20260917-1725-smoke|c197-m4|openai-small|QuickBooks Online", "prompt": "c197-m4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you want the most widely used option, but it's usually **more expensive**"}, {"id": "mai-20260917-1725-smoke|c197-m4|xai-small|Wave Accounting", "prompt": "c197-m4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave Accounting** stands out as the best option for a company with a limited budget."}, {"id": "mai-20260917-1725-smoke|c197-m4|xai-small|Zoho Books", "prompt": "c197-m4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong budget picks:"}, {"id": "mai-20260917-1725-smoke|c197-m4|xai-small|Xero", "prompt": "c197-m4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$20–$25/month ... Growing businesses, unlimited users, inventory | No free tier"}, {"id": "mai-20260917-1725-smoke|c197-m4|xai-small|FreshBooks", "prompt": "c197-m4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$19–$23/month | Service-based invoicing & time tracking"}, {"id": "mai-20260917-1725-smoke|c197-m4|xai-small|QuickBooks Online", "prompt": "c197-m4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$35+/month ... Highest entry cost; per-user fees"}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|Wave", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need zero cost: Start with **Wave**, **QuickBooks Free**, or **FinFlow Track**."}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|QuickBooks Free", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Wave**, **QuickBooks Free**, or **FinFlow Track**."}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|FinFlow Track", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "FinFlow Track", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Wave**, **QuickBooks Free**, or **FinFlow Track**."}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|ProfitBooks", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "ProfitBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a free plan that can grow: Consider **Zoho Books** or **ProfitBooks**."}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|Zoho Books", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a free plan that can grow: Consider **Zoho Books** or **ProfitBooks**."}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|Xero", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "choose a low-cost all-in-one like **FreshBooks** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-m4|zai-small|FreshBooks", "prompt": "c197-m4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose a low-cost all-in-one like **FreshBooks** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|QuickBooks Online", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "your company has graduated past standard Small/Mid-sized Business tools (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Xero", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "graduated past standard Small/Mid-sized Business tools (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Oracle NetSuite", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The dominant cloud ERP. Highly customizable, excellent for rapid growth, but implementation-heavy."}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong integration with the Office ecosystem (Excel/Teams)."}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Sage X3", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage X3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for multi-entity management and complex manufacturing/logistics."}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Acumatica", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pricing models often favor growing companies, highly flexible architecture."}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|SAP", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Don't buy a Tier 1 ERP (like SAP or Oracle ERP Cloud) if you don't have 2,000+ employees."}, {"id": "mai-20260917-1725-smoke|c197-m5|alibaba-small|Oracle ERP Cloud", "prompt": "c197-m5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Don't buy a Tier 1 ERP (like SAP or Oracle ERP Cloud) if you don't have 2,000+ employees."}, {"id": "mai-20260917-1725-smoke|c197-m5|deepseek-small|NetSuite", "prompt": "c197-m5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "typically platforms like NetSuite, Sage, Dynamics, etc. rather than entry-level small-business tools"}, {"id": "mai-20260917-1725-smoke|c197-m5|deepseek-small|Sage", "prompt": "c197-m5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "typically platforms like NetSuite, Sage, Dynamics, etc. rather than entry-level small-business tools"}, {"id": "mai-20260917-1725-smoke|c197-m5|deepseek-small|Dynamics", "prompt": "c197-m5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically platforms like NetSuite, Sage, Dynamics, etc. rather than entry-level small-business tools"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|QuickBooks Online", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic bookkeeping tools like QuickBooks Online or Xero are likely bursting at the seams"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|Xero", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic bookkeeping tools like QuickBooks Online or Xero are likely bursting at the seams"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|SAP S/4HANA", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "massive enterprise-tier ERPs (like SAP S/4HANA) are likely too rigid, expensive, and complex to implement"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|Oracle NetSuite", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for high-growth, product-based companies... though implementation can be intensive and renewal pricing can be steep"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|Sage Intacct", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The market leader for finance-first, service-based, healthcare, and SaaS organizations. Outstanding dimensional reporting, strong APIs"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly customizable and cost-effective. An excellent option if your company is already deeply embedded in the Microsoft ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-m5|google-small|Acumatica", "prompt": "c197-m5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A modern, cloud-native ERP known for its consumption-based pricing model"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|NetSuite", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Research top contenders (e.g., NetSuite, Intacct, QuickBooks Enterprise, SAP Business One, Microsoft Dynamics 365, Oracle ERP Cloud)"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|Intacct", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research top contenders (e.g., NetSuite, Intacct, QuickBooks Enterprise, ...)"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|QuickBooks Enterprise", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research top contenders (e.g., NetSuite, Intacct, QuickBooks Enterprise, ...)"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|SAP Business One", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research top contenders (e.g., ... SAP Business One, Microsoft Dynamics 365, Oracle ERP Cloud)"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|Microsoft Dynamics 365", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research top contenders (e.g., ... Microsoft Dynamics 365, Oracle ERP Cloud)"}, {"id": "mai-20260917-1725-smoke|c197-m5|mistral-small|Oracle ERP Cloud", "prompt": "c197-m5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research top contenders (e.g., ... Oracle ERP Cloud)"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|Oracle NetSuite", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need full ERP → Oracle NetSuite or Microsoft Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|SAP Business ByDesign", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP Business ByDesign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle NetSuite, SAP Business ByDesign, Acumatica, Microsoft Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|Acumatica", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oracle NetSuite, SAP Business ByDesign, Acumatica, Microsoft Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|Microsoft Dynamics 365", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need full ERP → Oracle NetSuite or Microsoft Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|Sage Intacct", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need best-in-class accounting only → Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|QuickBooks Enterprise", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sage Intacct, QuickBooks Enterprise"}, {"id": "mai-20260917-1725-smoke|c197-m5|moonshot-small|Xero (with add-ons)", "prompt": "c197-m5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero (with add-ons)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Xero (with add-ons), Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|QuickBooks Online", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "beyond basic tools like QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|NetSuite", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NetSuite**: Best overall for scalability/ERP; great for global/multi-entity."}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|Sage Intacct", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct**: Strong reporting/compliance; mid-market sweet spot."}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|Acumatica", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Acumatica or Oracle ERP**: If heavy manufacturing/distribution."}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|QuickBooks Advanced", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "QuickBooks Advanced: $10K-20K (may outgrow)"}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|Xero Advanced", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top for mid-size: NetSuite, Intacct, Xero Advanced, Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|Dynamics 365", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top for mid-size: NetSuite, Intacct, Xero Advanced, Dynamics 365"}, {"id": "mai-20260917-1725-smoke|c197-m5|xai-small|Oracle ERP", "prompt": "c197-m5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Oracle ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Acumatica or Oracle ERP**: If heavy manufacturing/distribution."}, {"id": "mai-20260917-1725-smoke|c197-m5|zai-small|Sage Intacct", "prompt": "c197-m5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct:** Strong in multi‑entity consolidation, dimensional reporting, and multi‑book capabilities. Often praised for user experience and support."}, {"id": "mai-20260917-1725-smoke|c197-m5|zai-small|QuickBooks Online Advanced", "prompt": "c197-m5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for single‑entity businesses that need more power than basic QuickBooks but don't require full ERP complexity."}, {"id": "mai-20260917-1725-smoke|c197-m5|zai-small|NetSuite (Oracle ERP)", "prompt": "c197-m5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite (Oracle ERP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive ERP with inventory, order management, CRM, and advanced financials. Ideal if you need an integrated system"}, {"id": "mai-20260917-1725-smoke|c197-m5|zai-small|Xero", "prompt": "c197-m5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many companies start with QuickBooks or Xero and add specialized modules"}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Microsoft Dynamics GP (Great Plains)", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics GP (Great Plains)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unless you are migrating, do not adopt Dynamics GP."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Pastel Accounting", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Pastel Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Buying \"Pastel\" implies buying outdated desktop software."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Legacy Peachtree", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Legacy Peachtree", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Older, disconnected desktop-only versions are becoming obsolete."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|NetSuite", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "For a freelancer or a startup, they are overkill... often leads to wasted hundreds of thousands of dollars and project failure."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|SAP Business One", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "For a freelancer or a startup, they are overkill."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Oracle JD Edwards", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle JD Edwards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are powerful tools used by multi-national corporations. For a freelancer or a startup, they are overkill."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While excellent for growing companies, the learning curve is steep."}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Xero", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a simpler solution like Xero or QuickBooks may serve your needs more effectively"}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Intuit QuickBooks", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Intuit QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "it is frequently the subject of \"use with caution\" warnings due to its service model"}, {"id": "mai-20260917-1725-smoke|c197-m6|alibaba-small|Zoho Books", "prompt": "c197-m6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The Ecosystem Trap... you may find yourself fighting compatibility issues."}, {"id": "mai-20260917-1725-smoke|c197-m6|challenger-small|QuickBooks Self-Employed", "prompt": "c197-m6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Self-Employed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**QuickBooks Self-Employed** — one source bluntly says, “just… don’t,”"}, {"id": "mai-20260917-1725-smoke|c197-m6|challenger-small|Wave", "prompt": "c197-m6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the main ones to be cautious about are **QuickBooks Self-Employed**, **Wave** for growing or inventory-heavy businesses"}, {"id": "mai-20260917-1725-smoke|c197-m6|challenger-small|QuickBooks Enterprise", "prompt": "c197-m6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one guide says to avoid it if you need full cloud-native infrastructure, multi-entity consolidated reporting"}, {"id": "mai-20260917-1725-smoke|c197-m6|challenger-small|Xero", "prompt": "c197-m6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "U.S. businesses needing native payroll in one platform, heavy custom reporting, or advanced inventory should be cautious"}, {"id": "mai-20260917-1725-smoke|c197-m6|challenger-small|Zoho Books", "prompt": "c197-m6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it can be a poor fit if you do not already use other Zoho tools"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|QuickBooks Online (Intuit)", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "This is the most frequently cited platform for complaint patterns"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|NetSuite (Oracle)", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High cost** — Reviews cite subscriptions around $30k–$999+/month ... **Poor/expensive support**"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|Sage (Intacct / desktop)", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage (Intacct / desktop)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Steep learning curve** — Reviews note reporting that's hard to shape"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|Xero", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "help compare alternatives that address the complaint patterns (e.g., Xero, FreshBooks, Zoho Books)"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|FreshBooks", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare alternatives that address the complaint patterns (e.g., Xero, FreshBooks, Zoho Books)"}, {"id": "mai-20260917-1725-smoke|c197-m6|deepseek-small|Zoho Books", "prompt": "c197-m6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare alternatives that address the complaint patterns (e.g., Xero, FreshBooks, Zoho Books)"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|Older QuickBooks Desktop Versions", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Older QuickBooks Desktop Versions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Older versions (such as Pro, Premier, and Mac) are no longer supported and do not receive security patches"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|Sage 50", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage 50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid older, localized accounting systems (like older versions of Sage 50, MS Dynamics GP, or outdated custom ERPs)"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|MS Dynamics GP", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "MS Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid older, localized accounting systems (like older versions of Sage 50, MS Dynamics GP, or outdated custom ERPs)"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|QuickBooks Self-Employed (QBSE)", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Self-Employed (QBSE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Bookkeepers and CPAs widely recommend avoiding this specific tier."}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|QuickBooks Online Simple Start", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you choose QuickBooks, start with at least *QuickBooks Online Simple Start*."}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|Wave Accounting", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be prepared for sudden pricing transitions and upcharges as your business grows"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|FreshBooks", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you should be highly cautious about using it if you sell physical inventory"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|Oracle NetSuite", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they are a massive money and productivity pit for small or growing businesses"}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|SAP", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Avoid these until your company is genuinely operating at an enterprise scale."}, {"id": "mai-20260917-1725-smoke|c197-m6|google-small|Excel or Google Sheets", "prompt": "c197-m6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Excel or Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "spreadsheets are highly dangerous to rely on once your business scales"}, {"id": "mai-20260917-1725-smoke|c197-m6|meta-small|QuickBooks", "prompt": "c197-m6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the platforms mentioned include QuickBooks, Wave, and proprietary accounting software."}, {"id": "mai-20260917-1725-smoke|c197-m6|meta-small|Wave", "prompt": "c197-m6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms to avoid or be cautious about. Some of the platforms mentioned include QuickBooks, Wave"}, {"id": "mai-20260917-1725-smoke|c197-m6|meta-small|Xero", "prompt": "c197-m6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is mentioned as a potential alternative to QuickBooks."}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|Bench Accounting", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Bench Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Bench Accounting** (Highest Risk) ... strongly consider migrating to a more stable platform"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|Ramp", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Ramp** (Use Caution)"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|Brex", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Brex** (Use Caution)"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|Xero", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Xero** (lowest risk score)"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|FreshBooks", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these platforms have cleaner track records"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|QuickBooks Online", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuickBooks Online** (most established)"}, {"id": "mai-20260917-1725-smoke|c197-m6|minimax-small|Zoho Books", "prompt": "c197-m6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zoho Books** (more affordable option)"}, {"id": "mai-20260917-1725-smoke|c197-m6|mistral-small|QuickBooks (especially QuickBooks Online)", "prompt": "c197-m6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks (especially QuickBooks Online)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "criticizing QuickBooks for being unreliable, buggy, and having poor customer support. Some users recommend avoiding it"}, {"id": "mai-20260917-1725-smoke|c197-m6|mistral-small|FreeAgent", "prompt": "c197-m6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "FreeAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommend avoiding it in favor of alternatives like FreeAgent or Xero"}, {"id": "mai-20260917-1725-smoke|c197-m6|mistral-small|Xero", "prompt": "c197-m6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommend avoiding it in favor of alternatives like FreeAgent or Xero"}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|Wave Accounting", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Wave (free version)"}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|Sage Business Cloud Accounting", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Business Cloud Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Discontinued in the US - Support ended January 31, 2025. If you're still using it, migrate immediately"}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|QuickBooks Online", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with:** QuickBooks Online - weigh the convenience against the customer service complaints and rising costs."}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|Ramp", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed signals, 3 warnings noted in risk assessments, fast-growing but newer platform"}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|Xero", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Consider:** Xero or FreshBooks for a more stable experience"}, {"id": "mai-20260917-1725-smoke|c197-m6|moonshot-small|FreshBooks", "prompt": "c197-m6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Consider:** Xero or FreshBooks for a more stable experience"}, {"id": "mai-20260917-1725-smoke|c197-m6|xai-small|QuickBooks Online (Intuit)", "prompt": "c197-m6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks Online (Intuit) – Highest Caution (Risk Score: 54/100)... Avoid if: You need reliable support or stable pricing"}, {"id": "mai-20260917-1725-smoke|c197-m6|xai-small|Xero", "prompt": "c197-m6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Xero – Moderate Caution ... Avoid if: You handle advanced reporting or need quick phone help"}, {"id": "mai-20260917-1725-smoke|c197-m6|xai-small|FreshBooks", "prompt": "c197-m6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses; generally better-rated but check for your integrations."}, {"id": "mai-20260917-1725-smoke|c197-m6|xai-small|Zoho Books", "prompt": "c197-m6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses"}, {"id": "mai-20260917-1725-smoke|c197-m6|xai-small|Wave", "prompt": "c197-m6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free tier appeals to micro-businesses, but lacks advanced features/inventory; some sync drops reported."}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|QuickBooks Online (QBO)", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks Online (QBO) — Avoid Unless You Have No Choice"}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|Sage Intacct", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a choice, consider alternatives like Sage Intacct, Xero, or Zoho Books."}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|Xero", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider alternatives like Sage Intacct, Xero, or Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|Zoho Books", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider alternatives like Sage Intacct, Xero, or Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|Sage 300 ERP", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage 300 ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Sage 300 ERP — Avoid Unless You Must Use Legacy Systems"}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|SAP", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SAP — Use with Extreme Caution"}, {"id": "mai-20260917-1725-smoke|c197-m6|zai-small|BUSY Accounting", "prompt": "c197-m6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "BUSY Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "BUSY Accounting — Use with Caution"}, {"id": "mai-20260917-1725-smoke|c197-s1|alibaba-small|QuickBooks Online", "prompt": "c197-s1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: QuickBooks Online (QBO) **Best for:** General B2B use"}, {"id": "mai-20260917-1725-smoke|c197-s1|alibaba-small|Xero", "prompt": "c197-s1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The User Favorite: Xero **Best for:** Modern B2B companies... **Has International Clients** (Multi-currency needs) | **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-s1|alibaba-small|FreshBooks", "prompt": "c197-s1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Service-Based B2B (Agencies/Consultancies): FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-s1|alibaba-small|Zoho Books", "prompt": "c197-s1", "model": "alibaba-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value / Tech Stack Integration: Zoho Books"}, {"id": "mai-20260917-1725-smoke|c197-s1|anthropic-small|QuickBooks Online", "prompt": "c197-s1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online remains the best overall choice in 2026 due to its deep feature set, 750+ integrations"}, {"id": "mai-20260917-1725-smoke|c197-s1|anthropic-small|Xero", "prompt": "c197-s1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is better for teams (unlimited users)"}, {"id": "mai-20260917-1725-smoke|c197-s1|anthropic-small|FreshBooks", "prompt": "c197-s1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks is best suited for service-based businesses with basic accounting requirements."}, {"id": "mai-20260917-1725-smoke|c197-s1|anthropic-small|Wave", "prompt": "c197-s1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wave is the best free option"}, {"id": "mai-20260917-1725-smoke|c197-s1|anthropic-small|Zoho Books", "prompt": "c197-s1", "model": "anthropic-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For small businesses with complicated needs, Zoho Books is a good choice."}, {"id": "mai-20260917-1725-smoke|c197-s1|challenger-small|QuickBooks Online", "prompt": "c197-s1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c197-s1|challenger-small|Xero", "prompt": "c197-s1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you expect **more users**, cleaner workflows, or international operations"}, {"id": "mai-20260917-1725-smoke|c197-s1|challenger-small|Zoho Books", "prompt": "c197-s1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option if you want **value** and already use the Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-s1|challenger-small|FreshBooks", "prompt": "c197-s1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your B2B company is primarily **service-based**"}, {"id": "mai-20260917-1725-smoke|c197-s1|challenger-small|Wave", "prompt": "c197-s1", "model": "challenger-small", "cat": "accounting-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best if you need a **free** starting point, but it is more limited than paid platforms"}, {"id": "mai-20260917-1725-smoke|c197-s1|deepseek-small|QuickBooks Online", "prompt": "c197-s1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Pick: **QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c197-s1|deepseek-small|Xero", "prompt": "c197-s1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative: **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-s1|deepseek-small|KashFlow", "prompt": "c197-s1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Invoice-Heavy B2B: **KashFlow**"}, {"id": "mai-20260917-1725-smoke|c197-s1|deepseek-small|FreshBooks", "prompt": "c197-s1", "model": "deepseek-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solopreneur/small consultancy doing B2B billing | **FreshBooks**"}, {"id": "mai-20260917-1725-smoke|c197-s1|google-small|Xero", "prompt": "c197-s1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Xero: Best Overall for Growing B2B Teams"}, {"id": "mai-20260917-1725-smoke|c197-s1|google-small|QuickBooks Online (QBO)", "prompt": "c197-s1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online is the undisputed industry standard."}, {"id": "mai-20260917-1725-smoke|c197-s1|google-small|FreshBooks", "prompt": "c197-s1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B Service Agencies & Consultants"}, {"id": "mai-20260917-1725-smoke|c197-s1|google-small|Zoho Books", "prompt": "c197-s1", "model": "google-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Sales-Led Teams & Cost-Efficiency"}, {"id": "mai-20260917-1725-smoke|c197-s1|meta-small|QuickBooks Online", "prompt": "c197-s1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include QuickBooks Online, Xero, Zoho Books, FreshBooks, and Wave."}, {"id": "mai-20260917-1725-smoke|c197-s1|meta-small|Xero", "prompt": "c197-s1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include QuickBooks Online, Xero, Zoho Books, FreshBooks, and Wave."}, {"id": "mai-20260917-1725-smoke|c197-s1|meta-small|Zoho Books", "prompt": "c197-s1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include QuickBooks Online, Xero, Zoho Books, FreshBooks, and Wave."}, {"id": "mai-20260917-1725-smoke|c197-s1|meta-small|FreshBooks", "prompt": "c197-s1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include QuickBooks Online, Xero, Zoho Books, FreshBooks, and Wave."}, {"id": "mai-20260917-1725-smoke|c197-s1|meta-small|Wave", "prompt": "c197-s1", "model": "meta-small", "cat": "accounting-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options include QuickBooks Online, Xero, Zoho Books, FreshBooks, and Wave."}, {"id": "mai-20260917-1725-smoke|c197-s1|minimax-small|QuickBooks Online", "prompt": "c197-s1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Online** offers the best balance of features, pricing, and integrations."}, {"id": "mai-20260917-1725-smoke|c197-s1|minimax-small|KashFlow", "prompt": "c197-s1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your B2B operations involve complex invoicing or supplier management, **KashFlow** might be worth considering"}, {"id": "mai-20260917-1725-smoke|c197-s1|minimax-small|Sage Intacct", "prompt": "c197-s1", "model": "minimax-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-leading for small to mid-sized businesses"}, {"id": "mai-20260917-1725-smoke|c197-s1|mistral-small|QuickBooks Online", "prompt": "c197-s1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** and **Xero** are the top choices due to their scalability, integrations, and user-friendly interfaces"}, {"id": "mai-20260917-1725-smoke|c197-s1|mistral-small|Xero", "prompt": "c197-s1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online** and **Xero** are the top choices"}, {"id": "mai-20260917-1725-smoke|c197-s1|mistral-small|Zoho Books", "prompt": "c197-s1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for businesses already using Zoho's ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-s1|mistral-small|FreshBooks", "prompt": "c197-s1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for project-based businesses needing time tracking and invoicing."}, {"id": "mai-20260917-1725-smoke|c197-s1|mistral-small|KashFlow", "prompt": "c197-s1", "model": "mistral-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**KashFlow** is also a strong contender"}, {"id": "mai-20260917-1725-smoke|c197-s1|moonshot-small|QuickBooks Online", "prompt": "c197-s1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. QuickBooks Online** - Best Overall for B2B"}, {"id": "mai-20260917-1725-smoke|c197-s1|moonshot-small|FreshBooks", "prompt": "c197-s1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** if you're primarily service-based and want simpler, more intuitive invoicing and time tracking"}, {"id": "mai-20260917-1725-smoke|c197-s1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c197-s1", "model": "moonshot-small", "cat": "accounting-software", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AR/AP Automation"}, {"id": "mai-20260917-1725-smoke|c197-s1|openai-small|QuickBooks Online", "prompt": "c197-s1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c197-s1|openai-small|Zoho Books", "prompt": "c197-s1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the best value if you want strong invoicing, automation"}, {"id": "mai-20260917-1725-smoke|c197-s1|openai-small|Xero", "prompt": "c197-s1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if you care about clean bank reconciliation"}, {"id": "mai-20260917-1725-smoke|c197-s1|openai-small|FreshBooks", "prompt": "c197-s1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your company is very service-based"}, {"id": "mai-20260917-1725-smoke|c197-s1|openai-small|Wave", "prompt": "c197-s1", "model": "openai-small", "cat": "accounting-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you need the lowest-cost option and your accounting needs are simple"}, {"id": "mai-20260917-1725-smoke|c197-s1|xai-small|QuickBooks Online", "prompt": "c197-s1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online edges out as the most recommended for general small B2B"}, {"id": "mai-20260917-1725-smoke|c197-s1|xai-small|Xero", "prompt": "c197-s1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero (Best for Teams & International B2B)"}, {"id": "mai-20260917-1725-smoke|c197-s1|xai-small|FreshBooks", "prompt": "c197-s1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks (Best for Service-Based B2B)"}, {"id": "mai-20260917-1725-smoke|c197-s1|xai-small|Zoho Books", "prompt": "c197-s1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Books (Best Budget/All-in-One Option)"}, {"id": "mai-20260917-1725-smoke|c197-s1|xai-small|Sage Intacct", "prompt": "c197-s1", "model": "xai-small", "cat": "accounting-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "your industry (e.g., Sage Intacct for advanced)"}, {"id": "mai-20260917-1725-smoke|c197-s1|zai-small|Xero", "prompt": "c197-s1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Xero — Best Overall for B2B"}, {"id": "mai-20260917-1725-smoke|c197-s1|zai-small|QuickBooks Online", "prompt": "c197-s1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online — Best for Complex Accounting"}, {"id": "mai-20260917-1725-smoke|c197-s1|zai-small|Zoho Books", "prompt": "c197-s1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books — Best Value & Ecosystem Fit"}, {"id": "mai-20260917-1725-smoke|c197-s1|zai-small|FreshBooks", "prompt": "c197-s1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FreshBooks — Best for Service-Based B2B"}, {"id": "mai-20260917-1725-smoke|c197-s1|zai-small|KashFlow", "prompt": "c197-s1", "model": "zai-small", "cat": "accounting-software", "variant": "direct", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "KashFlow — Best for UK-Based B2B"}, {"id": "mai-20260917-1725-smoke|c197-s2|alibaba-small|QuickBooks Online Advanced", "prompt": "c197-s2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, QuickBooks Online remains the safest bet due to its sheer size, accountant familiarity, and feature set."}, {"id": "mai-20260917-1725-smoke|c197-s2|alibaba-small|Xero", "prompt": "c197-s2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is a fantastic alternative to QuickBooks"}, {"id": "mai-20260917-1725-smoke|c197-s2|alibaba-small|Zoho Books", "prompt": "c197-s2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "this platform offers incredible value and automation"}, {"id": "mai-20260917-1725-smoke|c197-s2|alibaba-small|NetSuite", "prompt": "c197-s2", "model": "alibaba-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for a standard \"Small Business,\" the cost and implementation time usually make it overkill"}, {"id": "mai-20260917-1725-smoke|c197-s2|anthropic-small|QuickBooks Online Plus", "prompt": "c197-s2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Plus** - Excellent for small B2B businesses."}, {"id": "mai-20260917-1725-smoke|c197-s2|anthropic-small|Xero", "prompt": "c197-s2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-based, strong for B2B operations with good invoicing features"}, {"id": "mai-20260917-1725-smoke|c197-s2|anthropic-small|FreshBooks", "prompt": "c197-s2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly good if invoicing and client management are priorities."}, {"id": "mai-20260917-1725-smoke|c197-s2|anthropic-small|Wave", "prompt": "c197-s2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free option that works well for very small businesses just starting out, though it has limitations as you scale."}, {"id": "mai-20260917-1725-smoke|c197-s2|anthropic-small|Zoho Books", "prompt": "c197-s2", "model": "anthropic-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, good automation features, and handles multi-currency transactions well"}, {"id": "mai-20260917-1725-smoke|c197-s2|challenger-small|QuickBooks Online", "prompt": "c197-s2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **QuickBooks Online** as the default choice"}, {"id": "mai-20260917-1725-smoke|c197-s2|challenger-small|Xero", "prompt": "c197-s2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Xero** as a strong alternative"}, {"id": "mai-20260917-1725-smoke|c197-s2|challenger-small|Zoho Books", "prompt": "c197-s2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books**: best if cost matters most and you want strong value"}, {"id": "mai-20260917-1725-smoke|c197-s2|challenger-small|Sage Intacct", "prompt": "c197-s2", "model": "challenger-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** becomes more attractive... for finance teams that need dimensional analysis"}, {"id": "mai-20260917-1725-smoke|c197-s2|deepseek-small|QuickBooks Online", "prompt": "c197-s2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **QuickBooks Online** as the top pick"}, {"id": "mai-20260917-1725-smoke|c197-s2|deepseek-small|Xero", "prompt": "c197-s2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Xero** as a strong close second"}, {"id": "mai-20260917-1725-smoke|c197-s2|deepseek-small|Zoho Books", "prompt": "c197-s2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (~$15/month): Best if budget is a major concern"}, {"id": "mai-20260917-1725-smoke|c197-s2|deepseek-small|FreshBooks", "prompt": "c197-s2", "model": "deepseek-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its general ledger/reporting depth is less robust than QuickBooks or Xero"}, {"id": "mai-20260917-1725-smoke|c197-s2|google-small|QuickBooks Online (QBO)", "prompt": "c197-s2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall & Industry Standard**\nQuickBooks Online remains the undisputed leader in small business accounting."}, {"id": "mai-20260917-1725-smoke|c197-s2|google-small|Xero", "prompt": "c197-s2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Global B2B & Collaborative Teams**"}, {"id": "mai-20260917-1725-smoke|c197-s2|google-small|Zoho Books", "prompt": "c197-s2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Value & Best for CRM Users**"}, {"id": "mai-20260917-1725-smoke|c197-s2|google-small|FreshBooks", "prompt": "c197-s2", "model": "google-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Service-Based B2B (Agencies & Consultants)**"}, {"id": "mai-20260917-1725-smoke|c197-s2|meta-small|Xero Accounting Solution", "prompt": "c197-s2", "model": "meta-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero Accounting Solution", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best general ledger software for a small B2B business would be Xero Accounting Solution"}, {"id": "mai-20260917-1725-smoke|c197-s2|minimax-small|QuickBooks Online", "prompt": "c197-s2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **QuickBooks Online** as the top choice for a small B2B business"}, {"id": "mai-20260917-1725-smoke|c197-s2|minimax-small|Xero", "prompt": "c197-s2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternatives:\n\n### Xero\n- Cheaper entry ($25/month)"}, {"id": "mai-20260917-1725-smoke|c197-s2|minimax-small|KashFlow", "prompt": "c197-s2", "model": "minimax-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically mentioned as strong for B2B invoice-to-ledger control"}, {"id": "mai-20260917-1725-smoke|c197-s2|mistral-small|Xero", "prompt": "c197-s2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** or **QuickBooks Online** are the best choices due to their comprehensive features, ease of use"}, {"id": "mai-20260917-1725-smoke|c197-s2|mistral-small|QuickBooks Online", "prompt": "c197-s2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero** or **QuickBooks Online** are the best choices"}, {"id": "mai-20260917-1725-smoke|c197-s2|mistral-small|FreshBooks", "prompt": "c197-s2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced project management features, **FreshBooks** or **Zoho Books** might be worth considering."}, {"id": "mai-20260917-1725-smoke|c197-s2|mistral-small|Zoho Books", "prompt": "c197-s2", "model": "mistral-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** or **Zoho Books** might be worth considering"}, {"id": "mai-20260917-1725-smoke|c197-s2|moonshot-small|QuickBooks Online", "prompt": "c197-s2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** — *Best Overall for B2B*"}, {"id": "mai-20260917-1725-smoke|c197-s2|moonshot-small|Xero", "prompt": "c197-s2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** — *Best for Multi-User Teams*"}, {"id": "mai-20260917-1725-smoke|c197-s2|moonshot-small|FreshBooks", "prompt": "c197-s2", "model": "moonshot-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** — *Best for Service-Based B2B*"}, {"id": "mai-20260917-1725-smoke|c197-s2|openai-small|Xero", "prompt": "c197-s2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Xero** or **QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c197-s2|openai-small|QuickBooks Online", "prompt": "c197-s2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **Xero** or **QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c197-s2|openai-small|Sage 50 Cloud", "prompt": "c197-s2", "model": "openai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Sage 50 Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a more traditional desktop-style accounting workflow"}, {"id": "mai-20260917-1725-smoke|c197-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c197-s2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online (QBO) is my top recommendation for a small B2B business needing general ledger software.**"}, {"id": "mai-20260917-1725-smoke|c197-s2|xai-small|Xero", "prompt": "c197-s2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for international B2B (multi-currency, unlimited users). Strong GL, AR automation"}, {"id": "mai-20260917-1725-smoke|c197-s2|xai-small|Zoho Books", "prompt": "c197-s2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable, scalable with CRM integration (Zoho suite). Solid GL/AR for B2B"}, {"id": "mai-20260917-1725-smoke|c197-s2|xai-small|FreshBooks", "prompt": "c197-s2", "model": "xai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but lighter GL depth—better for solopreneurs than product sellers"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|QuickBooks Online", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "your best bets today are **QuickBooks Online** and **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|Xero", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "your best bets today are **QuickBooks Online** and **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|Zoho Books", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books (free plan)** | Low upfront cost, still offers GL, invoicing, inventory, and multi-currency."}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|FreshBooks", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent invoicing UI, time tracking, and expense management; GL is present but less deep than QuickBooks/Xero."}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|NetSuite (Oracle)", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NetSuite** | All-in-one platform with a robust GL, multi-entity, and advanced automation."}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|HighRadius", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HighRadius** or **DualEntry** (specialized GL tools)"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|DualEntry", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**HighRadius** or **DualEntry** (specialized GL tools)"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|QuickBooks Desktop", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Desktop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or QuickBooks Desktop if you prefer on-prem"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|Wave", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free double-entry GL, invoicing, and expense tracking, but limited features"}, {"id": "mai-20260917-1725-smoke|c197-s2|zai-small|QuickBooks Enterprise", "prompt": "c197-s2", "model": "zai-small", "cat": "accounting-software", "variant": "paraphrase", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10+ → Look at QuickBooks Enterprise or Xero's higher tiers."}, {"id": "mai-20260917-1725-smoke|c197-s3|alibaba-small|QuickBooks Online", "prompt": "c197-s3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **QuickBooks Online** (Best Overall)"}, {"id": "mai-20260917-1725-smoke|c197-s3|alibaba-small|Xero", "prompt": "c197-s3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need **multiple people** (manager, assistant, intern) to work in the software daily → **Xero**."}, {"id": "mai-20260917-1725-smoke|c197-s3|alibaba-small|FreshBooks", "prompt": "c197-s3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** (Best for Freelancers & Service-Based Teams)"}, {"id": "mai-20260917-1725-smoke|c197-s3|alibaba-small|Zoho Books", "prompt": "c197-s3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** (Best Value & All-in-One Suite)"}, {"id": "mai-20260917-1725-smoke|c197-s3|alibaba-small|Wave", "prompt": "c197-s3", "model": "alibaba-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** (Best Free Option)"}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|QuickBooks", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "QuickBooks Online is the most widely used small business accounting platform in the United States... However, it charges per user seat, which can get expensive"}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|Xero", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero is the strongest accounting platform for businesses with multiple team members who need access to the books."}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|FreshBooks", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "FreshBooks can get pricey if you want to add several team members to your account."}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|Digits", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Digits is a best AI-native platform for bookkeeping that largely runs itself."}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|Wave", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wave is the best free option for freelancers and micro businesses."}, {"id": "mai-20260917-1725-smoke|c197-s3|anthropic-small|Zoho Books", "prompt": "c197-s3", "model": "anthropic-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Books offers powerful automation features, a strong mobile experience, and an affordable price point."}, {"id": "mai-20260917-1725-smoke|c197-s3|challenger-small|QuickBooks Online", "prompt": "c197-s3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **safest default choice for a small team**, **QuickBooks Online** is usually the broadest fit."}, {"id": "mai-20260917-1725-smoke|c197-s3|challenger-small|Xero", "prompt": "c197-s3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **multiuser teams** and growing businesses; it is commonly highlighted for **unlimited users** on every plan"}, {"id": "mai-20260917-1725-smoke|c197-s3|challenger-small|FreshBooks", "prompt": "c197-s3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **service businesses** and teams that invoice by project or time"}, {"id": "mai-20260917-1725-smoke|c197-s3|challenger-small|Zoho Books", "prompt": "c197-s3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **value-conscious** teams, especially those already using Zoho; it has a **free plan**"}, {"id": "mai-20260917-1725-smoke|c197-s3|challenger-small|Wave", "prompt": "c197-s3", "model": "challenger-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wave** is the main free option if you only need basic bookkeeping"}, {"id": "mai-20260917-1725-smoke|c197-s3|deepseek-small|QuickBooks Online", "prompt": "c197-s3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** — Best Overall"}, {"id": "mai-20260917-1725-smoke|c197-s3|deepseek-small|Xero", "prompt": "c197-s3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** — Best for Teams & Unlimited Users"}, {"id": "mai-20260917-1725-smoke|c197-s3|deepseek-small|FreshBooks", "prompt": "c197-s3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** — Best for Service-Based Teams"}, {"id": "mai-20260917-1725-smoke|c197-s3|deepseek-small|Zoho Books", "prompt": "c197-s3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** — Best Value & All-in-One Ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-s3|deepseek-small|Wave", "prompt": "c197-s3", "model": "deepseek-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** — Best Free Option"}, {"id": "mai-20260917-1725-smoke|c197-s3|google-small|QuickBooks Online (QBO)", "prompt": "c197-s3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks is the undisputed market leader... **Choose QuickBooks Online** if your accountant insists on it, you have a physical inventory"}, {"id": "mai-20260917-1725-smoke|c197-s3|google-small|Xero", "prompt": "c197-s3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero is the primary modern rival to QuickBooks... **Choose Xero** if you have a team of 3+ people who all need access"}, {"id": "mai-20260917-1725-smoke|c197-s3|google-small|FreshBooks", "prompt": "c197-s3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose FreshBooks** if you are a consulting firm, agency, or service provider"}, {"id": "mai-20260917-1725-smoke|c197-s3|google-small|Zoho Books", "prompt": "c197-s3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Zoho Books** if you love automation and want to build a highly customized system on a budget."}, {"id": "mai-20260917-1725-smoke|c197-s3|google-small|Wave", "prompt": "c197-s3", "model": "google-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Wave** if you are a brand-new micro-team or solopreneur looking for a simple, budget-friendly place to start."}, {"id": "mai-20260917-1725-smoke|c197-s3|meta-small|QuickBooks Online", "prompt": "c197-s3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online is considered the best overall for its depth of features and accountant support"}, {"id": "mai-20260917-1725-smoke|c197-s3|meta-small|Xero", "prompt": "c197-s3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is best for growing teams due to its unlimited users on every plan"}, {"id": "mai-20260917-1725-smoke|c197-s3|meta-small|FreshBooks", "prompt": "c197-s3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks is ideal for freelancers and service businesses"}, {"id": "mai-20260917-1725-smoke|c197-s3|meta-small|Wave", "prompt": "c197-s3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wave is the best free option for very small operations"}, {"id": "mai-20260917-1725-smoke|c197-s3|meta-small|Zoho Books", "prompt": "c197-s3", "model": "meta-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books is a value champion, especially for those already using Zoho"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|QuickBooks Online", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most versatile**: QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|FreshBooks", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for invoicing**: FreshBooks"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|Xero", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best for teams**: Xero (unlimited users)"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|Wave", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best value**: Wave or Zoho Books (free tiers)"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|Zoho Books", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Businesses already using Zoho products"}, {"id": "mai-20260917-1725-smoke|c197-s3|minimax-small|Sage", "prompt": "c197-s3", "model": "minimax-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Sage** | $10/mo | Micro-businesses | Simple, budget-friendly |"}, {"id": "mai-20260917-1725-smoke|c197-s3|mistral-small|QuickBooks Online", "prompt": "c197-s3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most small businesses, especially those needing robust features and accountant compatibility."}, {"id": "mai-20260917-1725-smoke|c197-s3|mistral-small|Xero", "prompt": "c197-s3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want unlimited users and a clean interface, especially for international work, choose **Xero**."}, {"id": "mai-20260917-1725-smoke|c197-s3|mistral-small|FreshBooks", "prompt": "c197-s3", "model": "mistral-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a freelancer or service provider, **FreshBooks** is the simplest and most cost-effective option"}, {"id": "mai-20260917-1725-smoke|c197-s3|moonshot-small|QuickBooks Online", "prompt": "c197-s3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **QuickBooks** if you need deeper accounting features, inventory management, or work with accountants who prefer it."}, {"id": "mai-20260917-1725-smoke|c197-s3|moonshot-small|Xero", "prompt": "c197-s3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have a **small team (2-10 people)**, **Xero** is often the best value"}, {"id": "mai-20260917-1725-smoke|c197-s3|moonshot-small|FreshBooks", "prompt": "c197-s3", "model": "moonshot-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Choose **FreshBooks** only if you're a solo operator... Not a full accounting system; lacks inventory, complex reporting"}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|QuickBooks Online", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online**: Best all-around choice for many small teams."}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|Xero", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero**: Strong for teams that want clean collaboration and bank reconciliation."}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|Zoho Books", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often the most budget-friendly and automation-focused."}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|FreshBooks", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your team is service-based and time/project oriented."}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|Wave", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Usually best for very small teams or solo operators who want a low-cost starting point."}, {"id": "mai-20260917-1725-smoke|c197-s3|openai-small|Sage Accounting", "prompt": "c197-s3", "model": "openai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Sage Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better for teams that expect to grow or need more formal controls."}, {"id": "mai-20260917-1725-smoke|c197-s3|xai-small|QuickBooks Online", "prompt": "c197-s3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Most small businesses needing full accounting. ... QuickBooks scales deepest but costs more."}, {"id": "mai-20260917-1725-smoke|c197-s3|xai-small|Xero", "prompt": "c197-s3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero stands out with unlimited users from the start (ideal for teams)"}, {"id": "mai-20260917-1725-smoke|c197-s3|xai-small|FreshBooks", "prompt": "c197-s3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Service-based/freelance teams focused on billing."}, {"id": "mai-20260917-1725-smoke|c197-s3|xai-small|Wave", "prompt": "c197-s3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious micro-teams or startups."}, {"id": "mai-20260917-1725-smoke|c197-s3|xai-small|Zoho Books", "prompt": "c197-s3", "model": "xai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mobile-heavy or growing teams on a budget."}, {"id": "mai-20260917-1725-smoke|c197-s3|zai-small|QuickBooks Online", "prompt": "c197-s3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online is the default choice for many small businesses in the US due to its depth, reliability"}, {"id": "mai-20260917-1725-smoke|c197-s3|zai-small|Xero", "prompt": "c197-s3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is a cloud-native platform that excels in global operations and team collaboration."}, {"id": "mai-20260917-1725-smoke|c197-s3|zai-small|FreshBooks", "prompt": "c197-s3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class invoicing & time tracking"}, {"id": "mai-20260917-1725-smoke|c197-s3|zai-small|Zoho Books", "prompt": "c197-s3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the most cost-effective option that doesn't skimp on features"}, {"id": "mai-20260917-1725-smoke|c197-s3|zai-small|Wave", "prompt": "c197-s3", "model": "zai-small", "cat": "accounting-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wave is a free, online-only accounting platform designed for micro-businesses."}, {"id": "mai-20260917-1725-smoke|c197-s4|alibaba-small|Wave", "prompt": "c197-s4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is extremely tight (near zero), **Wave** is widely considered the top choice."}, {"id": "mai-20260917-1725-smoke|c197-s4|alibaba-small|TrulySmall Accounting", "prompt": "c197-s4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "TrulySmall Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Budget-Friendly Paid Option: **TrulySmall Accounting**"}, {"id": "mai-20260917-1725-smoke|c197-s4|alibaba-small|Xero", "prompt": "c197-s4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Xero** if you want a scalable tool with great app integrations"}, {"id": "mai-20260917-1725-smoke|c197-s4|alibaba-small|FreshBooks", "prompt": "c197-s4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FreshBooks is excellent if your business is heavy on time-tracking and billing clients for hours worked."}, {"id": "mai-20260917-1725-smoke|c197-s4|alibaba-small|QuickBooks", "prompt": "c197-s4", "model": "alibaba-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limited integrations compared to giants like QuickBooks."}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Wave", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most affordable small business accounting, Wave is unbeatable at $0/month for solo operators"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Zoho Books", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Books also offers a free plan built for solopreneurs and micro-businesses"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Sage", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sage Start at $10/month covers the basics cleanly and is a sensible choice for the smallest businesses"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Quicken Business & Personal", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quicken Business & Personal starts at $4.99/month and covers both business accounting and personal finance"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Patriot", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-range tools like Patriot, Zoho Books Standard, and Xero Early run $17–$25/month"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|Xero", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Xero Early run $17–$25/month and offer substantial capability"}, {"id": "mai-20260917-1725-smoke|c197-s4|anthropic-small|FreshBooks", "prompt": "c197-s4", "model": "anthropic-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "FreshBooks offers the best experience for freelancers and service businesses at $8.50+/month"}, {"id": "mai-20260917-1725-smoke|c197-s4|challenger-small|Wave", "prompt": "c197-s4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Wave** if you need **free** accounting software"}, {"id": "mai-20260917-1725-smoke|c197-s4|challenger-small|Zoho Books", "prompt": "c197-s4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** is often the strongest pick for budget-conscious small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s4|challenger-small|QuickBooks Online", "prompt": "c197-s4", "model": "challenger-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is the most widely recommended overall option, but it is not the cheapest"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|Wave", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Wave** if you only need basic invoicing and bookkeeping — it's free"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|Zoho Books", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** offers the best balance of a free tier and affordable paid upgrade path"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|Patriot Software", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A very affordable, straightforward option specifically built for small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|Akaunting", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the cheapest paid options if you want a full-featured system"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|FreshBooks", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FreshBooks** | ~$23/mo | Invoicing-first service businesses |"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|Xero", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Xero** | ~$25/mo | Unlimited users, more features |"}, {"id": "mai-20260917-1725-smoke|c197-s4|deepseek-small|QuickBooks Online", "prompt": "c197-s4", "model": "deepseek-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "still very budget-friendly compared to QuickBooks Online ($38+/month)"}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|QuickBooks Online", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has become increasingly expensive (with basic plans starting around $38/month and scaling quickly as your business grows)"}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|Wave Accounting", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wave is widely considered the best free bookkeeping and invoicing software for freelancers, solopreneurs, and micro-businesses."}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|Zoho Books", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a low-cost, fully featured QuickBooks alternative: Choose Zoho Books (Standard paid plan)"}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|Quicken Business & Personal", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are self-employed/freelancing and want personal + business tracking: Choose Quicken Business & Personal"}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|Xero", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "This plan seems affordable, but it strictly limits you to sending 20 invoices per month."}, {"id": "mai-20260917-1725-smoke|c197-s4|google-small|FreshBooks", "prompt": "c197-s4", "model": "google-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "This plan limits you to 5 billable clients."}, {"id": "mai-20260917-1725-smoke|c197-s4|meta-small|FreshBooks", "prompt": "c197-s4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes options like FreshBooks, Intuit QuickBooks Online, Xero, and Wave"}, {"id": "mai-20260917-1725-smoke|c197-s4|meta-small|Intuit QuickBooks Online", "prompt": "c197-s4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Intuit QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes options like FreshBooks, Intuit QuickBooks Online, Xero, and Wave"}, {"id": "mai-20260917-1725-smoke|c197-s4|meta-small|Xero", "prompt": "c197-s4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes options like FreshBooks, Intuit QuickBooks Online, Xero, and Wave"}, {"id": "mai-20260917-1725-smoke|c197-s4|meta-small|Wave", "prompt": "c197-s4", "model": "meta-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes options like FreshBooks, Intuit QuickBooks Online, Xero, and Wave"}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|Wave", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **Wave** is the best overall free option."}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|Manager", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Free desktop version for small businesses. Good basic features."}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|ZipBooks", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free plan with limited invoicing and transactions."}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|QuickBooks Self-Employed", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Self-Employed** or **FreshBooks** offer the best balance of features and ease of use"}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|FreshBooks", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**QuickBooks Self-Employed** or **FreshBooks** offer the best balance of features and ease of use"}, {"id": "mai-20260917-1725-smoke|c197-s4|minimax-small|Xero", "prompt": "c197-s4", "model": "minimax-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Around $13/month for early-stage businesses, strong features."}, {"id": "mai-20260917-1725-smoke|c197-s4|mistral-small|Xero", "prompt": "c197-s4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best overall for small businesses... For the tightest budgets, Xero and FreshBooks are often the most affordable starting points"}, {"id": "mai-20260917-1725-smoke|c197-s4|mistral-small|QuickBooks Online", "prompt": "c197-s4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers the most comprehensive features if you can stretch your budget slightly"}, {"id": "mai-20260917-1725-smoke|c197-s4|mistral-small|FreshBooks", "prompt": "c197-s4", "model": "mistral-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for service-based businesses or those with modest product tracking needs"}, {"id": "mai-20260917-1725-smoke|c197-s4|moonshot-small|Wave Accounting", "prompt": "c197-s4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budget:** Start with **Wave's free plan**."}, {"id": "mai-20260917-1725-smoke|c197-s4|moonshot-small|Zoho Books", "prompt": "c197-s4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need more features or plan to grow:** Consider **Zoho Books free tier**"}, {"id": "mai-20260917-1725-smoke|c197-s4|moonshot-small|FreshBooks", "prompt": "c197-s4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Service-Based Businesses ... Cons: More expensive than Wave"}, {"id": "mai-20260917-1725-smoke|c197-s4|moonshot-small|QuickBooks Online", "prompt": "c197-s4", "model": "moonshot-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **QuickBooks Online** | ~$30/month | Accountant compatibility | 30 days |"}, {"id": "mai-20260917-1725-smoke|c197-s4|openai-small|QuickBooks Free", "prompt": "c197-s4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Free", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best ultra-budget option:** **QuickBooks Free** — it’s **$0/month** ... it’s the cheapest mainstream option."}, {"id": "mai-20260917-1725-smoke|c197-s4|openai-small|Xero", "prompt": "c197-s4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low-cost all-around option:** **Xero**"}, {"id": "mai-20260917-1725-smoke|c197-s4|openai-small|Zoho Books", "prompt": "c197-s4", "model": "openai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a fuller free plan:** **Zoho Books**"}, {"id": "mai-20260917-1725-smoke|c197-s4|xai-small|Wave", "prompt": "c197-s4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** is widely regarded as the best accounting software for a small company on a tight budget."}, {"id": "mai-20260917-1725-smoke|c197-s4|xai-small|Zoho Books", "prompt": "c197-s4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (<$50K annual revenue); $15–20/mo after | Growing teams, mobile-first, automations"}, {"id": "mai-20260917-1725-smoke|c197-s4|xai-small|FreshBooks", "prompt": "c197-s4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$19–23/mo (Lite plan) | Service businesses heavy on invoicing/projects"}, {"id": "mai-20260917-1725-smoke|c197-s4|xai-small|Xero", "prompt": "c197-s4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$15–25/mo (Starter/Early) | Inventory, multi-currency, teams | No free tier"}, {"id": "mai-20260917-1725-smoke|c197-s4|xai-small|QuickBooks Online", "prompt": "c197-s4", "model": "xai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most expensive entry point; per-user fees on some plans"}, {"id": "mai-20260917-1725-smoke|c197-s4|zai-small|Wave", "prompt": "c197-s4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, **Wave** (free forever) or **Zoho Books** (free for small revenue) are your best starting points."}, {"id": "mai-20260917-1725-smoke|c197-s4|zai-small|Zoho Books", "prompt": "c197-s4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wave** (free forever) or **Zoho Books** (free for small revenue) are your best starting points."}, {"id": "mai-20260917-1725-smoke|c197-s4|zai-small|FreshBooks", "prompt": "c197-s4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If polished invoicing is your top priority, **FreshBooks** (Lite at $23/mo) offers a good balance of simplicity and features."}, {"id": "mai-20260917-1725-smoke|c197-s4|zai-small|QuickBooks Online – Simple Start", "prompt": "c197-s4", "model": "zai-small", "cat": "accounting-software", "variant": "budget", "raw": "QuickBooks Online – Simple Start", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is the most capable, but at $38/mo it’s the least budget‑friendly"}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|SAP", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't quite ready (or willing) to manage the complexity of an enterprise ERP like SAP"}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|QuickBooks Online Advanced (Intuit)", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online Advanced (Intuit)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**1. QuickBooks Online Advanced (Intuit)** Pros: Everyone knows it; vast ecosystem of accountants"}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|Xero", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your revenue is <$2M, stick to standard **Xero**. It has a cleaner interface than QBO and excellent third-party integrations."}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|NetSuite", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a high-growth tech/startup, look at **NetSuite**. It is the industry leader for mid-market, but implementation is expensive and complex."}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|Zoho Books", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great value if you use other Zoho apps (CRM, Projects). Very cost-effective."}, {"id": "mai-20260917-1725-smoke|c197-s5|alibaba-small|Sage Intacct", "prompt": "c197-s5", "model": "alibaba-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you have complex chart of accounts or multi-entity structures (subsidiaries), but higher learning curve."}, {"id": "mai-20260917-1725-smoke|c197-s5|deepseek-small|Xero", "prompt": "c197-s5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Xero offers unlimited users on all plans — important at your size"}, {"id": "mai-20260917-1725-smoke|c197-s5|deepseek-small|QuickBooks Online", "prompt": "c197-s5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep feature set, huge accountant/CPA ecosystem, US market standard"}, {"id": "mai-20260917-1725-smoke|c197-s5|deepseek-small|FreshBooks", "prompt": "c197-s5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for service-based businesses, strong invoicing & time tracking"}, {"id": "mai-20260917-1725-smoke|c197-s5|deepseek-small|Zoho Books", "prompt": "c197-s5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent value, great if already in the Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c197-s5|deepseek-small|Sage Intacct", "prompt": "c197-s5", "model": "deepseek-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If your finance pain is more complex (multi-entity, advanced reporting)"}, {"id": "mai-20260917-1725-smoke|c197-s5|google-small|QuickBooks Online", "prompt": "c197-s5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online (Advanced Tier): Pros: The undisputed market standard. It has the largest ecosystem of third-party integrations"}, {"id": "mai-20260917-1725-smoke|c197-s5|google-small|Xero", "prompt": "c197-s5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero (Premium Plan): Pros: Beautiful, clean user interface; great for collaborative teams because it allows unlimited users on all plans"}, {"id": "mai-20260917-1725-smoke|c197-s5|google-small|Sage Intacct", "prompt": "c197-s5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sage Intacct (If stepping up to ERP): Pros: Exceptional multi-entity consolidation... Cons: ... overkill if your accounting is straightforward"}, {"id": "mai-20260917-1725-smoke|c197-s5|google-small|NetSuite", "prompt": "c197-s5", "model": "google-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only consider these if you have high complexity... Implementation costs for these systems often start at $15k–$50k and take months."}, {"id": "mai-20260917-1725-smoke|c197-s5|meta-small|QuickBooks Online Advanced", "prompt": "c197-s5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular accounting software options for medium-sized businesses include QuickBooks Online Advanced, Xero, and Finstackk."}, {"id": "mai-20260917-1725-smoke|c197-s5|meta-small|Xero", "prompt": "c197-s5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular accounting software options for medium-sized businesses include QuickBooks Online Advanced, Xero, and Finstackk."}, {"id": "mai-20260917-1725-smoke|c197-s5|meta-small|Finstackk", "prompt": "c197-s5", "model": "meta-small", "cat": "accounting-software", "variant": "scale", "raw": "Finstackk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular accounting software options for medium-sized businesses include QuickBooks Online Advanced, Xero, and Finstackk."}, {"id": "mai-20260917-1725-smoke|c197-s5|minimax-small|QuickBooks Online", "prompt": "c197-s5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For your size, look at: **QuickBooks Online**, **Xero**, **NetSuite**"}, {"id": "mai-20260917-1725-smoke|c197-s5|minimax-small|Xero", "prompt": "c197-s5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For your size, look at: **QuickBooks Online**, **Xero**, **NetSuite**"}, {"id": "mai-20260917-1725-smoke|c197-s5|minimax-small|NetSuite", "prompt": "c197-s5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NetSuite** (if needing more robust ERP)"}, {"id": "mai-20260917-1725-smoke|c197-s5|minimax-small|FreshBooks", "prompt": "c197-s5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FreshBooks** (if simpler)"}, {"id": "mai-20260917-1725-smoke|c197-s5|minimax-small|Sage Intacct", "prompt": "c197-s5", "model": "minimax-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or **Sage Intacct**"}, {"id": "mai-20260917-1725-smoke|c197-s5|mistral-small|QuickBooks Online Advanced", "prompt": "c197-s5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** (scalable, integrations, strong reporting)"}, {"id": "mai-20260917-1725-smoke|c197-s5|mistral-small|Xero", "prompt": "c197-s5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (user-friendly, great for startups, strong ecosystem)"}, {"id": "mai-20260917-1725-smoke|c197-s5|mistral-small|NetSuite", "prompt": "c197-s5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**NetSuite** (enterprise-grade, but complex and expensive)"}, {"id": "mai-20260917-1725-smoke|c197-s5|mistral-small|FreshBooks", "prompt": "c197-s5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** (best for service-based businesses)"}, {"id": "mai-20260917-1725-smoke|c197-s5|mistral-small|Zoho Books", "prompt": "c197-s5", "model": "mistral-small", "cat": "accounting-software", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Books** (affordable, integrates with Zoho CRM/ERP)"}, {"id": "mai-20260917-1725-smoke|c197-s5|moonshot-small|QuickBooks Online", "prompt": "c197-s5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online is often the safe choice due to its ecosystem and accountant familiarity"}, {"id": "mai-20260917-1725-smoke|c197-s5|moonshot-small|Xero", "prompt": "c197-s5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** – Strong for collaboration, unlimited users"}, {"id": "mai-20260917-1725-smoke|c197-s5|moonshot-small|FreshBooks", "prompt": "c197-s5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** – User-friendly, good for service businesses"}, {"id": "mai-20260917-1725-smoke|c197-s5|moonshot-small|Zoho Books", "prompt": "c197-s5", "model": "moonshot-small", "cat": "accounting-software", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** – Cost-effective option"}, {"id": "mai-20260917-1725-smoke|c197-s5|xai-small|QuickBooks Online", "prompt": "c197-s5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick 3 (e.g., QuickBooks for versatility, Xero for micro-SMBs, Zoho for free basics)"}, {"id": "mai-20260917-1725-smoke|c197-s5|xai-small|Xero", "prompt": "c197-s5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero for micro-SMBs"}, {"id": "mai-20260917-1725-smoke|c197-s5|xai-small|FreshBooks", "prompt": "c197-s5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Books, and Sage 50 are frequently recommended"}, {"id": "mai-20260917-1725-smoke|c197-s5|xai-small|Zoho Books", "prompt": "c197-s5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho for free basics"}, {"id": "mai-20260917-1725-smoke|c197-s5|xai-small|Sage 50", "prompt": "c197-s5", "model": "xai-small", "cat": "accounting-software", "variant": "scale", "raw": "Sage 50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Books, and Sage 50"}, {"id": "mai-20260917-1725-smoke|c197-s5|zai-small|QuickBooks", "prompt": "c197-s5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for platforms with 750+ integrations (QuickBooks) or 1,000+ (others)"}, {"id": "mai-20260917-1725-smoke|c197-s5|zai-small|NetSuite", "prompt": "c197-s5", "model": "zai-small", "cat": "accounting-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many midsize solutions (QuickBooks Online Advanced, NetSuite) offer strong scalability"}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|QuickBooks Online (Intuit)", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Use it if you are disciplined about checking your billing settings annually, but watch the \"auto-renew\" buttons closely."}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|Wave", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid if you plan to take on investors, apply for bank loans requiring accrual statements, or manage complex inventory."}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|FreshBooks", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Primarily an *invoicing* tool, not a full accounting platform... Verdict: Avoid if you plan to take on investors"}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|Xero", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to modular accounting software (QBO, Xero)"}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|Sage", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid legacy desktop Sage versions unless you have a specific, non-negotiable compliance requirement"}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|Oracle NetSuite", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these ERP (Enterprise Resource Planning) systems are disastrous for many small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s6|alibaba-small|Acumatica", "prompt": "c197-s6", "model": "alibaba-small", "cat": "accounting-software", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "\"Overkill\" Heavyweights: Oracle NetSuite or Acumatica ... disastrous for many small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s6|anthropic-small|QuickBooks Online", "prompt": "c197-s6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks has a concerning 1.1-star average on Trustpilot, with many users reporting poor customer service and technical issues."}, {"id": "mai-20260917-1725-smoke|c197-s6|anthropic-small|Oracle NetSuite", "prompt": "c197-s6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users complain about NetSuite's high cost, particularly for small businesses, and the unintuitive user interface can be overwhelming."}, {"id": "mai-20260917-1725-smoke|c197-s6|anthropic-small|Sage Online", "prompt": "c197-s6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sage Online is described as horrible, unreliable, and frustrating, with users stating it's the worst online accounting software they've used."}, {"id": "mai-20260917-1725-smoke|c197-s6|anthropic-small|Zoho Books", "prompt": "c197-s6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "commenters claim representatives aren't helpful—even when you can reach them"}, {"id": "mai-20260917-1725-smoke|c197-s6|anthropic-small|Wave", "prompt": "c197-s6", "model": "anthropic-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Wave has shifted significant functionality behind a paywall"}, {"id": "mai-20260917-1725-smoke|c197-s6|challenger-small|Wave", "prompt": "c197-s6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Wave** if you have **inventory, more than 10 employees, complex reporting needs, or near-term growth plans**; Certum specifically says those businesses should not use it."}, {"id": "mai-20260917-1725-smoke|c197-s6|challenger-small|FreshBooks", "prompt": "c197-s6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**FreshBooks** if you are **not** a freelancer, solo operator, or service-based micro-business"}, {"id": "mai-20260917-1725-smoke|c197-s6|challenger-small|NetSuite", "prompt": "c197-s6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "starts around **$1,000/month plus implementation**, which is often overkill for small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s6|challenger-small|Sage 50", "prompt": "c197-s6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage 50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "describes Sage 50 as desktop-based, which can be a poor fit for businesses needing easy remote access and modern integrations"}, {"id": "mai-20260917-1725-smoke|c197-s6|challenger-small|QuickBooks Enterprise", "prompt": "c197-s6", "model": "challenger-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**QuickBooks Enterprise** if you need **full cloud-native infrastructure, multi-entity consolidated reporting, or full ERP capabilities**"}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|QuickBooks Online (QBO)", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid if you're a freelancer, solo operator, or service provider with simple books."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Wave Accounting", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid if you rely on bank feeds, need any customer support, or process payments... Do **not** trust it for serious reconciliation."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|FreshBooks", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if you sell products, need strong financial reporting, or plan to grow beyond a solo practice."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Xero", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if you're in the US and want a single integrated system. Good for tech-savvy small businesses with an accountant."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Sage (any product)", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage (any product)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid unless you're an accountant who already knows Sage... For most small businesses, it's overkill and under-supported."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|AccountEdge", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "AccountEdge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "AccountEdge (desktop) still doesn't have a robust cloud version... These are not worth the risk for a growing business."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Kashoo", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Kashoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Kashoo is bare-bones and breaks on simple tasks. These are not worth the risk for a growing business."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|ZipBooks", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "ZipBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Ultra-specialized or \"boutique\" platforms (e.g., AccountEdge, Kashoo, ZipBooks)... Be cautious because"}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Zoho Books", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good value, lots of features for the price, but has a learning curve and support can be slow."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Bench", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Bench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Not DIY software, but managed bookkeeping where humans do the work. Safer if you hate software."}, {"id": "mai-20260917-1725-smoke|c197-s6|deepseek-small|Bookkeeper360", "prompt": "c197-s6", "model": "deepseek-small", "cat": "accounting-software", "variant": "negative", "raw": "Bookkeeper360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Bench or Bookkeeper360 – Not DIY software, but managed bookkeeping where humans do the work. Safer if you hate software."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|Oracle NetSuite", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Massive Enterprise Resource Planning (ERP) Systems (Outright Avoid)... Examples: Oracle NetSuite, SAP Business One, Sage Intacct."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|SAP Business One", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Oracle NetSuite, SAP Business One, Sage Intacct... they are a financial and operational trap"}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|Sage Intacct", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Oracle NetSuite, SAP Business One, Sage Intacct... Outright Avoid"}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|QuickBooks Desktop Pro, Premier, or Mac", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Desktop Pro, Premier, or Mac", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Discontinued or Phase-Out Desktop Software (Avoid)... Intuit has aggressively phased out these versions."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|QuickBooks Enterprise", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Intuit's only remaining supported option is QuickBooks Enterprise, which is prohibitively expensive for most small businesses."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|QuickBooks Self-Employed", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Self-Employed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "QuickBooks Self-Employed (Avoid)... does not support true double-entry bookkeeping"}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|QuickBooks Online", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to be Cautious of QuickBooks Online (QBO): QBO is the gold standard for CPAs, but it is heavily criticized"}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|Wave", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to be Cautious: Wave built its reputation on being entirely free. However... locks essential automated bookkeeping features behind a monthly paywall."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|FreshBooks", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to be Cautious: FreshBooks has an exceptional user interface... but it is not a robust general ledger."}, {"id": "mai-20260917-1725-smoke|c197-s6|google-small|Xero", "prompt": "c197-s6", "model": "google-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "many CPAs still find its backend reporting limited at tax time compared to Xero or QuickBooks"}, {"id": "mai-20260917-1725-smoke|c197-s6|meta-small|QuickBooks Online", "prompt": "c197-s6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "QuickBooks Online is a popular choice, but may not be suitable for businesses that need multi-entity consolidated reporting, advanced inventory management, or manufacturing workflows"}, {"id": "mai-20260917-1725-smoke|c197-s6|meta-small|Wave", "prompt": "c197-s6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options like Wave, Xero, and Zoho Books are also mentioned as potential alternatives."}, {"id": "mai-20260917-1725-smoke|c197-s6|meta-small|Xero", "prompt": "c197-s6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options like Wave, Xero, and Zoho Books are also mentioned as potential alternatives."}, {"id": "mai-20260917-1725-smoke|c197-s6|meta-small|Zoho Books", "prompt": "c197-s6", "model": "meta-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options like Wave, Xero, and Zoho Books are also mentioned as potential alternatives."}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|Wave Accounting", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Risk Score: 42/100 (Caution) ... Accounts being frozen or closed without warning"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|Bill.com", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Multiple user warnings about proceeding with caution"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|Ramp", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Both platforms have \"mixed signals\" with multiple documented warnings"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|Brex", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Both platforms have \"mixed signals\" with multiple documented warnings"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|QuickBooks Online", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider established platforms like QuickBooks, Xero, or FreshBooks despite higher costs"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|Xero", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider established platforms like QuickBooks, Xero, or FreshBooks despite higher costs"}, {"id": "mai-20260917-1725-smoke|c197-s6|minimax-small|FreshBooks", "prompt": "c197-s6", "model": "minimax-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider established platforms like QuickBooks, Xero, or FreshBooks despite higher costs"}, {"id": "mai-20260917-1725-smoke|c197-s6|mistral-small|Sage Intacct", "prompt": "c197-s6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "two platforms flagged as high-risk (with 50+ complaints) are:\n\n- **Sage Intacct** (Risk Score: 50+)"}, {"id": "mai-20260917-1725-smoke|c197-s6|mistral-small|Odoo Accounting", "prompt": "c197-s6", "model": "mistral-small", "cat": "accounting-software", "variant": "negative", "raw": "Odoo Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Odoo Accounting** (Risk Score: 50+)"}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|QuickBooks Desktop (Pro/Premier)", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Desktop (Pro/Premier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Intuit stopped selling new subscriptions in September 2024... Using unsupported software creates serious security and compliance risks."}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|FreshBooks", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Limited accounting functionality** – Better suited for invoicing than full accounting"}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|QuickBooks Online (QBO)", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Frequent price increases** ... **Bank sync issues**"}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|Wave", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While the core accounting is free, charges $8/month for receipt scanning, and payment processing fees add up"}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|Xero", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Generally safer bets** for most small businesses: **Xero** and **Zoho Books**"}, {"id": "mai-20260917-1725-smoke|c197-s6|moonshot-small|Zoho Books", "prompt": "c197-s6", "model": "moonshot-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Xero** and **Zoho Books** tend to receive more positive feedback for transparency and value"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|QuickBooks Online (Intuit)", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks Online (Intuit) – Be Very Cautious ... Who should avoid? Budget-conscious solos/freelancers"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|Bill.com (now BILL)", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Bill.com (now BILL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High Risk for Payments ... Who should avoid? Any SMB relying on fast AP/AR. High-risk per complaint trackers"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|Sage (e.g., Sage 50 or Business Cloud)", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage (e.g., Sage 50 or Business Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Proceed with Caution ... Outdated interface, payroll bugs, basic reporting/inventory, and support frustrations"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|Wave", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free/Cheap Options like Wave: Upsell \"catches\" (payroll +$20/mo), ads, or limits for non-micro businesses"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|old QuickBooks Desktop", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "old QuickBooks Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Proprietary Desktop Software (e.g., old QuickBooks Desktop): Vendor lock-in, poor data export, no cloud access"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|FreshBooks", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Recommendations Instead: FreshBooks or Xero (cleaner records, better for services/international)"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|Xero", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Recommendations Instead: FreshBooks or Xero (cleaner records, better for services/international)"}, {"id": "mai-20260917-1725-smoke|c197-s6|xai-small|Zoho Books", "prompt": "c197-s6", "model": "xai-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zoho Books (value/free tier), or Wave for starters"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Akaunting", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Akaunting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** platforms with consistently low ratings (e.g., Akaunting)"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|BUSY", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "BUSY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "poor support (e.g., BUSY ... ) big red flags for small businesses"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|QuickBooks Online", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low online ratings; users frequently cite poor customer support, frequent price hikes, and aggressive upselling."}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|FreshBooks", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per‑user pricing becomes prohibitive for larger teams; inventory management is very limited"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Xero", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Clean workflows, strong integrations, reliable security, good for growing businesses."}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Sage (desktop edition)", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage (desktop edition)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "others find it falling behind cloud alternatives in automation and usability"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|QuickBooks Desktop", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "QuickBooks Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy/Desktop Systems (e.g., older QuickBooks Desktop, on‑premises ERPs)** | Not scalable, expensive long‑term"}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Zoho Books", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong feature set, good integrations, transparent pricing."}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Wave", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free or low‑cost, decent for freelancers with minimal accounting needs."}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Odoo", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Combines accounting with operations; highly customizable and scalable."}, {"id": "mai-20260917-1725-smoke|c197-s6|zai-small|Sage Business Cloud", "prompt": "c197-s6", "model": "zai-small", "cat": "accounting-software", "variant": "negative", "raw": "Sage Business Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern cloud platform with better support and security than older desktop editions."}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Anaplan", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a big budget and complex cross-functional dependencies, this is the top choice."}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"safe\" enterprise bet if you want solid connectivity and ease of use without heavy IT investment."}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Vena Solutions", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice if your primary KPI is user adoption within an existing Excel-heavy culture."}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Planful", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as a strong alternative to Workday Adaptive and Vena, known for exceptional customer support"}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|OneStream", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best suited for massive, multinational conglomerates that need to unify FP&A with Financial Close and Consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Oracle Cloud EPM", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best suited for massive, multinational conglomerates that need to unify FP&A with Financial Close and Consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l1|alibaba-small|Board", "prompt": "c206-l1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal if you want to combine FP&A with Business Intelligence (BI)"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Anaplan", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** - Strong for planning and modeling"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Adaptive Insights", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adaptive Insights** - Good for mid to large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Workday", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday** - Comprehensive suite if you're already in their ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|OneStream", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneStream** - Unified platform for planning and reporting"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Planful", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Planful** - Robust budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Prophix", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Prophix** - Strong for enterprise planning"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Vena", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vena** - Excel-integrated planning"}, {"id": "mai-20260917-1725-smoke|c206-l1|anthropic-small|Board", "prompt": "c206-l1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Board** - Good for analytics and consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Pigment", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around FP&A choice is **Pigment**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Oracle Cloud EPM", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the main credible alternatives are **Oracle Cloud EPM** and **Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Anaplan", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Anaplan** as the safer long-established enterprise alternative"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Board", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-scale modeling and planning:** **Board**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|SAP Analytics Cloud", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise-scale modeling and planning:** ... **SAP Analytics Cloud**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|CCH Tagetik", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise-scale modeling and planning:** ... or **CCH Tagetik**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workday Adaptive Planning** if your finance team wants a more finance-led tool"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Vena", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Finance-led budgeting and forecasting:** **Workday Adaptive Planning** or **Vena**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|OneStream", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Close/consolidation-led planning:** **OneStream** or **Board**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|IBM Planning Analytics", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Modeling flexibility / COE-led planning:** **IBM Planning Analytics** or **Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l1|challenger-small|Datarails", "prompt": "c206-l1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "some favoring **Datarails** for ease of use and implementation speed, but those rankings are less enterprise-specific"}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|Anaplan", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is the most mature, safest choice."}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you run Workday already**, **Workday Adaptive Planning** is the most natural fit."}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|OneStream", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you also need unified close and consolidation** on the same platform, weigh **OneStream**."}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|Board", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for cross-functional planning with a friendly Excel-like front end"}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|Pigment", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Pigment** is the strongest modern pick."}, {"id": "mai-20260917-1725-smoke|c206-l1|deepseek-small|Mosaic", "prompt": "c206-l1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "purpose-built for high-growth, venture-backed SaaS financial operating models"}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|Pigment", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pigment is the most popular modern challenger to legacy enterprise platforms."}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|Anaplan", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Global Fortune 500-level B2B enterprises with massive, highly customized, multi-department modeling needs."}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises already using Workday for HR/ERP"}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|Planful", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bridges the gap between operational FP&A (budgeting/forecasting) and corporate accounting"}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|Vena Solutions", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vena maps a secure enterprise database directly onto a native Excel interface."}, {"id": "mai-20260917-1725-smoke|c206-l1|google-small|OneStream", "prompt": "c206-l1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Anaplan** (or **OneStream**)"}, {"id": "mai-20260917-1725-smoke|c206-l1|meta-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday Adaptive Planning - Best for large enterprises with a dedicated FP&A team of 10 or more"}, {"id": "mai-20260917-1725-smoke|c206-l1|meta-small|Drivetrain", "prompt": "c206-l1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as those evaluated by Getaleph, Drivetrain, G2, Centage, and Board."}, {"id": "mai-20260917-1725-smoke|c206-l1|meta-small|Centage", "prompt": "c206-l1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as those evaluated by Getaleph, Drivetrain, G2, Centage, and Board."}, {"id": "mai-20260917-1725-smoke|c206-l1|meta-small|Board", "prompt": "c206-l1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as those evaluated by Getaleph, Drivetrain, G2, Centage, and Board."}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Adaptive Planning** is widely considered one of the best FP&A software solutions for enterprise B2B companies"}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|Anaplan", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** - Known for cross-functional planning (xP&A) and complex modeling"}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|OneStream", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneStream** - Excellent for financial consolidation and complex reporting needs"}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|Board", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Board** - Strong for enterprises needing unified planning and BI capabilities"}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|Oracle Cloud EPM", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle Cloud EPM** - Good for organizations in Oracle ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-l1|minimax-small|SAP BPC", "prompt": "c206-l1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "SAP BPC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SAP BPC** - Ideal for companies already using SAP infrastructure"}, {"id": "mai-20260917-1725-smoke|c206-l1|mistral-small|Pigment", "prompt": "c206-l1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment** is currently the top choice, with Oracle Cloud EPM and Anaplan as strong alternatives"}, {"id": "mai-20260917-1725-smoke|c206-l1|mistral-small|Oracle Cloud EPM", "prompt": "c206-l1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Oracle Cloud EPM and Anaplan as strong alternatives depending on your specific requirements"}, {"id": "mai-20260917-1725-smoke|c206-l1|mistral-small|Anaplan", "prompt": "c206-l1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise-scale connected planning and cross-functional scenario modeling:** Anaplan"}, {"id": "mai-20260917-1725-smoke|c206-l1|moonshot-small|Pigment", "prompt": "c206-l1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment** — *Top Pick for Enterprise*"}, {"id": "mai-20260917-1725-smoke|c206-l1|moonshot-small|Anaplan", "prompt": "c206-l1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** — *Best for Complex Cross-Functional Planning*"}, {"id": "mai-20260917-1725-smoke|c206-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **already in the Workday ecosystem**: **Workday Adaptive Planning**"}, {"id": "mai-20260917-1725-smoke|c206-l1|moonshot-small|OneStream", "prompt": "c206-l1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **consolidation + planning in one platform**: **OneStream**"}, {"id": "mai-20260917-1725-smoke|c206-l1|moonshot-small|IBM Planning Analytics (TM1)", "prompt": "c206-l1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Complex FP&A* - AI-powered forecasting and real-time analysis"}, {"id": "mai-20260917-1725-smoke|c206-l1|openai-small|Anaplan", "prompt": "c206-l1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall: Anaplan** for large, complex, multi-team planning"}, {"id": "mai-20260917-1725-smoke|c206-l1|openai-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**faster implementation** and a more finance-centric FP&A rollout, choose **Workday Adaptive Planning**"}, {"id": "mai-20260917-1725-smoke|c206-l1|openai-small|Oracle EPM", "prompt": "c206-l1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**full EPM stack** and strong consolidation/close, choose **Oracle EPM**"}, {"id": "mai-20260917-1725-smoke|c206-l1|openai-small|Pigment", "prompt": "c206-l1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a good fit for modern SaaS/B2B planning teams that want flexible modeling"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Anaplan", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** | Complex, connected planning across finance, sales, ops at global scale ... **G2 Enterprise FP&A Leader**: Anaplan."}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises already on Workday ecosystem; mature FP&A teams"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|OneStream", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified platform for planning + consolidation + close (B2B with multi-entity needs)"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Oracle Fusion Cloud EPM", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle-centric stacks; broad EPM with financials"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Pigment", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast-growth enterprises ($1B+); modern, visual modeling"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|SAP Analytics Cloud", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Gartner 2024 Leaders** also include SAP Analytics Cloud, Board, Wolters Kluwer, Planful"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Board", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also include SAP Analytics Cloud, Board, Wolters Kluwer, Planful, and others"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Wolters Kluwer", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also include SAP Analytics Cloud, Board, Wolters Kluwer, Planful, and others"}, {"id": "mai-20260917-1725-smoke|c206-l1|xai-small|Planful", "prompt": "c206-l1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also include SAP Analytics Cloud, Board, Wolters Kluwer, Planful, and others"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Anaplan", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mixed ERP ecosystem with heavy cross‑functional planning** | Anaplan or Board"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Board", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mixed ERP ecosystem with heavy cross‑functional planning** | Anaplan or Board"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|OneStream", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Finance‑only consolidation & reporting (no operational planning)** | OneStream or CCH Tagetik"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Oracle Cloud EPM", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle‑heavy enterprise needing unified FP&A, close, consolidation** | Oracle Cloud EPM (EPBCS) or Board"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|SAP Analytics Cloud", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP‑heavy:** SAP Analytics Cloud (Planning) is the most natural fit."}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|CCH Tagetik", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Regulated, multi‑currency, multi‑entity environment** | CCH Tagetik or OneStream"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|IBM Planning Analytics (TM1)", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "UI is dated; requires more customization for modern analytics"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Workday Adaptive Planning", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Workday‑heavy:** Workday Adaptive Planning."}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Vena", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Not designed for full consolidation and regulatory reporting"}, {"id": "mai-20260917-1725-smoke|c206-l1|zai-small|Pigment", "prompt": "c206-l1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Excel‑centric teams needing modern governance** | Vena or Pigment"}, {"id": "mai-20260917-1725-smoke|c206-l2|alibaba-small|Anaplan", "prompt": "c206-l2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended Financial Planning and Analysis (FP&A) platform is typically **Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l2|alibaba-small|OneStream", "prompt": "c206-l2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Unified Alternative: OneStream ... is a strong contender"}, {"id": "mai-20260917-1725-smoke|c206-l2|alibaba-small|Oracle EPM Cloud", "prompt": "c206-l2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"If You Are Already Oracle\" Choice: Oracle EPM Cloud"}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|Anaplan", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for enterprise-scale planning with strong modeling capabilities, widely used by large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|Workiva", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Particularly strong for large organizations needing comprehensive financial reporting, consolidation, and disclosure management alongside FP&A."}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|Adaptive Insights", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Adaptive Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for mid-to-large enterprises with flexible planning modules and strong financial consolidation features."}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|Board", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for powerful analytics and modeling capabilities at enterprise scale."}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|Jedox", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers robust modeling and planning with good scalability for complex financial structures."}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|SAP Analytics Cloud", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong if your company already uses SAP systems."}, {"id": "mai-20260917-1725-smoke|c206-l2|anthropic-small|IBM Planning Analytics", "prompt": "c206-l2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for organizations with complex, multi-dimensional planning needs."}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|Anaplan", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Anaplan** as the default choice"}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|Drivetrain", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drivetrain** is a credible alternative, but the sources are more mixed on whether it is the best fit for truly massive, highly complex enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|Board", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Board** if you want a more **unified enterprise platform**"}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often described as less customizable than the top enterprise modeling platforms"}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|IBM Planning Analytics", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **IBM Planning Analytics** if your team is heavily **Excel-driven**"}, {"id": "mai-20260917-1725-smoke|c206-l2|challenger-small|Oracle Cloud EPM", "prompt": "c206-l2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Oracle Cloud EPM** if you need a broad **enterprise EPM suite**"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|Anaplan", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** is an excellent alternative"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|OneStream", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leader when you need **planning + financial consolidation/close in one platform**"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|Oracle Cloud EPM", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worth considering if you're already deep in Oracle or SAP"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|SAP Analytics Cloud", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Worth considering if you're already deep in Oracle or SAP"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|Pigment", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern, rolling-forecast/continuous-planning platforms gaining traction at enterprise scale"}, {"id": "mai-20260917-1725-smoke|c206-l2|deepseek-small|Board", "prompt": "c206-l2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "good if you want faster deployment than Anaplan with strong modeling"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Cube", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "lightweight or spreadsheet-native tools (like Cube or Datarails) typically lack the multi-dimensional scaling and security required for enterprise-grade operations"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Datarails", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lightweight or spreadsheet-native tools (like Cube or Datarails) typically lack the multi-dimensional scaling and security required for enterprise-grade operations"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Anaplan", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Anaplan is the undisputed enterprise heavyweight."}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the most mature enterprise FP&A tools on the market"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|OneStream", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OneStream is the gold standard"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Pigment", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pigment is the leading \"modern challenger\" in the enterprise space."}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|SAP Analytics Cloud", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you should also evaluate *SAP Analytics Cloud* or *Oracle Cloud EPM* alongside these options"}, {"id": "mai-20260917-1725-smoke|c206-l2|google-small|Oracle Cloud EPM", "prompt": "c206-l2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "you should also evaluate *SAP Analytics Cloud* or *Oracle Cloud EPM* alongside these options"}, {"id": "mai-20260917-1725-smoke|c206-l2|meta-small|Anaplan", "prompt": "c206-l2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is a highly recommended financial planning and analysis platform for large B2B companies with thousands of employees"}, {"id": "mai-20260917-1725-smoke|c206-l2|meta-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include Workday Adaptive Planning, which is best suited for large enterprises with a dedicated FP&A team"}, {"id": "mai-20260917-1725-smoke|c206-l2|minimax-small|Anaplan", "prompt": "c206-l2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would particularly recommend **Anaplan** or **Oracle** as top choices"}, {"id": "mai-20260917-1725-smoke|c206-l2|minimax-small|Oracle", "prompt": "c206-l2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would particularly recommend **Anaplan** or **Oracle** as top choices"}, {"id": "mai-20260917-1725-smoke|c206-l2|minimax-small|SAP (SAC)", "prompt": "c206-l2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "SAP (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Existing SAP ERP customers"}, {"id": "mai-20260917-1725-smoke|c206-l2|minimax-small|OneStream", "prompt": "c206-l2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need to consolidate multiple systems**: **OneStream** is excellent for complex enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l2|minimax-small|Workday", "prompt": "c206-l2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're on Workday**: **Workday** provides seamless integration"}, {"id": "mai-20260917-1725-smoke|c206-l2|mistral-small|Anaplan", "prompt": "c206-l2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is widely regarded as one of the top financial planning and analysis (FP&A) platforms"}, {"id": "mai-20260917-1725-smoke|c206-l2|mistral-small|Board", "prompt": "c206-l2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Board**, which is also highly rated for enterprise FP&A"}, {"id": "mai-20260917-1725-smoke|c206-l2|mistral-small|Cube Software", "prompt": "c206-l2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube Software**, which is recommended for mid-market and enterprise teams seeking spreadsheet-native workflows"}, {"id": "mai-20260917-1725-smoke|c206-l2|moonshot-small|OneStream", "prompt": "c206-l2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **OneStream** as the primary choice"}, {"id": "mai-20260917-1725-smoke|c206-l2|moonshot-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up**: Workday Adaptive Planning if you're already using Workday HCM/Financials"}, {"id": "mai-20260917-1725-smoke|c206-l2|moonshot-small|Anaplan", "prompt": "c206-l2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Cross-Functional Planning)"}, {"id": "mai-20260917-1725-smoke|c206-l2|moonshot-small|Oracle Cloud EPM", "prompt": "c206-l2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good fit if you're already in Oracle ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-l2|openai-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workday Adaptive Planning** if your priority is **enterprise-scale FP&A"}, {"id": "mai-20260917-1725-smoke|c206-l2|openai-small|Anaplan", "prompt": "c206-l2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** is the other top contender I'd seriously evaluate"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Anaplan", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Anaplan as the top FP&A platform."}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Workday", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** (Gartner Leader; top-ranked in some 2026 analyses like Capitalize)"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|OneStream", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pigment for visual, fast-growth enterprises; OneStream for unified CPM."}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Board", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside others like Workday, OneStream, Board, Oracle, SAP, and Wolters Kluwer"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Oracle Cloud EPM", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle Cloud EPM** (Gartner Leader): Ideal for full EPM suite"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|SAP", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alongside others like Workday, OneStream, Board, Oracle, SAP, and Wolters Kluwer"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Wolters Kluwer", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "alongside others like Workday, OneStream, Board, Oracle, SAP, and Wolters Kluwer"}, {"id": "mai-20260917-1725-smoke|c206-l2|xai-small|Pigment", "prompt": "c206-l2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pigment for visual, fast-growth enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l2|zai-small|Anaplan", "prompt": "c206-l2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** and **Pigment** are often the top picks"}, {"id": "mai-20260917-1725-smoke|c206-l2|zai-small|Pigment", "prompt": "c206-l2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Anaplan** and **Pigment** are often the top picks"}, {"id": "mai-20260917-1725-smoke|c206-l2|zai-small|Board", "prompt": "c206-l2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Board** as a strong alternative if you prioritize a unified, AI-augmented enterprise platform"}, {"id": "mai-20260917-1725-smoke|c206-l2|zai-small|Workday Adaptive Planning", "prompt": "c206-l2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you're deeply integrated with Workday and need robust workforce planning"}, {"id": "mai-20260917-1725-smoke|c206-l2|zai-small|OneStream", "prompt": "c206-l2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep learning curve and significant implementation effort"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|Pigment", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Pigment** if you want to break free from spreadsheet chaos and complex legacy systems but need a powerful, scalable engine"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|OneStream", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose OneStream** if your organization struggles with accurate, auditable financial statements"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|Anaplan", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "historically known for being heavy, complex, and requiring significant consultant involvement to build and maintain"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|Oracle EPM", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Organizations already heavily invested in the Oracle or SAP ecosystem who prefer a unified vendor contract"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "native EPM extensions of the two largest ERP providers"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|Vena", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack the heavy-duty calculation engines needed for enterprise-scale modeling ($1B+ revenue)"}, {"id": "mai-20260917-1725-smoke|c206-l3|alibaba-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack the heavy-duty calculation engines needed for enterprise-scale modeling ($1B+ revenue)"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Board", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Board is positioned as a platform that unifies financial consolidation, planning, and reporting in one environment"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Anaplan", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Anaplan is the enterprise reference platform, with 48 percent of the Fortune 50 using it."}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|OneStream", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is an enterprise-grade corporate performance management (CPM) platform that unifies FP&A, financial consolidation, and reporting in one system."}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms such as Board, Anaplan, OneStream, Oracle Cloud EPM, SAP Analytics Cloud, and CCH Tagetik are commonly evaluated"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP Analytics Cloud, and CCH Tagetik are commonly evaluated"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|CCH Tagetik", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Analytics Cloud, and CCH Tagetik are commonly evaluated"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It's best for global, multi-entity enterprises in the Workday ecosystem."}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Aleph", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms like Aleph and Cube deploy in hours to weeks"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Cube", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like Aleph and Cube deploy in hours to weeks"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|IBM Planning Analytics", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "other solutions, including IBM Planning Analytics, Pigment, Workday Adaptive Planning, and Vena, may also be considered"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Pigment", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "other solutions, including IBM Planning Analytics, Pigment, Workday Adaptive Planning, and Vena, may also be considered"}, {"id": "mai-20260917-1725-smoke|c206-l3|anthropic-small|Vena", "prompt": "c206-l3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "other solutions, including IBM Planning Analytics, Pigment, Workday Adaptive Planning, and Vena, may also be considered"}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Anaplan", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Anaplan** if you need the most robust **connected planning** across multiple departments and geographies."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday Adaptive Planning** if your FP&A team wants a more finance-friendly enterprise tool with faster adoption."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|OneStream", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OneStream** if your core pain is **consolidation and performance management** across many entities."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Oracle Cloud EPM** if you want a broad enterprise suite and can handle heavier implementation."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Planning and analytics for SAP-centric environments"}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Board", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Board** if you want unified financial and operational planning with strong scalability."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|IBM Planning Analytics", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **IBM Planning Analytics** if you need deep multidimensional modeling and complex calculations."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Vena", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Vena** if your team lives in Excel but needs enterprise controls and workflow governance."}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|Planful", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprises wanting a balanced FP&A suite"}, {"id": "mai-20260917-1725-smoke|c206-l3|challenger-small|CCH Tagetik", "prompt": "c206-l3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Planning plus strong finance transformation and consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Anaplan", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A long-standing Gartner Leader and one of the most widely deployed connected planning platforms in the enterprise market."}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workday Adaptive if you're a Workday ERP customer looking for tightly integrated, enterprise-grade planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|OneStream", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OneStream if you need to unify financial consolidation and close with planning on a single modern platform"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle EPM or SAP SAC if you're committed to Oracle or SAP"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|SAP Analytics Cloud (SAC)", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best value only if you're an SAP shop; less strong as a standalone planning platform"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Board", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A Gartner Leader with strong European market presence."}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Wolters Kluwer CCH Tagetik", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose CCH Tagetik if your priority is financial consolidation, regulatory reporting, and compliance above all else."}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Pigment", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "often considered the strongest modern alternative ... the strongest \"new guard\" pick"}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|IBM Planning Analytics (TM1)", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Older technology; user experience is not as modern as newer platforms; requires more skilled administrators."}, {"id": "mai-20260917-1725-smoke|c206-l3|deepseek-small|Jedox", "prompt": "c206-l3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A Gartner Leader, popular in European mid-to-enterprise markets."}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Anaplan", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Its Hyperblock engine handles multi-department planning better than any other system."}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless, native data flow and security mapping with Workday instances."}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Pigment", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unbeatable interface, visual modeling, and highly flexible formulas owned entirely by Finance."}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both provide ironclad, audit-ready consolidation, close management, and compliance tools integrated with FP&A."}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|OneStream", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OneStream** or **Oracle Cloud EPM** | Both provide ironclad, audit-ready consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Wolters Kluwer CCH Tagetik", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CCH Tagetik** is legendary for regulatory compliance, ESG reporting, and automated financial close"}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|Board", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Board** focuses heavily on \"intelligent planning\" and operational visibility"}, {"id": "mai-20260917-1725-smoke|c206-l3|google-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ecosystem-Native (Workday Adaptive, SAP Analytics Cloud, Oracle EPM)"}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Anaplan", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Anaplan is best for large enterprises with complex cross-functional planning at a global scale."}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Pigment", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pigment is considered the strongest enterprise FP&A platform of 2026"}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for global, multi-entity enterprises in the Workday ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Board", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable platforms include Board, Planful, and Vena"}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Planful", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable platforms include Board, Planful, and Vena"}, {"id": "mai-20260917-1725-smoke|c206-l3|meta-small|Vena", "prompt": "c206-l3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable platforms include Board, Planful, and Vena"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|Board", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Board** - Unified Agentic Planning Platform"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|Anaplan", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Anaplan** | Large enterprises with complex cross-functional planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|OneStream", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OneStream** | Enterprises needing strong consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oracle Cloud EPM** | Oracle-centric organizations"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP Analytics Cloud** | SAP shops"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|CCH Tagetik", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**CCH Tagetik** - Financial planning & consolidation"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workday Adaptive Planning** - Cloud-based planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|minimax-small|Pigment", "prompt": "c206-l3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Pigment** | Fast-growth enterprises | Visual modeling"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|Pigment", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited 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"fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A unified platform for financial consolidation, planning, and reporting, often chosen for its strong governance"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers integrated financial planning, analytics, and predictive capabilities"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|IBM Planning Analytics (TM1)", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for powerful, AI-driven forecasting and budgeting"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "excels in budgeting, forecasting, and workforce planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|Board", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Provides a unified platform for planning, close, consolidation, and reporting"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|Vena", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Popular for Excel-centric FP&A, offering enterprise-grade control"}, {"id": "mai-20260917-1725-smoke|c206-l3|mistral-small|Workiva", "prompt": "c206-l3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for regulated industries requiring strong audit trails"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|Pigment", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment** ⭐ (Top Rated for Enterprises $1B+)"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|Anaplan", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large enterprises with complex, cross-functional planning needs"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|OneStream", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Unified CPM Leader) ... Single platform for consolidation, planning, reporting"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|Oracle Cloud EPM", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Oracle ERP shops, enterprises needing deep scenario modeling"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** SAP S/4HANA environments"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Workday HCM/ERP customers, workforce planning integration"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|IBM Planning Analytics (TM1)", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Considerations:** Older technology heritage, can be complex to maintain"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|Board", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for:** Enterprises wanting one unified platform for FP&A, consolidation, and reporting"}, {"id": "mai-20260917-1725-smoke|c206-l3|moonshot-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c206-l3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Considerations:** May be stronger on consolidation than pure FP&A planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Anaplan", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need complex connected planning across the enterprise? 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→ Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|IBM Planning Analytics", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need deep modeling and calculation power? → IBM Planning Analytics"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|SAP Analytics Cloud / SAP FP&A", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud / SAP FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best fit when the company is deeply invested in SAP ERP / S/4HANA"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Board", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also commonly evaluated in the enterprise segment: Board, Planful, Prophix, Vena, Jedox..."}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Planful", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Prophix", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Vena", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Jedox", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Wolters Kluwer CCH Tagetik", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Pigment", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|openai-small|Unit4 FP&A", "prompt": "c206-l3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Unit4 FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Also commonly evaluated in the enterprise segment"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Anaplan", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Key Leaders include **Anaplan**... Anaplan tops vision"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|OneStream", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unified EPM (planning + consolidation + close + reporting)"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Finance-led teams in Workday ecosystems; mature budgeting/forecasting"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Board", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrated planning with consolidation/reporting; organization-wide alignment"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Oracle Fusion Cloud EPM", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global enterprises with Oracle ERP; scale + compliance"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|SAP Analytics Cloud", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP-centric enterprises; analytics-driven planning"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Statutory consolidation + FP&A for regulated industries"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|IBM Planning Analytics", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Key Leaders include ... **IBM Planning Analytics**"}, {"id": "mai-20260917-1725-smoke|c206-l3|xai-small|Pigment", "prompt": "c206-l3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Pigment** (often ranked #1 for modern scalability)"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Pigment", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**You need a modern, AI‑first platform with live collaboration and want to replace legacy Excel‑heavy planning** | **Pigment**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Anaplan", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Multi‑functional connected planning → **Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|OneStream", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need a single, governed system of record for financial close, consolidation, and planning (post‑GL)** | **OneStream**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Board", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You want one integrated platform for planning, close, consolidation, and reporting** | **Board**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Oracle Cloud EPM (EPBCS)", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM (EPBCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You are heavily invested in Oracle ERP/Hyperion and need seamless integration** | **Oracle Cloud EPM (EPBCS)**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|SAP Analytics Cloud (SAC)", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You are an SAP‑centric organization needing integrated planning & reporting** | **SAP Analytics Cloud**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|IBM Planning Analytics (TM1)", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You already use IBM TM1 and want a robust planning engine with strong BI integration"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Workday Adaptive Planning", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You prioritize AI‑driven decision intelligence, workforce & sales planning, and a clean, guided UI** | **Workday Adaptive Planning**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|Planful", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You are mid‑market and need strong consolidation + modern UI + Excel integration** | **Planful**"}, {"id": "mai-20260917-1725-smoke|c206-l3|zai-small|CCH Tagetik", "prompt": "c206-l3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "You need a consolidation‑first CPM suite with deep intercompany and currency handling** | **CCH Tagetik**"}, {"id": "mai-20260917-1725-smoke|c206-l4|alibaba-small|Anaplan", "prompt": "c206-l4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ultimate Modeling Power & Granularity** | **Anaplan** (Via Enterprise Agreement)"}, {"id": "mai-20260917-1725-smoke|c206-l4|alibaba-small|OneStream", "prompt": "c206-l4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Replacing Legacy Systems (ERP/GL integration)** | **OneStream**"}, {"id": "mai-20260917-1725-smoke|c206-l4|alibaba-small|Vena Solutions", "prompt": "c206-l4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena licensing is generally capped or more predictable than the heavyweights."}, {"id": "mai-20260917-1725-smoke|c206-l4|alibaba-small|Planful", "prompt": "c206-l4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planful offers a very transparent, modular pricing structure."}, {"id": "mai-20260917-1725-smoke|c206-l4|alibaba-small|Adaptive Insights (a Workday Product)", "prompt": "c206-l4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Adaptive Insights (a Workday Product)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is already a Workday customer, this is often the path of least resistance."}, {"id": "mai-20260917-1725-smoke|c206-l4|anthropic-small|Anaplan", "prompt": "c206-l4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Its modeling engine (Hyperblock) allows for enormous flexibility, making it ideal for enterprises with thousands of users"}, {"id": "mai-20260917-1725-smoke|c206-l4|anthropic-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Adaptive Planning is best for complex enterprise planning."}, {"id": "mai-20260917-1725-smoke|c206-l4|anthropic-small|Board", "prompt": "c206-l4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "roughly $75K-$300K+ at enterprise scope; typically below Anaplan for comparable footprints"}, {"id": "mai-20260917-1725-smoke|c206-l4|challenger-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest fit is usually **Workday Adaptive Planning** if you want a mature enterprise platform with broadly predictable subscription economics"}, {"id": "mai-20260917-1725-smoke|c206-l4|challenger-small|Pigment", "prompt": "c206-l4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pigment** is the strongest overall enterprise pick in several 2026 rankings"}, {"id": "mai-20260917-1725-smoke|c206-l4|challenger-small|Oracle Cloud EPM", "prompt": "c206-l4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often described as more complex and more prone to higher year-1 and ongoing total cost at scale"}, {"id": "mai-20260917-1725-smoke|c206-l4|challenger-small|Anaplan", "prompt": "c206-l4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often described as more complex and more prone to higher year-1 and ongoing total cost at scale"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|Anaplan", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** Anaplan / Workday / OneStream unless you have a dedicated procurement team to cap escalation"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|Workday Adaptive", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** Anaplan / Workday / OneStream unless you have a dedicated procurement team"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|OneStream", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** Anaplan / Workday / OneStream unless you have a dedicated procurement team"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|Oracle EPM / PBCS", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Oracle EPM / PBCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low – opaque quote-based pricing; TCO notoriously difficult to forecast"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|Cube", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runner-up: Cube**"}, {"id": "mai-20260917-1725-smoke|c206-l4|deepseek-small|Limelight", "prompt": "c206-l4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "My recommendation: **Limelight**"}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy enterprise platforms have highly unpredictable **service and administration costs**"}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|Fintastic", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fintastic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **maximum predictability and modern AI features** without seat calculation: Go with **Fintastic**."}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|Acterys", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Acterys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **heavy Microsoft shop** and want to leverage existing assets: Go with **Acterys**."}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|Cube", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your users **refuse to leave Excel** but you want flat-rate user licensing: Go with **Cube**."}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|Anaplan", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Changing a model or adding a new entity in Anaplan or OneStream often requires hiring expensive external implementation consultants"}, {"id": "mai-20260917-1725-smoke|c206-l4|google-small|OneStream", "prompt": "c206-l4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Changing a model or adding a new entity in Anaplan or OneStream often requires hiring expensive external implementation consultants"}, {"id": "mai-20260917-1725-smoke|c206-l4|meta-small|Anaplan", "prompt": "c206-l4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best FP&A software for a large company that needs predictable total cost across thousands of users is Anaplan."}, {"id": "mai-20260917-1725-smoke|c206-l4|meta-small|Adaptive Insights (Workday)", "prompt": "c206-l4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Adaptive Insights (Workday) and Oracle Cloud EPM."}, {"id": "mai-20260917-1725-smoke|c206-l4|meta-small|Oracle Cloud EPM", "prompt": "c206-l4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Adaptive Insights (Workday) and Oracle Cloud EPM."}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Anaplan", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise platforms like Anaplan, Planful, and Workday Adaptive can run $240K-$2.5M+ annually"}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Planful", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you may need to engage directly with enterprise vendors (Anaplan, Planful, Workday) and negotiate flat-fee enterprise agreements"}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Workday Adaptive", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "With vendors like Anaplan, Planful, or Workday Adaptive, you can potentially negotiate: Flat-fee enterprise agreements"}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Cube FP&A", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube FP&A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Cube** is currently the most transparent about unlimited user pricing"}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Centage", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Only Centage and Abacum bundle implementation into subscription"}, {"id": "mai-20260917-1725-smoke|c206-l4|minimax-small|Abacum", "prompt": "c206-l4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Only Centage and Abacum bundle implementation into subscription"}, {"id": "mai-20260917-1725-smoke|c206-l4|mistral-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictability & integration: Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-l4|mistral-small|Anaplan", "prompt": "c206-l4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anaplan is a strong alternative."}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Adaptive Planning** - If you're already in the Workday ecosystem or want the most predictable user-based pricing model"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|Anaplan", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Anaplan if cost predictability is your top priority"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|Planful", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planful** - If you need strong consolidation capabilities with more predictable implementation costs"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|OneStream", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneStream** - If you want a unified platform to reduce integration complexity and hidden costs"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|IBM Planning Analytics", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Complex FP&A planning in large teams with Excel-driven models"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|Centage", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "except Centage/Abacum which bundle it"}, {"id": "mai-20260917-1725-smoke|c206-l4|moonshot-small|Abacum", "prompt": "c206-l4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "except Centage/Abacum which bundle it"}, {"id": "mai-20260917-1725-smoke|c206-l4|openai-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for predictable enterprise cost:** **Workday Adaptive Planning**"}, {"id": "mai-20260917-1725-smoke|c206-l4|openai-small|Board", "prompt": "c206-l4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Board** — a good fit if you want a broad enterprise planning platform"}, {"id": "mai-20260917-1725-smoke|c206-l4|openai-small|OneStream", "prompt": "c206-l4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneStream** — often best when you need a unified finance platform at scale"}, {"id": "mai-20260917-1725-smoke|c206-l4|openai-small|Anaplan", "prompt": "c206-l4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Anaplan's own materials show contract economics can vary significantly by user mix and deal structure, which is a warning sign"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Anaplan", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** (Top Pick for Predictability at Scale)"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|OneStream", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Good predictability**: Less user-driven; focuses on deployment scope/entities."}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Oracle Cloud EPM (Planning)", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Oracle Cloud EPM (Planning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Moderate predictability**: Negotiable at volume ... But user-based scaling can surprise if headcount grows."}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lower predictability**: Scales directly with users; viewer licenses help but still linear."}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Planful", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid Pure Per-User Models at Scale**: Tools like Workday Adaptive, Planful, Vena, or Pigment charge $15–$100/user/mo, making 1,000s of users ... unpredictable/expensive"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Vena", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like Workday Adaptive, Planful, Vena, or Pigment charge $15–$100/user/mo, making 1,000s of users ... unpredictable/expensive"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Pigment", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like Workday Adaptive, Planful, Vena, or Pigment charge $15–$100/user/mo ... unpredictable/expensive"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Limelight", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Flat-fee options exist but target SMB/mid-market (e.g., Limelight/Centage ~$20K–$100K/yr unlimited, not enterprise-grade)"}, {"id": "mai-20260917-1725-smoke|c206-l4|xai-small|Centage", "prompt": "c206-l4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limelight/Centage ~$20K–$100K/yr unlimited, not enterprise-grade"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|IBM Planning Analytics", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: IBM Planning Analytics"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|OneStream", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Strong Contender: OneStream"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Workday Adaptive Planning", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Alternative: Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Anaplan", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Anaplan — custom pricing but powerful"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Pigment", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pigment | Custom (mid-market to enterprise)"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Prophix", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prophix | $50K–$195K/year"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Vena", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vena | $40K–$150K/year"}, {"id": "mai-20260917-1725-smoke|c206-l4|zai-small|Planful", "prompt": "c206-l4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Planful | $240K–$260K+/year"}, {"id": "mai-20260917-1725-smoke|c206-l5|challenger-small|Pigment", "prompt": "c206-l5", "model": "challenger-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "common candidates including **Pigment, Vena, Adaptive Planning, and Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l5|challenger-small|Vena", "prompt": "c206-l5", "model": "challenger-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common candidates including **Pigment, Vena, Adaptive Planning, and Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l5|challenger-small|Adaptive Planning", "prompt": "c206-l5", "model": "challenger-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common candidates including **Pigment, Vena, Adaptive Planning, and Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l5|challenger-small|Anaplan", "prompt": "c206-l5", "model": "challenger-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common candidates including **Pigment, Vena, Adaptive Planning, and Anaplan**"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|Anaplan", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise platforms (Anaplan, OneStream) can take 6+ months"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|OneStream", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise platforms (Anaplan, OneStream) can take 6+ months"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|Pigment", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mid-market tools (Pigment, Planful) 2–4 months"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|Planful", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mid-market tools (Pigment, Planful) 2–4 months"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|Workday Adaptive Planning", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 2–4 vendors (e.g., Anaplan, OneStream, Pigment, Workday Adaptive Planning, Planful, Oracle EPM)"}, {"id": "mai-20260917-1725-smoke|c206-l5|deepseek-small|Oracle EPM", "prompt": "c206-l5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 2–4 vendors (e.g., Anaplan, OneStream, Pigment, Workday Adaptive Planning, Planful, Oracle EPM)"}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Clockwork", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Lightweight or SMB-focused tools (e.g., Clockwork, Jirav, or basic Excel-wrapper tools) will likely fail your security audits"}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Jirav", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Lightweight or SMB-focused tools (e.g., Clockwork, Jirav, or basic Excel-wrapper tools) will likely fail your security audits"}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Anaplan", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Requires a long, consultant-led implementation and dedicated internal administrators to maintain."}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Workday Adaptive Planning", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Large enterprises... Highly scalable with a strong balance of enterprise security and user accessibility."}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Pigment", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It has scaled rapidly into the enterprise market, offering modern architecture, fast recalculations, and intuitive security permissions."}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|OneStream", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Organizations that want a single unified platform for complex corporate financial close, consolidation, and FP&A."}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Oracle Cloud EPM", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "OneStream / Oracle Cloud EPM"}, {"id": "mai-20260917-1725-smoke|c206-l5|google-small|Planful", "prompt": "c206-l5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Teams wanting a structured, highly governed budgeting and forecasting environment"}, {"id": "mai-20260917-1725-smoke|c206-l5|meta-small|Aleph", "prompt": "c206-l5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Aleph**: Offers SOC 2 Type II compliance, SSO with SAML support, and fine-grained access controls."}, {"id": "mai-20260917-1725-smoke|c206-l5|meta-small|NextFPA", "prompt": "c206-l5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "NextFPA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**NextFPA**: Provides SOC 2 Type II certification, GDPR compliance, and enterprise-grade security features."}, {"id": "mai-20260917-1725-smoke|c206-l5|meta-small|Cube", "prompt": "c206-l5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cube**: Features SOC 2 Type II compliance, cell-level permissions, and a complete audit trail."}, {"id": "mai-20260917-1725-smoke|c206-l5|meta-small|Anaplan", "prompt": "c206-l5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its enterprise-grade access controls, audit logging, and SOC 2 Type II compliance, making it suitable for large enterprises."}, {"id": "mai-20260917-1725-smoke|c206-l5|minimax-small|Anaplan", "prompt": "c206-l5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can provide a comparison of options like Anaplan, Adaptive Insights, Oracle PBCS, Workday Adaptive Planning, and others."}, {"id": "mai-20260917-1725-smoke|c206-l5|minimax-small|Adaptive Insights", "prompt": "c206-l5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options like Anaplan, Adaptive Insights, Oracle PBCS, Workday Adaptive Planning, and others."}, {"id": "mai-20260917-1725-smoke|c206-l5|minimax-small|Oracle PBCS", "prompt": "c206-l5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle PBCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options like Anaplan, Adaptive Insights, Oracle PBCS, Workday Adaptive Planning, and others."}, {"id": "mai-20260917-1725-smoke|c206-l5|minimax-small|Workday Adaptive Planning", "prompt": "c206-l5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options like Anaplan, Adaptive Insights, Oracle PBCS, Workday Adaptive Planning, and others."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|Anaplan", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Anaplan, Adaptive Insights (Workday), Planful, Vena, BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|Adaptive Insights (Workday)", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: Anaplan, Adaptive Insights (Workday), Planful, Vena, BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|Planful", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: Anaplan, Adaptive Insights (Workday), Planful, Vena, BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|Vena", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: Anaplan, Adaptive Insights (Workday), Planful, Vena, BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|BlackLine", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: ... Vena, BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|Oracle EPM", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist Vendors: ... BlackLine, Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|IBM Planning Analytics", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist Vendors: ... Oracle EPM, IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|mistral-small|OneStream", "prompt": "c206-l5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shortlist Vendors: ... IBM Planning Analytics, or OneStream."}, {"id": "mai-20260917-1725-smoke|c206-l5|moonshot-small|Anaplan", "prompt": "c206-l5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Anaplan** (for complex enterprise planning), **Cube** ... and **Aleph** ... are worth evaluating"}, {"id": "mai-20260917-1725-smoke|c206-l5|moonshot-small|Cube", "prompt": "c206-l5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cube** (spreadsheet-native with strong compliance)"}, {"id": "mai-20260917-1725-smoke|c206-l5|moonshot-small|Aleph", "prompt": "c206-l5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Aleph** (SOC 2 certified with Auth0 identity management) are worth evaluating"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Anaplan", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Anaplan** | Complex modeling, enterprise-scale | SOC 2, SSO"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Pigment", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pigment** | Real-time collab, AI forecasting | SOC 2, SSO/SCIM"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Workday Adaptive Planning", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workday Adaptive** | HR-integrated planning | SOC 2, SSO"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|OneStream", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneStream** | Unified EPM, consolidation | SOC 2, SSO"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Vena", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vena** | Excel-first, audit trails | SOC 2, SSO"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Cube", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cube** | Spreadsheet-native, fast impl. | SOC 2 Type II, SAML SSO"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Aleph", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top platforms like Anaplan, Pigment, Workday Adaptive Planning, OneStream, Vena, Cube, Aleph, Board, Oracle Cloud EPM, and CCH Tagetik"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Board", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Top platforms like ... Board, Oracle Cloud EPM, and CCH Tagetik frequently support SOC 2 Type II"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|Oracle Cloud EPM", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top platforms like ... Oracle Cloud EPM, and CCH Tagetik"}, {"id": "mai-20260917-1725-smoke|c206-l5|xai-small|CCH Tagetik", "prompt": "c206-l5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Top platforms like ... and CCH Tagetik frequently support SOC 2 Type II"}, {"id": "mai-20260917-1725-smoke|c206-l6|alibaba-small|Oracle Hyperion EPM (On-Prem)", "prompt": "c206-l6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Hyperion EPM (On-Prem)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** These systems are functionally frozen. Innovation has ceased"}, {"id": "mai-20260917-1725-smoke|c206-l6|alibaba-small|Oracle FCCS", "prompt": "c206-l6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ensure you have a funded exit strategy toward a modular, cloud-native successor (like Oracle FCCS or a best-of-breed alternative)"}, {"id": "mai-20260917-1725-smoke|c206-l6|alibaba-small|Anaplan", "prompt": "c206-l6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it carries heavy liabilities for enterprises that underestimate its operational footprint"}, {"id": "mai-20260917-1725-smoke|c206-l6|alibaba-small|Pigment", "prompt": "c206-l6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it often hits a wall at the true enterprise scale ($5B+)"}, {"id": "mai-20260917-1725-smoke|c206-l6|alibaba-small|SAP BPC / BEx", "prompt": "c206-l6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP BPC / BEx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to Avoid:** If your enterprise relies heavily on non-SAP ERPs ... using SAP-specific planning tools creates friction."}, {"id": "mai-20260917-1725-smoke|c206-l6|anthropic-small|Workday Adaptive", "prompt": "c206-l6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like Workday Adaptive, Anaplan, and Oracle Cloud EPM require months to deploy, with implementation services running one to three times annual license value"}, {"id": "mai-20260917-1725-smoke|c206-l6|anthropic-small|Anaplan", "prompt": "c206-l6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Anaplan is built for extremely large enterprises willing to invest heavily in specialized talent, long deployment timelines, and ongoing maintenance."}, {"id": "mai-20260917-1725-smoke|c206-l6|anthropic-small|Oracle Cloud EPM", "prompt": "c206-l6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise platforms like Workday Adaptive, Anaplan, and Oracle Cloud EPM require months to deploy"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Cube", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the biggest caution flags are **Cube, Datarails, and similar spreadsheet-first tools**... not a large-enterprise planning platform"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Datarails", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "also Excel-centric and described as best for smaller to midmarket teams; it is not the strongest choice"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "implementation and governance overhead can be high"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|SAP Analytics Cloud", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**ecosystem dependency**, so it is a cautious choice unless your enterprise is already deeply standardized on SAP"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Vena", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more midmarket-oriented and note that it is not the right fit when you need enterprise cross-functional modeling"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Drivetrain", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "that makes it a caution choice if you need a true enterprise FP&A + close architecture"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Anaplan", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the results consistently point to **Anaplan**, **Pigment**, **OneStream**... as the more credible enterprise-class options"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Pigment", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "more credible enterprise-class options"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|OneStream", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more credible enterprise-class options"}, {"id": "mai-20260917-1725-smoke|c206-l6|challenger-small|Oracle Cloud EPM", "prompt": "c206-l6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "sometimes **Oracle Cloud EPM** as the more credible enterprise-class options"}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Datarails", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel-adjacent tier (Datarails, Cube, Vena): Best avoided for large enterprises — scalability and governance constraints are structural, not fixable."}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Cube", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Best avoided for large enterprises — scalability and governance constraints are structural"}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Vena", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Best avoided for large enterprises — scalability and governance constraints are structural"}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Anaplan", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation is famously long, unpredictable, and consultant-dependent... Risk of vendor lock-in"}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|OneStream", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better alternatives: Anaplan, OneStream (consolidation), or Pigment."}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Pigment", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better alternatives: Anaplan, OneStream (consolidation), or Pigment."}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Board", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Extremely customizable but very complex to configure; most enterprises depend on dedicated admins or external partners."}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Planful", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "users flag slower refreshes on large datasets and a dimensional cap"}, {"id": "mai-20260917-1725-smoke|c206-l6|deepseek-small|Adaptive", "prompt": "c206-l6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Modular licensing surprises and costs that scale steeply with entity count or user count (e.g., Adaptive's per-Planner pricing plus platform fees)"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Datarails", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **Cube** and **Datarails** are not architected for billions of data cells... these tools will hit performance limits."}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Cube Software", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **Cube** and **Datarails** are not architected for billions of data cells"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Vena Solutions", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution is still advised for extreme transaction volumes"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Jirav", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "they lack the multi-dimensional modeling flexibility and complex intercompany elimination/multi-currency consolidation required by global... enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Mosaic", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they lack the multi-dimensional modeling flexibility and complex intercompany elimination/multi-currency consolidation required"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|NetSuite Planning & Budgeting / NSPB", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "NetSuite Planning & Budgeting / NSPB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid if:** Your IT stack is highly diversified."}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Legacy Hyperion", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Legacy Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they represent a significant operational risk in the modern finance era"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|SAP BPC", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy \"Black Box\" EPM Platforms (e.g., Legacy Hyperion, SAP BPC, older IBM TM1 setups)... represent a significant operational risk"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|IBM TM1", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "IBM TM1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "older IBM TM1 setups... represent a significant operational risk in the modern finance era"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Anaplan", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Proven enterprise-scale leaders in this space include: **Anaplan:** Known for highly customized, multi-dimensional, and exceptionally large-scale modeling."}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|OneStream", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Excellent for consolidation-led FP&A programs"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Highly scalable, finance-led, and ideal for organizations with massive, complex workforce/headcount planning needs"}, {"id": "mai-20260917-1725-smoke|c206-l6|google-small|Pigment", "prompt": "c206-l6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "A modern, highly visual, and collaborative enterprise platform that scales efficiently"}, {"id": "mai-20260917-1725-smoke|c206-l6|meta-small|Adaptive Planning", "prompt": "c206-l6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "lightweight solution that is quick to implement and easy to use, but it may not scale well for large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|meta-small|Anaplan", "prompt": "c206-l6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a steep learning curve and requires significant investment in implementation and administration"}, {"id": "mai-20260917-1725-smoke|c206-l6|meta-small|Pigment", "prompt": "c206-l6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "still developing its consolidation features and may require pairing with a dedicated close platform"}, {"id": "mai-20260917-1725-smoke|c206-l6|meta-small|Planful", "prompt": "c206-l6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mid-market focused platform, and may not be suitable for large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Anaplan", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Extremely high total cost of ownership ... Only suitable for large enterprises with complex, cross-functional planning needs and substantial budget/resources."}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Planful", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mid-market focused; large enterprises may find it lacking in flexibility and modern UX."}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Pigment", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for some enterprises, but watch out for IT dependencies and global rollout challenges."}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only for enterprises with deep pockets and patience for long deployment cycles."}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Oracle", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less mature than Oracle or Anaplan's, which matters for global rollouts"}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Cube", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spreadsheet-native** (Cube, Vena, Centage) | Faster adoption (2-8 weeks)"}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Vena", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spreadsheet-native** (Cube, Vena, Centage) | Faster adoption (2-8 weeks)"}, {"id": "mai-20260917-1725-smoke|c206-l6|minimax-small|Centage", "prompt": "c206-l6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Spreadsheet-native** (Cube, Vena, Centage) | Faster adoption (2-8 weeks)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Datarails", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excel-adjacent tools (Datarails, Cube, Vena) – ... they lack the long-term scalability and modeling depth required by large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Cube", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excel-adjacent tools (Datarails, Cube, Vena) – ... they lack the long-term scalability and modeling depth required by large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Vena", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excel-adjacent tools (Datarails, Cube, Vena) – ... they lack the long-term scalability and modeling depth required by large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Anaplan", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "large enterprises should prioritize platform-scale solutions (such as Anaplan, Workday Adaptive Planning, OneStream, ...)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "should prioritize platform-scale solutions (such as Anaplan, Workday Adaptive Planning, OneStream...)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|OneStream", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "prioritize platform-scale solutions (such as Anaplan, Workday Adaptive Planning, OneStream, Oracle EPM Cloud...)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Oracle EPM Cloud", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "prioritize platform-scale solutions (such as ... Oracle EPM Cloud, SAP Analytics Cloud...)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|SAP Analytics Cloud", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "prioritize platform-scale solutions (such as ... SAP Analytics Cloud, IBM Planning Analytics, and Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|IBM Planning Analytics", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize platform-scale solutions (such as ... IBM Planning Analytics, and Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-l6|mistral-small|Pigment", "prompt": "c206-l6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "prioritize platform-scale solutions (such as ... and Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Cube", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely: Cube for large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Datarails", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid entirely: Cube for large enterprises; Datarails at true enterprise scale"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Anaplan", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with extreme caution: Anaplan (cost/complexity)"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|SAP Analytics Cloud", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SAP SAC (ecosystem lock-in)"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Vena Solutions", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vena (implementation risk)"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Oracle Cloud EPM", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ecosystem-tied solutions | SAP SAC, Oracle Cloud EPM — lock-in and flexibility constraints"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|IBM Planning Analytics/TM1", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "IBM Planning Analytics/TM1", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy engine architectures | IBM Planning Analytics/TM1 — skills shortage, dated UX"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Pigment", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Pigment | Fast-growth to enterprise | Faster implementation (8–14 weeks), modern architecture"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Global multi-entity | Strong in Workday ecosystem, proven scale"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|OneStream", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Consolidation-heavy | Specialist strength in financial close"}, {"id": "mai-20260917-1725-smoke|c206-l6|moonshot-small|Board", "prompt": "c206-l6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "European-centric | Strong in operational planning, 5M+ external datasets"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Vena", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Support model feels like an upsell** rather than standard product support. ([gartner.com](https://www.gartner.com/reviews/product/vena-complete-planning-platform"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Anaplan", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gartner's 2025 Magic Quadrant includes vendors like **Anaplan, Board, IBM, OneStream...** so these are all still in the market conversation."}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Board", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes vendors like **Anaplan, Board, IBM, OneStream, Oracle, SAP, Workday, Planful, Vena, Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|IBM", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes vendors like **Anaplan, Board, IBM, OneStream, Oracle, SAP, Workday...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|OneStream", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes vendors like **Anaplan, Board, IBM, OneStream, Oracle, SAP, Workday...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Oracle", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes vendors like ... **Oracle, SAP, Workday, Planful...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|SAP", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "includes vendors like ... **Oracle, SAP, Workday, Planful...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Workday", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "includes vendors like ... **Workday, Planful, Vena, Prophix...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Planful", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "includes vendors like ... **Planful, Vena, Prophix, Jedox, Pigment...**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Prophix", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**, so these are all still in the market conversation"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Jedox", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Pigment", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|insightsoftware", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**"}, {"id": "mai-20260917-1725-smoke|c206-l6|openai-small|Wolters Kluwer", "prompt": "c206-l6", "model": "openai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Prophix, Jedox, Pigment, insightsoftware, and Wolters Kluwer**"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Cube", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Strongly Avoid or Be Highly Cautious About**: Mid-Market/Value-Tier Tools (e.g., Cube, Datarails, Centage, Jirav, Vena...)"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Datarails", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "hit governance/scalability walls with enterprise multi-currency, 100+ entities"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Centage", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Designed for $20M-$250M firms; hit governance/scalability walls"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Jirav", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Designed for $20M-$250M firms; hit governance/scalability walls"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Vena", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mid-Market/Value-Tier Tools (e.g., Cube, Datarails, Centage, Jirav, Vena for non-Excel natives)"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Anaplan", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why cautious?** ... \"convoluted syntax,\" admin-heavy maintenance, slow multi-user recalcs, and 3-18 month setups costing $500K-$2.5M+"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why cautious?** ... G2 reviews cite **steep learning curve**, implementation delays (6-9 months), and mid-six-figure TCO"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Planful", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other Red Flags Across Platforms (Applies to Planful, Pigment, OneStream too)"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Pigment", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other Red Flags Across Platforms (Applies to Planful, Pigment, OneStream too)"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|OneStream", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprise ones like OneStream/Anaplan drag, amplifying failure risk"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|Aleph", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Spreadsheet-native tools (e.g., Aleph) go live in weeks"}, {"id": "mai-20260917-1725-smoke|c206-l6|xai-small|IBM Planning Analytics", "prompt": "c206-l6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Better Enterprise Alternatives ... IBM Planning Analytics | Excel-driven complex models"}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Cube", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Native Tools (Cube, Datarails/Jirav) ... **Why to avoid:** These platforms sit \"on top of\" spreadsheets rather than replacing the architecture."}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Datarails", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Native Tools (Cube, Datarails/Jirav) ... architectural mismatches for large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Jirav", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Spreadsheet-Native Tools (Cube, Datarails/Jirav)"}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Oracle E-Business Suite budgeting", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle E-Business Suite budgeting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** These are often \"bolt-on\" features designed for transaction processing, not strategic planning."}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|SAP BPC embedded", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP BPC embedded", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy ERP Budgeting Modules ... **Why to avoid:** These are often \"bolt-on\" features"}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Hyperion", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "or older Hyperion versions ... **Why to avoid:** These are often \"bolt-on\" features designed for transaction processing"}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Prophix", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to avoid:** It lacks the \"analytics-first\" flexibility and visual modeling capabilities of newer cloud-native platforms."}, {"id": "mai-20260917-1725-smoke|c206-l6|zai-small|Workday Adaptive Planning", "prompt": "c206-l6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the acquisition has introduced strategic risks ... Development resources for Adaptive Planning are often secondary, leading to slower innovation"}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Anaplan", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "want to avoid the high cost and rigidity of enterprise suites like Anaplan or Oracle"}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Oracle", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "want to avoid the high cost and rigidity of enterprise suites like Anaplan or Oracle"}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Pigment", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pigment is widely considered the strongest all-around choice for mid-market companies right now."}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Aleph", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Aleph if your biggest pain point is consolidating data from disparate SaaS tools."}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Centage", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Centage if you want the fastest path to a standardized, automated annual operating plan."}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Datarails", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Datarails acts as a plugin/enhancer for Excel while managing the data side in the cloud"}, {"id": "mai-20260917-1725-smoke|c206-m1|alibaba-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your organization uses Workday for HR and Payroll, this is often the default choice"}, {"id": "mai-20260917-1725-smoke|c206-m1|anthropic-small|Planful", "prompt": "c206-m1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market to enterprise finance teams wanting quick deployment and balanced planning plus consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m1|anthropic-small|Vena", "prompt": "c206-m1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Excel-rooted teams that want governance and workflow on top of native Excel modeling"}, {"id": "mai-20260917-1725-smoke|c206-m1|anthropic-small|Jirav", "prompt": "c206-m1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it hits ceilings at true mid-market complexity — multi-entity consolidation and custom integrations require workarounds"}, {"id": "mai-20260917-1725-smoke|c206-m1|anthropic-small|Pigment", "prompt": "c206-m1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pigment, Planful, and Prophix live there"}, {"id": "mai-20260917-1725-smoke|c206-m1|anthropic-small|Prophix", "prompt": "c206-m1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pigment, Planful, and Prophix live there"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Planful", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Planful** if you want the safest all-around mid-market FP&A suite."}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Prophix", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you want **planning + close/consolidation** in a single mid-market platform"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Vena", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if your finance team is deeply **Excel-native**"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Pigment", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for more sophisticated, connected planning and modeling"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Aleph", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for spreadsheet-native teams that want fast implementation and automation with live data"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Centage", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a strong \"right-sized\" option for mid-market companies"}, {"id": "mai-20260917-1725-smoke|c206-m1|challenger-small|Datarails", "prompt": "c206-m1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Excel-centric workflow | Vena, Datarails, Aleph |"}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Datarails", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datarails** is often the strongest all-around pick — Excel-based, strong consolidation and variance analysis, faster to ROI"}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Vena", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** if you want slightly more enterprise-grade control and governance while staying Excel-native."}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Prophix One", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Prophix One** (planning + close in one platform)"}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Planful", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Planful** (upper mid-market continuous planning)"}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Centage", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small mid-market wanting all-in bundled implementation"}, {"id": "mai-20260917-1725-smoke|c206-m1|deepseek-small|Cube", "prompt": "c206-m1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Datarails, Vena, Cube, or Centage** (all Excel/Sheets-native)"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Anaplan", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably lack the massive IT resources... required to stand up legacy enterprise platforms like **Anaplan** or **Oracle Hyperion**"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Oracle Hyperion", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy enterprise platforms like **Anaplan** or **Oracle Hyperion**"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Drivetrain", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Drivetrain is one of the strongest contenders... opt for the faster time-to-value of **Drivetrain** or **Cube**"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Pigment", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is on the expensive side for the mid-market, implementation is heavier... Avoid *Pigment* or *Adaptive*"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Cube Software", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your finance team is incredibly fast in Excel... Cube is the best option"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Vena Solutions", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cube Software (or Vena Solutions)"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Bob Finance (formerly Mosaic)", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Bob Finance (formerly Mosaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your business is driven by **headcount, hiring pacing, and personnel costs**: Go with **Bob Finance**"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Planful", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for:** Traditional mid-market finance teams that also need automated financial close and consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m1|google-small|Adaptive", "prompt": "c206-m1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid *Pigment* or *Adaptive* (which can require near-constant upkeep)"}, {"id": "mai-20260917-1725-smoke|c206-m1|meta-small|Centage", "prompt": "c206-m1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Centage - Best for mid-market finance teams ($25M-$500M revenue...) that outgrew Excel"}, {"id": "mai-20260917-1725-smoke|c206-m1|meta-small|Pigment", "prompt": "c206-m1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest all-around mid-market choice with deep driver-based modeling"}, {"id": "mai-20260917-1725-smoke|c206-m1|meta-small|Aleph", "prompt": "c206-m1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market teams that want enterprise-grade consolidation and AI variance analysis while staying in spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m1|meta-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for larger mid-market companies already in the Workday ecosystem."}, {"id": "mai-20260917-1725-smoke|c206-m1|minimax-small|Pigment", "prompt": "c206-m1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall mid-market choice"}, {"id": "mai-20260917-1725-smoke|c206-m1|minimax-small|Aleph", "prompt": "c206-m1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Teams wanting enterprise-grade consolidation + AI variance analysis"}, {"id": "mai-20260917-1725-smoke|c206-m1|minimax-small|Centage", "prompt": "c206-m1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies $25M-$500M revenue"}, {"id": "mai-20260917-1725-smoke|c206-m1|minimax-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Larger mid-market companies already in the Workday ecosystem ... Higher pricing (~$20K+/year)"}, {"id": "mai-20260917-1725-smoke|c206-m1|minimax-small|Datarails", "prompt": "c206-m1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Excel-native teams wanting to eliminate manual consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m1|mistral-small|Centage", "prompt": "c206-m1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Centage** – Best for mid-market finance teams ($25M–$500M revenue) that have outgrown Excel"}, {"id": "mai-20260917-1725-smoke|c206-m1|mistral-small|Abacum", "prompt": "c206-m1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for spreadsheet-friendly mid-market teams that need strong collaboration and approval workflows"}, {"id": "mai-20260917-1725-smoke|c206-m1|mistral-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for larger mid-market companies already using Workday"}, {"id": "mai-20260917-1725-smoke|c206-m1|mistral-small|Aleph", "prompt": "c206-m1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for mid-market teams wanting enterprise-grade consolidation and AI-driven variance analysis"}, {"id": "mai-20260917-1725-smoke|c206-m1|mistral-small|Datarails", "prompt": "c206-m1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another strong option for mid-market companies, with a high G2 rating (4.6/5)"}, {"id": "mai-20260917-1725-smoke|c206-m1|moonshot-small|Pigment", "prompt": "c206-m1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment** – Best All-Around Choice"}, {"id": "mai-20260917-1725-smoke|c206-m1|moonshot-small|Aleph", "prompt": "c206-m1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aleph** – Best for Spreadsheet-Fluent Teams"}, {"id": "mai-20260917-1725-smoke|c206-m1|moonshot-small|Centage", "prompt": "c206-m1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Centage** – Purpose-Built for Mid-Market"}, {"id": "mai-20260917-1725-smoke|c206-m1|moonshot-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Workday Ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|Planful", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Vena** for teams that live in Excel, or **Planful** if you want a more all-in-one planning platform"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|Vena", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean **Vena** for teams that live in Excel"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|Cube", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** — good if you want a lighter-weight, spreadsheet-friendly tool and faster adoption"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|Anaplan", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can be heavier and more expensive than mid-market teams need"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|OneStream", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alongside larger enterprise platforms like Anaplan and OneStream"}, {"id": "mai-20260917-1725-smoke|c206-m1|openai-small|Datarails", "prompt": "c206-m1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Datarails** — good for Excel-centric teams that want automated consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Vena", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Demo 2–3 based on your stack (e.g., Vena/Cube if Excel-heavy; Pigment if modern/strategic)."}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Datarails", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excel-native tools (Vena, Datarails, Cube, Aleph) dominate if your team loves spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Cube", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Faster ROI (under 6 months) favors Cube or Pigment for agile B2B ops"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday/ERP users scaling up | Driver-based planning, multi-scenario, enterprise-ready"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Planful", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "End-to-end FP&A + close management"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Pigment", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pigment if modern/strategic"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Centage", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Outgrowing Excel, multi-dept/location"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Aleph", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel-native tools (Vena, Datarails, Cube, Aleph) dominate"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Abacum", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pigment/Abacum shine for SaaS-adjacent B2B metrics"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Anaplan", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise heavies like Anaplan/Oracle unless you're $500M+"}, {"id": "mai-20260917-1725-smoke|c206-m1|xai-small|Oracle", "prompt": "c206-m1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid enterprise heavies like Anaplan/Oracle unless you're $500M+"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Pigment", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pigment** | Tech-forward mid-market, driver‑based modeling, rapid scenario analysis | Deep driver‑based modeling ... enterprise‑grade power on short implementation timelines"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Vena", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** | Excel‑anchored mid-market teams | Excel‑native interface"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Prophix One", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner‑recognized breadth; built specifically for mid‑market needs"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Datarails", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Value‑oriented mid‑market buyers; Excel‑heavy teams"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Planful", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑market with AI‑driven insights"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Cube", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very affordable; great QuickBooks integration"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Centage", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Finance teams that outgrew Excel but don’t need enterprise complexity"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Workday Adaptive Planning", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Larger mid‑market (especially Workday‑integrated)"}, {"id": "mai-20260917-1725-smoke|c206-m1|zai-small|Aleph", "prompt": "c206-m1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Managed integrations; AI variance analysis; multi‑entity consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m2|alibaba-small|Vena Solutions", "prompt": "c206-m2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vena Solutions (The \"Best Overall\" for Finance Teams)\nVena is the market leader in the mid-market space."}, {"id": "mai-20260917-1725-smoke|c206-m2|alibaba-small|Pigment", "prompt": "c206-m2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Pigment if you want a forward-looking tool that encourages collaboration"}, {"id": "mai-20260917-1725-smoke|c206-m2|alibaba-small|Datarails", "prompt": "c206-m2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Datarails if you rely heavily on complex Excel formulas"}, {"id": "mai-20260917-1725-smoke|c206-m2|alibaba-small|LiveFlow", "prompt": "c206-m2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiveFlow (Best for Google Workspace Users)"}, {"id": "mai-20260917-1725-smoke|c206-m2|alibaba-small|Anaplan", "prompt": "c206-m2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Anaplan unless you have a specialized internal power-user"}, {"id": "mai-20260917-1725-smoke|c206-m2|anthropic-small|Abacum", "prompt": "c206-m2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Abacum** ... designed for mid-sized and growing organizations that require integrated, flexible planning tools"}, {"id": "mai-20260917-1725-smoke|c206-m2|anthropic-small|Mosaic", "prompt": "c206-m2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mosaic is ideal for small to mid-sized businesses that want to move away from Excel"}, {"id": "mai-20260917-1725-smoke|c206-m2|anthropic-small|Prophix", "prompt": "c206-m2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix is ideal for teams looking to mostly move away from Excel, especially mid-size and smaller companies"}, {"id": "mai-20260917-1725-smoke|c206-m2|anthropic-small|Vena", "prompt": "c206-m2", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena is best for Excel-centered mid-market and enterprise teams."}, {"id": "mai-20260917-1725-smoke|c206-m2|challenger-small|Planful", "prompt": "c206-m2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Planful** as the default choice"}, {"id": "mai-20260917-1725-smoke|c206-m2|challenger-small|Vena", "prompt": "c206-m2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is more **Excel-centric**, **Vena** or **Datarails** may be better fits"}, {"id": "mai-20260917-1725-smoke|c206-m2|challenger-small|Datarails", "prompt": "c206-m2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want Excel-native planning with consolidation and reporting"}, {"id": "mai-20260917-1725-smoke|c206-m2|challenger-small|Jirav", "prompt": "c206-m2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jirav** is repeatedly positioned as a strong mid-market choice with fast implementation"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Prophix", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Prophix**"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Centage", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you've outgrown Excel but don't want enterprise features at all"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's heavier and pricier — worthwhile only if you're standardized on Workday"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Pigment", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Pigment** if design/advanced modeling matter more to you"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Anaplan", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "needs genuine enterprise-grade modeling without Anaplan's overhead"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Planful", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A balanced planning + close management platform known for fast time-to-value and usability"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Cube", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-first options (Cube, Vena, Datarails) ... offer less modeling flexibility"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Vena", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel-first options (Cube, Vena, Datarails)"}, {"id": "mai-20260917-1725-smoke|c206-m2|deepseek-small|Datarails", "prompt": "c206-m2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel-first options (Cube, Vena, Datarails)"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Anaplan", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the massive implementation costs and consultant-heavy maintenance of enterprise behemoths like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the massive implementation costs and consultant-heavy maintenance of enterprise behemoths like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Vena Solutions", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Go with Vena** if your finance team wants to continue modeling in Excel but needs to eliminate spreadsheet errors and automate data ingestion from your ERP."}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Cube Software", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean mid-market teams ($25M–$150M revenue) looking for a fast, lightweight transition out of \"spreadsheet chaos\""}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Datarails", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**2. Cube Software or Datarails**"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Pigment", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Go with Pigment** if you are forward-looking, have a modern finance team, and want a highly collaborative, visual, and agile scenario-planning tool."}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Mosaic Tech", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic Tech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Go with Mosaic** if you are a B2B SaaS/subscription business that wants out-of-the-box tracking of key operational and sales metrics"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Planful", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Established mid-market companies that require highly structured workflow controls"}, {"id": "mai-20260917-1725-smoke|c206-m2|google-small|Prophix", "prompt": "c206-m2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**5. Planful or Prophix**"}, {"id": "mai-20260917-1725-smoke|c206-m2|meta-small|Prophix One™", "prompt": "c206-m2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix One™", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "This platform is suitable for mid-market teams that want planning and close in one platform. It has a G2 rating of 4.4 / 5"}, {"id": "mai-20260917-1725-smoke|c206-m2|meta-small|Centage", "prompt": "c206-m2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "This is recommended for mid-market finance teams with revenue between $25M-$500M"}, {"id": "mai-20260917-1725-smoke|c206-m2|meta-small|Jirav", "prompt": "c206-m2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "This is another mid-market platform that starts around $10,000/year."}, {"id": "mai-20260917-1725-smoke|c206-m2|minimax-small|Cube", "prompt": "c206-m2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** (Best Overall for Mid-Market) ... I'd suggest starting with **Vena** or **Cube**"}, {"id": "mai-20260917-1725-smoke|c206-m2|minimax-small|Vena", "prompt": "c206-m2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Vena** or **Cube** if your team lives in Excel"}, {"id": "mai-20260917-1725-smoke|c206-m2|minimax-small|Planful", "prompt": "c206-m2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If speed of implementation is critical, **Planful** is excellent."}, {"id": "mai-20260917-1725-smoke|c206-m2|minimax-small|Centage", "prompt": "c206-m2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a primary concern, **Centage** offers strong automation without enterprise pricing."}, {"id": "mai-20260917-1725-smoke|c206-m2|mistral-small|Prophix One", "prompt": "c206-m2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** and **Vena** are the top picks due to their balance of power, ease of use, and scalability."}, {"id": "mai-20260917-1725-smoke|c206-m2|mistral-small|Vena", "prompt": "c206-m2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prophix One** and **Vena** are the top picks"}, {"id": "mai-20260917-1725-smoke|c206-m2|mistral-small|Planful", "prompt": "c206-m2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more advanced, end-to-end workflows, Planful is a strong contender."}, {"id": "mai-20260917-1725-smoke|c206-m2|mistral-small|Datarails", "prompt": "c206-m2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you rely heavily on Excel, Vena or Datarails may be the best fit."}, {"id": "mai-20260917-1725-smoke|c206-m2|mistral-small|Solver", "prompt": "c206-m2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Solver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another solid option for mid-market teams focused on flexible financial reporting."}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Prophix One™", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Prophix One™", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Prophix One™** - **Best for:** Mid-market teams wanting planning and close in one platform"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Datarails", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Datarails or Vena** if your team is comfortable in Excel and wants minimal disruption"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Planful", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market companies wanting enterprise-like capabilities"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Vena", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with Datarails or Vena** if your team is comfortable in Excel"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Cube", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Keeping Excel workflows | Datarails, Vena, or Cube"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Centage", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fastest implementation | Centage (4-6 weeks)"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Drivetrain", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Drivetrain (~2 months)"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Aleph", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Look at Mosaic or Aleph** if you're a high-growth B2B company wanting something modern and fast to deploy"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Maxio", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Subscription/revenue recognition | Maxio (designed for B2B SaaS)"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Pigment", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Multi-entity consolidation | Prophix, Pigment, or Planful"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Mosaic", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Look at Mosaic or Aleph** if you're a high-growth B2B company"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Anaplan", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Avoid enterprise-heavy solutions** like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-m2|moonshot-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Avoid enterprise-heavy solutions** like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-m2|openai-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Workday Adaptive Planning** for most mid-sized B2B companies"}, {"id": "mai-20260917-1725-smoke|c206-m2|openai-small|Vena", "prompt": "c206-m2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Excel-heavy teams:** **Vena**"}, {"id": "mai-20260917-1725-smoke|c206-m2|openai-small|Planful", "prompt": "c206-m2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want simpler mid-market planning:** **Planful**"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Cube", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Cube as a strong starting point"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Vena", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're Excel-heavy and need workflows/audit trails"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Pigment", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Steeper learning curve but powerful for growth-stage B2B"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ecosystem lock-in; less flexible outside Workday"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Planful", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi-entity consolidation is core"}, {"id": "mai-20260917-1725-smoke|c206-m2|xai-small|Datarails", "prompt": "c206-m2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pure Excel automation for reporting/close processes"}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Aleph", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aleph** is often the top pick for teams that want to stay spreadsheet-friendly while gaining AI-driven insights"}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Vena", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Moderate integrations with a focus on automation? **Vena** or **Cube**."}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Cube", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spreadsheet-first mid-market teams wanting a light governance layer."}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Planful", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Planful** and **Pigment** are strong choices if you're ready to move to a full FP&A suite"}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Pigment", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Planful** and **Pigment** are strong choices if you're ready to move to a full FP&A suite"}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Drivetrain", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Larger finance team willing to invest in a more robust platform: **Planful** or **Drivetrain**."}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Mosaic", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies that need real-time financial intelligence and automated reporting."}, {"id": "mai-20260917-1725-smoke|c206-m2|zai-small|Workday Adaptive Planning", "prompt": "c206-m2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Workday Adaptive Planning** shines if you're already in the Workday ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Anaplan", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Anaplan** if you are a large multinational needing complex cross-departmental modeling."}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|IBM Planning Analytics (formerly TM1) & Cognos", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics (formerly TM1) & Cognos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A long-standing titan in the market known for its powerful calculation engine (TM1)"}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Oracle EPM (Hyperion)", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle EPM (Hyperion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The go-to choice for companies using Oracle ERP products."}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Workday Adaptive** if you want a quick setup, great support, and potentially use Workday for payroll."}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Vena Solutions", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Vena or Datarails** if you have a small to mid-sized finance team that wants to retain the comfort of using Excel"}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Datarails", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Choose Vena or Datarails** if you have a small to mid-sized finance team"}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Float / Causal", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Float / Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These are newer entrants focusing specifically on cash flow forecasting."}, {"id": "mai-20260917-1725-smoke|c206-m3|alibaba-small|Jirav", "prompt": "c206-m3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A favorite among smaller businesses ($5M - $50M revenue)"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Anaplan", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Anaplan's modeling engine (Hyperblock) allows for enormous flexibility, making it ideal for enterprises with thousands of users"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anaplan, Workday Adaptive Planning, and Board run 6 to 9 months for implementation"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Board", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Board runs FP&A, close, consolidation, and reporting on a single shared model"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Centage", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Centage specifically runs 4 to 6 weeks with implementation bundled and no IT team required"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Vena", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vena offers capabilities to create top-down, bottom-up, zero-based, or driver-based budgets"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Prophix", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market platforms with heavier modeling, including Centage, Vena, Prophix, and Pigment, run 4 to 16 weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Pigment", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Centage, Vena, Prophix, and Pigment, run 4 to 16 weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Jirav", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Small and lower-mid-market platforms like Jirav, Cube, Datarails, and Abacum deploy in weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Cube", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "platforms like Jirav, Cube, Datarails, and Abacum deploy in weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Datarails", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "platforms like Jirav, Cube, Datarails, and Abacum deploy in weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Abacum", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms like Jirav, Cube, Datarails, and Abacum deploy in weeks"}, {"id": "mai-20260917-1725-smoke|c206-m3|anthropic-small|Planful", "prompt": "c206-m3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Board and Planful both positioning continuous planning as core to their platforms"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Anaplan", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Anaplan** if you need the most **custom modeling** and cross-functional planning depth."}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workday Adaptive Planning** if you want strong **finance-led planning** with lower admin burden"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Board", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Board or Oracle EPM** if you want a broader **enterprise planning suite**"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Pigment", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern, visual, AI-native planning experience | Less established than legacy enterprise suites"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Oracle Cloud EPM", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full EPM suite with deep enterprise controls | Complexity and heavier implementation"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Vena", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Keeps Excel workflows while adding governance and central data"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Datarails", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Automates Excel-based FP&A and consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Cube", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight spreadsheet sync with faster time-to-value"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Aleph", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Spreadsheet-native workflow with AI assistance"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Planful", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Planful or OneStream** if **consolidation** and planning both matter."}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|OneStream", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong close, consolidation, and reporting in one platform"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Prophix", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "consolidation/reporting-heavy platforms like **Planful**, **OneStream**, and **Prophix**"}, {"id": "mai-20260917-1725-smoke|c206-m3|challenger-small|Jirav", "prompt": "c206-m3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Startups and SMBs | Simple, approachable budgeting and forecasting | Limited depth compared with enterprise platforms"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Anaplan", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprise with connected planning across functions → Anaplan"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Pigment", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern, collaborative, fast scenario modeling → Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday shop wanting integrated budget/forecast/close → Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Board", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise-wide integrated planning connecting FP&A, close, consolidation, and reporting"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Planful", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market teams balancing FP&A with financial close and consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|OneStream", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complex multi-entity consolidation → OneStream"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Cube", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want to stay in Excel but add governance/data/workflow → Cube (light)"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Datarails", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Datarails (fuller FinanceOS)"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Vena", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Excel-first teams wanting governed collaboration without leaving spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Jirav", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: The most cost-conscious SMB teams (Starter ~$10K/yr)"}, {"id": "mai-20260917-1725-smoke|c206-m3|deepseek-small|Mosaic", "prompt": "c206-m3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SaaS/high-growth company → Mosaic"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Anaplan", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Unmatched scale and customization... Trade-offs: High cost and long deployment times."}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large companies looking for a highly reliable, structured enterprise modeler"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|OneStream", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large public corporations or complex multi-nationals needing strict audit trails"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Pigment", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UI & Cutting-edge AI | Pigment | Intuitive visual modeling with highly functional AI agents"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Planful", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market teams looking for a reliable, time-tested tool"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Vena Solutions", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "100% native Excel experience. Zero learning curve"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Cube Software", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Extreme speed to value... Trade-offs: It lacks the deep, built-in multi-dimensional modeling engines"}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Datarails", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excel-native automation with an incredibly fast, AI-assisted setup process."}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|HiBob Finance (formerly Mosaic)", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "HiBob Finance (formerly Mosaic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: VC-backed tech/SaaS startups."}, {"id": "mai-20260917-1725-smoke|c206-m3|google-small|Clockwork", "prompt": "c206-m3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: Very small businesses that need cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Abacum", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Abacum is best for spreadsheet-friendly mid-market teams"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Aleph", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top FP&A platforms include Abacum, Aleph, Anaplan"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Anaplan", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Anaplan is best for large enterprises with complex cross-functional planning at global scale"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Cube", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Abacum, Aleph, Anaplan, Cube, Datarails"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Datarails", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cube, Datarails, Jirav, Board"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Jirav", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datarails, Jirav, Board, IBM Planning Analytics"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Board", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Board is a unified agentic planning platform that connects continuous financial planning, close, consolidation, and reporting"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|IBM Planning Analytics", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Board, IBM Planning Analytics, Workiva, Vena, and Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Workiva", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "IBM Planning Analytics, Workiva, Vena, and Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Vena", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Workiva, Vena, and Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m3|meta-small|Pigment", "prompt": "c206-m3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Vena, and Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Anaplan", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** – Positioned furthest in Completeness of Vision"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday Adaptive Planning** – Leader for third consecutive year"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|SAP", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SAP** – Leader"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|OneStream", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneStream** – Leader"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Wolters Kluwer", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wolters Kluwer** – Leader"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Pigment", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pigment** | Enterprise & fast-growth companies | Modern visual modeling, strong AI features"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Board", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Board** | Organization-wide integrated planning"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Oracle EPM", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oracle EPM** | Oracle-centric enterprises"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Planful", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Planful** | Mid-market companies | Continuous planning"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Cube", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Cube** | SMB-to-mid-market wanting spreadsheet-native feel"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Datarails", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Datarails** | Excel-heavy teams | Full Excel functionality"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Vena", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Vena** | Mid-market | Excel-based with governance"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Mosaic", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Mosaic** | SaaS/tech companies (Series A–C)"}, {"id": "mai-20260917-1725-smoke|c206-m3|minimax-small|Drivetrain", "prompt": "c206-m3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Drivetrain** – Fastest ROI (6 months), 2-month implementation"}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Anaplan", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan**: Best for large enterprises needing connected planning across finance, operations, and sales."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Adaptive Planning (Workday Adaptive Planning)", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Adaptive Planning (Workday Adaptive Planning)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ideal for enterprises, especially those using Workday."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Pigment", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suited for enterprise and fast-growth companies, with strong visual modeling and AI features."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Planful", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Integrated platform for budgeting, forecasting, and reporting, with AI capabilities."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Vena", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excel-based planning, forecasting, and reporting with enterprise-grade control and automation."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Cube", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Combines spreadsheet familiarity with FP&A software"}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Datarails", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FP&A automation with an Excel add-in, reducing adoption friction."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|IBM Planning Analytics", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for complex FP&A in large teams, with AI-powered forecasting"}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Workiva", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on regulated financial reporting, audit trails, and SEC/XBRL-ready reporting."}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Mosaic", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for SaaS and high-growth companies, offering real-time metrics"}, {"id": "mai-20260917-1725-smoke|c206-m3|mistral-small|Jirav", "prompt": "c206-m3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Budgeting and forecasting for SMBs and accounting firms, with quick setup."}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Anaplan", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** | Large enterprises with complex cross-functional planning | Highly scalable, real-time planning"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workday Adaptive Planning** | Large-scale enterprise planning | Native Workday integration"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|IBM Planning Analytics", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**IBM Planning Analytics** | Complex FP&A in large teams | AI-powered forecasting, built on TM1 engine"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Board", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Board** | Organization-wide integrated planning | Unified platform connecting planning, close, consolidation, and reporting"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Pigment", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pigment** | Startups to enterprises needing collaborative planning | Visual modeling"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Planful", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** | All organization sizes | Planful AI for trends/anomalies"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Vena", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vena** | Excel-centric FP&A with enterprise control"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Cube", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Cube** | Spreadsheet-first SMB/mid-market"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Aleph", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Aleph** | Excel-first mid-market, PE-backed teams | AI-powered variance analysis, 200+ native connectors"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Datarails", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Datarails** | Excel-based reporting & close"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Jirav", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Jirav** | Mid-market FP&A visibility"}, {"id": "mai-20260917-1725-smoke|c206-m3|moonshot-small|Abacum", "prompt": "c206-m3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Abacum** | Spreadsheet-friendly mid-market | Collaboration and approval workflows"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Anaplan", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Anaplan** if you need the most **customizable enterprise planning engine**."}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Workday Adaptive Planning** if you want a **clean, finance-friendly planning tool**."}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Board", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Board** if you want **planning plus reporting/consolidation in one governed platform**."}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Oracle Cloud EPM", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Oracle Cloud EPM** if you want a **full enterprise EPM suite**."}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Pigment", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Pigment** if you want a **modern, collaborative planning platform** with strong UX."}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Planful", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market balance of usability and capability"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Vena", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-first with governance and workflow"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Datarails", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel-native, fast implementation"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|IBM Planning Analytics", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Powerful multidimensional modeling | Often requires more technical expertise"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Jedox", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flexible planning + analytics | Can require more solution design effort"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|Prophix", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong for SMB/mid-market FP&A"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|CCH Tagetik", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Strong CPM, consolidation, regulatory needs"}, {"id": "mai-20260917-1725-smoke|c206-m3|openai-small|OneStream", "prompt": "c206-m3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Consolidation-heavy / finance transformation:** Board, Oracle, CCH Tagetik, OneStream"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Anaplan", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Depends on size (enterprise: Anaplan; SMB: Cube), tools (Excel lovers: Vena), and needs (Workday users: Adaptive)"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "needs (Workday users: Adaptive)"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Pigment", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern UI, multi-dimensional modeling, strong scenario analysis"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Vena", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tools (Excel lovers: Vena)"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Cube", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB: Cube"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Planful", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market continuous planning + close/consolidation"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|Datarails", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-based reporting & analysis | AI reports from spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|OneStream", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Gartner favors vision/execution like Anaplan/OneStream"}, {"id": "mai-20260917-1725-smoke|c206-m3|xai-small|IBM Planning Analytics", "prompt": "c206-m3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "enterprise-focused, Gartner-recognized"}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|OneStream", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need Global Consolidation: Go with **OneStream** or **Board**."}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Board", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need Global Consolidation: Go with **OneStream** or **Board**."}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Anaplan", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a massive, complex organization with non-finance departments: Go with **Anaplan**."}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Workday Adaptive Planning", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it the default choice for organizations heavily invested in the Workday suite"}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Cube", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team refuses to leave Excel and you need governance: Go with **Cube**."}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Vena", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a Microsoft 365 shop: Go with **Vena**."}, {"id": "mai-20260917-1725-smoke|c206-m3|zai-small|Pigment", "prompt": "c206-m3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a high-growth SaaS company wanting a modern UI: Go with **Pigment**."}, {"id": "mai-20260917-1725-smoke|c206-m4|alibaba-small|Cube", "prompt": "c206-m4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Lowest Price): Cube ... widely considered the best entry-level tool"}, {"id": "mai-20260917-1725-smoke|c206-m4|alibaba-small|Clockwork", "prompt": "c206-m4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for QuickBooks/Xero Users: Clockwork ... is a strong contender for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-m4|alibaba-small|LiveFlow", "prompt": "c206-m4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Data Aggregation: LiveFlow ... is a cost-effective solution"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Clockwork", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork is highlighted as a leading option that delivers forecasting, scenario planning, and an AI analyst from $149/month"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Abacum", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Abacum is designed for mid-market startups and scale-ups that need self-service and workflow automation, starting at $15K pilot pricing"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Excel", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Excel or Google Sheets may suffice for basic budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Google Sheets", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Excel or Google Sheets may suffice for basic budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Datarails", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Datarails is an Excel-based FP&A solution that automates consolidation, reporting, and planning using existing spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m4|anthropic-small|Centage", "prompt": "c206-m4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Centage is designed for mid-market finance teams ($25M-$500M revenue...) that outgrew Excel"}, {"id": "mai-20260917-1725-smoke|c206-m4|challenger-small|Jirav", "prompt": "c206-m4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Jirav** for the best balance of **affordability and full FP&A functionality** for small businesses."}, {"id": "mai-20260917-1725-smoke|c206-m4|challenger-small|Cube", "prompt": "c206-m4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cube or Fairview** if budget is the main constraint."}, {"id": "mai-20260917-1725-smoke|c206-m4|challenger-small|Fathom", "prompt": "c206-m4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Fathom** if reporting is your main need rather than deep forecasting."}, {"id": "mai-20260917-1725-smoke|c206-m4|challenger-small|Fairview", "prompt": "c206-m4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lowest entry pricing in the results; good for basic budgeting/cash flow needs."}, {"id": "mai-20260917-1725-smoke|c206-m4|challenger-small|Datarails", "prompt": "c206-m4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better fit if you want to keep working in spreadsheets while adding structure."}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Clockwork", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest budget-friendly option is **Clockwork**"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Fathom", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fathom** (cheapest) or **Clockwork** (best overall for forecasting + AI) are your strongest picks"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Budgyt", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budgyt** – from **$250/month**. Solid for basic budgeting and forecasting."}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Causal", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Causal** or **Budgyt** add more modeling flexibility"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Reach Reporting", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also fall in this band for real-time reporting"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|LiveFlow", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**LiveFlow** (from ~$500/month) also fall in this band"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Jirav", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "from ~$1,667/month (or ~$10k/year). Good if you have a dedicated in-house finance owner."}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Cube", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "roughly $1,250–$2,000/month (spreadsheet-native)"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Datarails", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "~$400/user/month (Excel-native)"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Mosaic", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "What to avoid when budget is tight ... overkill for a budget-conscious company"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Planful", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "What to avoid when budget is tight ... overkill for a budget-conscious company"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Pigment", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "What to avoid when budget is tight ... overkill for a budget-conscious company"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Vena", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "What to avoid when budget is tight ... overkill for a budget-conscious company"}, {"id": "mai-20260917-1725-smoke|c206-m4|deepseek-small|Anaplan", "prompt": "c206-m4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "What to avoid when budget is tight ... overkill for a budget-conscious company"}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Workday Adaptive Planning", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level FP&A ... platforms like Workday Adaptive Planning, Anaplan, or Pigment are usually out of reach"}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Anaplan", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of reach, often costing between $20,000 and $100,000+ per year"}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Pigment", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually out of reach, often costing between $20,000 and $100,000+ per year"}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Fathom", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If your budget is under $100/mo and you want beautiful reports: Go with Fathom."}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Clockwork AI", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your budget is under $200/mo and you need fast cash flow and scenario forecasting: Go with Clockwork AI."}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Coefficient", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Ultra-budget-friendly Google Sheets/Excel automation. Pricing: Starts at $49/month."}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|LiveFlow", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It is significantly more expensive than Coefficient and still requires you to work inside spreadsheets."}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Jirav", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have a finance person and a budget of $5,000+/year for deep, custom financial modeling: Go with Jirav."}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Cube", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Quote-based, but typically lands between $10,000 and $15,000/year"}, {"id": "mai-20260917-1725-smoke|c206-m4|google-small|Datarails", "prompt": "c206-m4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Both platforms let you keep working inside standard Microsoft Excel."}, {"id": "mai-20260917-1725-smoke|c206-m4|meta-small|Clockwork", "prompt": "c206-m4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best FP&A software for a company with a limited budget is Clockwork, which is a strong overall option"}, {"id": "mai-20260917-1725-smoke|c206-m4|meta-small|Fathom", "prompt": "c206-m4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Fathom, Reach Reporting, and LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-m4|meta-small|Reach Reporting", "prompt": "c206-m4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Fathom, Reach Reporting, and LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-m4|meta-small|LiveFlow", "prompt": "c206-m4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Fathom, Reach Reporting, and LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-m4|minimax-small|Clockwork", "prompt": "c206-m4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork offers the best value in its category with published pricing and a free trial"}, {"id": "mai-20260917-1725-smoke|c206-m4|minimax-small|Excel/Google Sheets", "prompt": "c206-m4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd suggest starting with **Excel or Google Sheets** if your needs are simple"}, {"id": "mai-20260917-1725-smoke|c206-m4|minimax-small|Fathom", "prompt": "c206-m4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for**: Financial analysis and reporting"}, {"id": "mai-20260917-1725-smoke|c206-m4|minimax-small|LiveFlow", "prompt": "c206-m4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for**: Real-time financial reporting"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Clockwork", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is the best FP&A software for a limited budget due to its balance of features, ease of use, and transparent pricing"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Fathom", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These tools are also popular for small businesses, especially if you're already using QuickBooks or Xero."}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Jirav", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These tools are also popular for small businesses"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Cube", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "They offer native integrations and are known for being cost-effective"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Datarails", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "known for being cost-effective, though you should check the total cost including implementation"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Excel", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excel or Google Sheets can be a good starting point before moving to a more specialized tool"}, {"id": "mai-20260917-1725-smoke|c206-m4|mistral-small|Google Sheets", "prompt": "c206-m4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these spreadsheet tools can be sufficient for basic FP&A tasks"}, {"id": "mai-20260917-1725-smoke|c206-m4|moonshot-small|Fathom", "prompt": "c206-m4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** – Best Value for Money ... **Fathom** is the most cost-effective professional solution"}, {"id": "mai-20260917-1725-smoke|c206-m4|moonshot-small|Clockwork", "prompt": "c206-m4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Clockwork** offers the best balance of features and price with AI-powered insights"}, {"id": "mai-20260917-1725-smoke|c206-m4|moonshot-small|Excel/Google Sheets + Templates", "prompt": "c206-m4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel/Google Sheets + Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your budget is **under $50/month** → Start with **Excel/Google Sheets** + free templates"}, {"id": "mai-20260917-1725-smoke|c206-m4|moonshot-small|Jirav", "prompt": "c206-m4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "~$833/mo ($10K/yr) | Budgeting & advisory | More robust but pricier"}, {"id": "mai-20260917-1725-smoke|c206-m4|openai-small|PlanGuru", "prompt": "c206-m4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **small company and cost-sensitive**, start with **PlanGuru**."}, {"id": "mai-20260917-1725-smoke|c206-m4|openai-small|Fathom", "prompt": "c206-m4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **simpler reporting and dashboarding**, look at **Fathom**."}, {"id": "mai-20260917-1725-smoke|c206-m4|openai-small|LiveFlow", "prompt": "c206-m4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth a look if you want live financial reporting and forecasting with a spreadsheet-friendly workflow"}, {"id": "mai-20260917-1725-smoke|c206-m4|openai-small|Martus", "prompt": "c206-m4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Martus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another practical budget-conscious option for planning and collaboration"}, {"id": "mai-20260917-1725-smoke|c206-m4|openai-small|Datarails", "prompt": "c206-m4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **LiveFlow** or **Datarails** depending on how much automation you need"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Fathom", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fathom** if your budget is very tight (<$100/mo) and you prioritize reporting."}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Clockwork", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go **Clockwork** for more robust AI-driven planning/forecasting at a still-affordable price"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Reach Reporting", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visual reporting, dashboards, and client portals with unlimited users/deliverables."}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Excel/Google Sheets", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Free): Still viable for basics (many reviews recommend starting here)"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|LiveFlow", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "low-cost add-ons like LiveFlow (~$25-200/month estimates, but custom"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Jirav", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pricier ones like Jirav (~$10K/year)"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Cube", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pricier ones like Jirav (~$10K/year), Cube/Datarails ($1K+/month)"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Datarails", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pricier ones like Jirav (~$10K/year), Cube/Datarails ($1K+/month)"}, {"id": "mai-20260917-1725-smoke|c206-m4|xai-small|Limelight", "prompt": "c206-m4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid pricier ones like ... or Limelight ($1.4K/month) unless scaling soon."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Fathom", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Add **Fathom** ($40–$100/mo) for beautiful dashboards and basic forecasting."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Reach Reporting", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very low-cost entry, great for startups or early-stage companies."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Excel / Google Sheets", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're just getting started, this is often the right baseline before adding a specialized tool."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Clockwork", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Clockwork** ($50–$115/mo) for forecasting and scenario planning."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|LiveFlow", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Optional: **LiveFlow** ($53+/mo) for automation if you're heavy on Sheets."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Jirav", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Or **Jirav** (~$100/mo) for driver-based budgeting if you want more structure."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Mosaic", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starting price:** ~$1,000–$3,000/month"}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Datarails", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look at **Vena**, **Datarails**, or **Cube** if you need a scalable platform."}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Vena Solutions", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Starting price:** ~$2,000–$5,000/month"}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Cube", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Starting price:** ~$1,500+/month"}, {"id": "mai-20260917-1725-smoke|c206-m4|zai-small|Limelight", "prompt": "c206-m4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Limelight** is a solid, mid-market option."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|SAP BPC", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify the massive costs and complexity of enterprise systems like SAP BPC, Anaplan, or Oracle EPM"}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Anaplan", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the heavyweights (Anaplan/Oracle) unless you have very complex international operations."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Oracle EPM", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the heavyweights (Anaplan/Oracle) unless you have very complex international operations."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Planful", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Currently one of the leaders in this space. Excellent balance between a robust backend and a user-friendly frontend"}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Mosaic Finance", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Mosaic Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly customizable, great for companies with complex compensation structures or specific SaaS metrics."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Fluent", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Fluent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great if your main struggle is visualization and board presentations; strong connectivity to ERPs."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Kore", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Kore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A modern, very clean UI platform that focuses heavily on forecasting and scenario management."}, {"id": "mai-20260917-1725-smoke|c206-m5|alibaba-small|Scope Business", "prompt": "c206-m5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Scope Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good for smaller mid-market (closer to 200-400 headcount) looking for a simple budgeting tool."}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Anaplan", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms (Anaplan) often run **3–6 months**.  ... but heavier implementation."}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Pigment", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market platforms (Pigment, Vena, Planful) run **4–12 weeks**."}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Vena", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market platforms (Pigment, Vena, Planful) run **4–12 weeks**."}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Planful", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market platforms (Pigment, Vena, Planful) run **4–12 weeks**."}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Cube", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Spreadsheet-native** (Cube, Datarails, Vena, Aleph)"}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Datarails", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spreadsheet-native** (Cube, Datarails, Vena, Aleph)"}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Aleph", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Spreadsheet-native** (Cube, Datarails, Vena, Aleph)"}, {"id": "mai-20260917-1725-smoke|c206-m5|deepseek-small|Workday Adaptive", "prompt": "c206-m5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Web-based modeling suites** (Anaplan, Workday Adaptive, Planful, Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Anaplan", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level solutions (like Anaplan or SAP BPC) are likely overkill—they are too expensive, take months to set up"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|SAP BPC", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level solutions (like Anaplan or SAP BPC) are likely overkill—they are too expensive"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Cube", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cube: A very popular, lightweight layer that links Excel/Google Sheets to your ERP and HRIS with great data governance."}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Vena", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena: Enterprise-grade security and workflows wrapped around an Excel-native interface"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Datarails", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excel-Native / Add-In (e.g., Cube, Vena, Datarails)"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Pigment", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pigment: Rapidly becoming the mid-market favorite for companies outgrowing Excel."}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Planful", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Planful: A highly mature mid-market player"}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|Mosaic", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mosaic: Built with pre-configured SaaS metrics dashboards and excellent out-of-the-box HRIS and CRM integrations."}, {"id": "mai-20260917-1725-smoke|c206-m5|google-small|NetSuite Planning and Budgeting (NSPB)", "prompt": "c206-m5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "NetSuite Planning and Budgeting (NSPB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are heavily invested in the NetSuite ecosystem, this is often bundled at a discount, though implementation can sometimes feel more rigid"}, {"id": "mai-20260917-1725-smoke|c206-m5|minimax-small|Workday Adaptive Planning", "prompt": "c206-m5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday Adaptive Planning** – strong if you're already in the Workday ecosystem"}, {"id": "mai-20260917-1725-smoke|c206-m5|minimax-small|Centage", "prompt": "c206-m5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Centage** – good for companies $25M-$500M revenue"}, {"id": "mai-20260917-1725-smoke|c206-m5|minimax-small|Aleph", "prompt": "c206-m5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Aleph** – enterprise-grade consolidation with AI variance analysis"}, {"id": "mai-20260917-1725-smoke|c206-m5|minimax-small|Jirav", "prompt": "c206-m5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jirav** – all-in-one planning, budgeting, forecasting"}, {"id": "mai-20260917-1725-smoke|c206-m5|minimax-small|Drivetrain", "prompt": "c206-m5", "model": "minimax-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Drivetrain** – modern FP&A with strong modeling capabilities"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Adaptive Insights (Workday)", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "User-friendly, strong budgeting/forecasting, robust reporting | Mid-market to enterprise, ease of use"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Anaplan", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Highly scalable, dynamic planning, strong modeling | Large enterprises, complex orgs"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Planful", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consolidation, close management, audit-ready | Public companies, compliance needs"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Vena", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excel integration, workflow automation | Excel-centric teams, mid-market"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Cube", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern UX, real-time collaboration, Slack integration | Fast-growing companies, ease of use"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Datarails", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excel-based, AI-driven insights, FP&A automation | Excel users, mid-market"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|Oracle EPM Cloud", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-grade, strong consolidation | Large, global enterprises"}, {"id": "mai-20260917-1725-smoke|c206-m5|mistral-small|SAP Analytics Cloud", "prompt": "c206-m5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tight ERP integration, predictive analytics | SAP-centric organizations"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Cube", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Spreadsheet-Native | Cube, Datarails, Aleph | Your team wants live data without leaving Excel"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Datarails", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spreadsheet-Native | Cube, Datarails, Aleph"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Aleph", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spreadsheet-Native | Cube, Datarails, Aleph"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Anaplan", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools like Anaplan often bring more complexity than needed unless you have highly matrixed operations or global entities."}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Pigment", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High-Growth / Modern | Pigment, Abacum | You prioritize speed, collaboration, and modern UX"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Workday Adaptive", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Web-based suites (e.g., Anaplan, Pigment, Workday Adaptive, Planful) replace spreadsheets entirely."}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Planful", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-Market Cloud FP&A | Planful, Vena, Prophix, Jirav | You want structured planning with some Excel familiarity"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Vena", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mid-Market Cloud FP&A | Planful, Vena, Prophix, Jirav"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Prophix", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mid-Market Cloud FP&A | Planful, Vena, Prophix, Jirav"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Jirav", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mid-Market Cloud FP&A | Planful, Vena, Prophix, Jirav"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Abacum", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "High-Growth / Modern | Pigment, Abacum"}, {"id": "mai-20260917-1725-smoke|c206-m5|moonshot-small|Board", "prompt": "c206-m5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise-Grade | Anaplan, Workday Adaptive Planning, Board"}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Cube", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular fits include Cube, Datarails, Vena, Pigment, Anaplan, or Workday Adaptive (test 3–5 via demos)."}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Datarails", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular fits include Cube, Datarails, Vena, Pigment, Anaplan, or Workday Adaptive"}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Vena", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular fits include Cube, Datarails, Vena, Pigment, Anaplan, or Workday Adaptive"}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Pigment", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| 500–5K employees | $5K–$20K | Pigment, Adaptive, Anaplan |"}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Anaplan", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| 500–5K employees | $5K–$20K | Pigment, Adaptive, Anaplan |"}, {"id": "mai-20260917-1725-smoke|c206-m5|xai-small|Workday Adaptive", "prompt": "c206-m5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular fits include Cube, Datarails, Vena, Pigment, Anaplan, or Workday Adaptive"}, {"id": "mai-20260917-1725-smoke|c206-m6|alibaba-small|Vena Solutions", "prompt": "c206-m6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If data sovereignty and verified security audits are non-negotiable for you, this is a major red flag."}, {"id": "mai-20260917-1725-smoke|c206-m6|alibaba-small|Workday Adaptive Planning (Adaptive Insights)", "prompt": "c206-m6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning (Adaptive Insights)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This platform is widely reported to cause friction due to an archaic interface and sluggish performance."}, {"id": "mai-20260917-1725-smoke|c206-m6|alibaba-small|Anaplan", "prompt": "c206-m6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often cited as the wrong choice for many other scenarios... unnecessarily bloated and rigid"}, {"id": "mai-20260917-1725-smoke|c206-m6|alibaba-small|OneStream", "prompt": "c206-m6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "frequently criticized for the difficulty of deployment"}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Anaplan", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor-by-vendor caution list** for specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Planful", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Vena", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Cube", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Datarails", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Pigment", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Workday Adaptive", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|OneStream", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|challenger-small|Prophix", "prompt": "c206-m6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific FP&A platforms like Anaplan, Planful, Vena, Cube, Datarails, Pigment, Workday Adaptive, OneStream, and Prophix."}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Vena Solutions", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"would rather eat a bullet than use it again.\" ... Anaplan and Vena are the two with the most consistent negative sentiment"}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Anaplan", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "For most mid-market companies, the TCO is a trap."}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Oracle Hyperion / PBCS / EPM", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Hyperion / PBCS / EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Hyperion is the classic legacy trap."}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Workday Adaptive Planning", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Modeling limits... Licensing friction. Pricing is opaque"}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Planful", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less flexible modeling compared to Anaplan or Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Pigment", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less flexible modeling compared to Anaplan or Pigment"}, {"id": "mai-20260917-1725-smoke|c206-m6|deepseek-small|Netsuite Planning and Budgeting (NSPB)", "prompt": "c206-m6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Netsuite Planning and Budgeting (NSPB)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Only a good idea if you're already a NetSuite ERP customer... Standalone functionality is limited."}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Anaplan", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like Anaplan do not typically come with pre-built, out-of-the-box financial structures... Avoid if: You are under $100M in revenue"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Oracle Cloud EPM", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they represent the highest risk of implementation failure for unprepared teams"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|OneStream", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they represent the highest risk of implementation failure for unprepared teams"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|SAP Analytics Cloud - SAC", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud - SAC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SAP Analytics Cloud (SAC) is frequently criticized for being rigid, clunky, and difficult for actual finance professionals to navigate"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Datarails", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The Pitfall (specifically Datarails): ... its pricing has risen significantly... the ROI may not add up."}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Vena", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you quickly hit \"guardrails\"... still prone to broken formulas, version-control friction, and performance lag"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Cube", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you quickly hit \"guardrails\"... still prone to broken formulas, version-control friction, and performance lag"}, {"id": "mai-20260917-1725-smoke|c206-m6|google-small|Workday Adaptive Planning", "prompt": "c206-m6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Adaptive Planning is a market leader, but it carries specific caveats."}, {"id": "mai-20260917-1725-smoke|c206-m6|meta-small|Datarails/FinanceOS", "prompt": "c206-m6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails/FinanceOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "longer implementation time (3-6 months) and may require a services-heavy rollout"}, {"id": "mai-20260917-1725-smoke|c206-m6|meta-small|Anaplan", "prompt": "c206-m6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "longer implementation time (several months, often multi-quarter) and may be more suitable for large enterprises"}, {"id": "mai-20260917-1725-smoke|c206-m6|meta-small|Vena", "prompt": "c206-m6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be more suitable for organizations that want Excel-based planning with strong governance"}, {"id": "mai-20260917-1725-smoke|c206-m6|meta-small|Aleph", "prompt": "c206-m6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "fast implementation time (days to 1-2 weeks) and is suitable for teams that want to keep Excel models"}, {"id": "mai-20260917-1725-smoke|c206-m6|meta-small|Clockwork", "prompt": "c206-m6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered one of the best FP&A software tools for small businesses, with published SMB pricing and a 14-day free trial"}, {"id": "mai-20260917-1725-smoke|c206-m6|minimax-small|Pigment", "prompt": "c206-m6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pigment and other enterprise platforms have pricing that \"scales significantly with user count and data volume.\""}, {"id": "mai-20260917-1725-smoke|c206-m6|minimax-small|OneStream", "prompt": "c206-m6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complain about Smart View in OneStream as \"bloated, slow, leaking, and crashing\"... can be unforgiving as FP&A scales"}, {"id": "mai-20260917-1725-smoke|c206-m6|minimax-small|Kyriba", "prompt": "c206-m6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "OneStream/Kyriba: Powerful for enterprise-scale consolidation, but can be unforgiving as FP&A scales."}, {"id": "mai-20260917-1725-smoke|c206-m6|minimax-small|Anaplan", "prompt": "c206-m6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Anaplan: Can be challenging initially due to dimensionality learning curve"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Anaplan", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment) unless you have the budget and need for their complexity."}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Workday Adaptive", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Planful", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Pigment", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid or be cautious about enterprise platforms (Anaplan, Workday Adaptive, Planful, Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Centage", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be wary of mid-market tools (Centage, Datarails, Vena, Prophix) if you are a small business or have simple requirements."}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Datarails", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of mid-market tools (Centage, Datarails, Vena, Prophix) if you are a small business"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Vena", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be wary of mid-market tools (Centage, Datarails, Vena, Prophix) if you are a small business"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Prophix", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be wary of mid-market tools (Centage, Datarails, Vena, Prophix) if you are a small business"}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|Clockwork", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For SMBs, alternatives like Clockwork or LiveFlow are often more appropriate and cost-effective."}, {"id": "mai-20260917-1725-smoke|c206-m6|mistral-small|LiveFlow", "prompt": "c206-m6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For SMBs, alternatives like Clockwork or LiveFlow are often more appropriate and cost-effective."}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Anaplan", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Extremely high implementation risk... Only suitable if you have substantial implementation budget, dedicated Anaplan expertise"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Workday Adaptive Planning", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep learning curve consistently cited as top complaint... expect significant change management and training investment"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|OneStream", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High complexity... can become constraining as FP&A complexity scales"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Cube", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited data modeling and scalability; $15K-$45K+ annual cost"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Oracle NetSuite Budgeting", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle NetSuite Budgeting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "21-month average time to ROI; 6-month implementation"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Planful", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "16-month time to ROI; 5-month implementation | Need agile, rapid-deployment solution"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Aleph", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Spreadsheet-native tools (Aleph, Cube, Datarails, Jirav) typically deliver value in days to weeks"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Datarails", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Spreadsheet-native tools (Aleph, Cube, Datarails, Jirav) typically deliver value in days to weeks"}, {"id": "mai-20260917-1725-smoke|c206-m6|moonshot-small|Jirav", "prompt": "c206-m6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Spreadsheet-native tools (Aleph, Cube, Datarails, Jirav) typically deliver value in days to weeks"}, {"id": "mai-20260917-1725-smoke|c206-m6|xai-small|Workday Adaptive Planning", "prompt": "c206-m6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if: You're a smaller team or new to enterprise tools. Common complaints include a **steep learning curve**, **complex setup**"}, {"id": "mai-20260917-1725-smoke|c206-m6|xai-small|Anaplan", "prompt": "c206-m6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Major flags: **High implementation costs** ... **opaque pricing**, and **performance issues** with large datasets"}, {"id": "mai-20260917-1725-smoke|c206-m6|xai-small|Pigment", "prompt": "c206-m6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if: You need transparent costs upfront. **No public pricing**"}, {"id": "mai-20260917-1725-smoke|c206-m6|xai-small|Vena", "prompt": "c206-m6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like Vena or Planful often get fewer complaints for mid-market ease."}, {"id": "mai-20260917-1725-smoke|c206-m6|xai-small|Planful", "prompt": "c206-m6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Vena or Planful often get fewer complaints for mid-market ease."}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Vena", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Vena (ongoing performance, learning curve, support, and security concerns)"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Anaplan", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Anaplan (steep learning curve, high cost, long implementation)"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Prophix", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Prophix (slow performance, limited functionality, steep learning curve)"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|SAP BPC", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Examples:** Older SAP BPC, Oracle Hyperion, and some on‑premise CPM suites that haven’t kept pace"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Oracle Hyperion", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Older SAP BPC, Oracle Hyperion, and some on‑premise CPM suites that haven’t kept pace with cloud‑native"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Cube", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Cube:** Spreadsheet‑native, strong G2 ratings, AI‑driven forecasting, good mid‑market fit."}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Pigment", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pigment:** Visual modeling, strong ERP connectivity, high G2 scores"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Datarails", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Datarails:** Excel‑adjacent, good for teams wanting to stay in spreadsheets"}, {"id": "mai-20260917-1725-smoke|c206-m6|zai-small|Workday Adaptive Planning", "prompt": "c206-m6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Workday Adaptive Planning:** User‑friendly interface, strong efficiency and collaboration features."}, {"id": "mai-20260917-1725-smoke|c206-s1|alibaba-small|Clockwork", "prompt": "c206-s1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** stands out as the strongest all-around option for most small B2B companies"}, {"id": "mai-20260917-1725-smoke|c206-s1|alibaba-small|Jirav", "prompt": "c206-s1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Jirav** if you are a high-growth B2B company needing detailed SaaS or operational metrics"}, {"id": "mai-20260917-1725-smoke|c206-s1|alibaba-small|Cube", "prompt": "c206-s1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Excel Lovers\": Cube ... **Downside:** You still need to build the underlying models yourself"}, {"id": "mai-20260917-1725-smoke|c206-s1|alibaba-small|LiveFlow", "prompt": "c206-s1", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automation Only: LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-s1|anthropic-small|Clockwork", "prompt": "c206-s1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork is the best FP&A software for most small businesses running on QuickBooks or Xero"}, {"id": "mai-20260917-1725-smoke|c206-s1|anthropic-small|Datarails", "prompt": "c206-s1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datarails is ranked highest for time to implement and ease of use among FP&A platforms"}, {"id": "mai-20260917-1725-smoke|c206-s1|anthropic-small|Jirav", "prompt": "c206-s1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav is best for growth-stage small and lower-mid-market companies"}, {"id": "mai-20260917-1725-smoke|c206-s1|anthropic-small|Cube", "prompt": "c206-s1", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube is best for spreadsheet-centric FP&A with a lighter setup"}, {"id": "mai-20260917-1725-smoke|c206-s1|challenger-small|Clockwork", "prompt": "c206-s1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is the strongest overall pick for most small SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s1|challenger-small|Jirav", "prompt": "c206-s1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jirav** and **Cube** are also strong alternatives depending on your workflow"}, {"id": "mai-20260917-1725-smoke|c206-s1|challenger-small|Cube", "prompt": "c206-s1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best spreadsheet-first option:** **Cube**"}, {"id": "mai-20260917-1725-smoke|c206-s1|challenger-small|Aleph", "prompt": "c206-s1", "model": "challenger-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want connected data in spreadsheets:** **Aleph**"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Clockwork", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: Clockwork"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Fathom", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budget-Conscious: Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Jirav", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Financial Drivers & Models: Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Float", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary pain point is short-term cash visibility → Float is a specialized, low-cost solution."}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|LiveFlow", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Live QuickBooks reporting in Excel/Sheets | ~$500/month"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Limelight", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetSuite/Sage Intacct users | ~$1,399/month"}, {"id": "mai-20260917-1725-smoke|c206-s1|deepseek-small|Mosaic", "prompt": "c206-s1", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "VC-backed startups with strategic finance teams | On request"}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Clockwork", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**No dedicated finance team, limited budget, runs on QBO/Xero** | **Clockwork** or **Fathom**"}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Fathom", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Clockwork** or **Fathom** | Automated, inexpensive, and doesn't require finance modeling expertise to run."}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Cube Software", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Small to mid-market teams that want the power of an FP&A database but want to keep working in Excel and Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Datarails", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube** or **Datarails** | Keeps you in the spreadsheet environment you already love"}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|LiveFlow", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LiveFlow** | The cheapest and fastest way to keep your custom sheets updated in real-time."}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Runway", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cons: Premium pricing (quote-based, often starting around $15,000–$24,000/year)."}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Mosaic", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**VC-Backed, B2B SaaS, and needs deep SaaS/pipeline metrics** | **Mosaic** or **Runway**"}, {"id": "mai-20260917-1725-smoke|c206-s1|google-small|Jirav", "prompt": "c206-s1", "model": "google-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Starts around $10,000/year, which is cheaper than Runway or Mosaic."}, {"id": "mai-20260917-1725-smoke|c206-s1|meta-small|Clockwork", "prompt": "c206-s1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best FP&A software for a small B2B company is Clockwork"}, {"id": "mai-20260917-1725-smoke|c206-s1|meta-small|Aleph", "prompt": "c206-s1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Aleph, Datarails, and Runway."}, {"id": "mai-20260917-1725-smoke|c206-s1|meta-small|Datarails", "prompt": "c206-s1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Aleph, Datarails, and Runway."}, {"id": "mai-20260917-1725-smoke|c206-s1|meta-small|Runway", "prompt": "c206-s1", "model": "meta-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Aleph, Datarails, and Runway."}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Cube", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Cube** - Frequently listed as a top SMB option"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Jirav", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Jirav** - Designed specifically for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Clockwork", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Clockwork** - Highlighted as a top choice for 2026"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Budgyt", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Budgyt** - Budget-focused SMB solution"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Limelight", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Limelight** - Works well for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Excel", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "start with simpler tools like Excel or Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s1|minimax-small|Google Sheets", "prompt": "c206-s1", "model": "minimax-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "start with simpler tools like Excel or Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s1|mistral-small|Clockwork", "prompt": "c206-s1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is highly recommended for most small businesses running on QuickBooks or Xero."}, {"id": "mai-20260917-1725-smoke|c206-s1|mistral-small|Aleph", "prompt": "c206-s1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aleph** is another strong option, especially for companies under $100M in revenue."}, {"id": "mai-20260917-1725-smoke|c206-s1|mistral-small|Limelight", "prompt": "c206-s1", "model": "mistral-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limelight** is noted for its native integrations with major ERPs and QuickBooks"}, {"id": "mai-20260917-1725-smoke|c206-s1|moonshot-small|Clockwork", "prompt": "c206-s1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** – Best Overall for Small B2B Companies"}, {"id": "mai-20260917-1725-smoke|c206-s1|moonshot-small|Jirav", "prompt": "c206-s1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most small B2B companies find **Clockwork** or **Jirav** to be the sweet spot"}, {"id": "mai-20260917-1725-smoke|c206-s1|moonshot-small|Cube", "prompt": "c206-s1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're Excel-dependent:** **Cube** or **Datarails**"}, {"id": "mai-20260917-1725-smoke|c206-s1|moonshot-small|Datarails", "prompt": "c206-s1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you're Excel-dependent:** **Cube** or **Datarails**"}, {"id": "mai-20260917-1725-smoke|c206-s1|moonshot-small|Mosaic", "prompt": "c206-s1", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you're B2B SaaS:** **Mosaic** or **Jirav**"}, {"id": "mai-20260917-1725-smoke|c206-s1|openai-small|Fathom", "prompt": "c206-s1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s1|openai-small|Datarails", "prompt": "c206-s1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team lives in Excel: consider Datarails"}, {"id": "mai-20260917-1725-smoke|c206-s1|openai-small|Reach Reporting", "prompt": "c206-s1", "model": "openai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-friendly option: Reach Reporting"}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|Cube", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Cube** (Spreadsheet-native; G2 rating ~4.5/5) - **Why for small B2B?** Best for Excel/Google Sheets users wanting governed data"}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|Jirav", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Structured driver-based planning, dashboards, and three-statement models... popular for SMBs building FP&A processes."}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|Clockwork.ai", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI builds forecasts/scenarios automatically; no finance expert needed. Transparent pricing, 14-day trial."}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|Datarails", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excel-first with AI assistant, 600+ integrations, consolidation. Suits teams outgrowing pure spreadsheets."}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|Fathom", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other strong mentions:** Fathom (~$50/mo for reporting/KPIs)"}, {"id": "mai-20260917-1725-smoke|c206-s1|xai-small|LiveFlow", "prompt": "c206-s1", "model": "xai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "LiveFlow ($500/mo for Sheets reporting)—cheaper starters if full FP&A isn't needed yet."}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Clockwork", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is currently the standout choice—especially if you don’t have a large finance team."}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|LiveFlow", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LiveFlow** or a spreadsheet‑native tool like **Datarails** or **Cube** are excellent alternatives."}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Jirav", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a dedicated finance owner and want a purpose‑built FP&A system: → Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Budgyt", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need simple, affordable budgeting/forecasting on QuickBooks/Xero: → Budgyt or PlanGuru"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Causal", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for scenario modeling; if your team is comfortable with spreadsheet logic, this can be a quick win."}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|PlanGuru", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budgyt or PlanGuru"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Datarails", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a spreadsheet‑native tool like **Datarails** or **Cube** are excellent alternatives"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Cube", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you live in Excel and need governance/automation: → Datarails or Cube"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Vena", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for teams that want the familiarity of spreadsheets with more disciplined processes."}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Limelight", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you’re on NetSuite/Sage Intacct/Dynamics: → Limelight or Aleph"}, {"id": "mai-20260917-1725-smoke|c206-s1|zai-small|Aleph", "prompt": "c206-s1", "model": "zai-small", "cat": "fpa-platforms", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMB‑priced with 4‑6 week implementations"}, {"id": "mai-20260917-1725-smoke|c206-s2|alibaba-small|Databook", "prompt": "c206-s2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Databook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for B2B Data Integration: Databook ... Databook connects directly to both."}, {"id": "mai-20260917-1725-smoke|c206-s2|alibaba-small|Float", "prompt": "c206-s2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Cash Flow Management: Float ... Cons: Less focus on long-term strategic scenarios"}, {"id": "mai-20260917-1725-smoke|c206-s2|alibaba-small|Fathom", "prompt": "c206-s2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Strategic Analysis & Reporting: Fathom ... Fathom is industry-standard."}, {"id": "mai-20260917-1725-smoke|c206-s2|alibaba-small|Cube", "prompt": "c206-s2", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Spreadsheet Enthusiasts: Cube"}, {"id": "mai-20260917-1725-smoke|c206-s2|challenger-small|Jirav", "prompt": "c206-s2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Jirav** as the safest overall FP&A choice"}, {"id": "mai-20260917-1725-smoke|c206-s2|challenger-small|Clockwork", "prompt": "c206-s2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Clockwork** as the best alternative if you want a more automation-heavy, QuickBooks/Xero-friendly option"}, {"id": "mai-20260917-1725-smoke|c206-s2|challenger-small|Cube", "prompt": "c206-s2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several comparisons place **Jirav and Cube** among the strongest options"}, {"id": "mai-20260917-1725-smoke|c206-s2|challenger-small|Drivetrain", "prompt": "c206-s2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like Drivetrain or Anaplan, are described as better for **mid-market or enterprise** needs rather than small businesses"}, {"id": "mai-20260917-1725-smoke|c206-s2|challenger-small|Anaplan", "prompt": "c206-s2", "model": "challenger-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "like Drivetrain or Anaplan, are described as better for **mid-market or enterprise** needs rather than small businesses"}, {"id": "mai-20260917-1725-smoke|c206-s2|deepseek-small|Clockwork", "prompt": "c206-s2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** – *Best Overall for Very Small Teams (< 25 employees)* ... this is my top pick."}, {"id": "mai-20260917-1725-smoke|c206-s2|deepseek-small|Jirav", "prompt": "c206-s2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Overall for Growing B2B Companies (20–200 employees) ... Jirav is a top contender."}, {"id": "mai-20260917-1725-smoke|c206-s2|deepseek-small|Centage", "prompt": "c206-s2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs Outgrowing Spreadsheets ($5M–$100M revenue) ... may be overkill if you're under $5M"}, {"id": "mai-20260917-1725-smoke|c206-s2|deepseek-small|Cube", "prompt": "c206-s2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Your Team Lives in Excel/Google Sheets ... Cube is the middle ground."}, {"id": "mai-20260917-1725-smoke|c206-s2|deepseek-small|QuickBooks Online", "prompt": "c206-s2", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "their built-in \"Forecasting\" tool (currently ~$100/mo add-on) is a lightweight option to get started"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Clockwork", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork is the most accessible tool... *No (Founder/Operator):* Go with **Clockwork**."}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Mosaic (now Bob Finance)", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic (now Bob Finance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Growth B2B SaaS & Subscription Businesses"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Jirav", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B Professional Services & Agencies"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Cube Software", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube Software or Datarails: Best for Spreadsheet-Native Teams"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Datarails", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cube Software or Datarails: Best for Spreadsheet-Native Teams"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Fathom", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fathom is highly recommended"}, {"id": "mai-20260917-1725-smoke|c206-s2|google-small|Causal", "prompt": "c206-s2", "model": "google-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Look at **Jirav** or **Causal**."}, {"id": "mai-20260917-1725-smoke|c206-s2|meta-small|Clockwork", "prompt": "c206-s2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial planning and analysis platform for a small business that sells to other businesses would be Clockwork"}, {"id": "mai-20260917-1725-smoke|c206-s2|meta-small|Fathom", "prompt": "c206-s2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include Fathom, which offers tiered pricing with free trials"}, {"id": "mai-20260917-1725-smoke|c206-s2|meta-small|Jirav", "prompt": "c206-s2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav, which provides forecasting, budgeting, reporting, dashboards, workforce planning, scenario analysis"}, {"id": "mai-20260917-1725-smoke|c206-s2|meta-small|Excel", "prompt": "c206-s2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth considering Excel or Google Sheets for straightforward planning needs, but be aware of their limitations"}, {"id": "mai-20260917-1725-smoke|c206-s2|meta-small|Google Sheets", "prompt": "c206-s2", "model": "meta-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "worth considering Excel or Google Sheets for straightforward planning needs, but be aware of their limitations"}, {"id": "mai-20260917-1725-smoke|c206-s2|minimax-small|Clockwork", "prompt": "c206-s2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Clockwork** as your FP&A platform"}, {"id": "mai-20260917-1725-smoke|c206-s2|minimax-small|Cubis", "prompt": "c206-s2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cubis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another solid option is **Cubis** for its visualization and reporting strengths"}, {"id": "mai-20260917-1725-smoke|c206-s2|minimax-small|Drivetrain", "prompt": "c206-s2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Drivetrain** if you want a more modern, AI-forward approach"}, {"id": "mai-20260917-1725-smoke|c206-s2|minimax-small|Excel", "prompt": "c206-s2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you might even start with Excel or Google Sheets before investing in dedicated software"}, {"id": "mai-20260917-1725-smoke|c206-s2|minimax-small|Google Sheets", "prompt": "c206-s2", "model": "minimax-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you might even start with Excel or Google Sheets before investing in dedicated software"}, {"id": "mai-20260917-1725-smoke|c206-s2|mistral-small|Jirav", "prompt": "c206-s2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Jirav** - Designed specifically for small to mid-sized businesses, strong in forecasting and scenario planning"}, {"id": "mai-20260917-1725-smoke|c206-s2|mistral-small|Datarails", "prompt": "c206-s2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Datarails** - Excel-based but adds FP&A features"}, {"id": "mai-20260917-1725-smoke|c206-s2|mistral-small|Adaptive Insights (now part of Workday)", "prompt": "c206-s2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Adaptive Insights (now part of Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused but has a small business tier"}, {"id": "mai-20260917-1725-smoke|c206-s2|mistral-small|Float", "prompt": "c206-s2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Float** - Cash flow forecasting focused, simple interface"}, {"id": "mai-20260917-1725-smoke|c206-s2|mistral-small|Pennylane", "prompt": "c206-s2", "model": "mistral-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Pennylane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pennylane** - European-focused but growing"}, {"id": "mai-20260917-1725-smoke|c206-s2|moonshot-small|Clockwork", "prompt": "c206-s2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Clockwork** if you're a typical small B2B without a full finance team."}, {"id": "mai-20260917-1725-smoke|c206-s2|moonshot-small|Fathom", "prompt": "c206-s2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** – Best for Management Reporting & KPIs"}, {"id": "mai-20260917-1725-smoke|c206-s2|moonshot-small|Jirav", "prompt": "c206-s2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jirav** – Best if You Have a Finance Person"}, {"id": "mai-20260917-1725-smoke|c206-s2|moonshot-small|Mosaic", "prompt": "c206-s2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mosaic (if VC-backed) or Cube"}, {"id": "mai-20260917-1725-smoke|c206-s2|moonshot-small|Cube", "prompt": "c206-s2", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mosaic (if VC-backed) or Cube"}, {"id": "mai-20260917-1725-smoke|c206-s2|openai-small|Mosaic", "prompt": "c206-s2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Mosaic** as the FP&A platform to evaluate first."}, {"id": "mai-20260917-1725-smoke|c206-s2|openai-small|Cube", "prompt": "c206-s2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a lighter, more spreadsheet-centric tool and have a very small finance team, **Cube** can be a good fit."}, {"id": "mai-20260917-1725-smoke|c206-s2|openai-small|Adaptive Planning", "prompt": "c206-s2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like **Adaptive Planning** or **Anaplan** may be better, but they're usually overkill for a small business"}, {"id": "mai-20260917-1725-smoke|c206-s2|openai-small|Anaplan", "prompt": "c206-s2", "model": "openai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually overkill for a small business"}, {"id": "mai-20260917-1725-smoke|c206-s2|xai-small|Clockwork.ai", "prompt": "c206-s2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Clockwork.ai as the top FP&A platform."}, {"id": "mai-20260917-1725-smoke|c206-s2|xai-small|Cube", "prompt": "c206-s2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer spreadsheet-native (Excel/Sheets lovers)**: **Cube**—Great for governance on existing models"}, {"id": "mai-20260917-1725-smoke|c206-s2|xai-small|Fathom", "prompt": "c206-s2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable (~$50/month), excellent for QuickBooks visuals and board-ready reports, but lighter on advanced forecasting."}, {"id": "mai-20260917-1725-smoke|c206-s2|xai-small|Jirav", "prompt": "c206-s2", "model": "xai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a dedicated finance lead**: **Jirav**—Driver-based planning with industry templates"}, {"id": "mai-20260917-1725-smoke|c206-s2|zai-small|Clockwork", "prompt": "c206-s2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Clockwork** as your primary FP&A platform"}, {"id": "mai-20260917-1725-smoke|c206-s2|zai-small|Maxio", "prompt": "c206-s2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at Maxio or Younium. These tools specialize in recurring revenue, billing, and automated recognition"}, {"id": "mai-20260917-1725-smoke|c206-s2|zai-small|Younium", "prompt": "c206-s2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at Maxio or Younium."}, {"id": "mai-20260917-1725-smoke|c206-s2|zai-small|Jirav", "prompt": "c206-s2", "model": "zai-small", "cat": "fpa-platforms", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jirav is a strong option for SMBs with an in-house finance lead"}, {"id": "mai-20260917-1725-smoke|c206-s3|alibaba-small|Jirav", "prompt": "c206-s3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jirav is built specifically for smaller finance teams... Very fast implementation (often <4 weeks) and generally the most affordable entry point for SMBs."}, {"id": "mai-20260917-1725-smoke|c206-s3|alibaba-small|Cube", "prompt": "c206-s3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cube if your analysts are \"spreadsheet nerds,\" your data lives in multiple disparate places"}, {"id": "mai-20260917-1725-smoke|c206-s3|alibaba-small|Limelight", "prompt": "c206-s3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Teams wanting \"Ready-to-Go\" templates with AI assistance."}, {"id": "mai-20260917-1725-smoke|c206-s3|alibaba-small|Datarails", "prompt": "c206-s3", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Datarails if your biggest pain point is gathering data from vendors/banks and manually building monthly report packs."}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Datarails", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Datarails works for small and medium business finance teams that use Excel for FP&A... Implementation takes only 6–10 weeks"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Cube", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best suited for lean finance teams taking their first steps in FP&A automation"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Vena", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spreadsheet-native tools (Datarails, Cube, Vena) keep your team inside Excel or Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Limelight", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "web-based platforms (Limelight, Abacum, Workday Adaptive) replace the spreadsheet as the primary interface"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Abacum", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "web-based platforms (Limelight, Abacum, Workday Adaptive)"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Workday Adaptive", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "web-based platforms (Limelight, Abacum, Workday Adaptive)"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Prophix", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prophix is ideal for teams looking to mostly move away from Excel, especially mid-size and smaller companies"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Mosaic", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mosaic is ideal for small to mid-sized businesses that want to move away from Excel"}, {"id": "mai-20260917-1725-smoke|c206-s3|anthropic-small|Jirav", "prompt": "c206-s3", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Jirav is designed for small and mid-sized businesses, as well as accounting and CFO advisory firms"}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Clockwork", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Clockwork** if you want the easiest all-around SMB FP&A stack."}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|LiveFlow", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose LiveFlow or Datarails** if your team wants to stay in spreadsheets."}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Jirav", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cube or Jirav** if you want a more serious planning process"}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Cube", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube** is a good choice for teams that want **spreadsheet-native FP&A**"}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Datarails", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails** is strongest for **Excel-heavy teams**"}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Fathom", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fathom** is more focused on **management reporting and KPI tracking** than deep planning workflows."}, {"id": "mai-20260917-1725-smoke|c206-s3|challenger-small|Mosaic", "prompt": "c206-s3", "model": "challenger-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Mosaic** if you are a startup with investor-facing planning needs."}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Clockwork", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Clockwork** — *Best overall for QuickBooks/Xero SMBs without a dedicated finance team*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Jirav", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Jirav** — *Best for SMBs with a dedicated in-house finance owner*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Cube", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Cube** — *Best for teams that want to keep Excel/Google Sheets*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Mosaic", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Assumes you have a finance/strategic team; more than many small teams need."}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Fathom", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for management reporting and KPI tracking on a budget*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Datarails", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for teams that want to automate their existing Excel process*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|LiveFlow", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Best for live QuickBooks reporting in Google Sheets/Excel*"}, {"id": "mai-20260917-1725-smoke|c206-s3|deepseek-small|Pigment", "prompt": "c206-s3", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jirav, Mosaic, and Pigment assume a dedicated finance owner."}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Workday Adaptive Planning", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy enterprise FP&A software like Workday Adaptive Planning or Anaplan is typically a poor fit"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Anaplan", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy enterprise FP&A software like Workday Adaptive Planning or Anaplan is typically a poor fit"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Cube Software (Cube)", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube Software (Cube)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Cube or Aleph** if you have a 1-to-2-person finance team, you love Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Datarails", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Datarails** if your finance team operates strictly in heavy Excel desktop files"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Aleph", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose Cube or Aleph** if you have a 1-to-2-person finance team"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Runway", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Runway** if you are a modern, high-growth startup"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Causal (now part of Lucanet)", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Causal (now part of Lucanet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: High-growth SaaS companies with dedicated strategic finance leads"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Jirav", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Jirav** if you want a bulletproof, structured 3-statement forecasting tool"}, {"id": "mai-20260917-1725-smoke|c206-s3|google-small|Clockwork", "prompt": "c206-s3", "model": "google-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Clockwork** if you do not have a dedicated finance hire"}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Clockwork", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork - Best overall for QuickBooks/Xero SMBs without a finance team."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|LiveFlow", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiveFlow - Best for live QuickBooks reporting in Google Sheets and Excel."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Jirav", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav - Best for SMBs with a dedicated in-house finance owner."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Mosaic", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mosaic - Best for VC-backed startups with a strategic finance team."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Fathom", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fathom - Best for management reporting and KPI tracking."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Reach Report", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Reach Report", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Reach Report - Best for financial reporting and analysis."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Limelight", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Limelight - AI-assisted planning on any accounting stack."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Vena", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vena - Excel-native planning with governance."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Planful", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Planful - Continuous planning as you scale."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Centage", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Centage - Synchronized budgeting + cash flow."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Cube", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cube - FP&A software for small businesses."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|ReportWORQ", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "ReportWORQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ReportWORQ - FP&A tool for small teams."}, {"id": "mai-20260917-1725-smoke|c206-s3|meta-small|Solver", "prompt": "c206-s3", "model": "meta-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Solver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Solver - FP&A tool for small teams."}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Jirav", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If needing driver-based forecasting**: Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Cube", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If using Excel heavily**: Cube or Datarails (keep existing workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Datarails", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If using Excel heavily**: Cube or Datarails (keep existing workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Clockwork", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If wanting modern, AI-assisted planning**: Clockwork or Limelight"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Limelight", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If wanting modern, AI-assisted planning**: Clockwork or Limelight"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Mosaic", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For VC-backed startups**: Mosaic, Drivetrain, and Abacum cater to scaling companies"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Pigment", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Web-based platforms** (Jirav, Clockwork, Limelight, Pigment)"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Aleph", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Spreadsheet-native platforms** (Cube, Datarails, Aleph)"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Drivetrain", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mosaic, Drivetrain, and Abacum cater to scaling companies"}, {"id": "mai-20260917-1725-smoke|c206-s3|minimax-small|Abacum", "prompt": "c206-s3", "model": "minimax-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mosaic, Drivetrain, and Abacum cater to scaling companies"}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Clockwork", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is small, uses QuickBooks/Xero, and wants to minimize complexity, **Clockwork** or **LiveFlow** are top choices."}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|LiveFlow", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Clockwork** or **LiveFlow** are top choices"}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Jirav", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For more advanced needs, **Jirav** or **Mosaic** may be worth the investment."}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Mosaic", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For more advanced needs, **Jirav** or **Mosaic** may be worth the investment."}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Fathom", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fathom is the most affordable and focused on visual management reporting."}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Cube", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you rely heavily on Excel, **Cube** or **Datarails** are ideal."}, {"id": "mai-20260917-1725-smoke|c206-s3|mistral-small|Datarails", "prompt": "c206-s3", "model": "mistral-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you rely heavily on Excel, **Cube** or **Datarails** are ideal."}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Clockwork", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** — Best for QuickBooks/Xero SMBs without a finance team ... **No finance team + QuickBooks/Xero:** → **Clockwork**"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Jirav", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jirav** — Best for SMBs with a dedicated finance owner"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Cube", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** — Best spreadsheet-native FP&A"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|LiveFlow", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiveFlow** — Best for live QuickBooks reporting"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Datarails", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails** — Best for Excel-first teams needing automation"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Mosaic", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mosaic** — Best for VC-backed SaaS/tech companies"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Aleph", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Aleph** — Newer spreadsheet-native option"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Adaptive", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often chosen over Cube, Adaptive, and Anaplan in competitive evaluations"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Anaplan", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Often chosen over Cube, Adaptive, and Anaplan in competitive evaluations"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|Centage", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Published (Clockwork, Centage, PlanGuru)"}, {"id": "mai-20260917-1725-smoke|c206-s3|moonshot-small|PlanGuru", "prompt": "c206-s3", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "PlanGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Published (Clockwork, Centage, PlanGuru)"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Datarails", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most Excel-native / fastest adoption:** Datarails"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Cube", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best lightweight startup option:** Cube"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Vena", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need governance and expect to scale:** Vena"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Planful", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best broader enterprise-style suite:** Planful"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Mosaic", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SaaS/strategic finance:** Mosaic"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Centage", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "sometimes **Centage** or **Jirav** are also worth a look"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Jirav", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "sometimes **Centage** or **Jirav** are also worth a look"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Runway", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Runway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "highlights Cube and Runway as strong startup choices"}, {"id": "mai-20260917-1725-smoke|c206-s3|openai-small|Prophix", "prompt": "c206-s3", "model": "openai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Centage and Prophix for small businesses"}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|Fathom", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cheapest/easiest entry; reporting-focused, not full modeling. Ideal if you just need insights, not deep planning."}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|Jirav", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "modeling → Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|Cube", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spreadsheet-native: keeps Excel workflows with controls. Flexible but scales to mid-market; pricier for basics."}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|Datarails", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong for consolidations; higher cost & setup if not Excel-committed."}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|Clockwork", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-heavy, hands-off; built for non-experts. ... Less customizable than others."}, {"id": "mai-20260917-1725-smoke|c206-s3|xai-small|LiveFlow", "prompt": "c206-s3", "model": "xai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reporting automation only; no native planning. Great add-on to sheets, but pair with Excel for full FP&A."}, {"id": "mai-20260917-1725-smoke|c206-s3|zai-small|Clockwork", "prompt": "c206-s3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have no FP&A experience and want results in 5 minutes:** Choose **Clockwork**."}, {"id": "mai-20260917-1725-smoke|c206-s3|zai-small|Cube", "prompt": "c206-s3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a complex Excel model you cannot replace:** Choose **Cube**."}, {"id": "mai-20260917-1725-smoke|c206-s3|zai-small|Datarails (FinanceOS)", "prompt": "c206-s3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to consolidate data from multiple sources:** Choose **Datarails**."}, {"id": "mai-20260917-1725-smoke|c206-s3|zai-small|Fathom", "prompt": "c206-s3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need professional investor-ready reports:** Choose **Fathom**."}, {"id": "mai-20260917-1725-smoke|c206-s3|zai-small|LiveFlow", "prompt": "c206-s3", "model": "zai-small", "cat": "fpa-platforms", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "most affordable option on this list but lacks the full FP&A planning features of the others"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Cube", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** and **Clockwork** are the strongest options"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Clockwork", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cube** and **Clockwork** are the strongest options"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Anaplan", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly lower than legacy FP&A giants (like Anaplan or Adaptive Insights)"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Adaptive Insights", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Adaptive Insights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "significantly lower than legacy FP&A giants (like Anaplan or Adaptive Insights)"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Dundas BI", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Dundas BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like **Dundas BI** or **Zoho Analytics** offer low-cost entry points for reporting"}, {"id": "mai-20260917-1725-smoke|c206-s4|alibaba-small|Zoho Analytics", "prompt": "c206-s4", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Dundas BI** or **Zoho Analytics** offer low-cost entry points for reporting"}, {"id": "mai-20260917-1725-smoke|c206-s4|anthropic-small|Clockwork", "prompt": "c206-s4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is the strongest overall option for small businesses on QuickBooks or Xero in 2026"}, {"id": "mai-20260917-1725-smoke|c206-s4|anthropic-small|Fathom", "prompt": "c206-s4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** is a strong pick if you mainly need reporting"}, {"id": "mai-20260917-1725-smoke|c206-s4|anthropic-small|Jirav", "prompt": "c206-s4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jirav** suits SMBs with a dedicated finance lead"}, {"id": "mai-20260917-1725-smoke|c206-s4|anthropic-small|Cube Software", "prompt": "c206-s4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "user-friendly and quick to implement for startups, though it has limited scalability and reporting options"}, {"id": "mai-20260917-1725-smoke|c206-s4|anthropic-small|Abacum", "prompt": "c206-s4", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Abacum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bundles implementation and starts at $15K pilot pricing... best suited for high-growth companies"}, {"id": "mai-20260917-1725-smoke|c206-s4|challenger-small|Clockwork", "prompt": "c206-s4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Clockwork** the best overall pick for small businesses on QuickBooks or Xero"}, {"id": "mai-20260917-1725-smoke|c206-s4|challenger-small|Fairview", "prompt": "c206-s4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ultra-budget option:** **Fairview** \\u2014 flat **$149/month**"}, {"id": "mai-20260917-1725-smoke|c206-s4|challenger-small|Cube", "prompt": "c206-s4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Cube** if your team lives in **Excel**"}, {"id": "mai-20260917-1725-smoke|c206-s4|challenger-small|Fathom", "prompt": "c206-s4", "model": "challenger-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for reporting-first needs:** **Fathom**"}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Excel/Google Sheets", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The $0 Option: Upgrade Your Excel/Google Sheets (If you only need basic budgeting)"}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Fathom", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is strictly < $100/month:** Start with **Causal** (if you want to model) or **Fathom** (if you want to report)"}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Causal", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Value under $100/month: **Fathom** (Best for reporting) or **Causal** (Best for modeling)"}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Clockwork", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget is ~$500/month:** Go straight to **Clockwork**... The catch:** It’s 5–10x the cost of Fathom/Causal."}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Adaptive Planning", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid \"Enterprise\" tools** like Adaptive Planning, Anaplan, Pigment, or Cube."}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Anaplan", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid \"Enterprise\" tools** like Adaptive Planning, Anaplan, Pigment, or Cube."}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Pigment", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid \"Enterprise\" tools** like Adaptive Planning, Anaplan, Pigment, or Cube."}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Cube", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid \"Enterprise\" tools** like Adaptive Planning, Anaplan, Pigment, or Cube."}, {"id": "mai-20260917-1725-smoke|c206-s4|deepseek-small|Jirav", "prompt": "c206-s4", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid Professional Services (Jirav) unless you are an accounting firm... likely too steep for a tight budget."}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Workday Adaptive Planning", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main goal is to avoid enterprise-grade FP&A platforms (like Workday Adaptive Planning, Anaplan, or Vena)"}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Anaplan", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise-grade FP&A platforms (like Workday Adaptive Planning, Anaplan, or Vena)"}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Vena", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise-grade FP&A platforms (like Workday Adaptive Planning, Anaplan, or Vena)"}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Clockwork.ai", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want \"hands-off\" automation ... **Go with Clockwork.ai**."}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Finmark (by BILL)", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Finmark (by BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a growing startup ... **Go with Finmark**."}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|LivePlan", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your budget is under $50/month ... **Go with LivePlan**."}, {"id": "mai-20260917-1725-smoke|c206-s4|google-small|Fathom", "prompt": "c206-s4", "model": "google-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fathom is primarily a *reporting* tool, not a *forecasting* tool."}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Clockwork", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best FP&A software for a small company with a tight budget is Clockwork"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Fathom", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Fathom, Reach Reporting, and LiveFlow, which are SMB-friendly"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Reach Reporting", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Fathom, Reach Reporting, and LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|LiveFlow", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Fathom, Reach Reporting, and LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Jirav", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering Jirav or Mosaic, which are solid budgeting and forecasting platforms for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Mosaic", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "worth considering Jirav or Mosaic, which are solid budgeting and forecasting platforms for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Excel", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excel or Google Sheets can be used for straightforward planning needs, but may have limitations such as version control issues"}, {"id": "mai-20260917-1725-smoke|c206-s4|meta-small|Google Sheets", "prompt": "c206-s4", "model": "meta-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may have limitations such as version control issues or manual data consolidation"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|Excel / Google Sheets", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Very tight budget, simple needs | Excel/Google Sheets"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|Clockwork", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks/Xero user, want forecasting | Clockwork"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|Fathom", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want analysis & dashboards | Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|Reach Reporting", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Reporting and benchmarking"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|LiveFlow", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need live spreadsheet integration | LiveFlow"}, {"id": "mai-20260917-1725-smoke|c206-s4|minimax-small|Datarails", "prompt": "c206-s4", "model": "minimax-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pricing: Custom (not publicly listed)"}, {"id": "mai-20260917-1725-smoke|c206-s4|mistral-small|Clockwork", "prompt": "c206-s4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Clockwork** is the best overall FP&A software in 2026 due to its balance of features, ease of use, and transparent pricing"}, {"id": "mai-20260917-1725-smoke|c206-s4|mistral-small|Limelight", "prompt": "c206-s4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For those with more complex ERP needs, **Limelight** is a strong alternative."}, {"id": "mai-20260917-1725-smoke|c206-s4|mistral-small|Excel or Google Sheets", "prompt": "c206-s4", "model": "mistral-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel or Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They are free or very low cost, but you may face limitations as your business grows."}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Fathom", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fathom** ($50-65/mo) for reporting"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Clockwork", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best Overall for QuickBooks/Xero Users** ... or **Clockwork** ($149/mo) if you need AI-powered forecasting"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Cube", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try **Cube's free tier** first, then upgrade if needed."}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Reach Reporting", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable Management Reporting"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Jirav", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Too expensive for small budgets"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Datarails", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-focused pricing"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Vena Solutions", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Mid-market/enterprise tool"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Limelight", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Mid-market focus"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Adaptive Planning/Workday", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Adaptive Planning/Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise-only"}, {"id": "mai-20260917-1725-smoke|c206-s4|moonshot-small|Excel or Google Sheets", "prompt": "c206-s4", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel or Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick with **Excel or Google Sheets** initially"}, {"id": "mai-20260917-1725-smoke|c206-s4|openai-small|Reach Reporting", "prompt": "c206-s4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick would be **Reach Reporting** if you want a low-cost, straightforward FP&A/reporting tool"}, {"id": "mai-20260917-1725-smoke|c206-s4|openai-small|LiveFlow", "prompt": "c206-s4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LiveFlow** — good if you live in spreadsheets and want simpler FP&A automation"}, {"id": "mai-20260917-1725-smoke|c206-s4|openai-small|Datarails", "prompt": "c206-s4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong options, but they're typically better suited to teams that can handle more complexity and likely custom pricing"}, {"id": "mai-20260917-1725-smoke|c206-s4|openai-small|Fathom", "prompt": "c206-s4", "model": "openai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for cash flow forecasting and KPI reporting, and it has a free offering for individuals, but team pricing may be less transparent"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Fathom", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** (Best overall starter for reporting & basic forecasting)"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Clockwork", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clockwork** (Best for AI-driven forecasting & cash flow)"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Fairview", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fairview** (Best for cash flow, margins & operations)"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Excel/Google Sheets + Add-ons", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Excel/Google Sheets + Add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Use free templates for basics"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|LiveFlow", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or LiveFlow (~$50-200/month estimated, custom quotes) for QuickBooks-to-Sheets automation"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Cube", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Cube/Jirav ($10k+/year)"}, {"id": "mai-20260917-1725-smoke|c206-s4|xai-small|Jirav", "prompt": "c206-s4", "model": "xai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Cube/Jirav ($10k+/year)"}, {"id": "mai-20260917-1725-smoke|c206-s4|zai-small|Clockwork", "prompt": "c206-s4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with tight budgets, **Clockwork** or **Fathom** provide the best balance of features, price, and ease of use."}, {"id": "mai-20260917-1725-smoke|c206-s4|zai-small|Fathom", "prompt": "c206-s4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Clockwork** or **Fathom** provide the best balance of features, price, and ease of use"}, {"id": "mai-20260917-1725-smoke|c206-s4|zai-small|Cube", "prompt": "c206-s4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider the free tier of Cube if you want to stick with spreadsheet workflows"}, {"id": "mai-20260917-1725-smoke|c206-s4|zai-small|Datarails", "prompt": "c206-s4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Most Comprehensive:** Datarails"}, {"id": "mai-20260917-1725-smoke|c206-s4|zai-small|LiveFlow", "prompt": "c206-s4", "model": "zai-small", "cat": "fpa-platforms", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Cons:** Higher price point, limited to QuickBooks integration"}, {"id": "mai-20260917-1725-smoke|c206-s5|alibaba-small|Anaplan", "prompt": "c206-s5", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't quite ready for massive enterprise tools like Anaplan which cost millions and take years to implement"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Cube", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spreadsheet-native:** Cube, Datarails, Vena, Aleph (keep Excel workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Datarails", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spreadsheet-native:** Cube, Datarails, Vena, Aleph (keep Excel workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Vena", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Spreadsheet-native:** Cube, Datarails, Vena, Aleph (keep Excel workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Aleph", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Spreadsheet-native:** Cube, Datarails, Vena, Aleph (keep Excel workflows)"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Jirav", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Web-based SMB-lean:** Jirav, Limelight, Clockwork, Fathom, FreeAgent (accounting-connected, fast time-to-value)"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Limelight", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Web-based SMB-lean:** Jirav, Limelight, Clockwork, Fathom, FreeAgent"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Adaptive", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Only if you expect rapid growth:** Adaptive, Planful, Pigment"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Planful", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Only if you expect rapid growth:** Adaptive, Planful, Pigment"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Pigment", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Only if you expect rapid growth:** Adaptive, Planful, Pigment"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Clockwork", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Web-based SMB-lean:** Jirav, Limelight, Clockwork, Fathom, FreeAgent"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|Fathom", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Web-based SMB-lean:** Jirav, Limelight, Clockwork, Fathom, FreeAgent"}, {"id": "mai-20260917-1725-smoke|c206-s5|deepseek-small|FreeAgent", "prompt": "c206-s5", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "scale", "raw": "FreeAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Web-based SMB-lean:** Jirav, Limelight, Clockwork, Fathom, FreeAgent"}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|LiveFlow", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want to keep your exact Google Sheets or Excel models."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Aleph", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your spreadsheets are getting too complex."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Cube", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aleph** or **Cube:** Best if your spreadsheets are getting too complex."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Clockwork.ai", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Highly recommended for QBO/Xero users who do not have a dedicated, full-time finance team."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Fathom", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for visual management reporting, KPI tracking, and basic forecasting."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Runway", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly visual, incredibly modern, and built for collaboration."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Jirav", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "built specifically for SMBs and fractional CFOs... slightly steeper learning curve than Runway"}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Workday Adaptive Planning", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid tools like **Workday Adaptive Planning, Anaplan, Pigment, or OneStream**."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Anaplan", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid tools like **Workday Adaptive Planning, Anaplan, Pigment, or OneStream**."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|Pigment", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid tools like **Workday Adaptive Planning, Anaplan, Pigment, or OneStream**."}, {"id": "mai-20260917-1725-smoke|c206-s5|google-small|OneStream", "prompt": "c206-s5", "model": "google-small", "cat": "fpa-platforms", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid tools like **Workday Adaptive Planning, Anaplan, Pigment, or OneStream**."}, {"id": "mai-20260917-1725-smoke|c206-s5|meta-small|Clockwork", "prompt": "c206-s5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork - Best overall for QuickBooks/Xero SMBs without a finance team."}, {"id": "mai-20260917-1725-smoke|c206-s5|meta-small|LiveFlow", "prompt": "c206-s5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LiveFlow - Best for live QuickBooks reporting in Google Sheets and Excel."}, {"id": "mai-20260917-1725-smoke|c206-s5|meta-small|Jirav", "prompt": "c206-s5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav - Best for SMBs with a dedicated in-house finance owner."}, {"id": "mai-20260917-1725-smoke|c206-s5|meta-small|Mosaic", "prompt": "c206-s5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mosaic - Best for VC-backed startups with a strategic finance team."}, {"id": "mai-20260917-1725-smoke|c206-s5|meta-small|Fathom", "prompt": "c206-s5", "model": "meta-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fathom - Best for management reporting and KPI tracking."}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Jirav", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Jirav**        | SMBs, FP&A teams                 | Driver-based modeling, cash flow, scenario planning"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Datarails", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Datarails**    | Excel users, mid-market          | Excel-based, automation, consolidation"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Adaptive Insights (Workday)", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market, enterprise | Budgeting, forecasting, reporting, integrations"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Anaplan", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Anaplan**      | Large enterprises, complex models"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Cube", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Cube**         | Mid-market, FP&A teams           | Excel/Google Sheets integration, automation"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Vena", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Vena**         | Excel users, mid-market"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Planful", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Planful**      | Mid-market, enterprise"}, {"id": "mai-20260917-1725-smoke|c206-s5|mistral-small|Sage Intacct", "prompt": "c206-s5", "model": "mistral-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Sage Intacct** | Mid-market, accounting teams     | Built-in FP&A, reporting, integrations"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Cube", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Evaluate lightweight options first – Tools like Clockwork, Cube, or LiveFlow that integrate with existing systems"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Datarails", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Spreadsheet-native tools (Cube, Datarails, Vena) keep you in Excel/Google Sheets with added governance"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Vena", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spreadsheet-native tools (Cube, Datarails, Vena)"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Anaplan", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Web-based platforms (Anaplan, Pigment, Limelight) offer more sophisticated modeling but require more training"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Pigment", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Web-based platforms (Anaplan, Pigment, Limelight) ... require more training"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Limelight", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Web-based platforms (Anaplan, Pigment, Limelight) ... require more training"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|Clockwork", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like Clockwork, Cube, or LiveFlow that integrate with existing systems"}, {"id": "mai-20260917-1725-smoke|c206-s5|moonshot-small|LiveFlow", "prompt": "c206-s5", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like Clockwork, Cube, or LiveFlow that integrate with existing systems"}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Cube", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cube or Datarails**: Spreadsheet-native, fast setup."}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Clockwork", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Clockwork or Jirav**: Best for QuickBooks/Xero users; AI forecasting, low expertise needed."}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Centage", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limelight or Centage**: Deeper ERP integrations if scaling soon."}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Limelight", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clockwork, Limelight, Cube lead for ease/pricing"}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Jirav", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Clockwork or Jirav**: Best for QuickBooks/Xero users; AI forecasting, low expertise needed."}, {"id": "mai-20260917-1725-smoke|c206-s5|xai-small|Datarails", "prompt": "c206-s5", "model": "xai-small", "cat": "fpa-platforms", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cube or Datarails**: Spreadsheet-native, fast setup."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Anaplan", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** ... prohibitively expensive and complex for a small business."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|SAP Analytics Cloud (SAC)", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Unless you already run a massive SAP or Oracle ERP system ... these will swallow you alive."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Oracle Cloud ERP", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** ... notoriously difficult to configure for smaller orgs."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Coupa", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "their planning suite is often overkill for small general ledger-based planning"}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Adaptive Insights (now Workday Prism/EPM)", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Adaptive Insights (now Workday Prism/EPM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Caution:** Since being acquired by Workday, this has become increasingly locked into the Workday ecosystem."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Vena Solutions", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Setup can be tricky, and the ongoing maintenance of the \"back end\" ... can become a bottleneck"}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Microsoft Dynamics GP", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy ERP Modules (Avoid if possible) ... run on ERPs like Microsoft Dynamics GP, Sage Intacct"}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Sage Intacct", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These modules are often \"bolted on.\" They usually lack the granular detail required for true FP&A"}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|NetSuite", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Many small businesses run on ERPs like Microsoft Dynamics GP, Sage Intacct, or older NetSuite versions."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Cube", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Spreadsheet wrappers:** Cube, Paribus, Datarails."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Datarails", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Spreadsheet wrappers:** Cube, Paribus, Datarails."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Flywheel", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Flywheel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**BI-Focused:** Flywheel, Lumina."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Paribus", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Paribus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Modern FP&A tools (like Cube, Paribus, or FloQast) generally operate on month-to-month subscriptions"}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|FloQast", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Accounting-Integrated:** Float, FloQast."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Lumina", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Lumina", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**BI-Focused:** Flywheel, Lumina."}, {"id": "mai-20260917-1725-smoke|c206-s6|alibaba-small|Float", "prompt": "c206-s6", "model": "alibaba-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Accounting-Integrated:** Float, FloQast."}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Anaplan", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Specific platforms to avoid until you scale:** - **Anaplan & Workday Adaptive Planning**: These are overkill for smaller companies"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Workday Adaptive Planning pricing may be too steep for smaller companies with tighter budgets"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Board", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Year-1 deployments run $100K-$400K with heavy configuration requirements; the flexibility that makes it powerful also makes it slow to stand up"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|OneStream", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "best suited for large, complex organizations"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Mosaic", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mosaic splits pricing between reporting and planning with companies facing upsells"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Pigment", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pigment & Anaplan have enterprise-style pricing with multi-tiered plans requiring six-figure annual contract values"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Vena", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "user reviews report nine-month implementations with rigid models that couldn't accommodate needs"}, {"id": "mai-20260917-1725-smoke|c206-s6|anthropic-small|Datarails", "prompt": "c206-s6", "model": "anthropic-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "users report steep learning curves and performance issues with dashboard refresh speeds"}, {"id": "mai-20260917-1725-smoke|c206-s6|challenger-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "if a company has fewer than 300 employees and no dedicated FP&A admin, it should **skip Workday Adaptive**"}, {"id": "mai-20260917-1725-smoke|c206-s6|challenger-small|Planful", "prompt": "c206-s6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "positioned for **multi-entity organizations** and come with **higher setup and administration burden**"}, {"id": "mai-20260917-1725-smoke|c206-s6|challenger-small|Prophix", "prompt": "c206-s6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned for **multi-entity organizations** and come with **higher setup and administration burden**"}, {"id": "mai-20260917-1725-smoke|c206-s6|challenger-small|Vena", "prompt": "c206-s6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned for **multi-entity organizations** and come with **higher setup and administration burden**"}, {"id": "mai-20260917-1725-smoke|c206-s6|challenger-small|Anaplan", "prompt": "c206-s6", "model": "challenger-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "positioned for **multi-entity organizations** and come with **higher setup and administration burden**"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Anaplan", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If your revenue is under $500M, do not even take a sales call."}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AVOID OUTRIGHT... this is essentially buying a Ferrari engine to drive to the grocery store."}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Planful", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why avoid: These are firmly in the enterprise tier, with annual costs ranging from $240k to $260k+ per year."}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Pigment", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why avoid: These are firmly in the enterprise tier"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Vena Solutions", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "labels it the \"worst software decision ever\" and specifically warns that it is \"OK for small company, shit for scaling up.\""}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Prophix", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Prophix requires significant implementation services (usually 2-4 months)"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Fathom", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is not a true FP&A platform... \"lacks essential features\""}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Datarails", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Spreadsheet-native tools (Cube, Datarails, Vena): Great for staying in Excel, but if you don't already have bullet-proof Excel models, you are just digitizing bad spreadsheets."}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Clockwork", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "tools specifically built for SMBs (like Clockwork, Jirav, or Centage)... are the safer bets"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Jirav", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "tools specifically built for SMBs (like Clockwork, Jirav, or Centage)... are the safer bets"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Centage", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "tools specifically built for SMBs (like Clockwork, Jirav, or Centage)... are the safer bets"}, {"id": "mai-20260917-1725-smoke|c206-s6|deepseek-small|Cube", "prompt": "c206-s6", "model": "deepseek-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or spreadsheet-light tools like Cube are the safer bets"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Anaplan", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to avoid: Anaplan, Oracle Cloud EPM (Hyperion), OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Oracle Cloud EPM (Hyperion)", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Cloud EPM (Hyperion)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to avoid: Anaplan, Oracle Cloud EPM (Hyperion), OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|OneStream", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to avoid: Anaplan, Oracle Cloud EPM (Hyperion), OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|SAP Analytics Cloud", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to avoid: Anaplan, Oracle Cloud EPM (Hyperion), OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms to be cautious of: Workday Adaptive Planning (formerly Adaptive Insights), Planful (formerly Host Analytics), Board"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Planful", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to be cautious of: Workday Adaptive Planning ..., Planful (formerly Host Analytics), Board"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Board", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to be cautious of: Workday Adaptive Planning ..., Planful ..., Board"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Vena Solutions", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms to be cautious of: Vena Solutions ... it comes with a hidden setup burden"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Fathom", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Fathom or Clockwork.ai: Excellent for quick, automated visual reporting, KPI tracking, and basic cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Clockwork.ai", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Fathom or Clockwork.ai: Excellent for quick, automated visual reporting, KPI tracking, and basic cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|LiveFlow", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "LiveFlow: Ideal if you love Excel or Google Sheets but hate manual data entry."}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Jirav", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Jirav, Mosaic, or Cube: Good \"step-up\" options"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Mosaic", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Jirav, Mosaic, or Cube: Good \"step-up\" options"}, {"id": "mai-20260917-1725-smoke|c206-s6|google-small|Cube", "prompt": "c206-s6", "model": "google-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Jirav, Mosaic, or Cube: Good \"step-up\" options"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Clockwork", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "platforms like Clockwork or Fathom that automate analyst work are preferable"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Fathom", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms like Clockwork or Fathom that automate analyst work are preferable"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Cube", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cube and Mosaic**: Might be too complex for very small businesses without a finance team."}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Mosaic", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cube and Mosaic**: Might be too complex for very small businesses without a finance team."}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Datarails", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Datarails, Cube, and Vena**: Are spreadsheet-native and could be suitable depending on your team's workflow."}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Vena", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Datarails, Cube, and Vena**: Are spreadsheet-native and could be suitable depending on your team's workflow."}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Limelight", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Jirav, Limelight, and Abacum**: Offer web-based planning and might require more process redesign and user training."}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Abacum", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Abacum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "might require more process redesign and user training"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Workday Adaptive", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Web-based platforms** (e.g., Limelight, Abacum, Workday Adaptive) are ideal for teams ready to move off Excel"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Prophix", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Hybrid platforms** (e.g., Prophix, Planful) offer a web platform that exports to or embeds Excel"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Planful", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Hybrid platforms** (e.g., Prophix, Planful) offer a web platform that exports to or embeds Excel"}, {"id": "mai-20260917-1725-smoke|c206-s6|meta-small|Jirav", "prompt": "c206-s6", "model": "meta-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Jirav, Limelight, and Abacum**: Offer web-based planning and might require more process redesign and user training."}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Anaplan", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Anaplan** – Built for enterprise; high cost and complexity"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused; expensive implementation"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Planful", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "$50K+ annual minimum; designed for mid-market"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Prophix", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "$50K+ annually; for mid-market companies"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Pigment", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Mid-market/enterprise platform"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Cube", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires significant time investment (12-month average ROI) and ongoing maintenance"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Mosaic", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Needs a finance team to operate effectively"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Clockwork", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use SMB-specific tools** like Clockwork, LiveFlow, Jirav, or Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|LiveFlow", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use SMB-specific tools** like Clockwork, LiveFlow, Jirav, or Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Jirav", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use SMB-specific tools** like Clockwork, LiveFlow, Jirav, or Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s6|minimax-small|Fathom", "prompt": "c206-s6", "model": "minimax-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use SMB-specific tools** like Clockwork, LiveFlow, Jirav, or Fathom"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Planful", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Its complexity and cost make it a poor fit for most small businesses"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small businesses may find it overly complex, expensive, and difficult to implement"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Prophix", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can be more than a small business needs and may require significant training and maintenance"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Vena", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller businesses may find it expensive and not user-friendly enough for their needs."}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Mosaic", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very small businesses without dedicated finance staff may find it challenging to fully utilize."}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Clockwork", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider simpler, more automated tools like Clockwork, Fathom, or Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Fathom", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider simpler, more automated tools like Clockwork, Fathom, or Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s6|mistral-small|Jirav", "prompt": "c206-s6", "model": "mistral-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider simpler, more automated tools like Clockwork, Fathom, or Jirav"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Anaplan", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Built for large enterprises; 3-6+ month implementation; requires dedicated admin; massive overkill for SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-focused; complex setup; expensive; not designed for small teams"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|OneStream", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multi-month implementations; heavy IT requirements; pricing starts in the tens of thousands"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Planful", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "3-6 month implementation timeline; built for mid-market to enterprise"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Vena Solutions", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$1,500-$5,000/month; annual contracts; implementation fees; better suited for $20M+ revenue"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Datarails", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"contact us\" pricing often reveals $15,000+ annual minimums"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Cube", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "mid-market pricing; may be excessive for simple SMB needs"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Limelight", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "$1,399/month starter; 4-12 week implementation"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Clockwork", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Built specifically for SMBs on QuickBooks/Xero; transparent pricing; 14-day trial"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Fathom", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "~$50-300/month; basic forecasting; good entry point"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|LiveFlow", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Affordable; Excel-native; simple setup"}, {"id": "mai-20260917-1725-smoke|c206-s6|moonshot-small|Jirav", "prompt": "c206-s6", "model": "moonshot-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "~$10,000/yr; driver-based planning; 2-4 week implementation"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Anaplan", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** (overkill for small businesses): **Anaplan, Oracle Hyperion, OneStream**"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Oracle Hyperion", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade with $80K-$500K+ annual costs, 6-18 month implementations"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|OneStream", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "unsuitable for SMBs due to scale and expense"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mid-market focus ($40K+), complex customization... not ideal for lean QuickBooks users"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Vena", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "slow performance (20+ min cell updates), steep implementation... okay for tiny teams but risky"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Planful", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mid-market EPM suites ($50K-$150K+ ACV)... G2 flags setup/admin challenges for smaller teams"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Prophix", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Steeper learning curves, extra modules inflate costs"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Cube", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cube suits lean Excel teams but lacks depth for non-tech SMBs"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Mosaic", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mosaic skews VC-backed SaaS (Year 1 often $100K+)"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Clockwork", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Safer SMB picks**: Clockwork/Fathom (~$50-500/mo, auto-forecasting)"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Fathom", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Clockwork/Fathom (~$50-500/mo, auto-forecasting)"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Jirav", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Jirav/LiveFlow ($10K/year)"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|LiveFlow", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Jirav/LiveFlow ($10K/year)"}, {"id": "mai-20260917-1725-smoke|c206-s6|xai-small|Datarails", "prompt": "c206-s6", "model": "xai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Datarails (Excel extension)"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Anaplan", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for large, complex organizations... Requires significant modeling expertise, IT resources, and long implementation timelines."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|OneStream", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy implementation, steep learning curve, and high licensing cost."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Planful", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mid-market focused but still enterprise-grade... demands dedicated finance staff and implementation time."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Oracle Fusion Cloud EPM", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "powerful but complex and over-engineered for most small businesses"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Workday Adaptive Planning", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Requires a finance team to run effectively and can be cost-prohibitive for small teams."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Vena", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "still requires a finance modeler to run effectively"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Pigment", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "which can be a big jump for early-stage businesses"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Datarails", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "still complex to implement and maintain"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Cube", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Require ongoing analyst time to maintain models and run scenarios."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Mosaic", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mosaic – SMB-focused with lower price points and faster deployment."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Jirav", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Require ongoing analyst time to maintain models and run scenarios."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Limelight", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "can be powerful but still needs a finance team to run effectively"}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Clockwork", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Clockwork – Best overall for QuickBooks/Xero SMBs; transparent pricing, AI analyst, no finance team required."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Fathom", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Simple cash flow, budget vs. actuals, and reporting for small businesses."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|LivePlan", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Entry-level tools focused on forecasting and cash flow."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Float", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Entry-level tools focused on forecasting and cash flow."}, {"id": "mai-20260917-1725-smoke|c206-s6|zai-small|Runway", "prompt": "c206-s6", "model": "zai-small", "cat": "fpa-platforms", "variant": "negative", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Entry-level tools focused on forecasting and cash flow."}, {"id": "mai-20260917-1725-smoke|c212-l1|alibaba-small|SAP Concur", "prompt": "c212-l1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the gold standard for massive organizations."}, {"id": "mai-20260917-1725-smoke|c212-l1|alibaba-small|Coupa", "prompt": "c212-l1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is the leader in \"Spend Management.\""}, {"id": "mai-20260917-1725-smoke|c212-l1|alibaba-small|Rippling", "prompt": "c212-l1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified HR + Finance (Automation) | Rippling"}, {"id": "mai-20260917-1725-smoke|c212-l1|alibaba-small|Expensify", "prompt": "c212-l1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ease of Use (Employee Adoption) | Expensify"}, {"id": "mai-20260917-1725-smoke|c212-l1|alibaba-small|Bill.com", "prompt": "c212-l1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accounts Payable Automation | Bill.com"}, {"id": "mai-20260917-1725-smoke|c212-l1|anthropic-small|SAP Concur", "prompt": "c212-l1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is the leading choice for large enterprises."}, {"id": "mai-20260917-1725-smoke|c212-l1|anthropic-small|Ramp", "prompt": "c212-l1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is a strong modern alternative."}, {"id": "mai-20260917-1725-smoke|c212-l1|anthropic-small|Coupa", "prompt": "c212-l1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** is specifically mentioned for enterprise spend management and is commonly compared to SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-l1|challenger-small|SAP Concur", "prompt": "c212-l1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice in the results is **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l1|challenger-small|Navan", "prompt": "c212-l1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close enterprise alternative is **Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l1|challenger-small|Ramp", "prompt": "c212-l1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** — good if you want broader spend management and modern automation"}, {"id": "mai-20260917-1725-smoke|c212-l1|challenger-small|ExpensePoint", "prompt": "c212-l1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "ExpensePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highlighted for **global operations** and **enterprise orgs**"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|SAP Concur", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a large enterprise B2B company:** **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|Ramp", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Caveat: procurement (PO) depth is limited; best suited to SMB/mid-market unless you need their enterprise tier"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|Navan (formerly TripActions)", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if travel is a big part of your spend:** **Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|Emburse", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for configurable, policy-driven workflows"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|Payhawk", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payhawk: unified spend platform for global businesses"}, {"id": "mai-20260917-1725-smoke|c212-l1|deepseek-small|Brex", "prompt": "c212-l1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Brex: built-in travel, popular with funded/global-first companies"}, {"id": "mai-20260917-1725-smoke|c212-l1|google-small|Brex", "prompt": "c212-l1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex is a top choice... Best for Global, Multi-Entity Enterprises"}, {"id": "mai-20260917-1725-smoke|c212-l1|google-small|Ramp (Enterprise)", "prompt": "c212-l1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp (Enterprise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp is the market leader for fast-scaling enterprises that prioritize eliminating wasted spend"}, {"id": "mai-20260917-1725-smoke|c212-l1|google-small|SAP Concur", "prompt": "c212-l1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is built on the SAP ecosystem, Concur is often the default choice."}, {"id": "mai-20260917-1725-smoke|c212-l1|google-small|Emburse (Chrome River)", "prompt": "c212-l1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse (Chrome River)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Card-Agnostic Enterprise Alternative"}, {"id": "mai-20260917-1725-smoke|c212-l1|google-small|Navan (formerly TripActions)", "prompt": "c212-l1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Unified Travel & Expense Platform"}, {"id": "mai-20260917-1725-smoke|c212-l1|meta-small|SAP Concur", "prompt": "c212-l1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best expense management software for an enterprise B2B company is SAP Concur, as it is modular and has a partner ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-l1|meta-small|Rippling Spend", "prompt": "c212-l1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Rippling Spend"}, {"id": "mai-20260917-1725-smoke|c212-l1|minimax-small|SAP Concur", "prompt": "c212-l1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur remains the gold standard for large enterprises"}, {"id": "mai-20260917-1725-smoke|c212-l1|minimax-small|Ramp", "prompt": "c212-l1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp or Brex** if you want modern, card-based expense management with real-time controls"}, {"id": "mai-20260917-1725-smoke|c212-l1|minimax-small|Brex", "prompt": "c212-l1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp or Brex** if you want modern, card-based expense management with real-time controls"}, {"id": "mai-20260917-1725-smoke|c212-l1|minimax-small|Navan Expense", "prompt": "c212-l1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Navan Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Navan** if travel management is a significant portion of your expenses"}, {"id": "mai-20260917-1725-smoke|c212-l1|minimax-small|Spendesk", "prompt": "c212-l1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Spendesk** - Best for Comprehensive Spend Visibility"}, {"id": "mai-20260917-1725-smoke|c212-l1|mistral-small|SAP Concur", "prompt": "c212-l1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur is widely regarded as the gold standard for enterprise expense management"}, {"id": "mai-20260917-1725-smoke|c212-l1|mistral-small|Coupa", "prompt": "c212-l1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is another top choice for enterprise B2B companies"}, {"id": "mai-20260917-1725-smoke|c212-l1|mistral-small|Rippling Spend", "prompt": "c212-l1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling Spend is highly recommended for enterprises seeking a unified platform"}, {"id": "mai-20260917-1725-smoke|c212-l1|moonshot-small|SAP Concur", "prompt": "c212-l1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start your evaluation with **SAP Concur** and **Emburse Enterprise**"}, {"id": "mai-20260917-1725-smoke|c212-l1|moonshot-small|Emburse Enterprise (formerly Chrome River)", "prompt": "c212-l1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse Enterprise (formerly Chrome River)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start your evaluation with **SAP Concur** and **Emburse Enterprise**"}, {"id": "mai-20260917-1725-smoke|c212-l1|moonshot-small|Navan", "prompt": "c212-l1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team travels heavily and you want fewer vendors, add **Navan** to the shortlist."}, {"id": "mai-20260917-1725-smoke|c212-l1|moonshot-small|Ramp", "prompt": "c212-l1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** is worth serious consideration"}, {"id": "mai-20260917-1725-smoke|c212-l1|moonshot-small|Brex", "prompt": "c212-l1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brex bundles corporate cards, expense management, bill pay, and travel into one platform"}, {"id": "mai-20260917-1725-smoke|c212-l1|openai-small|SAP Concur", "prompt": "c212-l1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l1|openai-small|Emburse Enterprise / Certify / Professional", "prompt": "c212-l1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse Enterprise / Certify / Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong alternative for enterprises that want flexible workflows"}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|SAP Concur", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with SAP Concur** for most B2B enterprises—it's the consistent leader in reviews"}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Coupa Expense Management", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Coupa Expense Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: B2B enterprises needing end-to-end spend management"}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Emburse (e.g., Certify/Abacus)", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse (e.g., Certify/Abacus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High scores in features/ease (9.5/10 overall), global controls across subsidiaries/ERPs"}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Navan (formerly TripActions)", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Travel-expense combo with real-time policy flags; G2 high adoption in enterprises."}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Oracle Expenses", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Oracle Expenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already in their ecosystem—seamless but less flexible standalone."}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Workday Expenses", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Workday Expenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're already in their ecosystem—seamless but less flexible standalone."}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|Ramp", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rising for card-linked automation, but better mid-market than ultra-enterprise."}, {"id": "mai-20260917-1725-smoke|c212-l1|xai-small|BILL Spend & Expense", "prompt": "c212-l1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "better mid-market than ultra-enterprise"}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|SAP Concur", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur consistently ranks as the top choice for enterprise B2B companies"}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|Coupa", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Coupa if your organization prioritizes procurement optimization alongside expense management."}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|Airwallex", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Airwallex if your primary challenge is managing global spend across borders"}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|Rippling Spend", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified HRIS + spend management needed | **Rippling Spend**"}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|Emburse (Chrome River)", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse (Chrome River)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly regulated industry (healthcare, finance) | **Emburse**"}, {"id": "mai-20260917-1725-smoke|c212-l1|zai-small|Fyle", "prompt": "c212-l1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Fyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sage Intacct or NetSuite-based ERP | **Fyle**"}, {"id": "mai-20260917-1725-smoke|c212-l2|alibaba-small|SAP Concur", "prompt": "c212-l2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard: SAP Concur ... this is the safest choice"}, {"id": "mai-20260917-1725-smoke|c212-l2|alibaba-small|Bill.com / Expensify", "prompt": "c212-l2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Bill.com / Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **employee adoption and speed**, Expensify is the best option."}, {"id": "mai-20260917-1725-smoke|c212-l2|alibaba-small|Ramp", "prompt": "c212-l2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is **spend visibility and real-time control**, Ramp is disrupting the market."}, {"id": "mai-20260917-1725-smoke|c212-l2|alibaba-small|Workday Expense", "prompt": "c212-l2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Workday Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use **Workday** for HR and Finance, look no further."}, {"id": "mai-20260917-1725-smoke|c212-l2|anthropic-small|SAP Concur", "prompt": "c212-l2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is the leading choice."}, {"id": "mai-20260917-1725-smoke|c212-l2|anthropic-small|Emburse/Certify", "prompt": "c212-l2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse/Certify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emburse/Certify** is another strong option."}, {"id": "mai-20260917-1725-smoke|c212-l2|anthropic-small|Brex", "prompt": "c212-l2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Emburse** or **Brex** are credible alternatives"}, {"id": "mai-20260917-1725-smoke|c212-l2|anthropic-small|Ramp", "prompt": "c212-l2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Like Ramp, it leads with cards and real-time control"}, {"id": "mai-20260917-1725-smoke|c212-l2|anthropic-small|Navan (formerly TripActions)", "prompt": "c212-l2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combines corporate travel booking with expense management, making it a strong choice for businesses where travel is a significant spend category"}, {"id": "mai-20260917-1725-smoke|c212-l2|challenger-small|SAP Concur", "prompt": "c212-l2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SAP Concur** as the safest default choice"}, {"id": "mai-20260917-1725-smoke|c212-l2|challenger-small|Navan", "prompt": "c212-l2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if your organization is very **travel-heavy**"}, {"id": "mai-20260917-1725-smoke|c212-l2|challenger-small|Ramp", "prompt": "c212-l2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice for **larger organizations** that want tight spend control"}, {"id": "mai-20260917-1725-smoke|c212-l2|challenger-small|Rippling Spend", "prompt": "c212-l2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want **HR-to-spend unification**"}, {"id": "mai-20260917-1725-smoke|c212-l2|challenger-small|Emburse Certify", "prompt": "c212-l2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse Certify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good fit for companies that need **structured reimbursement workflows**"}, {"id": "mai-20260917-1725-smoke|c212-l2|deepseek-small|SAP Concur", "prompt": "c212-l2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SAP Concur** ... is the clear market leader and best fit"}, {"id": "mai-20260917-1725-smoke|c212-l2|deepseek-small|Expensify", "prompt": "c212-l2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically better for smaller teams, not ideal for complex enterprise T&E programs"}, {"id": "mai-20260917-1725-smoke|c212-l2|deepseek-small|Ramp", "prompt": "c212-l2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is an excellent alternative"}, {"id": "mai-20260917-1725-smoke|c212-l2|deepseek-small|Coupa", "prompt": "c212-l2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're already standardized on **Coupa** for procurement/spend management"}, {"id": "mai-20260917-1725-smoke|c212-l2|google-small|SAP Concur", "prompt": "c212-l2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur remains the gold standard"}, {"id": "mai-20260917-1725-smoke|c212-l2|google-small|Navan (formerly TripActions)", "prompt": "c212-l2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritize **Navan** to drastically reduce travel management overhead"}, {"id": "mai-20260917-1725-smoke|c212-l2|google-small|Ramp (Enterprise)", "prompt": "c212-l2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp\ttracking historical spend to preventing out-of-policy spend, Ramp\ttcard-first automation is highly effective"}, {"id": "mai-20260917-1725-smoke|c212-l2|google-small|Emburse (Chrome River)", "prompt": "c212-l2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse (Chrome River)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emburse Chrome River is built specifically for these highly intricate routing paths"}, {"id": "mai-20260917-1725-smoke|c212-l2|google-small|Brex", "prompt": "c212-l2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "modern players like Ramp, Navan, or Brex offer outstanding, modern API-based syncs"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|Expensify", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Expensify: A comprehensive expense management platform that allows employees to track and manage their expenses"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|Concur Expense", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Concur Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Concur Expense: A cloud-based expense management software that automates the entire expense management process"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|Rippling Spend", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rippling Spend: A unified HR-to-spend management platform"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A budget-first card program that offers vendor-specific and team cards with hard budget limits"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|SAP Concur", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An enterprise travel and expense governance solution that offers policy enforcement"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|Navan (Formerly TripActions)", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (Formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A travel and expense control solution that auto-matches receipts to trips"}, {"id": "mai-20260917-1725-smoke|c212-l2|meta-small|Xero", "prompt": "c212-l2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A cloud-native accounting solution that offers expense management features"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|SAP Concur", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with SAP Concur if you need a battle-tested, globally-scalable platform"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|Expensify", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at **Expensify** (great automation)"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|Navan (formerly TripActions)", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** | Combines corporate travel booking with expense"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|Rippling Spend", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You already use **Rippling for HR/Payroll** and want a unified \"people-money\" platform"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides \"hard-limit\" cards and real-time budget dashboards"}, {"id": "mai-20260917-1725-smoke|c212-l2|minimax-small|Zoho Expense", "prompt": "c212-l2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If policies are relatively simple, Expensify or Zoho Expense may suffice."}, {"id": "mai-20260917-1725-smoke|c212-l2|mistral-small|Rippling Spend", "prompt": "c212-l2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling Spend** – Best for unified HR-to-spend management, making it ideal for large organizations"}, {"id": "mai-20260917-1725-smoke|c212-l2|mistral-small|Spendesk", "prompt": "c212-l2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive spend management platform that offers a clear view of organizational expenditures"}, {"id": "mai-20260917-1725-smoke|c212-l2|mistral-small|Expensify", "prompt": "c212-l2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its ease of use and automation, Expensify is often recommended"}, {"id": "mai-20260917-1725-smoke|c212-l2|mistral-small|Certify (now Emburse Certify)", "prompt": "c212-l2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Certify (now Emburse Certify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular among enterprises for its strong approval workflows and integration capabilities"}, {"id": "mai-20260917-1725-smoke|c212-l2|moonshot-small|SAP Concur", "prompt": "c212-l2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l2|moonshot-small|Ramp", "prompt": "c212-l2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Ramp"}, {"id": "mai-20260917-1725-smoke|c212-l2|moonshot-small|Navan", "prompt": "c212-l2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** (formerly TripActions) is worth evaluating"}, {"id": "mai-20260917-1725-smoke|c212-l2|openai-small|SAP Concur", "prompt": "c212-l2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I’d choose **Concur instead** if your priorities are: maximum enterprise conservatism"}, {"id": "mai-20260917-1725-smoke|c212-l2|openai-small|Navan", "prompt": "c212-l2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick **one default recommendation for a thousand-plus employee B2B company today**, I’d lean **Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|SAP Concur", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SAP Concur as the top employee expense reporting tool."}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|Coupa Expense", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Coupa Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Procurement-heavy enterprises | Deep AP/Procure-to-Pay integration"}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|Oracle Expenses Cloud", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Oracle Expenses Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ERP users | Native ERP integration"}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|Emburse (Certify/Chrome River)", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse (Certify/Chrome River)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UI with global scale | Faster setup, AI automation, good for mid-to-large"}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|Navan (ex-TripActions)", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (ex-TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sleek app, cards + expense, quick onboarding | Less mature for non-travel expenses"}, {"id": "mai-20260917-1725-smoke|c212-l2|xai-small|Ramp", "prompt": "c212-l2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Test Emburse or Ramp (though Ramp suits mid-market better)"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|SAP Concur", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|Ramp", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one spend management platform combining cards, expense tracking, bill pay, and AI automation"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|Brex", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Card-first platform with integrated expense management and travel"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|Emburse (formerly Divvy)", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-end spend management across expenses, AP, and payments"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|Expensify", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If no → SAP Concur, Expensify, or Emburse"}, {"id": "mai-20260917-1725-smoke|c212-l2|zai-small|Navan", "prompt": "c212-l2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Yes → SAP Concur or Navan"}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|SAP Concur", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur is arguably the most recognized name in the industry... the default choice for Fortune 500 companies"}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|Navan", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **travel integration**, look at **Navan**."}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|Emburse", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prioritize **policy control and workflow**, look at **Emburse**."}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|Ramp", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **modern automation and card controls**, look at **Ramp** or **BILL**."}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|BILL Spend & Expense", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **modern automation and card controls**, look at **Ramp** or **BILL**."}, {"id": "mai-20260917-1725-smoke|c212-l3|alibaba-small|Expensify", "prompt": "c212-l3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can lack the granular reporting and rigid governance features that large, regulated finance departments demand."}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|OFX", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|Brex", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex is a finance platform that combines corporate cards, business expense management, bill pay, and travel in a single system."}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|Ramp", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp provides a robust combination of native multi-currency support, proactive spend controls, and enterprise-grade compliance."}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|SAP Concur", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it has high total cost of ownership with significant onboarding fees and the interface can feel sluggish"}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|Expensify", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "designed for freelancers, solopreneurs, and small companies"}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|Zoho Expense", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-l3|anthropic-small|Navan", "prompt": "c212-l3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Navan consistently ranks as the top all-in-one travel and expense platform, with leading scores for overall satisfaction, ease of use"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|SAP Concur", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur** is the most established enterprise standard for companies that need formalized expense governance"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|Coupa", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa** is stronger if expense management is just one part of a larger **spend management** program"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|Navan", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Navan** is the best fit when **travel booking and expense** need to be managed together"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|Ramp", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp** emphasizes **automation, card controls, and policy enforcement**"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|Brex", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brex** is oriented toward **corporate cards and finance-stack workflows**"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|Emburse", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emburse** is a good fit for enterprises that care most about **policy depth, compliance, and audit readiness**"}, {"id": "mai-20260917-1725-smoke|c212-l3|challenger-small|BILL Spend & Expense", "prompt": "c212-l3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "most compelling when the priority is **budget visibility** and enforcing limits at the card level"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|SAP Concur", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur leads global T&E with the largest ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Coupa", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa best suits enterprises wanting spend governance tied to accounting"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Emburse", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emburse wins on configurable compliance"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Navan", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan shines for travel-heavy orgs"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Brex", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "card-first tools (Brex/Ramp) suit finance teams wanting automation at the point of spend"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Ramp", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "card-first tools (Brex/Ramp) suit finance teams wanting automation at the point of spend"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Payhawk", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "\"business spend platforms\" like Payhawk, Spendesk, and BILL Spend & Expense also serve larger mid-market/enterprise segments"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Spendesk", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also serve larger mid-market/enterprise segments"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|BILL Spend & Expense", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also serve larger mid-market/enterprise segments"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Workday", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Workday and Oracle offer native expense modules inside ERP/HCM suites"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Oracle", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workday and Oracle offer native expense modules inside ERP/HCM suites"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|ITILITE", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "ITILITE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Travel + expense in one product | Navan, SAP Concur, ITILITE"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Darwinbox", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SAP Concur (SAP), Workday, Darwinbox/HCM suites"}, {"id": "mai-20260917-1725-smoke|c212-l3|deepseek-small|Zoho Expense", "prompt": "c212-l3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Zoho Expense (though more SMB-oriented)"}, {"id": "mai-20260917-1725-smoke|c212-l3|google-small|SAP Concur", "prompt": "c212-l3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose SAP Concur if you are a massive, slow-moving multinational corporation utilizing a legacy ERP system"}, {"id": "mai-20260917-1725-smoke|c212-l3|google-small|Emburse (Chrome River/Certify)", "prompt": "c212-l3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse (Chrome River/Certify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Emburse if you require the deep policy customizations of Concur but want modern software"}, {"id": "mai-20260917-1725-smoke|c212-l3|google-small|Ramp", "prompt": "c212-l3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp if you are a tech-forward organization ... seeking to slash overhead and automate administrative work"}, {"id": "mai-20260917-1725-smoke|c212-l3|google-small|Brex", "prompt": "c212-l3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Brex if you are a rapidly scaling global business that needs a unified card platform"}, {"id": "mai-20260917-1725-smoke|c212-l3|google-small|Navan", "prompt": "c212-l3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Navan if a massive portion of your company's discretionary spend is tied up in airline, hotel, and rental car bookings"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Airbase", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade expense management tools include Airbase, Pleo, BILL, Coupa, SAP Concur, Ramp, Expensify, Zoho Expense, Fyle, Rydoo, and Payhawk."}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Pleo", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Airbase, Pleo, BILL, Coupa"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|BILL", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airbase, Pleo, BILL, Coupa, SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Coupa", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa is the best fit for enterprises that need controlled expense reimbursement tied to the accounting close with enforceable policies"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|SAP Concur", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Concur is one of the most established enterprise expense management platforms"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Ramp", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ramp is suitable for teams prioritizing card-based reporting with traceable approvals and exportable outputs."}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Expensify", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp, Expensify, Zoho Expense, Fyle"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Zoho Expense", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Expensify, Zoho Expense, Fyle, Rydoo, and Payhawk"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Fyle", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Fyle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Fyle is the best fit overall for finance teams that need policy-aware expense reporting with clear approval traceability"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Rydoo", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Rydoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fyle, Rydoo, and Payhawk"}, {"id": "mai-20260917-1725-smoke|c212-l3|meta-small|Payhawk", "prompt": "c212-l3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Rydoo, and Payhawk"}, {"id": "mai-20260917-1725-smoke|c212-l3|minimax-small|SAP Concur", "prompt": "c212-l3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most enterprise-grade capabilities with global scale, **SAP Concur** and **Coupa** remain the dominant choices"}, {"id": "mai-20260917-1725-smoke|c212-l3|minimax-small|Coupa", "prompt": "c212-l3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Concur** and **Coupa** remain the dominant choices, with the decision often coming down to existing ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-l3|minimax-small|Emburse", "prompt": "c212-l3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Emburse**: Unified spend management across expenses, AP, and payments"}, {"id": "mai-20260917-1725-smoke|c212-l3|minimax-small|Navan", "prompt": "c212-l3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Navan** (formerly TripActions) | Travel-centric enterprises | Integrated travel booking + expense"}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|SAP Concur", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For global enterprises with complex T&E: **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|Ramp", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For unified spend management with cards: **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|Brex", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global startups: **Brex**"}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|Expensify", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less suited for complex enterprise needs... lacks advanced spend management features"}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|Zoho Expense", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Smaller organizations or those already using the Zoho ecosystem."}, {"id": "mai-20260917-1725-smoke|c212-l3|mistral-small|Certify (now part of Emburse)", "prompt": "c212-l3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Certify (now part of Emburse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For compliance and audit: **Certify**"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|SAP Concur", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** (The Enterprise Standard) - **Best For:** Large and global enterprises with complex organizational structures"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|Navan", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Navan if travel booking is your primary pain point"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|Ramp", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp if you want to consolidate corporate cards, expenses, AP, and travel"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|Expensify", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Expensify if you need simple, fast expense reporting"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|Coupa", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy procurement focus; may be overkill for pure expense management needs"}, {"id": "mai-20260917-1725-smoke|c212-l3|moonshot-small|Emburse", "prompt": "c212-l3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Regulated industries with complex policy requirements"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|SAP Concur", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most enterprise-complex:** SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Coupa Expense", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if procurement matters too:** Coupa"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Emburse", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best simpler enterprise-friendly expense tool:** Emburse"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Ramp", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best modern all-in-one spend platform:** Ramp"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Brex", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best card-first global spend platform:** Brex"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Navan", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best travel + expense experience:** Navan"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|BILL Spend & Expense", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally not as deeply enterprise/travel-ops focused as Concur"}, {"id": "mai-20260917-1725-smoke|c212-l3|openai-small|Expensify", "prompt": "c212-l3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually lighter on enterprise travel, invoice, and deep configuration than SAP Concur or Coupa"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|SAP Concur", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Concur** | Global enterprises with heavy travel & compliance"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Coupa", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa**     | Total spend management & procurement"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Emburse (formerly Certify/Abacus)", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse (formerly Certify/Abacus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Emburse**   | Regulated industries & policy-heavy firms"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Ramp", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp (for scaling enterprises)"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Oracle iExpense", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Oracle iExpense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle iExpense** | Oracle ERP users & large corps"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Expensify", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Expensify (with enterprise plans)"}, {"id": "mai-20260917-1725-smoke|c212-l3|xai-small|Brex", "prompt": "c212-l3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp/Brex issue proprietary cards for real-time controls"}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|SAP Concur", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Enterprise Standard.\" ... It is the market leader for a reason."}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|Coupa", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Coupa if: You want to move beyond just expenses and gain visibility into your procurement and supply chain spend."}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|Ramp", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp or Brex if: You want to modernize your stack, eliminate manual data entry"}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|Brex", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: High-growth startups and tech companies that need high credit limits and global flexibility."}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|Fyle", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Fyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Fyle if: Your main pain point is the accounting team drowning in manual entry"}, {"id": "mai-20260917-1725-smoke|c212-l3|zai-small|Pleo", "prompt": "c212-l3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Pleo if: You want to get rid of reimbursements entirely"}, {"id": "mai-20260917-1725-smoke|c212-l4|alibaba-small|SAP Concur", "prompt": "c212-l4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is **not ideal** if your primary goal is simple, predictable costing... Avoid traditional transactional models like legacy Concur unless absolutely necessary"}, {"id": "mai-20260917-1725-smoke|c212-l4|alibaba-small|Ramp", "prompt": "c212-l4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** is the strongest choice due to its transparent, per-user pricing model."}, {"id": "mai-20260917-1725-smoke|c212-l4|alibaba-small|Brex", "prompt": "c212-l4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brex** is a close second."}, {"id": "mai-20260917-1725-smoke|c212-l4|anthropic-small|SAP Concur", "prompt": "c212-l4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Concur's trade-off is complexity—pricing is opaque\n, making it harder to predict total costs."}, {"id": "mai-20260917-1725-smoke|c212-l4|anthropic-small|Ramp", "prompt": "c212-l4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp's transparent per-user pricing model may be more suitable if cost predictability is your primary concern"}, {"id": "mai-20260917-1725-smoke|c212-l4|anthropic-small|Emburse Expense Enterprise", "prompt": "c212-l4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Emburse Expense Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an enterprise-grade expense platform offering highly configurable workflows and deep ERP integrations"}, {"id": "mai-20260917-1725-smoke|c212-l4|challenger-small|SAP Concur", "prompt": "c212-l4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l4|challenger-small|Ramp", "prompt": "c212-l4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as some plans from **Ramp** or **Payhawk**, but those are generally framed more as automation/spend platforms"}, {"id": "mai-20260917-1725-smoke|c212-l4|challenger-small|Payhawk", "prompt": "c212-l4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as some plans from **Ramp** or **Payhawk**, but those are generally framed more as automation/spend platforms"}, {"id": "mai-20260917-1725-smoke|c212-l4|challenger-small|Coupa", "prompt": "c212-l4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** if you want broader enterprise spend management"}, {"id": "mai-20260917-1725-smoke|c212-l4|challenger-small|Navan", "prompt": "c212-l4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan** if travel is a major part of spend"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|SAP Concur", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** SAP Concur and per-report tools for this specific requirement"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Chrome River", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Chrome River", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Transaction/report-based** ... **Unpredictable** — cost scales with volume you can't easily forecast | SAP Concur (per-report), Chrome River"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Expensify", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want absolute price transparency and a fixed, all-inclusive fee → Expensify** (flat $5/member/mo) is the clearest choice."}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Zoho", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per-user/subscription (flat) ... Expensify, Zoho, Navan, Fyle"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Navan", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan / Sage Fyle — flat per-active-user enterprise pricing**"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Fyle", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Fyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sage (Fyle)**: flat per-active-user pricing (~$12–15/user/mo), custom for 250+ employees."}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Ramp", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want the lowest cost and can adopt a corporate card → Ramp or Brex** (software effectively free, predictable)."}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|Brex", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "→ Ramp or Brex** (software effectively free, predictable)"}, {"id": "mai-20260917-1725-smoke|c212-l4|deepseek-small|BILL", "prompt": "c212-l4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ramp / Brex / BILL — card-led platforms that remove software cost entirely"}, {"id": "mai-20260917-1725-smoke|c212-l4|google-small|Sage Expense Management (formerly Fyle)", "prompt": "c212-l4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Sage Expense Management (formerly Fyle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you must keep your existing corporate bank/cards (Amex/Chase/Citi):** Choose **Sage Expense Management (Fyle)**."}, {"id": "mai-20260917-1725-smoke|c212-l4|google-small|Zoho Expense", "prompt": "c212-l4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It is one of the most budget-friendly, highly scalable platforms on the market."}, {"id": "mai-20260917-1725-smoke|c212-l4|google-small|Ramp Enterprise", "prompt": "c212-l4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want maximum cost predictability and are willing to migrate card programs:** Choose **Ramp Enterprise** or **Brex Enterprise**."}, {"id": "mai-20260917-1725-smoke|c212-l4|google-small|Brex Enterprise", "prompt": "c212-l4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Brex Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Ramp Enterprise** or **Brex Enterprise**. Negotiating a flat-fee enterprise platform contract ... will result in the lowest and most predictable total cost of ownership."}, {"id": "mai-20260917-1725-smoke|c212-l4|google-small|SAP Concur", "prompt": "c212-l4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a massive, highly complex multinational with rigid legacy ERPs:** Choose **SAP Concur**."}, {"id": "mai-20260917-1725-smoke|c212-l4|meta-small|Spendesk", "prompt": "c212-l4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated tools include Spendesk, OFX, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-l4|meta-small|OFX", "prompt": "c212-l4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated tools include Spendesk, OFX, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-l4|meta-small|Airwallex", "prompt": "c212-l4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated tools include Spendesk, OFX, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|SAP Concur", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you can estimate report volume** → **SAP Concur** (Base or Plus): The per-report model with unlimited users gives you the most control over costs."}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|SutiExpense", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "SutiExpense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If most employees don't regularly submit expenses** → **SutiExpense**: Only pay for active submitters."}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|Budgetly", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Budgetly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want the simplest fixed cost** → **Budgetly**: Flat monthly fee with unlimited users."}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|Coupa Expense", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Coupa Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise custom pricing, but known for large-scale deployments"}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|Expensify", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "scales linearly with users (less predictable at thousands of users)"}, {"id": "mai-20260917-1725-smoke|c212-l4|minimax-small|Brex", "prompt": "c212-l4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "predictable per-user but gets expensive at scale"}, {"id": "mai-20260917-1725-smoke|c212-l4|mistral-small|SAP Concur", "prompt": "c212-l4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is widely regarded as the best choice"}, {"id": "mai-20260917-1725-smoke|c212-l4|mistral-small|Emburse", "prompt": "c212-l4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Emburse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other options like Emburse and Expensify have per-user pricing, which can become less predictable at scale"}, {"id": "mai-20260917-1725-smoke|c212-l4|mistral-small|Expensify", "prompt": "c212-l4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other options like Emburse and Expensify have per-user pricing, which can become less predictable at scale"}, {"id": "mai-20260917-1725-smoke|c212-l4|moonshot-small|SAP Concur", "prompt": "c212-l4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Alternative**: **SAP Concur** with negotiated transaction tiers and annual minimums"}, {"id": "mai-20260917-1725-smoke|c212-l4|moonshot-small|Emburse Enterprise", "prompt": "c212-l4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Emburse Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary**: **Emburse Enterprise** — specifically their headcount-based unlimited model"}, {"id": "mai-20260917-1725-smoke|c212-l4|moonshot-small|Expensify Control/Enterprise", "prompt": "c212-l4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify Control/Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Expensify simplified its pricing in 2025"}, {"id": "mai-20260917-1725-smoke|c212-l4|moonshot-small|Ramp Enterprise", "prompt": "c212-l4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modern option**: **Ramp Enterprise** (custom pricing)"}, {"id": "mai-20260917-1725-smoke|c212-l4|openai-small|SAP Concur", "prompt": "c212-l4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-l4|openai-small|ExpensePoint", "prompt": "c212-l4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "ExpensePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "worth a look if you want a **flexible per-report model**"}, {"id": "mai-20260917-1725-smoke|c212-l4|openai-small|ExpenseOnDemand", "prompt": "c212-l4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "ExpenseOnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another option for organizations wanting to choose between **active-user** and **fixed-cost / power-user** models"}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Expensify", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Expensify or Zoho Expense stand out as the best options for a large company needing predictable total costs across thousands of users**"}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Zoho Expense", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Expensify or Zoho Expense stand out as the best options"}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|SAP Concur", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Primarily *transaction-based* ... which spikes with high-volume use ... rarely fully predictable without usage caps. Not ideal for \"thousands of users\""}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Ramp", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise is custom with potential platform fees (e.g., Ramp Plus adds a team-size fee) ... less transparent at massive scale"}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Brex", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Free/Plus tiers ... work for mid-size, but Enterprise is custom with potential platform fees"}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Emburse", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Emburse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Emburse or Navan: Similar per-user (~$8–$15), but less enterprise-proven for 1000s."}, {"id": "mai-20260917-1725-smoke|c212-l4|xai-small|Navan", "prompt": "c212-l4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Others like Emburse or Navan: Similar per-user (~$8–$15), but less enterprise-proven for 1000s."}, {"id": "mai-20260917-1725-smoke|c212-l4|zai-small|SAP Concur", "prompt": "c212-l4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is still the best‑fit incumbent"}, {"id": "mai-20260917-1725-smoke|c212-l4|zai-small|Ramp", "prompt": "c212-l4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** or **Airbase** are more transparent and easier to budget for"}, {"id": "mai-20260917-1725-smoke|c212-l4|zai-small|Airbase", "prompt": "c212-l4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **AP and payments bundled with expense**, **Airbase** may be your best fit."}, {"id": "mai-20260917-1725-smoke|c212-l4|zai-small|Expensify", "prompt": "c212-l4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** or **Expensify** are excellent options"}, {"id": "mai-20260917-1725-smoke|c212-l4|zai-small|Navan", "prompt": "c212-l4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If **travel + expense integration** is your main driver, **Navan** is worth a close look."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Ramp", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp:** Strong on corporate cards and automation; simpler UI."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Brex", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex:** Similar to Ramp, strong in tech/startup ecosystems."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Navan (formerly TripActions)", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Navan (formerly TripActions):** Strongest in integrated Travel + Expenses."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Coupa (Coupafinance)", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Coupa (Coupafinance)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deep procurement and spend visibility; complex but powerful."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Concur (ServiceNow)", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Concur (ServiceNow)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy market leader; highly customizable but often requires heavy customization and higher TCO."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Bill.com", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bill.com / Expensify: Good options depending on whether you lean more toward AP automation or pure expense tracking."}, {"id": "mai-20260917-1725-smoke|c212-l5|alibaba-small|Expensify", "prompt": "c212-l5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bill.com / Expensify: Good options depending on whether you lean more toward AP automation or pure expense tracking."}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Payhawk", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some don't offer SCIM at all, e.g., Payhawk"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Pleo", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Pleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some require an Enterprise plan, e.g., Pleo"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|SAP Concur", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "build a comparison across the major vendors (SAP Concur, Expensify, Navan, Ramp, Brex, Pleo, etc.)"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Expensify", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison across the major vendors (SAP Concur, Expensify, Navan, Ramp, Brex, Pleo, etc.)"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Navan", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison across the major vendors (SAP Concur, Expensify, Navan, Ramp, Brex, Pleo, etc.)"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Ramp", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparison across the major vendors (SAP Concur, Expensify, Navan, Ramp, Brex, Pleo, etc.)"}, {"id": "mai-20260917-1725-smoke|c212-l5|deepseek-small|Brex", "prompt": "c212-l5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparison across the major vendors (SAP Concur, Expensify, Navan, Ramp, Brex, Pleo, etc.)"}, {"id": "mai-20260917-1725-smoke|c212-l5|google-small|Ramp", "prompt": "c212-l5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some modern players (like Ramp or Brex) offer free software if you use their corporate cards."}, {"id": "mai-20260917-1725-smoke|c212-l5|google-small|Brex", "prompt": "c212-l5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some modern players (like Ramp or Brex) offer free software if you use their corporate cards."}, {"id": "mai-20260917-1725-smoke|c212-l5|meta-small|Ramp", "prompt": "c212-l5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular expense management software options that meet these criteria include: 1. Ramp"}, {"id": "mai-20260917-1725-smoke|c212-l5|meta-small|ExpensePoint", "prompt": "c212-l5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "ExpensePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. ExpensePoint"}, {"id": "mai-20260917-1725-smoke|c212-l5|meta-small|Navan", "prompt": "c212-l5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Navan"}, {"id": "mai-20260917-1725-smoke|c212-l5|meta-small|Spendesk", "prompt": "c212-l5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Spendesk"}, {"id": "mai-20260917-1725-smoke|c212-l5|meta-small|Zylo", "prompt": "c212-l5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Zylo"}, {"id": "mai-20260917-1725-smoke|c212-l5|minimax-small|Navan", "prompt": "c212-l5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular enterprise options include **Navan**, **Expensify**, **SAP Concur**, **Bill.com**, and **Rippling**"}, {"id": "mai-20260917-1725-smoke|c212-l5|minimax-small|Expensify", "prompt": "c212-l5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular enterprise options include **Navan**, **Expensify**, **SAP Concur**, **Bill.com**, and **Rippling**"}, {"id": "mai-20260917-1725-smoke|c212-l5|minimax-small|SAP Concur", "prompt": "c212-l5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular enterprise options include **Navan**, **Expensify**, **SAP Concur**, **Bill.com**, and **Rippling**"}, {"id": "mai-20260917-1725-smoke|c212-l5|minimax-small|Bill.com", "prompt": "c212-l5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular enterprise options include **Navan**, **Expensify**, **SAP Concur**, **Bill.com**, and **Rippling**"}, {"id": "mai-20260917-1725-smoke|c212-l5|minimax-small|Rippling", "prompt": "c212-l5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular enterprise options include **Navan**, **Expensify**, **SAP Concur**, **Bill.com**, and **Rippling**"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Expensify", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Expensify      | Receipt OCR, corporate cards       | Yes   | Yes   | QuickBooks, NetSuite |"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Ramp", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Ramp           | Corporate cards, spend controls    | Yes   | Yes   | NetSuite, QuickBooks |"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Airbase", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Airbase        | Mid-market focus, approvals        | Yes   | Yes   | NetSuite, Sage    |"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Brex", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Brex           | Corporate cards, expense mgmt      | Yes   | Yes   | NetSuite, QuickBooks |"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Concur", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Travel: Concur, Egencia, TravelPerk."}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Certify", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Certify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Certify        | Travel integration, global         | Yes   | Yes   | Concur, SAP       |"}, {"id": "mai-20260917-1725-smoke|c212-l5|mistral-small|Zoho Expense", "prompt": "c212-l5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Zoho Expense   | Affordable, global support         | Yes   | Yes   | Zoho Books, Xero  |"}, {"id": "mai-20260917-1725-smoke|c212-l5|moonshot-small|SAP Concur", "prompt": "c212-l5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Concur** | Deep ERP integration, global scale, established enterprise presence"}, {"id": "mai-20260917-1725-smoke|c212-l5|moonshot-small|Navan", "prompt": "c212-l5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Navan** (formerly TripActions) | Unified T&E, high adoption, modern UX"}, {"id": "mai-20260917-1725-smoke|c212-l5|moonshot-small|Coupa Expense", "prompt": "c212-l5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Coupa Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Coupa Expense** | Strong procurement integration, comprehensive spend management"}, {"id": "mai-20260917-1725-smoke|c212-l5|moonshot-small|Ramp/Brex", "prompt": "c212-l5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp/Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ramp/Brex** | Modern corporate card-first approach, strong automation"}, {"id": "mai-20260917-1725-smoke|c212-l5|moonshot-small|Emburse", "prompt": "c212-l5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Emburse** | Flexible policy engine, good mid-to-enterprise transition"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|SAP Concur", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare shortlisted vendors like SAP Concur, Navan, Coupa, Expensify, Ramp, Brex, Emburse, or Spendesk"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Navan", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlisted vendors like SAP Concur, Navan, Coupa, Expensify, Ramp, Brex, Emburse, or Spendesk"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Coupa", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlisted vendors like SAP Concur, Navan, Coupa, Expensify"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Expensify", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlisted vendors like SAP Concur, Navan, Coupa, Expensify, Ramp, Brex"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Ramp", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ramp/Brex shine on cards but may lack deep ERP"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Brex", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ramp/Brex shine on cards but may lack deep ERP"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Emburse", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Expensify, Ramp, Brex, Emburse, or Spendesk"}, {"id": "mai-20260917-1725-smoke|c212-l5|xai-small|Spendesk", "prompt": "c212-l5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emburse, or Spendesk—all of which commonly support SSO and SOC 2 Type II"}, {"id": "mai-20260917-1725-smoke|c212-l6|alibaba-small|Expensify", "prompt": "c212-l6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Popular SMB-focused tools (like Zoho Expense or basic tiers of Expensify) when evaluated for true enterprise scale."}, {"id": "mai-20260917-1725-smoke|c212-l6|alibaba-small|SAP Concur", "prompt": "c212-l6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be Cautious About:** Older, monolithic systems (like older versions of SAP Concur or IBM TripplePoint)"}, {"id": "mai-20260917-1725-smoke|c212-l6|alibaba-small|IBM TripplePoint", "prompt": "c212-l6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "IBM TripplePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be Cautious About:** Older, monolithic systems (like older versions of SAP Concur or IBM TripplePoint) that may dominate market share"}, {"id": "mai-20260917-1725-smoke|c212-l6|alibaba-small|Zoho Expense", "prompt": "c212-l6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Popular SMB-focused tools (like Zoho Expense or basic tiers of Expensify)"}, {"id": "mai-20260917-1725-smoke|c212-l6|anthropic-small|SAP Concur", "prompt": "c212-l6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "today's tech-forward businesses might find Concur's complexity challenging and its interface outdated ... expensive contract fees, and uploading receipts is difficult"}, {"id": "mai-20260917-1725-smoke|c212-l6|anthropic-small|Expensify", "prompt": "c212-l6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprises with complex global operations ... may find more value in solutions like Brex rather than Expensify, which is primarily designed for smaller organizations"}, {"id": "mai-20260917-1725-smoke|c212-l6|anthropic-small|Brex", "prompt": "c212-l6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may find more value in solutions like Brex"}, {"id": "mai-20260917-1725-smoke|c212-l6|anthropic-small|Zoho Expense", "prompt": "c212-l6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zoho Expense offers limited advanced features compared to larger platforms, with reporting that can feel basic for growing teams"}, {"id": "mai-20260917-1725-smoke|c212-l6|anthropic-small|BILL", "prompt": "c212-l6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BILL requires use of its corporate card and has limited international and multi-currency support"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|Brex", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may need supplements for larger enterprises because of limited advanced accounting features for complex needs"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|Ramp", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "treat it cautiously if your enterprise needs more than card-native spend control"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|Zoho Expense", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprises with complex compliance, approval, and ERP needs should be careful about fit"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|SAP Concur", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "large enterprises usually do better with **SAP Concur**, **Emburse**, **Payhawk**, or similarly enterprise-oriented platforms"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|Emburse", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "large enterprises usually do better with **SAP Concur**, **Emburse**, **Payhawk**"}, {"id": "mai-20260917-1725-smoke|c212-l6|challenger-small|Payhawk", "prompt": "c212-l6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "large enterprises usually do better with **SAP Concur**, **Emburse**, **Payhawk**"}, {"id": "mai-20260917-1725-smoke|c212-l6|deepseek-small|Expensify", "prompt": "c212-l6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Immediate avoid: Expensify (for >500 employees)"}, {"id": "mai-20260917-1725-smoke|c212-l6|deepseek-small|SAP Concur", "prompt": "c212-l6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Proceed with caution: SAP Concur (expect high TCO, low adoption, and heavy admin burden)"}, {"id": "mai-20260917-1725-smoke|c212-l6|deepseek-small|Ramp", "prompt": "c212-l6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Consider modern enterprise alternatives like **Ramp, Brex, or Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l6|deepseek-small|Brex", "prompt": "c212-l6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Consider modern enterprise alternatives like **Ramp, Brex, or Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l6|deepseek-small|Navan", "prompt": "c212-l6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Consider modern enterprise alternatives like **Ramp, Brex, or Navan**"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|QuickBooks", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB and Freelancer-Focused Accounting Software (Avoid Entirely)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|FreshBooks", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB and Freelancer-Focused Accounting Software (Avoid Entirely)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Wave", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB and Freelancer-Focused Accounting Software (Avoid Entirely)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Tallie", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Tallie", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB and Freelancer-Focused Accounting Software (Avoid Entirely)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Expensify", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mid-Market Software with Scalability Walls (Be Highly Cautious)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Ramp", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"Card-First\" Fintech Platforms (Evaluate with Caution)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Brex", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Card-First\" Fintech Platforms (Evaluate with Caution)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Rho", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"Card-First\" Fintech Platforms (Evaluate with Caution)"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|SAP Concur", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "less robust than what established platforms (like SAP Concur) offer natively"}, {"id": "mai-20260917-1725-smoke|c212-l6|google-small|Emburse", "prompt": "c212-l6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "duty-of-care features of dedicated travel suites like Concur or Emburse"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|Brex", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for larger enterprises due to its limited advanced accounting features"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|Airbase", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "it may be suitable for large enterprises that need advanced features and customization options"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|SAP Concur", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Some of the top picks for large enterprises include: 1. SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|Expensify", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not be suitable for large enterprises that need more advanced features and global compliance"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|Emburse Enterprise", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top picks for large enterprises include: ... 2. Emburse Enterprise"}, {"id": "mai-20260917-1725-smoke|c212-l6|meta-small|Payhawk", "prompt": "c212-l6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top picks for large enterprises include: ... 3. Payhawk"}, {"id": "mai-20260917-1725-smoke|c212-l6|mistral-small|Expensify", "prompt": "c212-l6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "while Expensify is popular for smaller teams, it may lack the depth required for large, global enterprises"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|Expensify", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** for Large Enterprises ### 1. **Expensify** - **Hard limit**: Does not support organizations with **1,000+ employees**"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**SMB-focused**: Designed for small to midsize businesses, not enterprise-scale"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|SAP Concur", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools to **Approach with Caution** ### 3. **SAP Concur** ... it comes with significant caveats"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|Coupa", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider platforms like **Coupa**, **SAP Ariba**, **Brex Enterprise**, or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|SAP Ariba", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider platforms like **Coupa**, **SAP Ariba**, **Brex Enterprise**, or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|Brex Enterprise", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Brex Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider platforms like **Coupa**, **SAP Ariba**, **Brex Enterprise**, or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-l6|moonshot-small|Ramp", "prompt": "c212-l6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ramp** (for mid-market to enterprise) that are built to scale"}, {"id": "mai-20260917-1725-smoke|c212-l6|openai-small|Navan", "prompt": "c212-l6", "model": "openai-small", "cat": "expense-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gartner Peer Insights reviews for some vendors show such concerns in user feedback. ([gartner.com](https://www.gartner.com/reviews/market/expense-management-software/vendor/navan/likes-dislikes"}, {"id": "mai-20260917-1725-smoke|c212-l6|openai-small|SAP Concur", "prompt": "c212-l6", "model": "openai-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP Concur’s guidance for regulated industries notes that disconnected travel and expense tools can create compliance risk"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Expensify", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Primarily built for small teams/freelancers ... poor scalability beyond mid-market"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|QuickBooks Expense Management (or Intuit ecosystem standalone)", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "QuickBooks Expense Management (or Intuit ecosystem standalone)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid**: Tied to SMB accounting; lacks enterprise-level reporting, global compliance"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|SAP Concur", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cautions**: High cost (per-report pricing ~$7+...), steep learning curve, below-average customer support"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Brex", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cautions**: Limited advanced accounting/complex approvals for very large orgs (e.g., Brex cons: lacks depth for intricate needs"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Ramp", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ramp similar for non-U.S.-heavy ops). May require supplements for full enterprise spend management"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Airbase", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can overwhelm users with complexity during setup; not always the best for global/multi-currency at true enterprise scale"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Soldo", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Soldo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why cautious**: Prepaid card emphasis works for mid-market but often lacks deep ERP integrations"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Pleo", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SMB-Focused Tools like Soldo, Pleo, or Spendesk (Standalone) - **Why cautious**"}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Spendesk", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fine for departments but not company-wide."}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Emburse", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize **Leaders** like SAP Concur (if SAP-aligned), Emburse (Certify/Abacus for enterprises), Payhawk, or Navan for proven scale."}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Payhawk", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prioritize **Leaders** like ... Payhawk, or Navan for proven scale."}, {"id": "mai-20260917-1725-smoke|c212-l6|xai-small|Navan", "prompt": "c212-l6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Prioritize **Leaders** like ... or Navan for proven scale."}, {"id": "mai-20260917-1725-smoke|c212-l6|zai-small|Expensify", "prompt": "c212-l6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** **Expensify** ... frequently cited as a poor fit for large corporations."}, {"id": "mai-20260917-1725-smoke|c212-l6|zai-small|Ramp", "prompt": "c212-l6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Basic Corporate Card Tools (e.g., **Ramp** for comprehensive AP needs)"}, {"id": "mai-20260917-1725-smoke|c212-l6|zai-small|SAP Concur", "prompt": "c212-l6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be Cautious:** **SAP Concur** ... notorious for implementation headaches and integration issues"}, {"id": "mai-20260917-1725-smoke|c212-l6|zai-small|Mint", "prompt": "c212-l6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Mint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intuit shut down Mint (a personal finance tool) in 2024, leaving users scrambling for replacements."}, {"id": "mai-20260917-1725-smoke|c212-m1|alibaba-small|Ramp", "prompt": "c212-m1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Ramp** if you are US-centric and want the fastest path to savings and simplicity."}, {"id": "mai-20260917-1725-smoke|c212-m1|alibaba-small|SAP Concur", "prompt": "c212-m1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider SAP Concur or Navan** if travel is a major part of your operational model."}, {"id": "mai-20260917-1725-smoke|c212-m1|alibaba-small|Navan (formerly TripActions)", "prompt": "c212-m1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider SAP Concur or Navan** if travel is a major part of your operational model."}, {"id": "mai-20260917-1725-smoke|c212-m1|alibaba-small|Spendesk", "prompt": "c212-m1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Evaluate Spendesk** if you have international offices or prioritize a modern, flexible tech stack."}, {"id": "mai-20260917-1725-smoke|c212-m1|alibaba-small|Rippling Spend", "prompt": "c212-m1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Companies already using Rippling for HR/IT management."}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|SAP Concur", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SAP Concur is one of the most established enterprise expense management platforms."}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Rippling Spend", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rippling Spend, Navan, Webexpenses, and Expensify stand out for the highest user satisfaction"}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Navan", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Navan consistently ranks as the top all-in-one travel and expense platform, with leading scores for overall satisfaction, ease of use"}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Paylocity", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "are the most trusted expense management software by mid-market finance managers"}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Webexpenses", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Webexpenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "stand out for the highest user satisfaction among mid-size businesses"}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Expensify", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "stand out for the highest user satisfaction among mid-size businesses"}, {"id": "mai-20260917-1725-smoke|c212-m1|anthropic-small|Ramp", "prompt": "c212-m1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ramp's strength is breadth—it's not just an expense tool but a full spend management platform"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Ramp", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the best default for a mid-market B2B company because it combines expense automation with broader spend controls"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|SAP Concur", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** is the safer pick"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Navan", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your company also has significant travel expense needs"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Brex", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is lighter on procure-to-pay depth"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Spendesk", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong fit for European mid-market teams"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Airbase", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good for mid-market finance teams wanting AP, expenses, and cards unified in one platform"}, {"id": "mai-20260917-1725-smoke|c212-m1|challenger-small|Expensify", "prompt": "c212-m1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best if you want a flexible expense tool that works with almost any card program"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Ramp", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Ramp** offers the best balance of automation, card control, and AP in one platform"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Brex", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great all-in-one spend and expense management with corporate cards and travel"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|SAP Concur", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **SAP Concur** if you need heavyweight enterprise travel/policy/ERP"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Navan", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Navan** if travel is central"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Paylocity", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paylocity: good if you want embedded HR + payroll + expense together"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Expensify", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "affordable entry point ($5–$9/user/month) for simpler needs"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|BILL Spend & Expense", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong if you primarily need accounts payable alongside expenses"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Airbase", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "native **bill pay / AP**, not just expense reporting (Ramp, Brex, BILL, Airbase excel here)"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Airwallex", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Airwallex** if you're globally distributed across currencies"}, {"id": "mai-20260917-1725-smoke|c212-m1|deepseek-small|Spendesk", "prompt": "c212-m1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Airwallex** or **Spendesk** are stronger"}, {"id": "mai-20260917-1725-smoke|c212-m1|google-small|Ramp", "prompt": "c212-m1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is the market-leading choice for most mid-market B2B companies looking for deep automation"}, {"id": "mai-20260917-1725-smoke|c212-m1|google-small|Brex", "prompt": "c212-m1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Teams & Multi-Entity Consolidation"}, {"id": "mai-20260917-1725-smoke|c212-m1|google-small|Airbase (by Maxio)", "prompt": "c212-m1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Airbase (by Maxio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavy AP & Strict Procurement"}, {"id": "mai-20260917-1725-smoke|c212-m1|google-small|Navan (formerly TripActions)", "prompt": "c212-m1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Travel-Heavy B2B Companies"}, {"id": "mai-20260917-1725-smoke|c212-m1|google-small|Rippling Spend", "prompt": "c212-m1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Already Use Rippling HR"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Spendesk", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Routespring", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Pemo", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Pemo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Corpay Complete", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Corpay Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Ramp", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Airbase", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|meta-small|Emburse", "prompt": "c212-m1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "includes Spendesk, Routespring, Pemo, Corpay Complete, Ramp, Airbase, and Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Rippling Spend", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling Spend** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|SAP Concur", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** if you need enterprise-grade features and have a larger team"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Navan", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If travel management is a significant concern, **Navan** would be ideal."}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Airbase", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbase** (Best for Unified Spend Control)"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Emburse", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Emburse** (Best for Mature Finance Teams)"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Spendesk", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spendesk** – Great for European mid-market teams"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Ramp", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ramp** – Best for automation-focused finance teams (free basic tier)"}, {"id": "mai-20260917-1725-smoke|c212-m1|minimax-small|Expensify", "prompt": "c212-m1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Expensify** – Best for simple receipt-scan-and-report flow at low price"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Spendesk", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A comprehensive spend management platform ... making it a strong choice for mid-market businesses"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Ramp", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly recommended for US-centered midsize companies"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Routespring", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated for ease of setup and daily use in mid-market teams"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Pemo", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Pemo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-rated for ease of setup and daily use in mid-market teams"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Corpay Complete", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Corpay Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top-rated for ease of setup and daily use in mid-market teams"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Emburse", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal for mid-market organizations needing integrated spend, AP, and multi-entity support"}, {"id": "mai-20260917-1725-smoke|c212-m1|mistral-small|Procurify", "prompt": "c212-m1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for mid-market organizations looking to replace manual PO processes"}, {"id": "mai-20260917-1725-smoke|c212-m1|moonshot-small|Ramp", "prompt": "c212-m1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Ramp** or **Navan** are the leading choices"}, {"id": "mai-20260917-1725-smoke|c212-m1|moonshot-small|Navan", "prompt": "c212-m1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Ramp** or **Navan** are the leading choices"}, {"id": "mai-20260917-1725-smoke|c212-m1|moonshot-small|Expensify", "prompt": "c212-m1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple, Lightweight Use"}, {"id": "mai-20260917-1725-smoke|c212-m1|moonshot-small|Rippling Spend", "prompt": "c212-m1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Integrated HR/Finance"}, {"id": "mai-20260917-1725-smoke|c212-m1|moonshot-small|SAP Concur", "prompt": "c212-m1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations:** High cost, complexity, dated UX, 6-12 month implementation"}, {"id": "mai-20260917-1725-smoke|c212-m1|openai-small|Rippling Spend", "prompt": "c212-m1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick right now is often **Rippling Spend**"}, {"id": "mai-20260917-1725-smoke|c212-m1|openai-small|Navan", "prompt": "c212-m1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** is also a top contender in the mid-market"}, {"id": "mai-20260917-1725-smoke|c212-m1|openai-small|SAP Concur", "prompt": "c212-m1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Concur** remains a common choice for governance and policy enforcement"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Ramp", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** (Most frequently recommended overall; G2 4.8/5 from 2,000+ reviews)"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|SAP Concur", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: B2B companies with complex travel/expense needs, global compliance, and deep integrations."}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Navan (formerly TripActions)", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top G2 satisfaction for mid-market; 4.7/5"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Brex", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Venture-backed B2B startups scaling globally"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Expensify", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple receipt-heavy reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Spendesk", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EU/global mid-market automation"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Emburse (Certify/Abacus)", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Emburse (Certify/Abacus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Granular policies & audits"}, {"id": "mai-20260917-1725-smoke|c212-m1|xai-small|Rippling Spend", "prompt": "c212-m1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR/payroll-integrated B2B"}, {"id": "mai-20260917-1725-smoke|c212-m1|zai-small|Ramp", "prompt": "c212-m1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the current market leader is **Ramp**—especially if you want **card‑first spend controls, AP automation, and a single platform**"}, {"id": "mai-20260917-1725-smoke|c212-m1|zai-small|SAP Concur", "prompt": "c212-m1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise compliance & ERP integration:** **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-m1|zai-small|Navan", "prompt": "c212-m1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for travel‑heavy companies:** **Navan**—unified travel + expense"}, {"id": "mai-20260917-1725-smoke|c212-m1|zai-small|Expensify", "prompt": "c212-m1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for simple, BYOC expense reporting:** **Expensify**—cost‑effective, easy to set up"}, {"id": "mai-20260917-1725-smoke|c212-m1|zai-small|Paylocity", "prompt": "c212-m1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies already using **Paylocity for HR and payroll**."}, {"id": "mai-20260917-1725-smoke|c212-m2|alibaba-small|Pleo", "prompt": "c212-m2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pleo has gained significant traction recently as a top overall pick because it combines corporate cards with expense reporting in one seamless app."}, {"id": "mai-20260917-1725-smoke|c212-m2|alibaba-small|Spendesk", "prompt": "c212-m2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary concern is controlling *how* money is spent... Spendesk is a strong contender."}, {"id": "mai-20260917-1725-smoke|c212-m2|alibaba-small|Expensify", "prompt": "c212-m2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify is the veteran in this space and remains a favorite for companies with high transaction volumes"}, {"id": "mai-20260917-1725-smoke|c212-m2|anthropic-small|Ramp", "prompt": "c212-m2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** - Best Overall Choice"}, {"id": "mai-20260917-1725-smoke|c212-m2|anthropic-small|Emburse Professional", "prompt": "c212-m2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emburse Professional** (Formerly Certify) - Strong Alternative"}, {"id": "mai-20260917-1725-smoke|c212-m2|anthropic-small|Zoho Expense", "prompt": "c212-m2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Expense** - Budget-Friendly Option"}, {"id": "mai-20260917-1725-smoke|c212-m2|challenger-small|BILL Spend & Expense", "prompt": "c212-m2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL Spend & Expense** as the best default choice"}, {"id": "mai-20260917-1725-smoke|c212-m2|challenger-small|Rippling Spend", "prompt": "c212-m2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a more unified **HR-to-spend** workflow"}, {"id": "mai-20260917-1725-smoke|c212-m2|challenger-small|Airbase", "prompt": "c212-m2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want strong control over **corporate cards, bills, and reimbursements** in one workflow"}, {"id": "mai-20260917-1725-smoke|c212-m2|challenger-small|SAP Concur", "prompt": "c212-m2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your organization has **complex approval routing, policy enforcement, or enterprise-style workflows**"}, {"id": "mai-20260917-1725-smoke|c212-m2|challenger-small|Expensify", "prompt": "c212-m2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want a widely used, straightforward option for small and midsize businesses"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Ramp", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: Ramp ... I'd start with **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Expensify", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expensify** is the safe, cost-effective recommendation"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Navan", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if travel is a big pain point: Navan"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|SAP Concur", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deeper but more complex and typically more expensive"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Zoho Expense", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "very affordable and great if you're already in the Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Rippling Spend", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best if HR, payroll, and spend need to live in one system"}, {"id": "mai-20260917-1725-smoke|c212-m2|deepseek-small|Airwallex/Brex", "prompt": "c212-m2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Airwallex/Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "stronger for multi-currency, cross-border operations"}, {"id": "mai-20260917-1725-smoke|c212-m2|google-small|Ramp", "prompt": "c212-m2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For 90% of domestic-focused, mid-sized B2B companies, **Ramp** is the best starting point"}, {"id": "mai-20260917-1725-smoke|c212-m2|google-small|Brex", "prompt": "c212-m2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is highly global, **Brex** ... is the stronger option."}, {"id": "mai-20260917-1725-smoke|c212-m2|google-small|Navan (formerly TripActions)", "prompt": "c212-m2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Travel-Heavy B2B Companies ... **Navan** is the market leader."}, {"id": "mai-20260917-1725-smoke|c212-m2|google-small|Airbase", "prompt": "c212-m2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Procurement & Advanced AP Workflows ... **Airbase** is highly robust."}, {"id": "mai-20260917-1725-smoke|c212-m2|google-small|Expensify", "prompt": "c212-m2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Go with **Airbase** or a standalone expense tool like **Expensify**."}, {"id": "mai-20260917-1725-smoke|c212-m2|meta-small|Spendesk", "prompt": "c212-m2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spendesk - a comprehensive spend management platform offering a clear view of an organization's expenditures."}, {"id": "mai-20260917-1725-smoke|c212-m2|meta-small|Paylocity", "prompt": "c212-m2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supports mid-market teams by combining AI-powered receipt capture, direct card feeds, mileage tracking, and policy automation within one platform"}, {"id": "mai-20260917-1725-smoke|c212-m2|meta-small|Expensify", "prompt": "c212-m2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most widely used expense management platforms for small and midsize businesses"}, {"id": "mai-20260917-1725-smoke|c212-m2|meta-small|Emburse Professional", "prompt": "c212-m2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a travel, invoice, and expense management platform designed for small to mid-size organizations"}, {"id": "mai-20260917-1725-smoke|c212-m2|minimax-small|Expensify", "prompt": "c212-m2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Expensify** if you want the most established and widely-used tool"}, {"id": "mai-20260917-1725-smoke|c212-m2|minimax-small|Spendesk", "prompt": "c212-m2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Spendesk** if you prefer a more comprehensive spend management platform that can grow with your company"}, {"id": "mai-20260917-1725-smoke|c212-m2|minimax-small|Pleo", "prompt": "c212-m2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Pleo** (Best for Real-Time Spending Control)"}, {"id": "mai-20260917-1725-smoke|c212-m2|minimax-small|Navan", "prompt": "c212-m2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Navan** (Best for Travel Expenses)"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Spendesk", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spendesk, Expensify, SAP Concur, or Rippling Spend** are often cited as top recommendations"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Expensify", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spendesk, Expensify, SAP Concur, or Rippling Spend** are often cited as top recommendations"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Pleo", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for guided expense submission with card reconciliation and policy enforcement, particularly suitable for European SMBs"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Payhawk", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly with card-led reconciliation and controlled approvals"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|SAP Concur", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Spendesk, Expensify, SAP Concur, or Rippling Spend** are often cited as top recommendations"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Ramp", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "frequently recommended for mid-market finance teams due to their balance of automation, reporting, policy controls, and usability"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Brex", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "frequently recommended for mid-market finance teams"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Paylocity", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "frequently recommended for mid-market finance teams"}, {"id": "mai-20260917-1725-smoke|c212-m2|mistral-small|Rippling Spend", "prompt": "c212-m2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Spendesk, Expensify, SAP Concur, or Rippling Spend** are often cited as top recommendations"}, {"id": "mai-20260917-1725-smoke|c212-m2|moonshot-small|Spendesk", "prompt": "c212-m2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend **Spendesk** or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-m2|moonshot-small|Ramp", "prompt": "c212-m2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, I'd recommend **Spendesk** or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-m2|moonshot-small|Rippling Spend", "prompt": "c212-m2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Rippling** if you're already using them for HR/payroll"}, {"id": "mai-20260917-1725-smoke|c212-m2|moonshot-small|Emburse", "prompt": "c212-m2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for End-to-End Spend Management"}, {"id": "mai-20260917-1725-smoke|c212-m2|moonshot-small|Navan", "prompt": "c212-m2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in travel + expense combined solution"}, {"id": "mai-20260917-1725-smoke|c212-m2|openai-small|Ramp", "prompt": "c212-m2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Ramp** if you already use corporate cards or want to unify spend controls with expense reporting."}, {"id": "mai-20260917-1725-smoke|c212-m2|openai-small|SAP Concur", "prompt": "c212-m2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** is the safest \"enterprise-grade but still mid-market\" choice"}, {"id": "mai-20260917-1725-smoke|c212-m2|openai-small|Expensify", "prompt": "c212-m2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Expensify** is a strong option: it emphasizes one-click report creation"}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Ramp", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Ramp as the top employee expense reporting tool."}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Expensify", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Simple receipt scanning & reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Rippling Spend", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HR/payroll-integrated spend | ~$11/user/month"}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|SAP Concur", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex/global compliance & travel"}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Zoho Expense", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget SMBs in Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Airwallex", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If international/multi-currency heavy, look at Airwallex/Navan."}, {"id": "mai-20260917-1725-smoke|c212-m2|xai-small|Navan", "prompt": "c212-m2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If international/multi-currency heavy, look at Airwallex/Navan."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Rippling Spend", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rippling Spend** – Best if you want one platform that ties HR, payroll, and expense reporting together."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Ramp", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** – Best if you prioritize card‑led spend control, automated receipt capture, and clean accounting sync."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Expensify", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you value a simple, mobile‑first employee experience and want strong receipt automation at an affordable price."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Navan (formerly TripActions)", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need integrated travel booking and expense reporting in one system."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Airwallex", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airwallex or Rydoo** – Best if you operate globally or across multiple currencies."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Rydoo", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rydoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airwallex or Rydoo** – Best if you operate globally or across multiple currencies."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Spendesk", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**EU‑centric mid‑market** | Spendesk, Payhawk, Pleo"}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Payhawk", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EU‑centric mid‑market** | Spendesk, Payhawk, Pleo"}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Pleo", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**EU‑centric mid‑market** | Spendesk, Payhawk, Pleo"}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|SAP Concur", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "SAP Concur is more robust but can feel heavier."}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Coupa", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprise compliance / large‑scale** | SAP Concur or Coupa"}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|Brex", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "choose Ramp or Brex"}, {"id": "mai-20260917-1725-smoke|c212-m2|zai-small|ITILITE", "prompt": "c212-m2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "ITILITE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ITILITE and Expensify are noted for these"}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|SAP Concur", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large enterprises and global organizations... widely considered the gold standard for complex spend management"}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|Expensify", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Small to mid-sized businesses (SMBs) looking for simplicity and automation."}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|Ramp", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Startups and tech-forward companies focused on cash flow and automated accounting."}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|Brex", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Venture-backed startups and high-growth scale-ups."}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|Zoho Expense", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Budget-conscious SMBs already using the Zoho ecosystem."}, {"id": "mai-20260917-1725-smoke|c212-m3|alibaba-small|Emburse", "prompt": "c212-m3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-market to large enterprises needing configurable workflows."}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|OFX", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|Brex", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex and Ramp focus heavily on corporate card integration"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|Ramp", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Brex and Ramp focus heavily on corporate card integration"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|SAP Concur", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|Expensify", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Expensify built its reputation on dead-simple receipt scanning"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|Zoho Expense", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|BILL", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BILL connects what employees spend to how the business pays vendors"}, {"id": "mai-20260917-1725-smoke|c212-m3|anthropic-small|Emburse", "prompt": "c212-m3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emburse offers prescheduled, auto-generated expense reports through its ReportExecutive tool"}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|SAP Concur", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strongest for **enterprise travel and expense governance** and deep ERP integration."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Expensify", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best known for **receipt capture** and simple expense reporting after purchase."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Zoho Expense", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong value and **Zoho ecosystem integration**; often positioned as SMB-friendly."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Ramp", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More of a **spend management platform** with AI-driven controls"}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|BILL Spend & Expense (Divvy)", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense (Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes **hard budget limits** and proactive card controls."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Rippling Spend", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ties spending controls to **employee lifecycle/HR data**."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Navan", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Combines **travel booking and expense control** in one workflow."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Rydoo", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Rydoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for **T&E, mileage, and per diem** workflows."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Coupa Expense Management", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa Expense Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broader enterprise spend suite; less focused on simple receipt reimbursement."}, {"id": "mai-20260917-1725-smoke|c212-m3|challenger-small|Fyle", "prompt": "c212-m3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Fyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Commonly positioned around **expense automation and receipt workflows**."}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|SAP Concur", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need enterprise-grade travel and compliance, choose **SAP Concur**"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Ramp", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Ramp** (best overall)"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Expensify", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simple, employee-friendly reimbursement, choose **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Brex", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex** (global/startup)"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL** (budget-first/AP integrated)"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Zoho Expense", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value for simple use cases"}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Navan", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Navan** if travel dominates your spending."}, {"id": "mai-20260917-1725-smoke|c212-m3|deepseek-small|Rippling Spend", "prompt": "c212-m3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for unified HR-to-spend management"}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Ramp", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a U.S. SMB/Mid-Market company looking for a free, powerful tool to automate receipts and cut costs: Go with Ramp"}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Brex", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a highly funded, global startup requiring high credit limits and international accounts: Go with Brex"}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Navan (formerly TripActions)", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your employees travel constantly ... Go with Navan"}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|SAP Concur", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a multinational enterprise running SAP with highly custom routing needs: Go with SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Spendesk", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The premier spend management tool built for European companies."}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Airwallex", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Borderless finance and global card programs."}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Payhawk", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Airwallex / Payhawk ... Borderless finance and global card programs."}, {"id": "mai-20260917-1725-smoke|c212-m3|google-small|Rippling Spend", "prompt": "c212-m3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want expense policies to automatically sync with employee onboarding and offboarding: Go with Rippling"}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Rippling Spend", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Rippling Spend, BILL Spend & Expense, SAP Concur, Navan, Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Rippling Spend, BILL Spend & Expense, SAP Concur, Navan, Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|SAP Concur", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Rippling Spend, BILL Spend & Expense, SAP Concur, Navan, Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Navan", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Rippling Spend, BILL Spend & Expense, SAP Concur, Navan, Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Xero", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include ... Navan, Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Ramp", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include ... Xero, Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|AppZen", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "AppZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools include ... Ramp, AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Zoho Expense", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top tools include ... AppZen, Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|Expensify", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top tools include ... Zoho Expense, Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|meta-small|OFX", "prompt": "c212-m3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top tools include ... Expensify, and OFX."}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Ramp", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp** | Startups & growing businesses | Corporate cards, bill payments, automated accounting sync"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Brex", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex** | Tech companies & enterprises | High-limit cards, rewards, travel benefits"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BILL Spend & Expense** | Budget-first teams | Vendor-specific cards, hard budget limits"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Pleo", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pleo** | European businesses | Smart company cards, expense automation, multi-country"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|SAP Concur", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP Concur** | Large enterprises | Policy enforcement, travel booking, compliance governance"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Expensify", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Expensify** | Small-mid businesses | Receipt scanning (OCR), automatic categorization"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Rippling", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling** | Companies wanting HR+spend unified"}, {"id": "mai-20260917-1725-smoke|c212-m3|minimax-small|Navan", "prompt": "c212-m3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Navan** | Travel-heavy organizations | Corporate travel booking + expense management"}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Zoho Expense", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** – Best overall for most businesses, offering strong automation and integration with Zoho's ecosystem."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Expensify", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for employee reimbursement and flexible card program compatibility."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|QuickBooks Online", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for tax categorization and small business accounting integration."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|FreshBooks", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for project-based expense tracking and freelancers."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Sage Intacct", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for time-saving automations and mid-sized to large businesses."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Rippling Spend", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for companies already using Rippling for HR and payroll, offering unified management."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Ramp", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for larger organizations needing spend controls and corporate cards."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Brex", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong all-around pick for startups and tech companies."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|SAP Concur", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for large enterprises with global travel and complex compliance needs."}, {"id": "mai-20260917-1725-smoke|c212-m3|mistral-small|Airbase", "prompt": "c212-m3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for finance teams wanting expenses, cards, and bill pay in one workflow."}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Ramp", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp** ⭐ Best Overall"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Expensify", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Employee reimbursement and ease of use"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|SAP Concur Expense", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Zoho Expense", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Simple use cases and SMBs"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Fyle", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Fyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** SMB and mid-market with policy-aware needs"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Coupa Expense Management", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Coupa Expense Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprise with controlled reimbursement"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Navan (formerly TripActions)", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Business travel expenses"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Cashback rewards"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|AppZen", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "AppZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Key differentiator:** AI-powered expense audits for fraud detection"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Brex", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tools like Ramp and Brex issue their own cards"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Rydoo", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Rydoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid-market: Rydoo, Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m3|moonshot-small|Emburse", "prompt": "c212-m3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid-market: Rydoo, Emburse"}, {"id": "mai-20260917-1725-smoke|c212-m3|openai-small|Ramp", "prompt": "c212-m3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All-in-one spend automation:** Ramp is usually the most consolidated."}, {"id": "mai-20260917-1725-smoke|c212-m3|openai-small|SAP Concur", "prompt": "c212-m3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **enterprise travel + expense** workflows... Concur is usually the strongest fit."}, {"id": "mai-20260917-1725-smoke|c212-m3|openai-small|Expensify", "prompt": "c212-m3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that mainly need **simple expense reporting, receipt capture, and reimbursements**"}, {"id": "mai-20260917-1725-smoke|c212-m3|openai-small|Brex", "prompt": "c212-m3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies that want **corporate cards plus spend management**"}, {"id": "mai-20260917-1725-smoke|c212-m3|openai-small|Airbase", "prompt": "c212-m3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for businesses wanting a **broader spend management suite**"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|Ramp", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AI automation & corporate cards (overall top pick)"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|Expensify", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simple reimbursements & receipt scanning"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|Zoho Expense", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly basics"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget controls & rewards"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|SAP Concur", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise travel & compliance ... Complex setup, higher cost"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|Rippling Spend", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HR/payroll-integrated spend ... Pricing opaque; overkill without HR needs"}, {"id": "mai-20260917-1725-smoke|c212-m3|xai-small|Navan", "prompt": "c212-m3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Travel-heavy? Navan or SAP Concur."}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|SAP Concur", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** and **Navan** lead for large enterprises"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Expensify", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expensify**, **Zoho Expense**, and **Xero** offer strong value for SMBs"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Ramp", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** stands out for granular card controls and hard budget limits"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|BILL Spend & Expense", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a budget-first approach with free spend management and team cards"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Navan", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SAP Concur** and **Navan** lead for large enterprises"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Zoho Expense", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMBs & midsize firms"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Xero", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Xero** integrates tightly with its own cloud accounting platform"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Rippling Spend", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling Spend** unifies HR, payroll, and card/expense policies"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|Webexpenses", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Webexpenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Webexpenses** | Complete spend management"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|QuickBooks", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Accounting-First (Xero, QuickBooks, FreshBooks)**"}, {"id": "mai-20260917-1725-smoke|c212-m3|zai-small|FreshBooks", "prompt": "c212-m3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Accounting-First (Xero, QuickBooks, FreshBooks)**"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Zoho Expense", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Expense (Best Overall Value)\nZoho is widely considered the best bang-for-your-buck solution."}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|SAP", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly cheaper than giants like SAP or Concur"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Concur", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than giants like SAP or Concur"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Expensify", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Expensify (Best for Ease of Use)\nExpensify is the industry leader for simplicity."}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Ramp", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ramp includes fully featured expense management software... the software is completely free"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Fyle", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Fyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fyle (Best for Enterprise Tech on a Budget)"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Wave", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Wave (Best for Micro-Businesses / Freelancers)"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|QuickBooks Online", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "check if their native expense tools (e.g., QuickBooks Transaction Matching) are sufficient"}, {"id": "mai-20260917-1725-smoke|c212-m4|alibaba-small|Xero", "prompt": "c212-m4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you already use QuickBooks Online or Xero, check if their native expense tools ... are sufficient"}, {"id": "mai-20260917-1725-smoke|c212-m4|anthropic-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c212-m4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL Spend & Expense** or **Wave** are your best bets since they're completely free"}, {"id": "mai-20260917-1725-smoke|c212-m4|anthropic-small|Zoho Expense", "prompt": "c212-m4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Expense** offers an affordable paid option with strong features"}, {"id": "mai-20260917-1725-smoke|c212-m4|anthropic-small|Wave", "prompt": "c212-m4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BILL Spend & Expense** or **Wave** are your best bets since they're completely free"}, {"id": "mai-20260917-1725-smoke|c212-m4|anthropic-small|Expensify", "prompt": "c212-m4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Expensify fits well for small business teams under 50 employees"}, {"id": "mai-20260917-1725-smoke|c212-m4|challenger-small|Zoho Expense", "prompt": "c212-m4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choice is usually **Zoho Expense** because it is repeatedly identified as the best budget-friendly option"}, {"id": "mai-20260917-1725-smoke|c212-m4|challenger-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for SMBs that want card controls and expense management at no base fee, though it is more card/spend-focused"}, {"id": "mai-20260917-1725-smoke|c212-m4|challenger-small|Expensify", "prompt": "c212-m4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "well suited to cost-conscious small businesses, but typically costs more per user than Zoho\\u2019s budget plans"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|Zoho Expense", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Budget-Conscious Companies: **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|Ramp", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is the best option if you're open to using a corporate card"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|Expensify", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Receipt Scanning & Reimbursements: **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|FreshBooks", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also Worth Considering: | **FreshBooks** | ~$11–$15/month"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|Wave", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Wave** | Free | Very small businesses needing basic accounting + expense tracking |"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|QuickBooks Online", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **QuickBooks Online** | ~$38/month | Businesses already using QuickBooks for accounting |"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **BILL Spend & Expense** | Free base plan | Teams wanting bill pay + expense management combined |"}, {"id": "mai-20260917-1725-smoke|c212-m4|deepseek-small|Brex", "prompt": "c212-m4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Brex** | Free (requires Brex card) | VC-backed startups with high spend volumes |"}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|Ramp", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want top-tier, enterprise-grade expense management software without paying a dime, your best option is **Ramp**."}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|Brex", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "### 1. The \"Completely Free\" Route: Ramp (or Brex)"}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|Zoho Expense", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Expense** is the undisputed budget leader."}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|Wave Accounting", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Wave** if you are running a one-person business and just need free, robust bookkeeping"}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|SAP Concur", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most premium reimbursement platforms like SAP Concur or Expensify can get quite expensive."}, {"id": "mai-20260917-1725-smoke|c212-m4|google-small|Expensify", "prompt": "c212-m4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most premium reimbursement platforms like SAP Concur or Expensify can get quite expensive."}, {"id": "mai-20260917-1725-smoke|c212-m4|meta-small|Zoho Expense", "prompt": "c212-m4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best expense management software for a company with a limited budget includes Zoho Expense, BILL Spend & Expense, and Ramp."}, {"id": "mai-20260917-1725-smoke|c212-m4|meta-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes Zoho Expense, BILL Spend & Expense, and Ramp"}, {"id": "mai-20260917-1725-smoke|c212-m4|meta-small|Ramp", "prompt": "c212-m4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "includes Zoho Expense, BILL Spend & Expense, and Ramp"}, {"id": "mai-20260917-1725-smoke|c212-m4|minimax-small|Zoho Expense", "prompt": "c212-m4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** - Best Overall for Budgets"}, {"id": "mai-20260917-1725-smoke|c212-m4|minimax-small|Airwallex", "prompt": "c212-m4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Zoho Expense** or **Airwallex** - both offer substantial free features"}, {"id": "mai-20260917-1725-smoke|c212-m4|minimax-small|Ramp", "prompt": "c212-m4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** - Best for Startups"}, {"id": "mai-20260917-1725-smoke|c212-m4|minimax-small|Expensify", "prompt": "c212-m4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expensify** - Best for Simple Automation"}, {"id": "mai-20260917-1725-smoke|c212-m4|minimax-small|ExpensePoint", "prompt": "c212-m4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "ExpensePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ExpensePoint** - Best for Basic Needs"}, {"id": "mai-20260917-1725-smoke|c212-m4|mistral-small|Zoho Expense", "prompt": "c212-m4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** is widely recommended as the best expense management software"}, {"id": "mai-20260917-1725-smoke|c212-m4|mistral-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly alternatives include **BILL Spend & Expense** and **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-m4|mistral-small|Ramp", "prompt": "c212-m4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly alternatives include **BILL Spend & Expense** and **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-m4|moonshot-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a **completely free solution**, **BILL Spend & Expense** is your best bet."}, {"id": "mai-20260917-1725-smoke|c212-m4|moonshot-small|Zoho Expense", "prompt": "c212-m4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For businesses already using Zoho products, **Zoho Expense** offers excellent value at just $0-8 per user."}, {"id": "mai-20260917-1725-smoke|c212-m4|moonshot-small|ExpensePoint", "prompt": "c212-m4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "ExpensePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ExpensePoint** is also worth considering if you prefer straightforward, single-plan pricing"}, {"id": "mai-20260917-1725-smoke|c212-m4|moonshot-small|Expensify", "prompt": "c212-m4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Price:** **$5 per user/month** (for basic features)"}, {"id": "mai-20260917-1725-smoke|c212-m4|openai-small|Zoho Expense", "prompt": "c212-m4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Expense is probably the best overall choice"}, {"id": "mai-20260917-1725-smoke|c212-m4|openai-small|Expensify", "prompt": "c212-m4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good alternative for very small teams: Expensify"}, {"id": "mai-20260917-1725-smoke|c212-m4|openai-small|QuickBooks", "prompt": "c212-m4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can work, but it's usually more expensive and less budget-friendly than Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m4|xai-small|Zoho Expense", "prompt": "c212-m4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense stands out as the top recommendation for companies on a limited budget.**"}, {"id": "mai-20260917-1725-smoke|c212-m4|xai-small|Ramp", "prompt": "c212-m4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Purely free forever?** Ramp or BILL if you need cards"}, {"id": "mai-20260917-1725-smoke|c212-m4|xai-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free | Unlimited basic tracking; paid for advanced"}, {"id": "mai-20260917-1725-smoke|c212-m4|xai-small|Expensify", "prompt": "c212-m4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SmartScan receipts, QuickBooks sync, global reimbursements | Receipt-heavy teams (free for solos)"}, {"id": "mai-20260917-1725-smoke|c212-m4|xai-small|Brex", "prompt": "c212-m4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global tracking, rewards on cards | Card-focused startups with international needs"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Wave", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Wave ... **Wave** remains the top recommendation because it’s genuinely free"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Zoho Expense", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Flowlu", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Flowlu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Flowlu"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Expensify", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Expensify** | Basic tier | Teams needing approval workflows |"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Ramp", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you want expense management plus a corporate card** → **Ramp** or **BILL** are worth exploring"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|BILL Spend & Expense", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **BILL Spend & Expense** | Free for balances under $25K | Small businesses with lower spend |"}, {"id": "mai-20260917-1725-smoke|c212-m4|zai-small|Wave Pro", "prompt": "c212-m4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Wave Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Wave Pro** | $16/month | Teams wanting more automation |"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Ramp", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**All-in-One Finance Suites:** (Ramp, Brex, Bill.com) – Great if you want to replace your corporate card *and* your expense tracker."}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Brex", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**All-in-One Finance Suites:** (Ramp, Brex, Bill.com)"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Bill.com", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**All-in-One Finance Suites:** (Ramp, Brex, Bill.com)"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Navan", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dedicated Expense Leaders:** (Navan [formerly TripIt/CHOICE], Coupa, UiPath Assist) – These are robust, highly customizable"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Coupa", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dedicated Expense Leaders:** (Navan, Coupa, UiPath Assist) – These are robust, highly customizable, and handle complex global travel well."}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|UiPath Assist", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "UiPath Assist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dedicated Expense Leaders:** (Navan, Coupa, UiPath Assist)"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Expensify", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-Market Favorites:** (Expensify, Zoho Expense, Divvy [now Ramp]) – Good balance of cost and functionality"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Zoho Expense", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Mid-Market Favorites:** (Expensify, Zoho Expense, Divvy [now Ramp])"}, {"id": "mai-20260917-1725-smoke|c212-m5|alibaba-small|Divvy", "prompt": "c212-m5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mid-Market Favorites:** (Expensify, Zoho Expense, Divvy [now Ramp])"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|SAP Concur", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you've likely outgrown simple tools but don't yet need an enterprise-grade suite like SAP Concur for thousands of users"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|Ramp", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Whether you need a card-first platform (like Ramp or Brex) depends on whether your biggest pain is card controls"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|Brex", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a card-first platform (like Ramp or Brex)"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|Airwallex", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airwallex is strong here; Ramp is best for US-centric"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|Rippling", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "midsize companies are the primary sweet spot for several leading vendors (Rippling, Ramp, Brex, BILL/Divvy, Airwallex, and SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m5|deepseek-small|BILL/Divvy", "prompt": "c212-m5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "BILL/Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "several leading vendors (Rippling, Ramp, Brex, BILL/Divvy, Airwallex, and SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|SAP Concur", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not want the heavy administrative overhead and rigid contract structures of legacy enterprise software (like SAP Concur’s legacy tiers)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|Ramp", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The \"All-in-One\" Spend Platform (e.g., Ramp, Brex, Navan)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|Brex", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The \"All-in-One\" Spend Platform (e.g., Ramp, Brex, Navan)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|Navan", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"All-in-One\" Spend Platform (e.g., Ramp, Brex, Navan)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|Expensify", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The \"Software-Only\" Platform (e.g., Expensify, Emburse)"}, {"id": "mai-20260917-1725-smoke|c212-m5|google-small|Emburse", "prompt": "c212-m5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The \"Software-Only\" Platform (e.g., Expensify, Emburse)"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|Expensify", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|SAP Concur", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|Brex", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|Ramp", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|Bill.com", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|minimax-small|Zoho Expense", "prompt": "c212-m5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top players to consider: Expensify, SAP Concur, Brex, Ramp, Bill.com, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Expensify", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-Market Leaders: Expensify, Certify, Zoho Expense, Ramp, Brex, Divvy, SAP Concur, Oracle NetSuite Expenses."}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Certify", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Certify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-Market Leaders: Expensify, Certify, Zoho Expense, Ramp, Brex, Divvy, SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Zoho Expense", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-Market Leaders: Expensify, Certify, Zoho Expense, Ramp, Brex, Divvy"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Ramp", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-Market Leaders: Expensify, Certify, Zoho Expense, Ramp, Brex, Divvy"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Brex", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-Market Leaders: ... Ramp, Brex, Divvy, SAP Concur"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Divvy", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-Market Leaders: ... Brex, Divvy, SAP Concur, Oracle NetSuite Expenses."}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|SAP Concur", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-Market Leaders: ... Divvy, SAP Concur, Oracle NetSuite Expenses."}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Oracle NetSuite Expenses", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Oracle NetSuite Expenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-Market Leaders: ... SAP Concur, Oracle NetSuite Expenses."}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Coupa", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise Solutions: Coupa, Emburse, Chrome River, Certify (now Emburse Certify)."}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Emburse", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise Solutions: Coupa, Emburse, Chrome River"}, {"id": "mai-20260917-1725-smoke|c212-m5|mistral-small|Chrome River", "prompt": "c212-m5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Chrome River", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise Solutions: Coupa, Emburse, Chrome River, Certify (now Emburse Certify)."}, {"id": "mai-20260917-1725-smoke|c212-m5|moonshot-small|Ramp", "prompt": "c212-m5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want full finance automation, look at Ramp or Airbase"}, {"id": "mai-20260917-1725-smoke|c212-m5|moonshot-small|Navan (TripActions)", "prompt": "c212-m5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Navan (TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if travel is a major expense, prioritize Navan"}, {"id": "mai-20260917-1725-smoke|c212-m5|moonshot-small|Airbase", "prompt": "c212-m5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "if you want full finance automation, look at Ramp or Airbase"}, {"id": "mai-20260917-1725-smoke|c212-m5|moonshot-small|Rippling Spend", "prompt": "c212-m5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Rippling Spend** | Companies using Rippling HR | Unified HR + spend platform |"}, {"id": "mai-20260917-1725-smoke|c212-m5|moonshot-small|Brex", "prompt": "c212-m5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Brex** | Fast-growing tech companies | Generous rewards program |"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Ramp", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "e.g., Ramp/Brex (card-focused, often free core)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Brex", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Ramp/Brex (card-focused, often free core)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Expensify", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Expensify/SAP Concur (enterprise-grade)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|SAP Concur", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Expensify/SAP Concur (enterprise-grade)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Spendesk", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Spendesk/Payhawk (Europe-friendly)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Payhawk", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Spendesk/Payhawk (Europe-friendly)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Navan", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist vendors: Ramp, Brex, Expensify, SAP Concur, Navan, BILL Divvy, Zoho Expense, Rippling"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|BILL Divvy", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shortlist vendors: Ramp, Brex, Expensify, SAP Concur, Navan, BILL Divvy, Zoho Expense, Rippling"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Zoho Expense", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Shortlist vendors: ... Zoho Expense, Rippling (top-rated for mid-market per G2/Gartner)"}, {"id": "mai-20260917-1725-smoke|c212-m5|xai-small|Rippling", "prompt": "c212-m5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Shortlist vendors: ... Zoho Expense, Rippling (top-rated for mid-market per G2/Gartner)"}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|SAP Concur", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if: You're a small-to-mid-sized business... Clunky, dated interface... Opaque & expensive pricing"}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|Expensify", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Difficult cancellation process... Lacks modern spend controls"}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|Ramp", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern platforms (e.g., Ramp, Spendesk, Pleo, Trigo) handle both better than legacy reporters."}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|Spendesk", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern platforms (e.g., Ramp, Spendesk, Pleo, Trigo) handle both better than legacy reporters."}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|Pleo", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern platforms (e.g., Ramp, Spendesk, Pleo, Trigo) handle both better than legacy reporters."}, {"id": "mai-20260917-1725-smoke|c212-m6|alibaba-small|Trigo", "prompt": "c212-m6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Trigo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern platforms (e.g., Ramp, Spendesk, Pleo, Trigo) handle both better than legacy reporters."}, {"id": "mai-20260917-1725-smoke|c212-m6|anthropic-small|BILL/Divvy", "prompt": "c212-m6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "BILL/Divvy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some reviewers point to issues with integrations, subpar customer support, and various problems with core functionality"}, {"id": "mai-20260917-1725-smoke|c212-m6|anthropic-small|Ramp", "prompt": "c212-m6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ramp often falls short with international scalability and customization options"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|SAP Concur", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The most frequently criticized option among users, with consistent themes across G2 and Trustpilot"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Expensify", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "A mixed picture — it rates well overall (4.5/5 on G2), but has had a notable drop in sentiment since the \"New Expensify\" redesign"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Sage Expense Management (formerly Fyle)", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Sage Expense Management (formerly Fyle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Notable for a **recent update that triggered a flood of negative app-store ratings**"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Emburse Expense Professional (formerly Certify)", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse Expense Professional (formerly Certify)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Customer service is the dominant complaint** — \"the absolute worst,\" email-only"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More of a \"be cautious\" than \"avoid\": **Rising reports of fraud issues** on their cards"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Ramp", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools with high satisfaction in the same reviews include **Ramp, Brex, and Zoho Expense**, which are often cited as friendlier alternatives"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Brex", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Ramp, Brex, and Zoho Expense**, which are often cited as friendlier alternatives — especially for small teams"}, {"id": "mai-20260917-1725-smoke|c212-m6|deepseek-small|Zoho Expense", "prompt": "c212-m6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Ramp, Brex, and Zoho Expense**, which are often cited as friendlier alternatives"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|SAP Concur", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: While SAP Concur is an industry giant ... it is notoriously unpopular among end-users and administrators."}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Brex", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Brex is a highly rated tool for venture-backed tech startups, but it has a history of abrupt strategic shifts"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Ramp", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Modern platforms (such as **Ramp**, **Rho**, or **Mercury**) issue physical and virtual corporate cards"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Rho", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Modern platforms (such as **Ramp**, **Rho**, or **Mercury**)"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Airwallex", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for platforms with a permanent commitment to traditional small businesses (like Ramp, Rho, or Airwallex)"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Expensify", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensify is a very common tool, but it has faced scrutiny regarding pricing changes, data privacy, and financial stability."}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Manual Spreadsheets (Excel or Google Sheets)", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Manual Spreadsheets (Excel or Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid them: While spreadsheets seem \"free\" ... they quickly become a massive liability"}, {"id": "mai-20260917-1725-smoke|c212-m6|google-small|Mercury", "prompt": "c212-m6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern platforms (such as **Ramp**, **Rho**, or **Mercury**) issue physical and virtual corporate cards"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|Ramp", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or be cautious about tools that require you to change your existing card programs (Ramp, Brex)"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|Brex", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "require you to change the cards your business already uses... may have eligibility requirements"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|Expensify", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|Dext", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Dext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|Zoho Expense", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m6|mistral-small|SAP Concur", "prompt": "c212-m6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "those that demand manual receipt handling (Expensify, Dext, Zoho Expense, SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|SAP Concur", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently described as \"the worst expense processing tool\" by users"}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|Emburse Expense Enterprise (formerly Chrome River)", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse Expense Enterprise (formerly Chrome River)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users call it \"a disaster\" and \"the worst expense management system\""}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|Sage Expense Management", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Sage Expense Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Frustrating user experience with basic tasks"}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "75+ reviews cite integration issues; 50+ mention fraud concerns"}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|Expensify", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usable but has transparency and support limitations"}, {"id": "mai-20260917-1725-smoke|c212-m6|moonshot-small|Mint", "prompt": "c212-m6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Mint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "learn from Mint's 2024 shutdown that left 3.6M users without their data"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|SAP Concur", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently criticized for a dated, unintuitive interface, sluggish performance, unreliable OCR receipt scanning"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|Expensify", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Issues include poor customer support (slow email-only responses, no real-time help), syncing/upload glitches"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High complaints about integration/sync problems with accounting software, approval delays"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|NerdWallet", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "NerdWallet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consumer ones like NerdWallet, Mobills, Wallet trackers) share financial data with third parties"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|Mobills", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Mobills", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consumer ones like NerdWallet, Mobills, Wallet trackers) share financial data with third parties"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|Zoho Expense", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prefer highly rated alternatives like Zoho Expense (4.5+)"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|FreshBooks", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer highly rated alternatives like Zoho Expense (4.5+), FreshBooks, or Navan"}, {"id": "mai-20260917-1725-smoke|c212-m6|xai-small|Navan", "prompt": "c212-m6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prefer highly rated alternatives like Zoho Expense (4.5+), FreshBooks, or Navan for fewer complaints."}, {"id": "mai-20260917-1725-smoke|c212-m6|zai-small|Ramp", "prompt": "c212-m6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "user reports frequently highlight **systemic reliability issues**, including login failures, app crashes, and automation errors"}, {"id": "mai-20260917-1725-smoke|c212-m6|zai-small|Emburse (formerly Certify)", "prompt": "c212-m6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse (formerly Certify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some reviewers have flagged **mobile app instability** ... and **accounting integration friction**"}, {"id": "mai-20260917-1725-smoke|c212-m6|zai-small|Expensify", "prompt": "c212-m6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensify has recently faced criticism for a **radical political email sent to users**, which many viewed as a privacy violation"}, {"id": "mai-20260917-1725-smoke|c212-s1|alibaba-small|Ramp", "prompt": "c212-s1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is widely considered the best all-around choice"}, {"id": "mai-20260917-1725-smoke|c212-s1|alibaba-small|Expensify", "prompt": "c212-s1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s1|alibaba-small|Zoho Expense", "prompt": "c212-s1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Expense is the most affordable option"}, {"id": "mai-20260917-1725-smoke|c212-s1|alibaba-small|Airwallex", "prompt": "c212-s1", "model": "alibaba-small", "cat": "expense-management", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International B2B: Airwallex"}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|Zoho Expense", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Expense is designed for small businesses that want a cost-effective solution with solid functionality."}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the most cost-effective options for small business expense management"}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|Expensify", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify is designed for companies that want a straightforward way to manage employee expenses and reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|Expense 365", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Expense 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built within the Microsoft 365 environment, making it a strong choice"}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|Navan", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Navan combines travel booking with expense management"}, {"id": "mai-20260917-1725-smoke|c212-s1|anthropic-small|Rippling", "prompt": "c212-s1", "model": "anthropic-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rippling combines HR, IT, and finance tools into one system"}, {"id": "mai-20260917-1725-smoke|c212-s1|challenger-small|Ramp", "prompt": "c212-s1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Ramp** if you want **card controls and automation**"}, {"id": "mai-20260917-1725-smoke|c212-s1|challenger-small|Zoho Expense", "prompt": "c212-s1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Expense** if you want the **simplest low-cost expense reporting tool**"}, {"id": "mai-20260917-1725-smoke|c212-s1|challenger-small|Expensify", "prompt": "c212-s1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a simple, employee-friendly mobile expense reporting experience"}, {"id": "mai-20260917-1725-smoke|c212-s1|challenger-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a $0 base plan and real-time spend tracking with accounting integrations"}, {"id": "mai-20260917-1725-smoke|c212-s1|challenger-small|SAP Concur", "prompt": "c212-s1", "model": "challenger-small", "cat": "expense-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best only if you expect more complex travel/spend management and are willing to accept heavier enterprise-style software"}, {"id": "mai-20260917-1725-smoke|c212-s1|deepseek-small|Ramp", "prompt": "c212-s1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Ramp** is the pick I'd start with"}, {"id": "mai-20260917-1725-smoke|c212-s1|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget-first choice"}, {"id": "mai-20260917-1725-smoke|c212-s1|deepseek-small|Zoho Expense", "prompt": "c212-s1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for tight budgets"}, {"id": "mai-20260917-1725-smoke|c212-s1|deepseek-small|Expensify", "prompt": "c212-s1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for simple reimbursements & receipts"}, {"id": "mai-20260917-1725-smoke|c212-s1|deepseek-small|Brex", "prompt": "c212-s1", "model": "deepseek-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if venture-backed or global"}, {"id": "mai-20260917-1725-smoke|c212-s1|google-small|Ramp", "prompt": "c212-s1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best Overall for Growing B2Bs) Ramp is the gold standard for modern, scaling B2B companies."}, {"id": "mai-20260917-1725-smoke|c212-s1|google-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Strict Budget Control) ... highly popular among small businesses and bootstrapped startups."}, {"id": "mai-20260917-1725-smoke|c212-s1|google-small|Expensify", "prompt": "c212-s1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify (Best for keeping your existing cards)"}, {"id": "mai-20260917-1725-smoke|c212-s1|google-small|Zoho Expense", "prompt": "c212-s1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cost-Conscious Teams already using Zoho"}, {"id": "mai-20260917-1725-smoke|c212-s1|google-small|Airwallex", "prompt": "c212-s1", "model": "google-small", "cat": "expense-management", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Airwallex is highly recommended"}, {"id": "mai-20260917-1725-smoke|c212-s1|meta-small|Zoho Expense", "prompt": "c212-s1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated expense management software include Zoho Expense, Wave, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-s1|meta-small|Wave", "prompt": "c212-s1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated expense management software include Zoho Expense, Wave, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-s1|meta-small|Airwallex", "prompt": "c212-s1", "model": "meta-small", "cat": "expense-management", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated expense management software include Zoho Expense, Wave, and Airwallex."}, {"id": "mai-20260917-1725-smoke|c212-s1|minimax-small|Zoho Expense", "prompt": "c212-s1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** - Best Overall"}, {"id": "mai-20260917-1725-smoke|c212-s1|minimax-small|Rippling Spend", "prompt": "c212-s1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommend starting with **Zoho Expense** or **Rippling Spend**"}, {"id": "mai-20260917-1725-smoke|c212-s1|minimax-small|Expensify", "prompt": "c212-s1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Expensify** - Best for Ease of Use"}, {"id": "mai-20260917-1725-smoke|c212-s1|minimax-small|Brex", "prompt": "c212-s1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If card-based spending is crucial, consider **Brex** or **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s1|minimax-small|Ramp", "prompt": "c212-s1", "model": "minimax-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** - Best Value"}, {"id": "mai-20260917-1725-smoke|c212-s1|mistral-small|Zoho Expense", "prompt": "c212-s1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** and **Expensify** are the top recommendations due to their affordability, ease of use, and strong integration"}, {"id": "mai-20260917-1725-smoke|c212-s1|mistral-small|Expensify", "prompt": "c212-s1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Expense** and **Expensify** are the top recommendations"}, {"id": "mai-20260917-1725-smoke|c212-s1|mistral-small|Ramp", "prompt": "c212-s1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced budget controls and employee cards, **Ramp** is also worth considering."}, {"id": "mai-20260917-1725-smoke|c212-s1|mistral-small|Wave", "prompt": "c212-s1", "model": "mistral-small", "cat": "expense-management", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A practical choice if you want straightforward accounting and receipt tracking"}, {"id": "mai-20260917-1725-smoke|c212-s1|moonshot-small|Ramp", "prompt": "c212-s1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — Best Overall for Small B2B Companies"}, {"id": "mai-20260917-1725-smoke|c212-s1|moonshot-small|Expensify", "prompt": "c212-s1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expensify** — Best if You Want to Keep Your Existing Bank/Cards"}, {"id": "mai-20260917-1725-smoke|c212-s1|moonshot-small|Zoho Expense", "prompt": "c212-s1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Expense** — Best Budget Option"}, {"id": "mai-20260917-1725-smoke|c212-s1|moonshot-small|Brex", "prompt": "c212-s1", "model": "moonshot-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex** — Best for Tech-Forward Startups"}, {"id": "mai-20260917-1725-smoke|c212-s1|openai-small|Ramp", "prompt": "c212-s1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single recommendation without more context**, I'd pick **Ramp** for most small B2B companies."}, {"id": "mai-20260917-1725-smoke|c212-s1|openai-small|Expensify", "prompt": "c212-s1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for simple expense reporting:** **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s1|openai-small|Zoho Expense", "prompt": "c212-s1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use accounting software:** **Zoho Expense** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c212-s1|openai-small|Xero", "prompt": "c212-s1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already use accounting software:** **Zoho Expense** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c212-s1|openai-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "openai-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best budget-friendly option:** **BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s1|xai-small|Ramp", "prompt": "c212-s1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Ramp** if you want free, scalable tools with cards and controls—top-rated for small B2B growth"}, {"id": "mai-20260917-1725-smoke|c212-s1|xai-small|Expensify", "prompt": "c212-s1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Expensify** for simple receipt capture and reimbursements without cards."}, {"id": "mai-20260917-1725-smoke|c212-s1|xai-small|Zoho Expense", "prompt": "c212-s1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Zoho** for the lowest cost and if you're in their suite."}, {"id": "mai-20260917-1725-smoke|c212-s1|xai-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Accounting-led SMBs | Budgeting, vendor payments, QuickBooks sync"}, {"id": "mai-20260917-1725-smoke|c212-s1|xai-small|QuickBooks Online", "prompt": "c212-s1", "model": "xai-small", "cat": "expense-management", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost, less specialized for pure expenses"}, {"id": "mai-20260917-1725-smoke|c212-s1|zai-small|Ramp", "prompt": "c212-s1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Switch cards, want maximum automation → Ramp"}, {"id": "mai-20260917-1725-smoke|c212-s1|zai-small|Expensify", "prompt": "c212-s1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Keep your current cards, want simplicity → Expensify"}, {"id": "mai-20260917-1725-smoke|c212-s1|zai-small|Brex", "prompt": "c212-s1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need high-limit corporate cards + spend controls → Brex"}, {"id": "mai-20260917-1725-smoke|c212-s1|zai-small|Zoho Expense", "prompt": "c212-s1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already in Zoho ecosystem → Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s1|zai-small|BILL Spend & Expense", "prompt": "c212-s1", "model": "zai-small", "cat": "expense-management", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want free employee cards with built-in budgets → BILL Spend & Expense"}, {"id": "mai-20260917-1725-smoke|c212-s2|alibaba-small|Bill.com (formerly Bill)", "prompt": "c212-s2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Bill.com (formerly Bill)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is typically **Bill.com (formerly Bill)**"}, {"id": "mai-20260917-1725-smoke|c212-s2|alibaba-small|Expensify", "prompt": "c212-s2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Expensify** or **Spendesk**, depending on your specific workflow needs"}, {"id": "mai-20260917-1725-smoke|c212-s2|alibaba-small|Spendesk", "prompt": "c212-s2", "model": "alibaba-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Spendesk** if you want to issue company cards and gain tighter control over daily spending."}, {"id": "mai-20260917-1725-smoke|c212-s2|anthropic-small|Zoho Expense", "prompt": "c212-s2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall for Small B2B: **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s2|anthropic-small|BILL", "prompt": "c212-s2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Want Corporate Card Control: **BILL or Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s2|anthropic-small|Ramp", "prompt": "c212-s2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL Spend & Expense or Ramp are strong options"}, {"id": "mai-20260917-1725-smoke|c212-s2|anthropic-small|Expensify", "prompt": "c212-s2", "model": "anthropic-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Best for Growing Teams: **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s2|challenger-small|Zoho Expense", "prompt": "c212-s2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zoho Expense** if your priority is straightforward employee expense reporting"}, {"id": "mai-20260917-1725-smoke|c212-s2|challenger-small|Expensify", "prompt": "c212-s2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expensify** is also a strong choice for small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s2|challenger-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "challenger-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want cards plus spend controls:** BILL Spend & Expense"}, {"id": "mai-20260917-1725-smoke|c212-s2|deepseek-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **BILL Spend & Expense** (formerly Divvy) ... This is my strongest recommendation for a small B2B business"}, {"id": "mai-20260917-1725-smoke|c212-s2|deepseek-small|Ramp", "prompt": "c212-s2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is an excellent modern alternative that's free to start."}, {"id": "mai-20260917-1725-smoke|c212-s2|deepseek-small|Expensify", "prompt": "c212-s2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple Receipt & Reimbursement: **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s2|deepseek-small|Zoho Expense", "prompt": "c212-s2", "model": "deepseek-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best on a Tight Budget: **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s2|google-small|Expensify", "prompt": "c212-s2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Client-Billable Expenses: **Expensify** ... Expensify is the gold standard."}, {"id": "mai-20260917-1725-smoke|c212-s2|google-small|Ramp", "prompt": "c212-s2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume B2B Marketing & SaaS Spend: **Ramp** or **BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s2|google-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL Spend & Expense (formerly Divvy): Has highly intuitive client/project tagging features"}, {"id": "mai-20260917-1725-smoke|c212-s2|google-small|Harvest", "prompt": "c212-s2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Harvest if you sell billable hours (consulting/agency work)"}, {"id": "mai-20260917-1725-smoke|c212-s2|google-small|Zoho Expense", "prompt": "c212-s2", "model": "google-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Budget Option for the Zoho Ecosystem: **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s2|meta-small|Expensify", "prompt": "c212-s2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Expensify - a comprehensive expense management platform that offers receipt scanning, real-time visibility, and accounting integration."}, {"id": "mai-20260917-1725-smoke|c212-s2|meta-small|Spendesk", "prompt": "c212-s2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Spendesk - a spend management platform that provides a clear view of an organization's expenditures."}, {"id": "mai-20260917-1725-smoke|c212-s2|meta-small|Bill.com", "prompt": "c212-s2", "model": "meta-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bill.com - offers expense tracking software that is easy to use and integrates with accounting software"}, {"id": "mai-20260917-1725-smoke|c212-s2|minimax-small|Expensify", "prompt": "c212-s2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Expensify** or **Brex** due to their strong B2B focus"}, {"id": "mai-20260917-1725-smoke|c212-s2|minimax-small|Brex", "prompt": "c212-s2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Expensify** or **Brex**"}, {"id": "mai-20260917-1725-smoke|c212-s2|minimax-small|Rippling Spend", "prompt": "c212-s2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specifically designed for smaller businesses and combines expense management with HR and IT workflows"}, {"id": "mai-20260917-1725-smoke|c212-s2|minimax-small|Zoho Expense", "prompt": "c212-s2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a key concern, **Zoho Expense** is also a solid choice."}, {"id": "mai-20260917-1725-smoke|c212-s2|minimax-small|Ramp", "prompt": "c212-s2", "model": "minimax-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "focuses on automation, policy enforcement, and real-time reporting"}, {"id": "mai-20260917-1725-smoke|c212-s2|mistral-small|Zoho Expense", "prompt": "c212-s2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Zoho Expense or Expensify for their balance of features, ease of use, and integration with popular accounting tools"}, {"id": "mai-20260917-1725-smoke|c212-s2|mistral-small|Rippling Spend", "prompt": "c212-s2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling Spend is also a strong all-in-one option if you want to combine expense management with HR and payroll"}, {"id": "mai-20260917-1725-smoke|c212-s2|mistral-small|Expensify", "prompt": "c212-s2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I recommend Zoho Expense or Expensify for their balance of features, ease of use"}, {"id": "mai-20260917-1725-smoke|c212-s2|mistral-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "recommended for its ease of use and strong automation features"}, {"id": "mai-20260917-1725-smoke|c212-s2|mistral-small|Ramp", "prompt": "c212-s2", "model": "mistral-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a free tier and is known for AI policy enforcement and real-time expense tracking"}, {"id": "mai-20260917-1725-smoke|c212-s2|moonshot-small|Ramp", "prompt": "c212-s2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the top choice"}, {"id": "mai-20260917-1725-smoke|c212-s2|moonshot-small|Expensify", "prompt": "c212-s2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your sales team travels frequently and submits lots of receipts for reimbursement, **Expensify** might be better"}, {"id": "mai-20260917-1725-smoke|c212-s2|moonshot-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Budget-First Control) ... Free base plan available"}, {"id": "mai-20260917-1725-smoke|c212-s2|moonshot-small|Brex", "prompt": "c212-s2", "model": "moonshot-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Venture-Backed/Growth Companies"}, {"id": "mai-20260917-1725-smoke|c212-s2|openai-small|Expensify", "prompt": "c212-s2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Expensify** if you want the simplest all-around expense reporting tool"}, {"id": "mai-20260917-1725-smoke|c212-s2|openai-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Spend & Expense** or **Ramp** are strong alternatives"}, {"id": "mai-20260917-1725-smoke|c212-s2|openai-small|Ramp", "prompt": "c212-s2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Spend & Expense** or **Ramp** are strong alternatives"}, {"id": "mai-20260917-1725-smoke|c212-s2|openai-small|Brex", "prompt": "c212-s2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "rankings highlight BILL, Ramp, Brex, and Zoho Expense among top tools"}, {"id": "mai-20260917-1725-smoke|c212-s2|openai-small|Zoho Expense", "prompt": "c212-s2", "model": "openai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth a look if you already use Zoho's business software and want a lower-cost option"}, {"id": "mai-20260917-1725-smoke|c212-s2|xai-small|Expensify", "prompt": "c212-s2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a small B2B business, I'd recommend Expensify as the top employee expense reporting tool.**"}, {"id": "mai-20260917-1725-smoke|c212-s2|xai-small|Zoho Expense", "prompt": "c212-s2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great value, similar features (receipt scan, approvals), but slightly less polished UI per reviews."}, {"id": "mai-20260917-1725-smoke|c212-s2|xai-small|BILL Spend & Expense", "prompt": "c212-s2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for SMBs per Efficient App and BILL's own benchmarks; more spend controls than pure reporting."}, {"id": "mai-20260917-1725-smoke|c212-s2|xai-small|QuickBooks Online", "prompt": "c212-s2", "model": "xai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Built-in tracking, but less specialized for employee reports—better as an all-in-one if you're already on it."}, {"id": "mai-20260917-1725-smoke|c212-s2|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. BILL Spend & Expense (formerly Divvy) — Best All‑In‑One Platform"}, {"id": "mai-20260917-1725-smoke|c212-s2|zai-small|Expensify", "prompt": "c212-s2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Expensify — Simple, Mobile‑First, and Easy to Onboard"}, {"id": "mai-20260917-1725-smoke|c212-s2|zai-small|Zoho Expense", "prompt": "c212-s2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Zoho Expense — Budget‑Friendly for Zoho Users or Small Teams"}, {"id": "mai-20260917-1725-smoke|c212-s2|zai-small|Ramp", "prompt": "c212-s2", "model": "zai-small", "cat": "expense-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner‑Up: Ramp — Strong Corporate Card Controls"}, {"id": "mai-20260917-1725-smoke|c212-s3|alibaba-small|Ramp", "prompt": "c212-s3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If yes, **Ramp** or **BILL** are usually the best choices because they let you control spending before it happens."}, {"id": "mai-20260917-1725-smoke|c212-s3|alibaba-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** or **BILL** are usually the best choices"}, {"id": "mai-20260917-1725-smoke|c212-s3|alibaba-small|Rippling Spend", "prompt": "c212-s3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is the most \"all-in-one\" option... **Rippling** will consolidate them"}, {"id": "mai-20260917-1725-smoke|c212-s3|alibaba-small|Expensify", "prompt": "c212-s3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expensify** has the deepest history of handling complex reimbursement flows."}, {"id": "mai-20260917-1725-smoke|c212-s3|alibaba-small|Zoho Expense", "prompt": "c212-s3", "model": "alibaba-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho offers a very affordable entry point and strong customization options."}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Mercury", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is rated best overall for consolidating banking and expense management"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Ramp", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp combines expense management with proactive budgeting tools, making it ideal for teams that want both tracking and cost optimization"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Brex", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp, Brex, Expensify, and Zoho Expense (best free/low-cost option) each serve distinct needs."}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Expensify", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Expensify consistently ranks highly for automation and mobile usability"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Zoho Expense", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Budget-Conscious Teams... though it may not offer the same level of advanced controls"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|BILL", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BILL is a strong choice for small businesses that need more than receipt tracking"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Sage Expense Management (formerly Fyle)", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Sage Expense Management (formerly Fyle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Receipt Submission"}, {"id": "mai-20260917-1725-smoke|c212-s3|anthropic-small|Navan Expense", "prompt": "c212-s3", "model": "anthropic-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Navan combines travel booking with expense management, making it ideal for companies with frequent travel needs"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|Zoho Expense", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** is usually the best budget-friendly all-rounder"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|Expensify", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Expensify** is the easiest if your main need is receipt capture and reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|Ramp", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **real-time control over company spending**, **Ramp** or **BILL Spend & Expense** are stronger fits"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|Brex", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also card-first, with spend limits, real-time tracking, reimbursements, and travel booking"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** or **BILL Spend & Expense** are stronger fits than a traditional expense-reporting tool"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|FreshBooks", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More accounting-led than pure expense platforms; ... less suited to complex approval workflows"}, {"id": "mai-20260917-1725-smoke|c212-s3|challenger-small|Wave", "prompt": "c212-s3", "model": "challenger-small", "cat": "expense-management", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More accounting-led than pure expense platforms; ... less suited to complex approval workflows"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|Ramp", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — Best overall for spend control & cards"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|Expensify", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need reliable receipt scanning and reimbursements** → **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|Zoho Expense", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Expense** — Best budget option"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|Brex", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp** (or Brex if you need higher limits / global)"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for accounting-heavy SMBs"}, {"id": "mai-20260917-1725-smoke|c212-s3|deepseek-small|Navan", "prompt": "c212-s3", "model": "deepseek-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heavy travel expenses** → Expensify, or **Navan** (specialized in T&E)"}, {"id": "mai-20260917-1725-smoke|c212-s3|google-small|Ramp", "prompt": "c212-s3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Ramp (Best overall for card-centric automation)"}, {"id": "mai-20260917-1725-smoke|c212-s3|google-small|Expensify", "prompt": "c212-s3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for classic, out-of-pocket reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-s3|google-small|Sage Expense Management", "prompt": "c212-s3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Sage Expense Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for keeping your existing credit cards"}, {"id": "mai-20260917-1725-smoke|c212-s3|google-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for pre-approved budgeting"}, {"id": "mai-20260917-1725-smoke|c212-s3|google-small|Zoho Expense", "prompt": "c212-s3", "model": "google-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best budget-friendly/lightweight option"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Mercury", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top expense management tools for a small team are:\n\n1. Mercury"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Ramp", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Ramp"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Brex", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Brex"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Zoho Expense", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Expense is a good option for small businesses and teams already using Zoho products"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Expensify", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Expensify"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|Wave", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wave is a practical choice for small businesses and freelancers who want straightforward accounting and receipt tracking"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|ExpenseIn", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "ExpenseIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. ExpenseIn"}, {"id": "mai-20260917-1725-smoke|c212-s3|meta-small|FreshBooks", "prompt": "c212-s3", "model": "meta-small", "cat": "expense-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "FreshBooks is a good overall expense tracker for small businesses."}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|Ramp", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** | Lean teams, startups | $0–$15/user | AI-driven savings, free corporate cards"}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|Expensify", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Heavy reimbursements?** → Expensify"}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines expense tracking with bill pay and flexible credit lines"}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|Zoho Expense", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tight budget?** → Zoho Expense (free tier)"}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|Brex", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Startups with high spend needing premium perks"}, {"id": "mai-20260917-1725-smoke|c212-s3|minimax-small|QuickBooks Online", "prompt": "c212-s3", "model": "minimax-small", "cat": "expense-management", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Need accounting integration?** → QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c212-s3|mistral-small|Expensify", "prompt": "c212-s3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Expensify** for automation and flexibility."}, {"id": "mai-20260917-1725-smoke|c212-s3|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BILL** for card-first spend management and AP automation."}, {"id": "mai-20260917-1725-smoke|c212-s3|mistral-small|Xero Expenses", "prompt": "c212-s3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Xero Expenses", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Xero** if you’re already using Xero accounting."}, {"id": "mai-20260917-1725-smoke|c212-s3|mistral-small|Pleo", "prompt": "c212-s3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Pleo** for European teams wanting smart cards and transparent pricing."}, {"id": "mai-20260917-1725-smoke|c212-s3|mistral-small|Spendesk", "prompt": "c212-s3", "model": "mistral-small", "cat": "expense-management", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Spendesk** for a full spend management suite, especially in Europe."}, {"id": "mai-20260917-1725-smoke|c212-s3|moonshot-small|Ramp", "prompt": "c212-s3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small US teams:** **Ramp** — you get powerful automation, corporate cards, and spend controls at no cost."}, {"id": "mai-20260917-1725-smoke|c212-s3|moonshot-small|Expensify", "prompt": "c212-s3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need reimbursements:** **Expensify** — handles both card expenses and out-of-pocket claims well."}, {"id": "mai-20260917-1725-smoke|c212-s3|moonshot-small|Brex", "prompt": "c212-s3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're funded/international:** **Brex** — offers the most flexibility for growing, global teams."}, {"id": "mai-20260917-1725-smoke|c212-s3|moonshot-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Limitation:** Best suited for businesses already in the BILL ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-s3|moonshot-small|Spendesk", "prompt": "c212-s3", "model": "moonshot-small", "cat": "expense-management", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European small teams wanting cards + expense management"}, {"id": "mai-20260917-1725-smoke|c212-s3|openai-small|Expensify", "prompt": "c212-s3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small team:** **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s3|openai-small|Ramp", "prompt": "c212-s3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want cards + spend controls:** **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s3|openai-small|Brex", "prompt": "c212-s3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are card-heavy and want premium spend management:** **Brex**"}, {"id": "mai-20260917-1725-smoke|c212-s3|openai-small|Zoho Expense", "prompt": "c212-s3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a cheaper option:** **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s3|openai-small|QuickBooks Online expense features", "prompt": "c212-s3", "model": "openai-small", "cat": "expense-management", "variant": "comparative", "raw": "QuickBooks Online expense features", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not as full-featured as a dedicated expense platform, but convenient if your bookkeeping is already in QuickBooks."}, {"id": "mai-20260917-1725-smoke|c212-s3|xai-small|Expensify", "prompt": "c212-s3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "reimbursements? Go Expensify/Zoho"}, {"id": "mai-20260917-1725-smoke|c212-s3|xai-small|Zoho Expense", "prompt": "c212-s3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Budget-conscious teams (overall best low-cost pick)"}, {"id": "mai-20260917-1725-smoke|c212-s3|xai-small|Ramp", "prompt": "c212-s3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cards/controls? Ramp/BILL"}, {"id": "mai-20260917-1725-smoke|c212-s3|xai-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budgets & rewards with cards"}, {"id": "mai-20260917-1725-smoke|c212-s3|xai-small|QuickBooks Online", "prompt": "c212-s3", "model": "xai-small", "cat": "expense-management", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Accounting bundle? QuickBooks"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Ramp", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most complete AI-native expense platform; combines card controls, AP automation, treasury, and expense tracking in one"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Expensify", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best mobile receipt scanning and reimbursement experience; very simple to use"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Brex", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for startups needing global corporate cards and travel booking"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|BILL Spend & Expense", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small businesses wanting budget-first card programs with tight financial controls"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Zoho Expense", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team is already in the Zoho ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Rippling Spend", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want HR, payroll, and spend managed in one unified system"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Navan", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for travel-heavy teams needing integrated travel and expense management"}, {"id": "mai-20260917-1725-smoke|c212-s3|zai-small|Wave", "prompt": "c212-s3", "model": "zai-small", "cat": "expense-management", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for solo founders/freelancers needing simple accounting-led tracking"}, {"id": "mai-20260917-1725-smoke|c212-s4|alibaba-small|Zoho Expense", "prompt": "c212-s4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** is widely considered the best expense management software for small companies on a tight budget"}, {"id": "mai-20260917-1725-smoke|c212-s4|alibaba-small|Concur", "prompt": "c212-s4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "significantly cheaper than industry leaders like Concur or SAP"}, {"id": "mai-20260917-1725-smoke|c212-s4|alibaba-small|SAP", "prompt": "c212-s4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "significantly cheaper than industry leaders like Concur or SAP"}, {"id": "mai-20260917-1725-smoke|c212-s4|alibaba-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option: BILL Spend & Expense ... BILL is a strong contender"}, {"id": "mai-20260917-1725-smoke|c212-s4|alibaba-small|Expensify", "prompt": "c212-s4", "model": "alibaba-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simplicity: Expensify ... incredibly easy to set up and use"}, {"id": "mai-20260917-1725-smoke|c212-s4|anthropic-small|Zoho Expense", "prompt": "c212-s4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Expense** - Best Overall Budget Choice"}, {"id": "mai-20260917-1725-smoke|c212-s4|anthropic-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL if you want free software with a corporate card"}, {"id": "mai-20260917-1725-smoke|c212-s4|anthropic-small|Navan", "prompt": "c212-s4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Navan if your team travels frequently"}, {"id": "mai-20260917-1725-smoke|c212-s4|anthropic-small|QuickBooks", "prompt": "c212-s4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already have accounting software like QuickBooks or Xero, check whether it has built-in expense tracking"}, {"id": "mai-20260917-1725-smoke|c212-s4|anthropic-small|Xero", "prompt": "c212-s4", "model": "anthropic-small", "cat": "expense-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "accounting software like QuickBooks or Xero, check whether it has built-in expense tracking"}, {"id": "mai-20260917-1725-smoke|c212-s4|challenger-small|Zoho Expense", "prompt": "c212-s4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Zoho Expense** because it is repeatedly rated as the most budget-friendly option"}, {"id": "mai-20260917-1725-smoke|c212-s4|challenger-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also a strong choice because it offers **$0/user/month** pricing"}, {"id": "mai-20260917-1725-smoke|c212-s4|challenger-small|Expensify", "prompt": "c212-s4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it usually costs more than the cheapest options"}, {"id": "mai-20260917-1725-smoke|c212-s4|challenger-small|Ramp", "prompt": "c212-s4", "model": "challenger-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for automated spend control, but it is better suited to companies that also want cards and broader spend management"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Zoho Expense", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Wave", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** is an excellent free accounting-and-expense option"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Expensify", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free plan includes 25 SmartScans per month (then you pay per scan)"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free card-based plan, ideal for controlled corporate card spending and reimbursements"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Everlance", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Everlance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free basic plan for mileage tracking"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Stride", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Stride", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free, designed for freelancers/self-employed"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Ramp", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ramp** is the cheapest scalable choice if you want card-based automation at $0/month"}, {"id": "mai-20260917-1725-smoke|c212-s4|deepseek-small|Brex", "prompt": "c212-s4", "model": "deepseek-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free plan available, paid tiers from $12/user/month"}, {"id": "mai-20260917-1725-smoke|c212-s4|google-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c212-s4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Category 1: Free \"Card-Native\" Platforms (Best Overall) ... #### 1. BILL Spend & Expense (Formerly Divvy)"}, {"id": "mai-20260917-1725-smoke|c212-s4|google-small|Ramp", "prompt": "c212-s4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Has **>$25k** in the bank and wants maximum automation | **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s4|google-small|Zoho Expense", "prompt": "c212-s4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Micro-teams who want to keep using their existing credit cards or cash."}, {"id": "mai-20260917-1725-smoke|c212-s4|google-small|Wave Accounting", "prompt": "c212-s4", "model": "google-small", "cat": "expense-management", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Completely free core software for basic tax preparation and cash flow tracking."}, {"id": "mai-20260917-1725-smoke|c212-s4|meta-small|Zoho Expense", "prompt": "c212-s4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best expense management software for a small company with a tight budget is Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s4|meta-small|Expensify", "prompt": "c212-s4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Expensify, BILL Spend & Expense, and Xero, which are strong options"}, {"id": "mai-20260917-1725-smoke|c212-s4|meta-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Expensify, BILL Spend & Expense, and Xero, which are strong options"}, {"id": "mai-20260917-1725-smoke|c212-s4|meta-small|Xero", "prompt": "c212-s4", "model": "meta-small", "cat": "expense-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Expensify, BILL Spend & Expense, and Xero, which are strong options"}, {"id": "mai-20260917-1725-smoke|c212-s4|minimax-small|Zoho Expense", "prompt": "c212-s4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** if you're already using other Zoho products"}, {"id": "mai-20260917-1725-smoke|c212-s4|minimax-small|Wave", "prompt": "c212-s4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wave** if you need simple, no-frills expense tracking"}, {"id": "mai-20260917-1725-smoke|c212-s4|minimax-small|Airwallex", "prompt": "c212-s4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airwallex** or **Ramp** if you want free comprehensive spend management"}, {"id": "mai-20260917-1725-smoke|c212-s4|minimax-small|Ramp", "prompt": "c212-s4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airwallex** or **Ramp** if you want free comprehensive spend management with real-time visibility"}, {"id": "mai-20260917-1725-smoke|c212-s4|minimax-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "minimax-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Real-time spend tracking with flexible virtual cards"}, {"id": "mai-20260917-1725-smoke|c212-s4|mistral-small|Zoho Expense", "prompt": "c212-s4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** is widely recommended as the best option"}, {"id": "mai-20260917-1725-smoke|c212-s4|mistral-small|Brex", "prompt": "c212-s4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Brex** and **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s4|mistral-small|Ramp", "prompt": "c212-s4", "model": "mistral-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include **Brex** and **Ramp**"}, {"id": "mai-20260917-1725-smoke|c212-s4|moonshot-small|Zoho Expense", "prompt": "c212-s4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** — Best Overall Value"}, {"id": "mai-20260917-1725-smoke|c212-s4|moonshot-small|Wave", "prompt": "c212-s4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** — Best for Micro-Businesses"}, {"id": "mai-20260917-1725-smoke|c212-s4|moonshot-small|Ramp", "prompt": "c212-s4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need employee spending controls:** Go with **Ramp** (free with their card)"}, {"id": "mai-20260917-1725-smoke|c212-s4|moonshot-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "moonshot-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL Spend & Expense** — Best Free Spend Management"}, {"id": "mai-20260917-1725-smoke|c212-s4|openai-small|Zoho Expense", "prompt": "c212-s4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Zoho Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s4|openai-small|Ramp", "prompt": "c212-s4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a free spend-management platform and are okay using Ramp's card ecosystem"}, {"id": "mai-20260917-1725-smoke|c212-s4|openai-small|Expensify", "prompt": "c212-s4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Expensify** is a solid middle ground"}, {"id": "mai-20260917-1725-smoke|c212-s4|openai-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "openai-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be free, but it's more tied to adopting the BILL/Divvy card workflow"}, {"id": "mai-20260917-1725-smoke|c212-s4|xai-small|Zoho Expense", "prompt": "c212-s4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Expense stands out as the best overall choice for a small company on a tight budget."}, {"id": "mai-20260917-1725-smoke|c212-s4|xai-small|Wave", "prompt": "c212-s4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Completely free unlimited expenses/invoices; bank sync, receipt photo capture via app"}, {"id": "mai-20260917-1725-smoke|c212-s4|xai-small|Ramp", "prompt": "c212-s4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need corporate cards/spend limits? Try **Ramp** if you meet the cash requirement."}, {"id": "mai-20260917-1725-smoke|c212-s4|xai-small|Expensify", "prompt": "c212-s4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for individuals/employees (unlimited SmartScan, mileage, reports); $5/user/mo for teams"}, {"id": "mai-20260917-1725-smoke|c212-s4|xai-small|BILL Spend & Expense", "prompt": "c212-s4", "model": "xai-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "May require card usage; enterprise-oriented"}, {"id": "mai-20260917-1725-smoke|c212-s4|zai-small|Zoho Expense", "prompt": "c212-s4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best options today are **Zoho Expense** (free for up to 3 users) and **Expensify**"}, {"id": "mai-20260917-1725-smoke|c212-s4|zai-small|Expensify", "prompt": "c212-s4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best options today are **Zoho Expense** (free for up to 3 users) and **Expensify** (free for individuals, affordable per‑user plan)"}, {"id": "mai-20260917-1725-smoke|c212-s4|zai-small|Ramp", "prompt": "c212-s4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** offers a genuinely free spend‑management platform with unlimited cards"}, {"id": "mai-20260917-1725-smoke|c212-s4|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong AP integration; free startup tier; low per‑user cost once you scale."}, {"id": "mai-20260917-1725-smoke|c212-s4|zai-small|Wave", "prompt": "c212-s4", "model": "zai-small", "cat": "expense-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free for basic expense tracking; great for very small businesses that don’t need approvals"}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Ramp", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many newer platforms like Ramp, Brex, and Spendesk include these as part of the suite"}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Brex", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many newer platforms like Ramp, Brex, and Spendesk include these as part of the suite"}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Spendesk", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many newer platforms like Ramp, Brex, and Spendesk include these as part of the suite"}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|CardScan", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "CardScan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid legacy vendors who try to rent you physical card scanners (like CardScan)."}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Divvy", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples: Ramp, Brex, Divvy."}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Expensify", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Warning: Expensify can sometimes feel clunky compared to newer players."}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Bill.com", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Examples: Expensify, Bill.com (Bill Pay & Expenses)."}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Sapling", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The Dedicated Expense Specialists: Examples: Sapling, Zoho Expense."}, {"id": "mai-20260917-1725-smoke|c212-s5|alibaba-small|Zoho Expense", "prompt": "c212-s5", "model": "alibaba-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The Dedicated Expense Specialists: Examples: Sapling, Zoho Expense."}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|Ramp", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist tools like **Ramp, Brex, or BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|Brex", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "shortlist tools like **Ramp, Brex, or BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|Payhawk", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payhawk | Companies with 30+ employees, no per-seat fees"}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|BILL Spend & Expense", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "shortlist tools like **Ramp, Brex, or BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|Expensify", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a classic report-based tool like **Expensify or Zoho** to compare"}, {"id": "mai-20260917-1725-smoke|c212-s5|deepseek-small|Zoho Expense", "prompt": "c212-s5", "model": "deepseek-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a classic report-based tool like **Expensify or Zoho** to compare"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|SAP Concur", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you do not need—and should actively avoid—complex, high-cost enterprise software (like SAP Concur)"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Ramp", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look at **Ramp** or **Brex**. They are widely considered the gold standard for high-growth SMBs"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Brex", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look at **Ramp** or **Brex**. They are widely considered the gold standard for high-growth SMBs"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|BILL Spend & Expense", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Card-First Platforms (e.g., Ramp, Brex, BILL Spend & Expense, Airwallex, Mercury)"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Airwallex", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Card-First Platforms (e.g., Ramp, Brex, BILL Spend & Expense, Airwallex, Mercury)"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Mercury", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Card-First Platforms (e.g., Ramp, Brex, BILL Spend & Expense, Airwallex, Mercury)"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Expensify", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Software-First Platforms (e.g., Expensify, Zoho Expense, Fyle/Sage Expense)"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Zoho Expense", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Zoho is incredibly budget-friendly and highly customizable."}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Fyle (Sage Expense Management)", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Fyle (Sage Expense Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you want to keep your existing credit cards: Look at **Fyle (Sage Expense Management)**"}, {"id": "mai-20260917-1725-smoke|c212-s5|google-small|Rippling", "prompt": "c212-s5", "model": "google-small", "cat": "expense-management", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you want your HR, IT, and Spend in one place: Look at **Rippling**."}, {"id": "mai-20260917-1725-smoke|c212-s5|meta-small|Expensify", "prompt": "c212-s5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Expensify: Offers a comprehensive expense management platform with receipt tracking, expense management, and reimbursement features."}, {"id": "mai-20260917-1725-smoke|c212-s5|meta-small|Payhawk", "prompt": "c212-s5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Payhawk: Suitable for companies with over 30 employees, offering a Cards & Expenses plan with unlimited users."}, {"id": "mai-20260917-1725-smoke|c212-s5|meta-small|Zoho Expense", "prompt": "c212-s5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides affordable expense management for small to mid-size businesses, with plans starting at $3/user/month."}, {"id": "mai-20260917-1725-smoke|c212-s5|meta-small|Ramp", "prompt": "c212-s5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers card controls, expense automation, reimbursements, and bill pay in one finance platform, suitable for US-centered midsize companies."}, {"id": "mai-20260917-1725-smoke|c212-s5|meta-small|Airwallex", "prompt": "c212-s5", "model": "meta-small", "cat": "expense-management", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stronger for companies operating across currencies and countries, offering native multi-currency wallets and cards"}, {"id": "mai-20260917-1725-smoke|c212-s5|minimax-small|Expensify", "prompt": "c212-s5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Expensify** – strong automation, good for growing companies"}, {"id": "mai-20260917-1725-smoke|c212-s5|minimax-small|Rho", "prompt": "c212-s5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rho** – combined expense/corporate card solution"}, {"id": "mai-20260917-1725-smoke|c212-s5|minimax-small|Brex", "prompt": "c212-s5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brex** – if you want integrated corporate cards"}, {"id": "mai-20260917-1725-smoke|c212-s5|minimax-small|SAP Concur", "prompt": "c212-s5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**SAP Concur** – enterprise-grade, more complex but powerful"}, {"id": "mai-20260917-1725-smoke|c212-s5|minimax-small|Zaggee", "prompt": "c212-s5", "model": "minimax-small", "cat": "expense-management", "variant": "scale", "raw": "Zaggee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zaggee** – simpler, European-focused option"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Expensify", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Established vendors with a track record (e.g., Expensify, Ramp, Brex, Zoho Expense, Certify)"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Ramp", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Expensify, Ramp, Brex, Zoho Expense, Certify"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Brex", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Expensify, Ramp, Brex, Zoho Expense, Certify"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Zoho Expense", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Expensify, Ramp, Brex, Zoho Expense, Certify"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Certify", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Certify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Expensify, Ramp, Brex, Zoho Expense, Certify"}, {"id": "mai-20260917-1725-smoke|c212-s5|mistral-small|Divvy", "prompt": "c212-s5", "model": "mistral-small", "cat": "expense-management", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3–5 vendors based on your needs (e.g., Expensify, Ramp, Brex, Zoho Expense, Certify, Divvy)"}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Ramp", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular options at your size**: Ramp, Brex, Mercury, Payhawk, Expensify, BILL Spend & Expense, and Zoho Expense."}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Brex", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Popular options at your size**: Ramp, Brex, Mercury, Payhawk..."}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Mercury", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options at your size: Ramp, Brex, Mercury"}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Payhawk", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "flat-fee platforms (like Payhawk at $449/month unlimited) often beat per-seat pricing"}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Expensify", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payhawk, Expensify, BILL Spend & Expense, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|BILL Spend & Expense", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Expensify, BILL Spend & Expense, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s5|moonshot-small|Zoho Expense", "prompt": "c212-s5", "model": "moonshot-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BILL Spend & Expense, and Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|Expensify", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Expensify** | Simple reimbursements | $5/user/mo | SmartScan OCR, QuickBooks/Xero sync, mobile-first | 4.5/5"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|Zoho Expense", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Expense** | Budget-conscious teams | Free tier; $4/user/mo premium"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|Ramp", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** | Card spend + automation | Free (earn cashback) | Real-time controls, AI matching | 4.8/5"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|Brex", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex** | Startups/growth | Custom (usage-based)"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|BILL Spend & Expense", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL Spend & Expense** | AP/AR integration | $15/user/mo"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|webexpenses", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "webexpenses", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others worth checking: webexpenses (approval workflows)"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|Payhawk", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payhawk (mid-size scaling)"}, {"id": "mai-20260917-1725-smoke|c212-s5|xai-small|FreshBooks", "prompt": "c212-s5", "model": "xai-small", "cat": "expense-management", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "FreshBooks (if invoicing-heavy)"}, {"id": "mai-20260917-1725-smoke|c212-s6|alibaba-small|Excel", "prompt": "c212-s6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying solely on Excel or Google Sheets is the most common reason expense tracking fails... **Why to avoid:**"}, {"id": "mai-20260917-1725-smoke|c212-s6|alibaba-small|Google Sheets", "prompt": "c212-s6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying solely on Excel or Google Sheets is the most common reason expense tracking fails"}, {"id": "mai-20260917-1725-smoke|c212-s6|alibaba-small|SAP Concur", "prompt": "c212-s6", "model": "alibaba-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Large-scale platforms like SAP Concur are designed for enterprises... **Why to be cautious:** They often come with prohibitive startup costs"}, {"id": "mai-20260917-1725-smoke|c212-s6|anthropic-small|BILL Spend & Expense", "prompt": "c212-s6", "model": "anthropic-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BILL Spend & Expense has received complaints from reviewers about issues with integrations, subpar customer support, and various problems with core functionality"}, {"id": "mai-20260917-1725-smoke|c212-s6|challenger-small|SAP Concur", "prompt": "c212-s6", "model": "challenger-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautious about enterprise-heavy tools** like SAP Concur when they mainly need simple receipt capture... can take months to implement"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|SAP Concur", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Tools Repurposed for SMBs (e.g., SAP Concur)... Biggest red flag category."}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Expensify", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: Billing is confusing and aggressive"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Mercury", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Safer bets for SMBs (based on reviews): Mercury (if you bank with them)"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Ramp", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Safer bets for SMBs (based on reviews): Mercury (if you bank with them), Ramp, Brex, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Brex", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer bets for SMBs (based on reviews): ... Ramp, Brex, Zoho Expense"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Zoho Expense", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zoho Expense (free/low-cost)"}, {"id": "mai-20260917-1725-smoke|c212-s6|deepseek-small|Google Sheets + OCR combo", "prompt": "c212-s6", "model": "deepseek-small", "cat": "expense-management", "variant": "negative", "raw": "Google Sheets + OCR combo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "even a well-configured Google Sheets + OCR combo if you're under 5 employees"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|SAP Concur", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The following types of expense management tools and platforms should be avoided or approached with extreme caution:\n\n### 1. Legacy Enterprise-Grade Platforms (e.g., SAP Concur, Emburse)"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Emburse", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise-Grade Platforms (e.g., SAP Concur, Emburse) ... they are almost always a mismatch"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Expensify", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: Feature Bloat & Forced Workflows: Platforms like Expensify have underwent major overhauls"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Coupa", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High-End Procurement and AP Suites (e.g., Coupa, Tipalti) ... Why to avoid: Overkill Workflows"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Tipalti", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "tools like Coupa or Tipalti ... designed for mid-market and enterprise companies"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Ramp", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Top Options to Consider: Platforms like **Ramp**, **BILL Spend & Expense**"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|BILL Spend & Expense", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Platforms like **Ramp**, **BILL Spend & Expense** (formerly Divvy), **Brex**"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Brex", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BILL Spend & Expense** (formerly Divvy), **Brex**, or the built-in card features"}, {"id": "mai-20260917-1725-smoke|c212-s6|google-small|Mercury", "prompt": "c212-s6", "model": "google-small", "cat": "expense-management", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "built-in card features of modern business banks like **Mercury**"}, {"id": "mai-20260917-1725-smoke|c212-s6|meta-small|Zoho Expense", "prompt": "c212-s6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Expense: This tool is part of the Zoho ecosystem and offers affordable expense management for small to mid-size businesses."}, {"id": "mai-20260917-1725-smoke|c212-s6|meta-small|Expensify", "prompt": "c212-s6", "model": "meta-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "suitable for small businesses with straightforward expense needs. However, it may have more features than very small businesses need."}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Tools with Significant Complaints ... Poor customer service and protection issues - Hidden fees and unexpected billing"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|Brex", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Brex - Common complaints include: Approval issues and spending limit problems - Ineffective receipt scanning"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|Xero", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While generally popular, some users report: Hidden application fees ... Difficult cancellation processes"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|SAP Concur", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Often criticized for: Non-intuitive interface - Steep learning curve - Overwhelming features for small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|Ramp", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools like **Ramp**, **Pleo**, and **Airwallex** are often recommended for small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|Pleo", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Ramp**, **Pleo**, and **Airwallex** are often recommended for small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s6|minimax-small|Airwallex", "prompt": "c212-s6", "model": "minimax-small", "cat": "expense-management", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like **Ramp**, **Pleo**, and **Airwallex** are often recommended for small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s6|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s6", "model": "mistral-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BILL Spend & Expense (formerly Divvy) has received criticism for integration problems that complicate functionality"}, {"id": "mai-20260917-1725-smoke|c212-s6|moonshot-small|Expensify", "prompt": "c212-s6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools to Approach with Caution ... Poor customer service ... Non-intuitive interface with hidden features"}, {"id": "mai-20260917-1725-smoke|c212-s6|moonshot-small|Brex", "prompt": "c212-s6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Only suitable for venture-backed startups, not typical small businesses"}, {"id": "mai-20260917-1725-smoke|c212-s6|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reported problems: Integration issues ... Aggressive credit line management"}, {"id": "mai-20260917-1725-smoke|c212-s6|moonshot-small|Ramp", "prompt": "c212-s6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Ramp | Most small businesses | Free core plan, strong automation, 4.8/5 G2 rating"}, {"id": "mai-20260917-1725-smoke|c212-s6|moonshot-small|Zoho Expense", "prompt": "c212-s6", "model": "moonshot-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Expense | Budget-conscious businesses | Affordable with good feature set"}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|SAP Concur", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Extreme Caution:... Skip if you're small."}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Expensify", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reddit threads call it a \"regrettable choice\" with integration failures"}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Emburse Expense Enterprise (formerly Chrome River Expense)", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Emburse Expense Enterprise (formerly Chrome River Expense)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews highlight it's \"a disaster\" for basics; suited to large orgs, not SMBs."}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Larger teams with steady cash flow; test cautiously."}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Sage Expense Management", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Sage Expense Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cumbersome manual entry... but competitors outperform."}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Zoho Expense", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For SMBs, try Zoho Expense, QuickBooks Expenses, Ramp (free with cards, cashback), or Xero"}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|QuickBooks Expenses", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "QuickBooks Expenses", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "try Zoho Expense, QuickBooks Expenses, Ramp (free with cards, cashback), or Xero (simple, integrated)"}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Ramp", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ramp (free with cards, cashback)"}, {"id": "mai-20260917-1725-smoke|c212-s6|xai-small|Xero", "prompt": "c212-s6", "model": "xai-small", "cat": "expense-management", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Xero (simple, integrated)"}, {"id": "mai-20260917-1725-smoke|c212-s6|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c212-s6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools With Notable Issues | BILL Spend & Expense (formerly Divvy) | • Billing cycle confusion and sudden fund pulls"}, {"id": "mai-20260917-1725-smoke|c212-s6|zai-small|Ramp", "prompt": "c212-s6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Significant gap between positive G2 reviews and negative TrustPilot scores<br>• Customer support is hard to reach"}, {"id": "mai-20260917-1725-smoke|c212-s6|zai-small|Relay", "prompt": "c212-s6", "model": "zai-small", "cat": "expense-management", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Payment and refund issues<br>• Approval workflow frustrations<br>• Poor customer support"}, {"id": "mai-20260917-1725-smoke|c221-l1|alibaba-small|Alguna", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Alguna is frequently rated as the top all-in-one AR automation platform"}, {"id": "mai-20260917-1725-smoke|c221-l1|alibaba-small|Youinium", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Youinium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Youinium is a heavy hitter in the enterprise space, often chosen by large organizations specifically to reduce Days Sales Outstanding (DSO)."}, {"id": "mai-20260917-1725-smoke|c221-l1|alibaba-small|Emagia", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emagia specializes in processing massive volumes of data"}, {"id": "mai-20260917-1725-smoke|c221-l1|alibaba-small|Tesorio", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Working Capital & Predictive Insights"}, {"id": "mai-20260917-1725-smoke|c221-l1|anthropic-small|Billtrust", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Billtrust has earned its place as the number one accounts receivable solution for mid-market and enterprise businesses"}, {"id": "mai-20260917-1725-smoke|c221-l1|anthropic-small|HighRadius", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius is recommended for enterprise-grade cash application"}, {"id": "mai-20260917-1725-smoke|c221-l1|anthropic-small|Zenskar", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B and usage-based billing, Zenskar is noted as the best accounts receivable software"}, {"id": "mai-20260917-1725-smoke|c221-l1|challenger-small|HighRadius", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c221-l1|challenger-small|TreviPay", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise B2B with lower internal support load** | **TreviPay**"}, {"id": "mai-20260917-1725-smoke|c221-l1|challenger-small|Billtrust", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then compare it against **Billtrust** if your pain point is more around customer invoicing"}, {"id": "mai-20260917-1725-smoke|c221-l1|challenger-small|Upflow", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Marketed as a unified platform combining collections automation, payments, and CRM."}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|HighRadius", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the most consistently rated leader for large, complex enterprise B2B operations"}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|Billtrust", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** and **Versapay** are strong alternatives"}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|Versapay", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative AR & dispute-heavy workflows"}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|Sidetrade", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sidetrade:** Strong AI collections agents, European market presence."}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|Tesorio", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tesorio:** Best in class for forecasting-led collections and cash flow visibility."}, {"id": "mai-20260917-1725-smoke|c221-l1|deepseek-small|Esker", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A **Gartner MQ Leader for Invoice-to-Cash** as well, strongest if you also want accounts payable (AP) automation"}, {"id": "mai-20260917-1725-smoke|c221-l1|google-small|HighRadius", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius: Best Overall for Comprehensive Order-to-Cash (O2C)"}, {"id": "mai-20260917-1725-smoke|c221-l1|google-small|Billtrust", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust: Best for Invoice Delivery & B2B Payment Networks"}, {"id": "mai-20260917-1725-smoke|c221-l1|google-small|Esker", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker: Best for Global Compliance & Multi-National Operations"}, {"id": "mai-20260917-1725-smoke|c221-l1|google-small|Sidetrade", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sidetrade: Best for AI-Driven Collections & Predictive Intelligence"}, {"id": "mai-20260917-1725-smoke|c221-l1|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mid-Enterprise & Faster ROI"}, {"id": "mai-20260917-1725-smoke|c221-l1|meta-small|HighRadius", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - an enterprise AR platform covering credit management, invoicing, collections, cash application, and deduction management."}, {"id": "mai-20260917-1725-smoke|c221-l1|meta-small|Gaviti", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gaviti - purpose-built for accounts receivable collections at growing B2B companies."}, {"id": "mai-20260917-1725-smoke|c221-l1|meta-small|Alguna", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alguna - an end-to-end quoting, billing, and invoicing platform built specifically for modern B2B companies"}, {"id": "mai-20260917-1725-smoke|c221-l1|minimax-small|HighRadius", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **HighRadius** is the top choice due to its comprehensive feature set, enterprise-grade scalability, and strong AI capabilities."}, {"id": "mai-20260917-1725-smoke|c221-l1|minimax-small|Emagia", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emagia** is an excellent alternative"}, {"id": "mai-20260917-1725-smoke|c221-l1|minimax-small|Billtrust", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Billtrust** (Best for B2B Payments)"}, {"id": "mai-20260917-1725-smoke|c221-l1|minimax-small|Zenskar", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Zenskar** (Best for Complex Billing Models)"}, {"id": "mai-20260917-1725-smoke|c221-l1|mistral-small|HighRadius", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly recommended for large enterprise B2B companies... making it a top choice"}, {"id": "mai-20260917-1725-smoke|c221-l1|mistral-small|Emagia", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **Emagia** are frequently cited as the top solutions"}, {"id": "mai-20260917-1725-smoke|c221-l1|mistral-small|Zenskar", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for B2B companies with complex billing models, offering AI-powered AR automation"}, {"id": "mai-20260917-1725-smoke|c221-l1|mistral-small|Alguna", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An end-to-end quoting, billing, and invoicing platform built specifically for modern B2B companies"}, {"id": "mai-20260917-1725-smoke|c221-l1|moonshot-small|HighRadius", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **HighRadius** first due to its: - Proven Gartner leadership position"}, {"id": "mai-20260917-1725-smoke|c221-l1|moonshot-small|Sidetrade", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Sidetrade** if you're particularly focused on AI-driven collections prediction"}, {"id": "mai-20260917-1725-smoke|c221-l1|moonshot-small|BlackLine AR", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlackLine** if AR automation needs to integrate tightly with your financial close process"}, {"id": "mai-20260917-1725-smoke|c221-l1|moonshot-small|Billtrust", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ranks as a top alternative to HighRadius"}, {"id": "mai-20260917-1725-smoke|c221-l1|moonshot-small|Versapay", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Versapay** offers a strong modern alternative with excellent user experience"}, {"id": "mai-20260917-1725-smoke|c221-l1|openai-small|HighRadius", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for large enterprise B2B AR automation:** **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c221-l1|openai-small|Billtrust", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the safest \"best overall\" pick is usually **HighRadius** or **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-l1|openai-small|Esker", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Esker** and **Sidetrade** also strong contenders depending on your priorities"}, {"id": "mai-20260917-1725-smoke|c221-l1|openai-small|Sidetrade", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Sidetrade** if AI-guided collections prioritization is your main pain point."}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|HighRadius", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius (Top pick for most enterprises)"}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|Esker", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gartner Leader (2024, 2nd year). Strong in AI document processing"}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|Billtrust", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B-focused with 260+ payment portals"}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|BlackLine", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise leader (IDC MarketScape), unified AR in close suite."}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|Sidetrade", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI collections for $500M+ B2B."}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|Versapay", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market alternatives like Versapay/Tesorio if lighter needs."}, {"id": "mai-20260917-1725-smoke|c221-l1|xai-small|Tesorio", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market alternatives like Versapay/Tesorio if lighter needs."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|HighRadius", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise AR platform:** **HighRadius** – unmatched depth, AI coverage, and strong ERP integration."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|Sidetrade (Augmented Cash)", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade (Augmented Cash)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for AI‑driven collections & benchmarking:** **Sidetrade (Augmented Cash)**."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|Versapay", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for collaborative AR and dispute resolution:** **Versapay**."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|Quadient (YayPay)", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for invoice‑heavy, O2C‑focused teams:** **Quadient (YayPay)** or **Billtrust**."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|Billtrust", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for invoice‑heavy, O2C‑focused teams:** **Quadient (YayPay)** or **Billtrust**."}, {"id": "mai-20260917-1725-smoke|c221-l1|zai-small|Emagia", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for AI‑native O2C with credit risk focus:** **Emagia**."}, {"id": "mai-20260917-1725-smoke|c221-l2|alibaba-small|HighRadius", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is widely considered the top tier for large-scale enterprise automation."}, {"id": "mai-20260917-1725-smoke|c221-l2|alibaba-small|Bluecopa", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bluecopa** is a strong contender"}, {"id": "mai-20260917-1725-smoke|c221-l2|alibaba-small|Sidetrade", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sidetrade** is excellent if your primary pain point is the behavioral aspect of collections"}, {"id": "mai-20260917-1725-smoke|c221-l2|alibaba-small|Billtrust", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often used by large organizations looking to replace legacy processes with a unified platform."}, {"id": "mai-20260917-1725-smoke|c221-l2|anthropic-small|SAP Collections", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "SAP Collections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in this space include platforms like SAP Collections, Oracle Collections, Rimini Street solutions, and specialized providers like Corcentric or FICO."}, {"id": "mai-20260917-1725-smoke|c221-l2|anthropic-small|Oracle Collections", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Oracle Collections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in this space include platforms like SAP Collections, Oracle Collections, Rimini Street solutions"}, {"id": "mai-20260917-1725-smoke|c221-l2|anthropic-small|Rimini Street", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Rimini Street", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rimini Street solutions, and specialized providers like Corcentric or FICO"}, {"id": "mai-20260917-1725-smoke|c221-l2|anthropic-small|Corcentric", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Corcentric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specialized providers like Corcentric or FICO"}, {"id": "mai-20260917-1725-smoke|c221-l2|anthropic-small|FICO", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "FICO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized providers like Corcentric or FICO"}, {"id": "mai-20260917-1725-smoke|c221-l2|challenger-small|HighRadius", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HighRadius** as the default first choice"}, {"id": "mai-20260917-1725-smoke|c221-l2|challenger-small|Billtrust", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** if you want a broader **invoice-to-cash** platform"}, {"id": "mai-20260917-1725-smoke|c221-l2|challenger-small|Tesorio", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tesorio** if you want stronger **collections inbox workflows** and forecasting"}, {"id": "mai-20260917-1725-smoke|c221-l2|challenger-small|Transformance CollectPulse", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your environment is especially complex with **SAP, Oracle, NetSuite, or Dynamics**"}, {"id": "mai-20260917-1725-smoke|c221-l2|challenger-small|C&R Software's Debt Manager", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "C&R Software's Debt Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you are operating in a more heavily regulated, multi-jurisdiction setting"}, {"id": "mai-20260917-1725-smoke|c221-l2|deepseek-small|HighRadius Accounts Receivable", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius Accounts Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the standout choice for large enterprises... **HighRadius** is the strongest recommendation"}, {"id": "mai-20260917-1725-smoke|c221-l2|deepseek-small|Billtrust", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is customer payment self-service, **Billtrust** is an excellent alternative."}, {"id": "mai-20260917-1725-smoke|c221-l2|deepseek-small|Tesorio", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best known for **advanced cash-flow forecasting and reporting**, particularly if your AR is tied to NetSuite."}, {"id": "mai-20260917-1725-smoke|c221-l2|deepseek-small|Quadient Accounts Receivable (formerly YayPay)", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient Accounts Receivable (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong option for **automated payment follow-ups**, and particularly popular in European-based large enterprises."}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|HighRadius", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the gold standard for enterprise AR."}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|Sidetrade", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sidetrade is a dominant player in the global and European enterprise markets."}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|Esker", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker is a massive global player that excels at standardizing O2C operations"}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|Billtrust", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Billtrust excels at the intersection of billing, collections, and B2B payment acceptance."}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|BlackLine", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their automated cash application and AR collections module integrates seamlessly into your existing ecosystem"}, {"id": "mai-20260917-1725-smoke|c221-l2|google-small|Versapay", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Versapay's \"Collaborative AR\" network allows buyers and sellers to chat directly inside the invoice portal"}, {"id": "mai-20260917-1725-smoke|c221-l2|meta-small|Resolve Pay", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best collections management tool for a large B2B company with thousands of employees would be Resolve Pay, Pagero, or Finvi"}, {"id": "mai-20260917-1725-smoke|c221-l2|meta-small|Pagero", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Resolve Pay, Pagero, or Finvi, as they are highly rated"}, {"id": "mai-20260917-1725-smoke|c221-l2|meta-small|Finvi", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Resolve Pay, Pagero, or Finvi, as they are highly rated"}, {"id": "mai-20260917-1725-smoke|c221-l2|minimax-small|HighRadius Accounts Receivable", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius Accounts Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **HighRadius** or **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-l2|minimax-small|Billtrust", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **HighRadius** or **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-l2|minimax-small|Esker Collections Management", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker Collections Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise B2B cash collections"}, {"id": "mai-20260917-1725-smoke|c221-l2|minimax-small|Finvi", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** High-volume collections with compliance needs"}, {"id": "mai-20260917-1725-smoke|c221-l2|minimax-small|Transformance CollectPulse", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-market to large enterprises (\\u20ac500M-\\u20ac25B+ revenue)"}, {"id": "mai-20260917-1725-smoke|c221-l2|mistral-small|Transformance CollectPulse", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Transformance CollectPulse and HighRadius are the most robust options"}, {"id": "mai-20260917-1725-smoke|c221-l2|mistral-small|HighRadius", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Transformance CollectPulse and HighRadius are the most robust options"}, {"id": "mai-20260917-1725-smoke|c221-l2|mistral-small|Finvi", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finvi and Bluecopa are also excellent, depending on your specific workflow"}, {"id": "mai-20260917-1725-smoke|c221-l2|mistral-small|Bluecopa", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Finvi and Bluecopa are also excellent, depending on your specific workflow"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|HighRadius Accounts Receivables", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius Accounts Receivables", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the primary choice"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|Billtrust", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up**: Choose **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|Tesorio", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Tesorio** if you need faster implementation and prioritize ease of use"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|SAP S/4HANA Cloud Collections and Dispute Management", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud Collections and Dispute Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **SAP** | SAP S/4HANA Cloud Collections and Dispute Management |"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|Oracle Fusion Cloud ERP Collections", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP Collections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Oracle** | Oracle Fusion Cloud ERP Collections |"}, {"id": "mai-20260917-1725-smoke|c221-l2|moonshot-small|NetSuite Accounts Receivable Collections", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "NetSuite Accounts Receivable Collections", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **NetSuite** | NetSuite Accounts Receivable Collections |"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|HighRadius", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HighRadius** as the strongest first choice for **enterprise collections management**"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|SAP S/4HANA Cloud Accounts Receivable Automation", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud Accounts Receivable Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're an SAP shop and want collections, dispute management, and cash application tightly integrated into SAP"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|Billtrust", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a mature enterprise AR platform with strong invoicing, B2B payments, and cash application"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|Kolleno", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kolleno / Tesorio / Quadient AR** if you want more modern collections workflows and automation"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|Tesorio", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kolleno / Tesorio / Quadient AR** if you want more modern collections workflows and automation"}, {"id": "mai-20260917-1725-smoke|c221-l2|openai-small|Quadient AR", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kolleno / Tesorio / Quadient AR** if you want more modern collections workflows and automation"}, {"id": "mai-20260917-1725-smoke|c221-l2|xai-small|HighRadius", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend HighRadius as the top collections management tool."}, {"id": "mai-20260917-1725-smoke|c221-l2|xai-small|Billtrust", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong alternative: Billtrust"}, {"id": "mai-20260917-1725-smoke|c221-l2|xai-small|Tesorio", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "rank it among the leaders alongside Billtrust and Tesorio for enterprise credit/collections"}, {"id": "mai-20260917-1725-smoke|c221-l2|zai-small|HighRadius", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is **HighRadius**—especially **HighRadius Accounts Receivable**"}, {"id": "mai-20260917-1725-smoke|c221-l2|zai-small|Billtrust", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner‑up:** Billtrust for high‑volume invoice handling."}, {"id": "mai-20260917-1725-smoke|c221-l2|zai-small|Tesorio", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider:** Tesorio or Gaviti if you want a strong AI‑native platform"}, {"id": "mai-20260917-1725-smoke|c221-l2|zai-small|Gaviti", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider:** Tesorio or Gaviti if you want a strong AI‑native platform"}, {"id": "mai-20260917-1725-smoke|c221-l3|alibaba-small|HighRadius", "prompt": "c221-l3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader and most comprehensive platform, covering every aspect of AR"}, {"id": "mai-20260917-1725-smoke|c221-l3|alibaba-small|Bill360", "prompt": "c221-l3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Bill360** if your biggest pain point is accurately reconciling payments against invoices."}, {"id": "mai-20260917-1725-smoke|c221-l3|alibaba-small|Centime", "prompt": "c221-l3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Centime** if your biggest challenge is collecting past-due payments"}, {"id": "mai-20260917-1725-smoke|c221-l3|alibaba-small|Lunos", "prompt": "c221-l3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Lunos** if you want to reduce headcount reliance and utilize autonomous AI"}, {"id": "mai-20260917-1725-smoke|c221-l3|anthropic-small|HighRadius", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "named a Leader in the 2024 Gartner Magic Quadrant for Invoice-to-Cash Applications for the third consecutive year, positioned highest for Ability to Execute"}, {"id": "mai-20260917-1725-smoke|c221-l3|anthropic-small|Billtrust", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust earned G2 Leader status in AR Automation for 19 consecutive quarters"}, {"id": "mai-20260917-1725-smoke|c221-l3|anthropic-small|Versapay", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay focuses on collaborative AR by providing shared portals"}, {"id": "mai-20260917-1725-smoke|c221-l3|anthropic-small|YayPay (Quadient)", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "YayPay (Quadient)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "uses predictive analytics to forecast cash flow and automate collections outreach"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|HighRadius", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the strongest fit for **large, complex enterprises**... multiple sources position it as the leading enterprise AR suite"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|Billtrust", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** is best for **enterprise B2B suppliers** that want **invoicing, payments, and cash application** in one platform"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|Esker", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Esker** is a good choice for enterprises wanting a **broad document- and process-automation suite**"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|BlackLine", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "most attractive to organizations already using it for **financial close and reconciliation**"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|Serrala", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "positioned for enterprises that want **order-to-cash plus treasury coverage**"}, {"id": "mai-20260917-1725-smoke|c221-l3|challenger-small|Sidetrade", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a strong fit for **mid-to-large enterprises**, especially in Europe, that want **AI-led collections**"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|HighRadius", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise category leader (3× Gartner-recognized). Deepest AI for cash application... Best for complex, high-volume, multi-ERP enterprise order-to-cash operations."}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Billtrust", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market to enterprise invoicing and payments. Feature-rich, strong payment network reach"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Versapay", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading collaborative AR with a strong customer self-service portal"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Tesorio", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SaaS/subscription businesses and large enterprises needing advanced cash-flow forecasting"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Esker", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for complex global invoice delivery and international AR (multi-currency, SEPA)"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Lockstep", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lockstep = customer self-service"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Invoiced", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Lockstep / Invoiced / Centime / Upflow — Various niches"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Centime", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Centime = all-in-one AR+AP"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Upflow", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Upflow = DSO-focused collections"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Quadient", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market collections focus"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|BILL (Bill.com)", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "User-friendly SMB/mid-market invoicing"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Freehand", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Freehand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some (HighRadius, Freehand) execute tasks autonomously via agentic AI"}, {"id": "mai-20260917-1725-smoke|c221-l3|deepseek-small|Loop", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Loop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Loop (logistics)"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|HighRadius", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as a global market leader, HighRadius is the software-of-choice for Fortune 500 enterprises"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|Billtrust", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Invoicing and B2B Payment Networks"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|Versapay", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Customer Collaboration and Dispute-Heavy Billing"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|Esker", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Document Workflows and Multi-Language Compliance"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|Quadient AR (Formerly YayPay)", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (Formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Predictability & Out-of-the-Box Automation"}, {"id": "mai-20260917-1725-smoke|c221-l3|google-small|TreviPay", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Funded Credit and Operational Outsourcing"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|LedgerUp", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LedgerUp is best for B2B SaaS with custom contracts"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|HighRadius", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HighRadius is considered the best enterprise AR automation suite"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|Accenture", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Accenture is an enterprise vendor with a high score"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|Monk", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Monk is an AI-native invoice-to-cash platform"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|Billtrust", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Billtrust being ideal for enterprise B2B suppliers"}, {"id": "mai-20260917-1725-smoke|c221-l3|meta-small|Bluecopa", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bluecopa suitable for mid-market to enterprise teams"}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|HighRadius", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the market‑leader for the largest, most complex AR organizations (global banks, manufacturers)."}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Billtrust", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** shines for invoice‑centric, B2B‑heavy firms that need flexible billing & payment options."}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Centime", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Centime** ... is best if you want a single platform for AR + AP + Treasury."}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Versapay", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Versapay** & **Tesorio** serve companies that prioritize collaboration and advanced analytics, respectively."}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Tesorio", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large enterprises needing advanced analytics & AI"}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|LedgerUp", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LedgerUp** is the go‑to for SaaS/usage‑based businesses that need contract‑aware AR."}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|BlackLine AR", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies already using BlackLine for GL‑reconciliation |AR as a module of a broader finance‑automation suite"}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Gaviti", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid‑market firms seeking modular AR"}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Upflow", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tech‑forward mid‑market | AI‑enhanced collections"}, {"id": "mai-20260917-1725-smoke|c221-l3|minimax-small|Invoiced", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Small‑to‑mid teams with basic AR needs"}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|HighRadius", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **end-to-end AR automation** in large enterprises, **HighRadius** is the leader."}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|PTC Vuforia (AR Suite)", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "PTC Vuforia (AR Suite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For **CAD-driven AR work instructions**, **PTC Vuforia** is unmatched."}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|TeamViewer (Frontline)", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TeamViewer (Frontline)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For **remote support and device control**, **TeamViewer Frontline** is strongest."}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|BlackLine AR", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **modern, cloud-based AR**, consider **BlackLine AR**."}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|ScopeAR", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ScopeAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For **real-time remote assistance**, look at **ScopeAR** or similar."}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|Help Lightning", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Help Lightning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These platforms excel in real-time remote assistance and expert collaboration"}, {"id": "mai-20260917-1725-smoke|c221-l3|mistral-small|SightCall", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "SightCall", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on live AR support rather than end-to-end AR automation."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|HighRadius", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** if you need a comprehensive, AI-heavy O2C suite and have IT resources for a large implementation."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|BlackLine", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Unified platform** gold standard; deep AI, close-suite integration, audit/compliance focus; IDC MarketScape leader"}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Billtrust", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong **invoice delivery and payment facilitation**; credit management inside broader AR platform"}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Esker", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bundles **S2P and O2C** in one enterprise suite"}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Tesorio", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Tesorio** if you're a NetSuite-centered mid-market/enterprise team focused on collections and cash forecasting."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Versapay", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Versapay** or **TreviPay** if improving the *customer payment experience* ... is your primary goal."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Centime", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Centime** if you want AR, AP, forecasting, and banking unified inside your ERP."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Sidetrade", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized in **collections optimization** for large B2B receivables"}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|TreviPay", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Versapay** or **TreviPay** if improving the *customer payment experience* (portal or net terms) is your primary goal."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Transformance", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Newer AI-native entrants** (e.g., Transformance): Use vision-language models instead of OCR/templates"}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|Lockstep", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lockstep prioritizes customer self-service to reduce internal ticket volume."}, {"id": "mai-20260917-1725-smoke|c221-l3|moonshot-small|GETPAID (FIS)", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "GETPAID (FIS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Billtrust, GETPAID (FIS)"}, {"id": "mai-20260917-1725-smoke|c221-l3|openai-small|HighRadius", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Want the broadest AR automation across collections, deductions, cash app, and credit? HighRadius or BlackLine."}, {"id": "mai-20260917-1725-smoke|c221-l3|openai-small|BlackLine Invoice-to-Cash", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine Invoice-to-Cash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HighRadius or BlackLine."}, {"id": "mai-20260917-1725-smoke|c221-l3|openai-small|Billtrust", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want the best billing/payment network and customer payment experience? Billtrust."}, {"id": "mai-20260917-1725-smoke|c221-l3|openai-small|Oracle Fusion Cloud Financials / Receivables AI", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Oracle Fusion Cloud Financials / Receivables AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit mainly for Oracle shops"}, {"id": "mai-20260917-1725-smoke|c221-l3|openai-small|SAP Cash Application / SAP AR AI Assistants", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "SAP Cash Application / SAP AR AI Assistants", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit mainly for SAP shops"}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|HighRadius", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with HighRadius** for comprehensive enterprise needs."}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Billtrust", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Superior invoicing & payment acceptance; strong CX focus; quick value in billing."}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Versapay", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in customer collaboration & dispute resolution"}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Tesorio", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ties operations to cash visibility; fast for non-IT heavy setups."}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Esker", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for international ops & doc automation; broad finance suite."}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Sidetrade", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-tier AI for collections intel & execution"}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Quadient", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Quadient, BlackLine AR, and Gaviti are strong contenders but more mid-market tilted or modular."}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|BlackLine AR", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "strong contenders but more mid-market tilted or modular"}, {"id": "mai-20260917-1725-smoke|c221-l3|xai-small|Gaviti", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "strong contenders but more mid-market tilted or modular"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|HighRadius", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the industry leader for large-scale AR automation"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|Bill.com", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Volume-Based\" Generalist: Bill.com"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|Zoho Financial Services", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Financial Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"Flat-Rate\" Hybrid: Zoho Financial Services"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|NetSuite (Oracle)", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use **NetSuite (Oracle)**, **SAP**, or **Microsoft Dynamics 365**, utilizing the native modules is the only way to achieve truly zero variable cost increase"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|SAP", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you use **NetSuite (Oracle)**, **SAP**, or **Microsoft Dynamics 365**, utilizing the native modules"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|Microsoft Dynamics 365", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you use **NetSuite (Oracle)**, **SAP**, or **Microsoft Dynamics 365**, utilizing the native modules"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|NetSuite Automation (NS Automation)", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "NetSuite Automation (NS Automation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "third-party apps like *NetSuite Automation* or *OneSource* ... are priced by \"instances\" or volume, not user seats"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|OneSource", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "OneSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*OneSource* (for AP, also handles AR logic) are priced by \"instances\" or volume"}, {"id": "mai-20260917-1725-smoke|c221-l4|alibaba-small|Oracle Fusion", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Oracle Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Oracle’s native AR collections engine is designed to handle thousands of concurrent users without extra licensing fees"}, {"id": "mai-20260917-1725-smoke|c221-l4|anthropic-small|HighRadius", "prompt": "c221-l4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** (Best Overall for Enterprise Scale)"}, {"id": "mai-20260917-1725-smoke|c221-l4|anthropic-small|Centime", "prompt": "c221-l4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Centime** (Best for Predictable Pricing with Multiple Users)"}, {"id": "mai-20260917-1725-smoke|c221-l4|anthropic-small|TreviPay", "prompt": "c221-l4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TreviPay** (Best for Predictable Costs Through Funded Model)"}, {"id": "mai-20260917-1725-smoke|c221-l4|challenger-small|Billtrust", "prompt": "c221-l4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Billtrust** if you want an enterprise AR platform with a more traditional software model"}, {"id": "mai-20260917-1725-smoke|c221-l4|challenger-small|HighRadius", "prompt": "c221-l4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "multiple sources note that **HighRadius pricing is quote-only / custom / enterprise-only**, which makes total cost less predictable upfront"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Quick Receivable", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quick Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AR automation software is **Quick Receivable** — but only if you're on Salesforce"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|HighRadius", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Poor** – Cost scales with collections performance, not headcount"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Esker", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Poor** – Every invoice/payment adds cost"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Billtrust", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Poor** – Volume-driven, not user-driven"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Versapay", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Poor** – Mid-market $50K–$150K/year; enterprise easily $200K+"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Sidetrade", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Poor** – German enterprise median ~€71K/year, but opaque"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Tesorio", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tesorio** (negotiate flat enterprise tier, no per-seat surprises)"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Gaviti", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vendors like **Tesorio** (median contract ~$17K/year) and **Gaviti** are more willing to offer flat enterprise pricing"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|SAP FSCM", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "SAP FSCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick with your ERP's native order-to-cash module (SAP FSCM, Oracle Receivables, NetSuite SuiteBilling) for basic AR automation"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|Oracle Receivables", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Oracle Receivables", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick with your ERP's native order-to-cash module (SAP FSCM, Oracle Receivables, NetSuite SuiteBilling)"}, {"id": "mai-20260917-1725-smoke|c221-l4|deepseek-small|NetSuite SuiteBilling", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "NetSuite SuiteBilling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick with your ERP's native order-to-cash module (SAP FSCM, Oracle Receivables, NetSuite SuiteBilling)"}, {"id": "mai-20260917-1725-smoke|c221-l4|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprises needing true \"Unlimited User\" out-of-the-box pricing.... all of its packages explicitly include **unlimited user licenses** at no additional cost"}, {"id": "mai-20260917-1725-smoke|c221-l4|google-small|Billtrust", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-volume B2B enterprises requiring transaction-based pricing."}, {"id": "mai-20260917-1725-smoke|c221-l4|google-small|HighRadius", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global Fortune 1000s standardizing O2C on \"Outcome-Based\" pricing."}, {"id": "mai-20260917-1725-smoke|c221-l4|google-small|Versapay", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Collaborative AR where customers and internal teams share a portal."}, {"id": "mai-20260917-1725-smoke|c221-l4|meta-small|HighRadius", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable automation software for a large company that needs predictable total cost across thousands of users is HighRadius."}, {"id": "mai-20260917-1725-smoke|c221-l4|meta-small|Upflow", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Upflow, Quadient AR, Versapay, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-l4|meta-small|Quadient AR", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Upflow, Quadient AR, Versapay, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-l4|meta-small|Versapay", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Upflow, Quadient AR, Versapay, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-l4|meta-small|Invoiced", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Upflow, Quadient AR, Versapay, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|HighRadius", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Negotiate directly with HighRadius, Billtrust, or Esker for a multi-year flat fee... Consider outcome-based models (like HighRadius offers)"}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|Billtrust", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Negotiate directly with HighRadius, Billtrust, or Esker for a multi-year flat fee based on your specific scope"}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|Esker", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Negotiate directly with HighRadius, Billtrust, or Esker for a multi-year flat fee based on your specific scope"}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|Sidetrade", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most enterprise AR automation vendors—HighRadius, Billtrust, Esker, Sidetrade—do not publish pricing at all."}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|Quick Receivable", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quick Receivable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$100/user/month (includes Salesforce dependency) — not truly flat across unlimited users"}, {"id": "mai-20260917-1725-smoke|c221-l4|minimax-small|AccountsReceivable.ai", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "AccountsReceivable.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Offers flat monthly fee tiers, though aimed at SMB/mid-market"}, {"id": "mai-20260917-1725-smoke|c221-l4|mistral-small|HighRadius", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** stands out as the best accounts receivable automation software"}, {"id": "mai-20260917-1725-smoke|c221-l4|mistral-small|TreviPay", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options with custom or enterprise pricing include TreviPay (custom pricing based on volume and scope)"}, {"id": "mai-20260917-1725-smoke|c221-l4|mistral-small|Billtrust", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust (designed for large enterprises)"}, {"id": "mai-20260917-1725-smoke|c221-l4|moonshot-small|HighRadius", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **large company with thousands of users**, **HighRadius** stands out"}, {"id": "mai-20260917-1725-smoke|c221-l4|moonshot-small|Billtrust", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Uses traditional quote-based pricing; less predictable than outcome-based models but established in large enterprises."}, {"id": "mai-20260917-1725-smoke|c221-l4|moonshot-small|Versapay", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** \\u2014 Best for Collaborative AR with Modern UX"}, {"id": "mai-20260917-1725-smoke|c221-l4|moonshot-small|BlackLine", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Caution:** BlackLine ... uses **named user licensing**\\u2014costs would scale prohibitively with thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|openai-small|Quadient AR", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want my **single best recommendation for predictable total cost across thousands of users**, I'd start with **Quadient AR**"}, {"id": "mai-20260917-1725-smoke|c221-l4|openai-small|HighRadius", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit if your priority is **deep enterprise AR functionality** ... you're comfortable with a sales-led enterprise deal"}, {"id": "mai-20260917-1725-smoke|c221-l4|openai-small|BILL AR", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "publish per-user pricing, which is predictable in a small team but can become expensive fast when you scale to thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|HighRadius", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius stands out as the top recommendation for accounts receivable (AR) automation software tailored to large enterprises"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|TreviPay", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TreviPay (Best for Predictable Cash Flow + AR Automation)"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|Billtrust", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mature for invoice-to-cash at scale (lockbox matching, AI collections)"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|Versapay", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SMB/mid-market tools (e.g., Versapay, BILL, Chaser, Paidnice) often use per-user ... exploding costs for thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|BILL", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often use per-user (~$49–$650/user/month) or % collections, exploding costs for thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|Chaser", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often use per-user (~$49–$650/user/month) or % collections, exploding costs for thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|Paidnice", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often use per-user (~$49–$650/user/month) or % collections, exploding costs for thousands of users"}, {"id": "mai-20260917-1725-smoke|c221-l4|xai-small|AccountsReceivable.ai", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "AccountsReceivable.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Flat-fee options exist (e.g., AccountsReceivable.ai at ~$299/month) but lack proven enterprise scalability."}, {"id": "mai-20260917-1725-smoke|c221-l4|zai-small|HighRadius", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HighRadius is the industry standard for large enterprises, but their pricing model is different."}, {"id": "mai-20260917-1725-smoke|c221-l4|zai-small|Billtrust", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most enterprise-grade AR automation software (like HighRadius, Billtrust, and Esker) does not publish per-user pricing"}, {"id": "mai-20260917-1725-smoke|c221-l4|zai-small|Esker", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise-grade AR automation software (like HighRadius, Billtrust, and Esker) does not publish per-user pricing"}, {"id": "mai-20260917-1725-smoke|c221-l4|zai-small|BILL", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For a strict \"predictable total cost\" requirement, **BILL** is your safest bet."}, {"id": "mai-20260917-1725-smoke|c221-l4|zai-small|TreviPay", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Predictable Cash Flow (Financing Model): TreviPay"}, {"id": "mai-20260917-1725-smoke|c221-l5|anthropic-small|Billtrust", "prompt": "c221-l5", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most enterprise AR automation vendors (like Billtrust, Tungsten Automation, Esker, etc.) will have documentation on these topics."}, {"id": "mai-20260917-1725-smoke|c221-l5|anthropic-small|Tungsten Automation", "prompt": "c221-l5", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tungsten Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most enterprise AR automation vendors (like Billtrust, Tungsten Automation, Esker, etc.) will have documentation on these topics."}, {"id": "mai-20260917-1725-smoke|c221-l5|anthropic-small|Esker", "prompt": "c221-l5", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise AR automation vendors (like Billtrust, Tungsten Automation, Esker, etc.) will have documentation on these topics."}, {"id": "mai-20260917-1725-smoke|c221-l5|challenger-small|HighRadius", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A practical shortlist for an enterprise evaluation would usually include **HighRadius, Billtrust, Esker, Tesorio, and Emagia**"}, {"id": "mai-20260917-1725-smoke|c221-l5|challenger-small|Billtrust", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlist ... include **HighRadius, Billtrust, Esker, Tesorio, and Emagia**"}, {"id": "mai-20260917-1725-smoke|c221-l5|challenger-small|Esker", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist ... include **HighRadius, Billtrust, Esker, Tesorio, and Emagia**"}, {"id": "mai-20260917-1725-smoke|c221-l5|challenger-small|Tesorio", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist ... include **HighRadius, Billtrust, Esker, Tesorio, and Emagia**"}, {"id": "mai-20260917-1725-smoke|c221-l5|challenger-small|Emagia", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist ... include **HighRadius, Billtrust, Esker, Tesorio, and Emagia**"}, {"id": "mai-20260917-1725-smoke|c221-l5|meta-small|Fazeshift", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Fazeshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Fazeshift**: Offers SOC 1 & 2 Type II compliance, SSO capability, and advanced encryption."}, {"id": "mai-20260917-1725-smoke|c221-l5|meta-small|HighRadius", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Provides autonomous cash application, predictive credit risk assessment, and deep ERP integration. It is suitable for large enterprises and is SOC 2 compliant."}, {"id": "mai-20260917-1725-smoke|c221-l5|meta-small|Billtrust", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers AI-driven cash application and dunning automation, with ERP sync capabilities."}, {"id": "mai-20260917-1725-smoke|c221-l5|minimax-small|HighRadius", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** | Deep ERP integration, AI-native, strong credit management | Larger implementation scope"}, {"id": "mai-20260917-1725-smoke|c221-l5|minimax-small|Billtrust", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** | Strong B2B payments, decades of experience | May require more customization"}, {"id": "mai-20260917-1725-smoke|c221-l5|minimax-small|Kyriba", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Treasury-focused, strong on bank connectivity | More treasury-centric"}, {"id": "mai-20260917-1725-smoke|c221-l5|minimax-small|Cognitivescale", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Cognitivescale", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AI-powered, enterprise-grade | Smaller market presence"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|HighRadius", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Software-only, in-house control**: **HighRadius**, **Emagia**, **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|Emagia", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Software-only, in-house control**: **HighRadius**, **Emagia**, **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|Tesorio", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Software-only, in-house control**: **HighRadius**, **Emagia**, **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|Versapay", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Collaboration/portals + collections**: **Versapay**, **Quadient AR (YayPay)**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|Quadient AR (YayPay)", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Collaboration/portals + collections**: **Versapay**, **Quadient AR (YayPay)**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|TreviPay", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Credit + funded net terms (outsourced receivables)**: **TreviPay**"}, {"id": "mai-20260917-1725-smoke|c221-l5|moonshot-small|LedgerUp", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**B2B SaaS-centric with strong ERP sync**: **LedgerUp** (SOC 2 Type II, strong NetSuite/Sage Intacct sync)"}, {"id": "mai-20260917-1725-smoke|c221-l5|xai-small|HighRadius", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top contenders often include HighRadius, Billtrust, Versapay, Esker, and Stuut"}, {"id": "mai-20260917-1725-smoke|c221-l5|xai-small|Billtrust", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top contenders often include HighRadius, Billtrust, Versapay, Esker, and Stuut"}, {"id": "mai-20260917-1725-smoke|c221-l5|xai-small|Versapay", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top contenders often include HighRadius, Billtrust, Versapay, Esker, and Stuut"}, {"id": "mai-20260917-1725-smoke|c221-l5|xai-small|Esker", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top contenders often include HighRadius, Billtrust, Versapay, Esker, and Stuut"}, {"id": "mai-20260917-1725-smoke|c221-l5|xai-small|Stuut", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top contenders often include HighRadius, Billtrust, Versapay, Esker, and Stuut"}, {"id": "mai-20260917-1725-smoke|c221-l6|alibaba-small|SAP", "prompt": "c221-l6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While major ERPs (SAP, Oracle, NetSuite) include AR modules, relying solely on them is a common pitfall for large global organizations."}, {"id": "mai-20260917-1725-smoke|c221-l6|alibaba-small|Oracle", "prompt": "c221-l6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While major ERPs (SAP, Oracle, NetSuite) include AR modules, relying solely on them is a common pitfall for large global organizations."}, {"id": "mai-20260917-1725-smoke|c221-l6|alibaba-small|NetSuite", "prompt": "c221-l6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While major ERPs (SAP, Oracle, NetSuite) include AR modules, relying solely on them is a common pitfall for large global organizations."}, {"id": "mai-20260917-1725-smoke|c221-l6|challenger-small|HighRadius", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "several sources identify **HighRadius, Billtrust, Esker, Sidetrade, and Versapay** as *enterprise-suitable* rather than tools to avoid outright"}, {"id": "mai-20260917-1725-smoke|c221-l6|challenger-small|Billtrust", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "identify **HighRadius, Billtrust, Esker, Sidetrade, and Versapay** as *enterprise-suitable* rather than tools to avoid outright"}, {"id": "mai-20260917-1725-smoke|c221-l6|challenger-small|Esker", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "identify **HighRadius, Billtrust, Esker, Sidetrade, and Versapay** as *enterprise-suitable* rather than tools to avoid outright"}, {"id": "mai-20260917-1725-smoke|c221-l6|challenger-small|Sidetrade", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "identify **HighRadius, Billtrust, Esker, Sidetrade, and Versapay** as *enterprise-suitable* rather than tools to avoid outright"}, {"id": "mai-20260917-1725-smoke|c221-l6|challenger-small|Versapay", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "identify **HighRadius, Billtrust, Esker, Sidetrade, and Versapay** as *enterprise-suitable* rather than tools to avoid outright"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|BILL (formerly Bill.com)", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB and Mid-Market \"Out-of-the-Box\" Tools (Avoid)... they are entirely unequipped to handle enterprise-level architecture."}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Zoho Books", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB and Mid-Market \"Out-of-the-Box\" Tools (Avoid)"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Chaser", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB and Mid-Market \"Out-of-the-Box\" Tools (Avoid)"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Melio", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB and Mid-Market \"Out-of-the-Box\" Tools (Avoid)"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|QuickBooks-native add-ons", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks-native add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SMB and Mid-Market \"Out-of-the-Box\" Tools (Avoid)"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|HighRadius", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highly Complex Legacy Enterprise Giants (Proceed with High Caution)... frequently cited in failed or stalled implementations"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Billtrust", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Proceed with High Caution... If you implement a billing-focused tool like Billtrust or Chargebee, you will struggle"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|BlackLine", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Examples: HighRadius, Billtrust, BlackLine... Lengthy and Costly Deployments"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Chargebee", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If you implement a billing-focused tool like Billtrust or Chargebee, you will struggle"}, {"id": "mai-20260917-1725-smoke|c221-l6|google-small|Sidetrade", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "found in platforms like HighRadius or Sidetrade"}, {"id": "mai-20260917-1725-smoke|c221-l6|meta-small|HighRadius", "prompt": "c221-l6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has heavier implementation and governance requirements, which can be a mismatch risk"}, {"id": "mai-20260917-1725-smoke|c221-l6|meta-small|Tesorio", "prompt": "c221-l6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it can be overkill if you only need basic invoicing + reminders"}, {"id": "mai-20260917-1725-smoke|c221-l6|mistral-small|HighRadius", "prompt": "c221-l6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** While HighRadius is often cited as the best enterprise AR automation suite, it is frequently flagged for requiring significant upfront IT involvement"}, {"id": "mai-20260917-1725-smoke|c221-l6|mistral-small|Billtrust", "prompt": "c221-l6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its fit can be limited for enterprises with complex SaaS billing... integration can be challenging depending on the ERP ecosystem"}, {"id": "mai-20260917-1725-smoke|c221-l6|mistral-small|Versapay", "prompt": "c221-l6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises with high transaction volumes or complex internal workflows may find it less scalable or limited in advanced automation capabilities"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Bill.com", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Vendors like **Bill.com, Stampli, Tipalti, Medius, and Basware** offer narrowly focused AR tools that: - Fail when business processes deviate"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Stampli", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Vendors like **Bill.com, Stampli, Tipalti, Medius, and Basware** offer narrowly focused AR tools"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Tipalti", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Vendors like **Bill.com, Stampli, Tipalti, Medius, and Basware** offer narrowly focused AR tools"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Medius", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Vendors like **Bill.com, Stampli, Tipalti, Medius, and Basware** offer narrowly focused AR tools"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Basware", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Vendors like **Bill.com, Stampli, Tipalti, Medius, and Basware** offer narrowly focused AR tools"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|SAP", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional ERP AR functionality from systems like SAP, Oracle, etc.: - Were built for transaction recording, not workflow automation"}, {"id": "mai-20260917-1725-smoke|c221-l6|moonshot-small|Oracle", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional ERP AR functionality from systems like SAP, Oracle, etc.: - Were built for transaction recording, not workflow automation"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|BILL (formerly Bill.com)", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools Primarily for SMBs/Mid-Market (Avoid for Large-Scale Enterprise Use)"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|FreshBooks", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Geared toward SMBs with simpler needs. Reviews highlight scalability limits"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|QuickBooks AR", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks AR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Large-Scale Enterprise Use"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Chaser", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Chaser scores well on security ... but has narrower compliance depth and revenue-band pricing that spikes unpredictably"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Gaviti", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Large-Scale Enterprise Use"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Invoiced", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Large-Scale Enterprise Use"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Kolleno", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Large-Scale Enterprise Use"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|HighRadius", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Preferred enterprise fits (per 2026 reviews): HighRadius (if you stomach setup)"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Billtrust", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Billtrust (B2B payments)... Hybrid/on-prem complexity; integration silos"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Esker", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Regional focus (e.g., Europe); less global scale in non-O2C workflows"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Sidetrade", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Narrower outside Europe; customization limits"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|BlackLine", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Book-close focus over full AR; visibility issues when stacked"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Emagia", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Emagia (implementation focus)"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|SAP Ariba", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "or integrated suites like SAP Ariba/Oracle"}, {"id": "mai-20260917-1725-smoke|c221-l6|xai-small|Oracle", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "or integrated suites like SAP Ariba/Oracle"}, {"id": "mai-20260917-1725-smoke|c221-l6|zai-small|SAP's native AR module", "prompt": "c221-l6", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP's native AR module", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools that market themselves as \"full-service AR\" built **only into your ERP** (e.g., SAP's native AR module...) ... They are **underpowered for high-volume, multi-entity environments**"}, {"id": "mai-20260917-1725-smoke|c221-l6|zai-small|Oracle's built-in cash application", "prompt": "c221-l6", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Oracle's built-in cash application", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ERP-native modules often lack AI-driven auto-match, robust exception handling... (e.g., ... Oracle's built-in cash application)"}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Versapay", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you struggle with disputes and customer communication: Start with **Versapay**."}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Quadient (AR Platform)", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (AR Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need predictive insights to improve DSO: Choose **Quadient** or **Tesorio**."}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Billtrust", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Tesorio", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Quadient** or **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Bill.com", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want an all-in-one AP/AR platform with strong usability: Try **Bill.com**."}, {"id": "mai-20260917-1725-smoke|c221-m1|alibaba-small|Yonovo (formerly HighRadius)", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Yonovo (formerly HighRadius)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Yonovo offers a full-stack O2C solution including invoicing, collections, and cash application."}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|Quadient (YayPay)", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Quadient (YayPay) is best for mid-market B2B finance teams wanting predictive cash application and dispute automation."}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|Monk", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Monk emerges as the strongest overall choice for most mid-market and enterprise businesses"}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|HighRadius", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius is strong for enterprise-grade cash application"}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|Versapay", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay for collaborative AR with a customer portal"}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|BILL", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL for teams under 100 employees who need a fast setup with QuickBooks or NetSuite sync"}, {"id": "mai-20260917-1725-smoke|c221-m1|anthropic-small|Invoiced", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Invoiced automates the billing and collections cycle for mid-market B2B companies"}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|Quadient AR (YayPay)", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **Quadient AR (YayPay)**"}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|Versapay", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market teams that want buyer-facing invoice collaboration and dispute resolution."}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|Credit-IQ", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for small-to-mid-sized B2B teams wanting quick deployment"}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|HighRadius", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better when your mid-market company is already operating at enterprise complexity"}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|Billtrust", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HighRadius** or **Billtrust** | Better when your mid-market company is already operating at enterprise complexity"}, {"id": "mai-20260917-1725-smoke|c221-m1|challenger-small|Upflow", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best when you want collections plus payments plus CRM-style customer management in one platform."}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Quadient AR (formerly YayPay) — Best overall for mid-market B2B"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Versapay", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Quadient AR** and **Versapay** are the strongest, most commonly recommended starting points"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Upflow", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS/tech-forward teams & fast implementation"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Chaser", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for automated chasing + forecasting"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|HighRadius", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More robust, but heavier implementation"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Esker", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for established, multi-ERP mid-market"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Serrala", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some tools (e.g., Serrala) are SAP-specific"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Transformance", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "others (Transformance, Esker) work across SAP and Dynamics"}, {"id": "mai-20260917-1725-smoke|c221-m1|deepseek-small|Billtrust", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "custom enterprise pricing (Billtrust)"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictability and Collections Playbooks"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Versapay", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Dispute-Heavy Customer Relationships & Collaboration"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Tesorio", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS, Subscription B2B, and Cash Flow Forecasting"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Billtrust", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "it is an excellent option for upper mid-market companies that handle massive invoice volumes"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Upflow", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Upflow or Gaviti are the premier mid-market additions"}, {"id": "mai-20260917-1725-smoke|c221-m1|google-small|Gaviti", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Upflow or Gaviti are the premier mid-market additions"}, {"id": "mai-20260917-1725-smoke|c221-m1|meta-small|HighRadius", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - Best for mid-market and enterprise businesses seeking complete autonomous order-to-cash automation."}, {"id": "mai-20260917-1725-smoke|c221-m1|meta-small|Quadient (YayPay)", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market B2B finance teams wanting predictive cash application and dispute automation."}, {"id": "mai-20260917-1725-smoke|c221-m1|meta-small|Credit-IQ", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small and mid-sized B2B teams that want fast setup, automated reminders, accounting integrations"}, {"id": "mai-20260917-1725-smoke|c221-m1|meta-small|Tesorio", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for mid-market companies with annual revenue between $50M and $250M."}, {"id": "mai-20260917-1725-smoke|c221-m1|minimax-small|Billtrust", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** — Best Overall for Mid-Market"}, {"id": "mai-20260917-1725-smoke|c221-m1|minimax-small|HighRadius", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** — Best for AI-Powered Automation"}, {"id": "mai-20260917-1725-smoke|c221-m1|minimax-small|Versapay", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** — Best for Collaborative AR"}, {"id": "mai-20260917-1725-smoke|c221-m1|minimax-small|Quadient", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Quadient** — Best for mid-market collections specifically"}, {"id": "mai-20260917-1725-smoke|c221-m1|minimax-small|Credit-IQ", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Credit-IQ** — Good for small to mid-sized teams wanting fast setup"}, {"id": "mai-20260917-1725-smoke|c221-m1|mistral-small|HighRadius", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **Quadient AR** are the top picks"}, {"id": "mai-20260917-1725-smoke|c221-m1|mistral-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **Quadient AR** are the top picks"}, {"id": "mai-20260917-1725-smoke|c221-m1|mistral-small|Billtrust", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust and Tesorio are also strong contenders"}, {"id": "mai-20260917-1725-smoke|c221-m1|mistral-small|Tesorio", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Billtrust and Tesorio are also strong contenders"}, {"id": "mai-20260917-1725-smoke|c221-m1|moonshot-small|Billtrust", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Billtrust** or **Versapay** first, as they're specifically designed for your segment"}, {"id": "mai-20260917-1725-smoke|c221-m1|moonshot-small|Versapay", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest evaluating **Billtrust** or **Versapay** first"}, {"id": "mai-20260917-1725-smoke|c221-m1|moonshot-small|HighRadius", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies with complex, high-volume operations, **HighRadius** offers the most comprehensive automation."}, {"id": "mai-20260917-1725-smoke|c221-m1|moonshot-small|Quadient AR (YayPay)", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Upper mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m1|moonshot-small|Yonovo", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want minimal IT involvement and fastest deployment, **Yonovo** is worth considering."}, {"id": "mai-20260917-1725-smoke|c221-m1|openai-small|HighRadius", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** if your priority is maximum automation and scale."}, {"id": "mai-20260917-1725-smoke|c221-m1|openai-small|Billtrust", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Billtrust** if your priority is customer-facing payments and easier B2B collections operations."}, {"id": "mai-20260917-1725-smoke|c221-m1|openai-small|Esker", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a solid **end-to-end invoice-to-cash suite** with strong ERP integration"}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Billtrust", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently ranked #1–3 in mid-market segments by G2 Grids (Billtrust leads Enterprise/Mid-Market AR Automation)"}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Versapay", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Collaborative AR & dispute resolution ... Collaboration-heavy? Versapay."}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|HighRadius", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume/complex? Billtrust/HighRadius."}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Quadient AR (YayPay)", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workflow automation & predictions | Collections playbooks, payment portals, ML forecasting"}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Chaser", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multi-channel reminders, payer risk prediction; quick ROI for lean teams"}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Gaviti", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Gaviti (collections workflows, 4.5/5) ... are strong alternatives if your pain points differ."}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Tesorio", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tesorio (forecasting) ... strong alternatives if your pain points differ"}, {"id": "mai-20260917-1725-smoke|c221-m1|xai-small|Invoiced", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Invoiced (flexible billing) are strong alternatives if your pain points differ."}, {"id": "mai-20260917-1725-smoke|c221-m1|zai-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Mid-Market: **Quadient AR (formerly YayPay)**"}, {"id": "mai-20260917-1725-smoke|c221-m1|zai-small|Versapay", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Customer Experience & Collaboration: **Versapay**"}, {"id": "mai-20260917-1725-smoke|c221-m1|zai-small|Tesorio", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Data-Driven Finance & Forecasting: **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c221-m1|zai-small|HighRadius", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is a heavy-duty tool... though the implementation cost is higher."}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|Billtrust", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upflow** (for workflow focus) or **Billtrust** (for full-stack AR focus) are the safest starting points"}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|Upflow", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Upflow** (for workflow focus) or **Billtrust** (for full-stack AR focus) are the safest starting points"}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|Resolve Pay", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongly recommended for the $10M–$100M range."}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|Transformance (CollectPulse)", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance (CollectPulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better if you have complex, high-volume unstructured data and need deep cross-border dunning capabilities."}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|Quadient AR (YayPay)", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Salesforce Shops: **Quadient AR (YayPay)**"}, {"id": "mai-20260917-1725-smoke|c221-m2|alibaba-small|HighRadius", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Billtrust and HighRadius are strong here"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Airtable", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Airtable**: Great for flexible, no-code database solutions with good collaboration features"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Monday.com", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Monday.com**: Useful for workflow management and team coordination"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Notion", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Notion**: Good for organizing information and creating internal wikis"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Shopify", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Shopify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Shopify** (if ecommerce-related): Strong for product collection management"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Cloudinary", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Cloudinary", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dedicated DAM tools** (like Cloudinary, Widen, or Hightail)"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Widen", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Widen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dedicated DAM tools** (like Cloudinary, Widen, or Hightail)"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Hightail", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Hightail", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Dedicated DAM tools** (like Cloudinary, Widen, or Hightail)"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Salesforce", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Custom solutions** built on platforms like Salesforce or Microsoft Dynamics"}, {"id": "mai-20260917-1725-smoke|c221-m2|anthropic-small|Microsoft Dynamics", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Custom solutions** built on platforms like Salesforce or Microsoft Dynamics"}, {"id": "mai-20260917-1725-smoke|c221-m2|challenger-small|Versapay", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Versapay** as the default choice if you want the strongest balance of **collections automation, promise-to-pay tracking, and team workflow control**"}, {"id": "mai-20260917-1725-smoke|c221-m2|challenger-small|Upflow", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upflow** is often the better fit because it is repeatedly positioned for mid-sized and scaling B2B teams"}, {"id": "mai-20260917-1725-smoke|c221-m2|challenger-small|Chaser", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your priority is relationship-preserving outreach and you want a lighter, mid-market-friendly tool"}, {"id": "mai-20260917-1725-smoke|c221-m2|challenger-small|Billtrust", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want a more established mid-market-to-enterprise platform with broader AR capabilities"}, {"id": "mai-20260917-1725-smoke|c221-m2|challenger-small|HighRadius", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you need enterprise-grade breadth and deeper AR process control"}, {"id": "mai-20260917-1725-smoke|c221-m2|deepseek-small|Billtrust", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Billtrust** **Best for mid-market B2B companies**"}, {"id": "mai-20260917-1725-smoke|c221-m2|deepseek-small|Upflow", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My bottom-line recommendation for most mid-sized B2B companies:** Start with **Upflow**"}, {"id": "mai-20260917-1725-smoke|c221-m2|deepseek-small|Chaser", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternative #2: **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-m2|deepseek-small|Lunos", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Lunos** (newer AI-native option)"}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|HighRadius", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't yet need (or want to pay for) massive, enterprise-level systems like HighRadius or Billtrust, which can take months to implement"}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Billtrust", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive, enterprise-level systems like HighRadius or Billtrust, which can take months to implement"}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Chaser", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Mid-Market: **Chaser** ... Chaser is highly recommended."}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Upflow", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Growth Tech & SaaS (Sales Collaboration): **Upflow**"}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Gaviti", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast Setup & Pure Play Collections: **Gaviti** ... Gaviti is a top choice."}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Tesorio", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Cash Flow Forecasting: **Tesorio** ... Tesorio is the strongest tool."}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Lockstep", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sage owns *Lockstep*, which is incredibly optimized for Sage users"}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Tabs", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you have usage-based or highly complex subscription billing, look at **Upflow** or **Tabs**."}, {"id": "mai-20260917-1725-smoke|c221-m2|google-small|Resolve Pay", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a tool like **Resolve Pay** is worth looking into—it combines AR automation with non-recourse financing"}, {"id": "mai-20260917-1725-smoke|c221-m2|meta-small|Transformance CollectPulse", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Transformance CollectPulse - a strong dunning automation platform for mid-market and large enterprises."}, {"id": "mai-20260917-1725-smoke|c221-m2|meta-small|Finvi", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Finvi - an enterprise revenue acceleration platform for collections agencies and healthcare receivables."}, {"id": "mai-20260917-1725-smoke|c221-m2|meta-small|Anytime Collect", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Anytime Collect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Anytime Collect - a cloud-based collections management software for accounts receivable teams."}, {"id": "mai-20260917-1725-smoke|c221-m2|meta-small|ResolvePay", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "ResolvePay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. ResolvePay - a B2B payment and collections platform optimizing invoice follow-up and cash collection."}, {"id": "mai-20260917-1725-smoke|c221-m2|minimax-small|Tesorio", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Tesorio** or **Anytime Collect**"}, {"id": "mai-20260917-1725-smoke|c221-m2|minimax-small|Anytime Collect", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Anytime Collect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Tesorio** or **Anytime Collect**"}, {"id": "mai-20260917-1725-smoke|c221-m2|minimax-small|HighRadius", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choice if you need sophisticated automation and routing"}, {"id": "mai-20260917-1725-smoke|c221-m2|minimax-small|Versapay", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for teams needing built-in collections and dunning"}, {"id": "mai-20260917-1725-smoke|c221-m2|minimax-small|Gaviti", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you need something simpler without enterprise complexity"}, {"id": "mai-20260917-1725-smoke|c221-m2|mistral-small|Monk", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Monk and Finvi are standout choices for their ease of use and workflow automation"}, {"id": "mai-20260917-1725-smoke|c221-m2|mistral-small|Finvi", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Monk and Finvi are standout choices for their ease of use and workflow automation"}, {"id": "mai-20260917-1725-smoke|c221-m2|mistral-small|Tesorio", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tesorio and Transformance CollectPulse are excellent if you need deeper integration with ERP systems"}, {"id": "mai-20260917-1725-smoke|c221-m2|mistral-small|Transformance CollectPulse", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong dunning automation platform for mid-market and large enterprises"}, {"id": "mai-20260917-1725-smoke|c221-m2|mistral-small|Resolve Pay", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Resolve Pay is a good fit if you prioritize balancing automation with customer experience"}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Upflow", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Upflow** or **Gaviti**"}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Gaviti", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Upflow** or **Gaviti**"}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Billtrust", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want an all-in-one AR platform, **Billtrust** is the established leader."}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Tesorio", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you run NetSuite and need cash forecasting, lean toward **Tesorio**."}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Chaser", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chaser** – Works great with Xero, QuickBooks, Sage; results in days"}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|Daylit", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Daylit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Daylit** – Newer option with AI agents + embedded invoice financing"}, {"id": "mai-20260917-1725-smoke|c221-m2|moonshot-small|HighRadius", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid: **HighRadius** – Overkill for mid-market"}, {"id": "mai-20260917-1725-smoke|c221-m2|openai-small|HighRadius", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **HighRadius** if your collections process is complex"}, {"id": "mai-20260917-1725-smoke|c221-m2|openai-small|Cforia", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Cforia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a simpler or more budget-friendly option, **Cforia** or **Billtrust** are also common choices"}, {"id": "mai-20260917-1725-smoke|c221-m2|openai-small|Billtrust", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a strong but often easier-to-deploy AR suite:** **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c221-m2|xai-small|Versapay", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Versapay**"}, {"id": "mai-20260917-1725-smoke|c221-m2|xai-small|Billtrust", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd recommend Versapay or Billtrust as top collections management tools"}, {"id": "mai-20260917-1725-smoke|c221-m2|xai-small|HighRadius", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HighRadius shines for larger ops but can be overkill/pricey"}, {"id": "mai-20260917-1725-smoke|c221-m2|xai-small|BILL", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "simpler SMB tools like BILL lack advanced B2B collections depth"}, {"id": "mai-20260917-1725-smoke|c221-m2|xai-small|Tesorio", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives: Tesorio | 4.7/5 | Cash forecasting + collections"}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Chaser", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies, **Chaser** or **Gaviti** are excellent starting points"}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Sidetrade", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid‑market tools like Chaser, Kolleno, and Sidetrade typically have faster implementations and clearer pricing."}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Gaviti", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Gaviti** if you benefit from AI‑driven risk scoring and behavioral insights to prioritize collection effort."}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|HighRadius", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Larger scale, longer implementation, higher cost."}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Billtrust", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HighRadius and Billtrust require longer implementations and are better suited for larger scale and more complex environments."}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Kolleno", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑sized or scaling B2B companies wanting to modernize AR without losing the human touch."}, {"id": "mai-20260917-1725-smoke|c221-m2|zai-small|Versapay", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want to modernize payments and collections together:** Versapay is a strong fit."}, {"id": "mai-20260917-1725-smoke|c221-m3|alibaba-small|HighRadius", "prompt": "c221-m3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the gold standard for large enterprises because it offers a complete \"Credit-to-Cash\" suite."}, {"id": "mai-20260917-1725-smoke|c221-m3|alibaba-small|Upflow", "prompt": "c221-m3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Upflow** if you are growing fast and need to stop the chaos of manual cash matching."}, {"id": "mai-20260917-1725-smoke|c221-m3|alibaba-small|Lunos", "prompt": "c221-m3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Lunos** if you want to reduce \"past due\" balances without annoying your customers"}, {"id": "mai-20260917-1725-smoke|c221-m3|alibaba-small|Chaser", "prompt": "c221-m3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Chaser** if you are a smaller team that needs to start collecting money automatically immediately."}, {"id": "mai-20260917-1725-smoke|c221-m3|alibaba-small|Bill.com", "prompt": "c221-m3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "its AR module is strong for businesses that want to unify all their payments in one dashboard"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|HighRadius", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HighRadius for enterprise-scale AR... cover the full order-to-cash cycle but carry six-figure implementation costs"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Billtrust", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust for mid-market cash application"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Versapay", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay for collaborative AR portals"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Quadient AR", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius, Versapay, Quadient AR, and Sidetrade round out the top five"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Sidetrade", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sidetrade round out the top five, each with distinct strengths"}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Stuut", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern autonomous platforms like Stuut are designed to execute tasks on your behalf and go live in 3 to 4 days."}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|Lido", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focused tools like Lido or BILL can be operational in days with minimal technical support."}, {"id": "mai-20260917-1725-smoke|c221-m3|anthropic-small|BILL", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused tools like Lido or BILL can be operational in days with minimal technical support."}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|HighRadius", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad, deep **enterprise order-to-cash** suite ... powerful but heavier to implement."}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Esker", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Covers **order-to-cash** broadly, not just AR"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Versapay", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Built around a **collaborative buyer-seller portal** for dispute resolution"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Quadient AR", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More **collections-led** and structured"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Billtrust", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong at **invoice delivery, payment facilitation, and cash application**"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Invoiced", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Positioned as a faster-to-deploy AR automation option"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Tesorio", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Differentiates with **cash forecasting** and collections prioritization"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Paidnice", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SMB to mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Chaser", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SMB to mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Upflow", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMB to mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|Kolleno", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB to mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|challenger-small|ezyCollect", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SMB to mid-market collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|HighRadius", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises with complex, global order-to-cash operations. It's the broadest, most mature suite... **Enterprise, end-to-end:** HighRadius"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Billtrust", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billing/payments heavy:** Billtrust or Versapay"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Versapay", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative AR workflows and dispute-heavy teams"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Tesorio", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Collections + forecasting:** Tesorio or Chaser (SMB)"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Invoiced", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for fast mid-market rollout and flexible, all-in-one customer management."}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Centime", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for NetSuite-led AR operations"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|LedgerUp", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**B2B SaaS custom billing:** LedgerUp"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Chaser", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for SMBs/mid-market needing automated collections"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Kognitos", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kognitos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Cash-application exceptions:** Kognitos"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|BILL", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Small teams/simple needs:** BILL, Zoho, FreshBooks"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Zoho", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for SMBs with simpler needs"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|FreshBooks", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for SMBs with simpler needs"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Transformance", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "newer tools like Kognitos and Transformance use vision-language models"}, {"id": "mai-20260917-1725-smoke|c221-m3|deepseek-small|Equisettle", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Equisettle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Equisettle from \\u00a349/mo"}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|HighRadius", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises requiring highly customized, AI-driven cash application and collections."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Billtrust", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise to upper mid-market companies focused heavily on payment processing and unified billing."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Versapay", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market companies that want to resolve payment disputes in a cooperative environment."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Tesorio", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Mid-market SaaS and high-growth companies utilizing NetSuite."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-entity companies looking for visual credit scoring and structured workflows."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Gaviti", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A highly configurable collections policy engine. Gaviti is ERP-agnostic"}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|Chaser", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small-to-medium businesses (SMBs) and mid-market firms looking for highly personalized email automation."}, {"id": "mai-20260917-1725-smoke|c221-m3|google-small|BILL (formerly Bill.com)", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Growing SMBs that want to manage both Accounts Payable (AP) and Accounts Receivable (AR) in one place."}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Paidnice", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Chaser", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Upflow", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Kolleno", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Invoiced", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|ezyCollect", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top results include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|HighRadius", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other top tools include HighRadius, TreviPay, and Versapay, which are suitable for different company sizes and use cases."}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|TreviPay", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other top tools include HighRadius, TreviPay, and Versapay"}, {"id": "mai-20260917-1725-smoke|c221-m3|meta-small|Versapay", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other top tools include HighRadius, TreviPay, and Versapay"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|HighRadius", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise scale → HighRadius (comprehensive suite)"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Chaser", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong forecasting needs → Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Upflow", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong forecasting needs → Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Invoiced (by Flywire)", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global payments/multicurrency → Invoiced (Flywire infrastructure)"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Kolleno", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious mid-market → Invoiced or Kolleno"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Paidnice", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple collections focus → Paidnice, ezyCollect, or Satago"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|ezyCollect", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple collections focus → Paidnice, ezyCollect, or Satago"}, {"id": "mai-20260917-1725-smoke|c221-m3|minimax-small|Satago", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Simple collections focus → Paidnice, ezyCollect, or Satago"}, {"id": "mai-20260917-1725-smoke|c221-m3|mistral-small|HighRadius", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises with global AR operations... making it a leader for complex, high-volume environments."}, {"id": "mai-20260917-1725-smoke|c221-m3|mistral-small|Upflow", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular in the mid-market, especially for tech-forward companies."}, {"id": "mai-20260917-1725-smoke|c221-m3|mistral-small|Tesorio", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for forecasting-led collections teams."}, {"id": "mai-20260917-1725-smoke|c221-m3|mistral-small|Quadient AR (Yaypay)", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (Yaypay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may lack the advanced AI and integrations of newer tools"}, {"id": "mai-20260917-1725-smoke|c221-m3|mistral-small|Lunos", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer tools (like Lunos) offer advanced AI and deep ERP integrations"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|HighRadius", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HighRadius or Billtrust** if you need enterprise-scale automation with AI"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Billtrust", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose HighRadius or Billtrust** if you need enterprise-scale automation with AI"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Tesorio", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Advanced forecasting and reporting** capabilities"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|GETPAID by FIS Global", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "GETPAID by FIS Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Optimized for businesses processing **massive invoice volumes**"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Versapay", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Versapay or Quadient AR** if buyer collaboration is your priority"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Quadient AR (YayPay)", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Complete O2C suite** with ML forecasting and payment portals; strong ease of use"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Lockstep", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prioritizes **customer self-service** capabilities"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Chaser", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Chaser or Upflow** if you're mid-market and want strong forecasting"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Bill.com", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Bill.com or Invoiced** if you're SMB and need simplicity"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Upflow", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Free tier available**; broad AR visibility and customer timeline features"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Invoiced", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Basic collections needs with simple setup"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Centime", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Choose Centime** if you want AR and AP in one platform"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|Gaviti", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "ERP-agnostic or deep ERP integration"}, {"id": "mai-20260917-1725-smoke|c221-m3|moonshot-small|QuickBooks Online", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "AR + AP + accounting combined"}, {"id": "mai-20260917-1725-smoke|c221-m3|openai-small|HighRadius", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** if you want the broadest **AR suite** across collections, cash app, deductions, and forecasting."}, {"id": "mai-20260917-1725-smoke|c221-m3|openai-small|SAP S/4HANA AR Automation / SAP Cash Application", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "SAP S/4HANA AR Automation / SAP Cash Application", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP** if you're already on SAP and want native receivables automation."}, {"id": "mai-20260917-1725-smoke|c221-m3|openai-small|BlackLine AR Automation", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine AR Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BlackLine** if you want AR automation that aligns closely with accounting/close workflows."}, {"id": "mai-20260917-1725-smoke|c221-m3|openai-small|Tesorio", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Tesorio** if collections efficiency and cash forecasting are the main goals."}, {"id": "mai-20260917-1725-smoke|c221-m3|openai-small|Oracle / ERP-native AR tools", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Oracle / ERP-native AR tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These tend to be stronger on **system integration and ledger-native workflows** than on best-of-breed collections UX."}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|HighRadius", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Data from 2024-2026 reviews (HighRadius/Billtrust often top-ranked)."}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Billtrust", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Data from 2024-2026 reviews (HighRadius/Billtrust often top-ranked)."}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Versapay", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMB/mid-market collaboration; Customer self-service portals, dispute resolution"}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Quadient AR", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market predictive collections | Risk-ranked prioritization, easy UI"}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Chaser", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For SMBs, start with Chaser/Upflow/BILL"}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Upflow", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For SMBs, start with Chaser/Upflow/BILL"}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|Tesorio", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Forecasting-led teams | Real-time visibility, collections orchestration"}, {"id": "mai-20260917-1725-smoke|c221-m3|xai-small|BILL", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Chaser/Upflow/BILL (not tabled but popular ~$49/user/mo)"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|Paraglide", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paraglide", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paraglide (best), HighRadius (enterprise), Billtrust (mid-market)"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|HighRadius", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** offers the broadest \"Order-to-Cash\" coverage with the most integrations"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|Serrala", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Serrala** is a broader finance automation suite (treasury + AR + AP)"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|Billtrust", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** is best for established mid-to-large B2B businesses with a long track record"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|Lunos", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lunos** | Humanized customer service + AI workflows"}, {"id": "mai-20260917-1725-smoke|c221-m3|zai-small|Growfin", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Growfin** | Enterprise with deep ERP integration"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|Zoho Invoice", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Invoice is widely considered the best free tool on the market."}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|A/R PowerUser", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "A/R PowerUser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Flat-Rate\" Tool: A/R PowerUser"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|InvoiceMonkey", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "InvoiceMonkey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "InvoiceMonkey is a dedicated AR platform designed to be simpler and cheaper than enterprise suites"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|Bill.com", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "designed to be simpler and cheaper than enterprise suites like Bill.com"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|Chase Invoice", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chase Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Direct Payment Portals: Chase Invoice"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|Thriday", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Thriday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Examples:** *Thriday* (for cash flow management)"}, {"id": "mai-20260917-1725-smoke|c221-m4|alibaba-small|Dollardrain", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Dollardrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Dollardrain* (for automated follow-ups)"}, {"id": "mai-20260917-1725-smoke|c221-m4|anthropic-small|Wave", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-conscious companies, Wave's free option is hard to beat"}, {"id": "mai-20260917-1725-smoke|c221-m4|anthropic-small|Invoice Fly", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoice Fly and FreshBooks offer excellent low-cost alternatives with more features"}, {"id": "mai-20260917-1725-smoke|c221-m4|anthropic-small|FreshBooks", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Invoice Fly and FreshBooks offer excellent low-cost alternatives with more features"}, {"id": "mai-20260917-1725-smoke|c221-m4|anthropic-small|BILL", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL and Zoho Books work well for companies willing to spend a bit more"}, {"id": "mai-20260917-1725-smoke|c221-m4|anthropic-small|Zoho Books", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL and Zoho Books work well for companies willing to spend a bit more but want strong automation capabilities"}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|Zoho Books", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget pick: Zoho Books"}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|Wave", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free option: Wave"}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|BILL", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use QuickBooks or Xero: BILL"}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|Melio", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Melio has a free plan and is cited as a low-cost payment collection option."}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|Invoice Sherpa", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Sherpa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Invoice Sherpa starts at $49/month for up to 100 open invoices."}, {"id": "mai-20260917-1725-smoke|c221-m4|challenger-small|Credit-IQ", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Credit-IQ starts at $55/month for up to 100 invoices."}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Zoho Books", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** offers the best balance — free or low-cost, full AR automation features"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Wave", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is essentially zero, start with **Wave**"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Invoice Fly", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simple, dedicated AR automation"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|FreshBooks", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for freelancers and agencies."}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|QuickBooks Online", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you already use QBO or need broader accounting features."}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Xero", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Frequently cited as a budget-friendly AR automation option"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Chaser", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "like Chaser, starting ~$95/month) ... often overkill for a tight budget"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Versapay", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** mid-market/enterprise platforms (Versapay, Tesorio, HighRadius)"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|Tesorio", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid** mid-market/enterprise platforms (Versapay, Tesorio, HighRadius)"}, {"id": "mai-20260917-1725-smoke|c221-m4|deepseek-small|HighRadius", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid** mid-market/enterprise platforms (Versapay, Tesorio, HighRadius)"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|HighRadius", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you want to avoid high-end enterprise AR suites (like HighRadius or Quadient/YayPay), which carry steep implementation fees and long sales cycles"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|Quadient/YayPay", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient/YayPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you want to avoid high-end enterprise AR suites (like HighRadius or Quadient/YayPay), which carry steep implementation fees"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|Melio", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Melio: Best Overall for Low-Cost/Transaction-Based Pricing"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|Zoho Books", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Books (or Zoho Invoice): Best for All-In-One Value & Deep Automation"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|Wave Accounting", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wave Accounting: Best 100% Free Option (No Subscriptions)"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|BILL (formerly Bill.com)", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "While slightly more expensive than Melio, **BILL** is the industry-standard financial operations tool"}, {"id": "mai-20260917-1725-smoke|c221-m4|google-small|Envoice", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Envoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Envoice: Best Ultra-Low-Cost AR & Pre-Accounting"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Nickel", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Nickel, as it collects ACH payments for free with no subscription, making it the lowest-cost pick for small businesses"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Yonovo", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Quadient AR", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Versapay", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Upflow", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Tesorio", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|meta-small|Invoiced", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options to consider are Yonovo, Quadient AR, Versapay, Upflow, Tesorio, and Invoiced"}, {"id": "mai-20260917-1725-smoke|c221-m4|minimax-small|Zoho Books", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** appears to offer the best combination of features and affordability"}, {"id": "mai-20260917-1725-smoke|c221-m4|minimax-small|FreshBooks", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** is also a solid choice for simplicity"}, {"id": "mai-20260917-1725-smoke|c221-m4|minimax-small|BILL", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple invoicing and payment workflows - Budget-friendly option"}, {"id": "mai-20260917-1725-smoke|c221-m4|minimax-small|Yonovo", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for fast setup - Syncs with QuickBooks Online, Xero, FreshBooks"}, {"id": "mai-20260917-1725-smoke|c221-m4|mistral-small|Zoho Books", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses, **Zoho Books** is the top pick due to its affordability, ease of use, and robust AR features."}, {"id": "mai-20260917-1725-smoke|c221-m4|mistral-small|Nickel", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need fee-free ACH payments, consider **Nickel**."}, {"id": "mai-20260917-1725-smoke|c221-m4|mistral-small|FreshBooks", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a simple, all-in-one solution, **FreshBooks** is also a strong contender."}, {"id": "mai-20260917-1725-smoke|c221-m4|moonshot-small|Zoho Books", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Books** – Best Overall Value"}, {"id": "mai-20260917-1725-smoke|c221-m4|moonshot-small|Wave", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Wave** if you need basic invoicing and payment tracking at zero cost"}, {"id": "mai-20260917-1725-smoke|c221-m4|moonshot-small|Melio", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Melio** if your primary need is collecting payments efficiently without monthly fees"}, {"id": "mai-20260917-1725-smoke|c221-m4|moonshot-small|Invoice Fly", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Affordable Dedicated AR Tool"}, {"id": "mai-20260917-1725-smoke|c221-m4|moonshot-small|FreshBooks", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Service-Based Businesses"}, {"id": "mai-20260917-1725-smoke|c221-m4|openai-small|Bill360", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best value for a tight budget**, start with **Bill360**."}, {"id": "mai-20260917-1725-smoke|c221-m4|openai-small|Sequence", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Sequence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit for small SaaS/subscription businesses that want AR + billing workflow automation at an accessible price point"}, {"id": "mai-20260917-1725-smoke|c221-m4|openai-small|Anchor", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Anchor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "useful if you want fully automated billing and recurring collections with a flat monthly cost"}, {"id": "mai-20260917-1725-smoke|c221-m4|openai-small|PayPal Invoicing", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is the easiest entry point, though fees matter"}, {"id": "mai-20260917-1725-smoke|c221-m4|openai-small|BILL AP/AR", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "broader platform, often recommended for SMBs, but may be more than you need if budget is tight"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|Zoho Books", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books stands out as the best accounts receivable (AR) automation software"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|Melio", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio (free Go plan forever): Focuses on simple AR invoicing, payment links, and collections"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|Wave Accounting", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Truly free for core AR, but lacks advanced automation"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|Merclex", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specialized for B2B credit screening, risk monitoring, and collections automation"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|BILL", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like BILL ($49/user/month) or Paidnice (~$29–$69/month) are excellent but pricier"}, {"id": "mai-20260917-1725-smoke|c221-m4|xai-small|Paidnice", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent but pricier for pure AR add-ons"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|Zoho Books", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the best overall value** – **Zoho Books** (free tier + $20/mo)"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|Invoice Fly", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need ultra‑simple AR automation** – **Invoice Fly** ($12.99/mo)"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|FreshBooks", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're a freelancer/agency** – **FreshBooks** ($21/mo)"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|Nickel", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nickel** (free core + $35/mo). Offers fee‑free ACH"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|Merclex", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need credit‑risk screening and automated collections** – **Merclex** (free starter tier)"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|Wave", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wave | Invoicing, basic payment links, basic reporting | No automated reminders"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|QuickBooks Online", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**$38+/mo** → QuickBooks Online, BILL AP/AR, InvoiceSherpa (if you need more advanced features)"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|BILL AP/AR", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**$38+/mo** → QuickBooks Online, BILL AP/AR, InvoiceSherpa"}, {"id": "mai-20260917-1725-smoke|c221-m4|zai-small|InvoiceSherpa", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "InvoiceSherpa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**$38+/mo** → QuickBooks Online, BILL AP/AR, InvoiceSherpa (if you need more advanced features)"}, {"id": "mai-20260917-1725-smoke|c221-m5|google-small|Versapay", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Versapay:** Highly recommended if you have collaborative, customer-facing relationships and want a highly intuitive, shared customer portal."}, {"id": "mai-20260917-1725-smoke|c221-m5|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for mid-market teams looking for strong predictive analytics, dispute automation, and deep ERP integrations."}, {"id": "mai-20260917-1725-smoke|c221-m5|google-small|Tesorio", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for fast-growing companies where the priority is tightly linking accounts receivable directly with cash flow forecasting."}, {"id": "mai-20260917-1725-smoke|c221-m5|google-small|Billtrust", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are on the larger side of the mid-market spectrum with incredibly high invoice volumes"}, {"id": "mai-20260917-1725-smoke|c221-m5|google-small|Gaviti", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong choice if your primary pain point is collections workflows"}, {"id": "mai-20260917-1725-smoke|c221-m5|meta-small|Daylit", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Daylit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top accounts receivable automation software for mid-market companies (50-500 employees) include: 1. Daylit"}, {"id": "mai-20260917-1725-smoke|c221-m5|meta-small|Tesorio", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Tesorio"}, {"id": "mai-20260917-1725-smoke|c221-m5|meta-small|Credit-IQ", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Credit-IQ"}, {"id": "mai-20260917-1725-smoke|c221-m5|meta-small|Bill.com", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Bill.com"}, {"id": "mai-20260917-1725-smoke|c221-m5|minimax-small|HighRadius", "prompt": "c221-m5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** – Strong AI agents, mid-market to enterprise focus"}, {"id": "mai-20260917-1725-smoke|c221-m5|minimax-small|Billtrust", "prompt": "c221-m5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** – Strong invoicing/payments, good for mid-market"}, {"id": "mai-20260917-1725-smoke|c221-m5|minimax-small|Esker", "prompt": "c221-m5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Esker** – Well-rounded, good ERP integrations"}, {"id": "mai-20260917-1725-smoke|c221-m5|minimax-small|Credit-IQ", "prompt": "c221-m5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Credit-IQ** – Simpler option if you want automated reminders → debt collection handoff"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|Bill.com", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bill.com** | Mid-market, SMBs | Strong payment processing + ERP integrations"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|BlackLine", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BlackLine** | Large enterprises | Advanced reconciliation and close automation"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|HighRadius", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HighRadius** | Large enterprises | AI-powered cash application and collections"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|Chaser", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Chaser** | Mid-market | Simple, customer-friendly collections"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|Tipalti", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti** | Global companies | Multi-entity, multi-currency, tax compliance"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|Versapay", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Versapay** | Collaborative AR | Customer portal + payment automation"}, {"id": "mai-20260917-1725-smoke|c221-m5|mistral-small|Lockstep", "prompt": "c221-m5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lockstep** | NetSuite/Salesforce users | Native integrations, scalable"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|HighRadius", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples: HighRadius, Versapay, Billtrust, Tesorio, Quadient AR, Emagia (top-rated for mid-market/enterprise per 2024-2026 reviews)"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|Versapay", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples: HighRadius, Versapay, Billtrust, Tesorio, Quadient AR, Emagia"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|Billtrust", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples: HighRadius, Versapay, Billtrust, Tesorio, Quadient AR, Emagia"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|Tesorio", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples: HighRadius, Versapay, Billtrust, Tesorio, Quadient AR, Emagia"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|Quadient AR", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples: HighRadius, Versapay, Billtrust, Tesorio, Quadient AR, Emagia"}, {"id": "mai-20260917-1725-smoke|c221-m5|xai-small|Emagia", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emagia (top-rated for mid-market/enterprise per 2024-2026 reviews)"}, {"id": "mai-20260917-1725-smoke|c221-m6|alibaba-small|BILL AP/AR (formerly Bill.com)", "prompt": "c221-m6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL AP/AR (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Users frequently report **sync issues** between the platform and their primary accounting software... defeats the purpose of automation."}, {"id": "mai-20260917-1725-smoke|c221-m6|alibaba-small|HighRadius", "prompt": "c221-m6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "criticism for **slow performance** (laggy interfaces, slow file uploads) and **payment issues**"}, {"id": "mai-20260917-1725-smoke|c221-m6|alibaba-small|Quadient Accounts Receivable", "prompt": "c221-m6", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient Accounts Receivable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Feedback points toward **complex processes** and a **confusing user interface** that requires many clicks for standard tasks."}, {"id": "mai-20260917-1725-smoke|c221-m6|anthropic-small|HighRadius", "prompt": "c221-m6", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like HighRadius cover the full order-to-cash cycle but carry six-figure implementation costs."}, {"id": "mai-20260917-1725-smoke|c221-m6|challenger-small|HighRadius", "prompt": "c221-m6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like HighRadius or Billtrust may be excellent for large, complex operations, but sources note they can be more comprehensive than needed for smaller or simpler AR teams."}, {"id": "mai-20260917-1725-smoke|c221-m6|challenger-small|Billtrust", "prompt": "c221-m6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms like HighRadius or Billtrust may be excellent for large, complex operations, but sources note they can be more comprehensive than needed for smaller or simpler AR teams."}, {"id": "mai-20260917-1725-smoke|c221-m6|deepseek-small|HighRadius", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**HighRadius** (support complaints) – research carefully"}, {"id": "mai-20260917-1725-smoke|c221-m6|deepseek-small|Quadient/YayPay", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient/YayPay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Quadient/YayPay** (payment failures reported) – test extensively"}, {"id": "mai-20260917-1725-smoke|c221-m6|deepseek-small|Sage Intacct", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "From G2 reviews of major AR tools (HighRadius, Quadient/YayPay, Sage Intacct), recurring complaints include"}, {"id": "mai-20260917-1725-smoke|c221-m6|google-small|HighRadius", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **HighRadius** if you are Mid-Market or Smaller ... **be highly cautious.**"}, {"id": "mai-20260917-1725-smoke|c221-m6|google-small|BILL (formerly Bill.com)", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **BILL (formerly Bill.com)** if you have Complex B2B Billing or Sensitive Customers"}, {"id": "mai-20260917-1725-smoke|c221-m6|google-small|Versapay", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious with **Versapay** or **Paystand** if You Have Heavily Customized ERPs (like NetSuite)"}, {"id": "mai-20260917-1725-smoke|c221-m6|google-small|Paystand", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paystand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "With Paystand, users sometimes flag slower support response times during implementation"}, {"id": "mai-20260917-1725-smoke|c221-m6|minimax-small|BILL (formerly Bill.com)", "prompt": "c221-m6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, user reviews highlight recurring issues: Syncing problems with accounting software"}, {"id": "mai-20260917-1725-smoke|c221-m6|minimax-small|HighRadius", "prompt": "c221-m6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-focused but has drawn criticism for: Batch processing instead of real-time updates"}, {"id": "mai-20260917-1725-smoke|c221-m6|minimax-small|AutoRABIT", "prompt": "c221-m6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "AutoRABIT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Primarily for Salesforce CI/CD, but users note: Steep learning curve"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|Emagia", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended, their suitability depends on your specific ERP"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|HighRadius", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|Billtrust", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|BlackLine", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|Esker", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended"}, {"id": "mai-20260917-1725-smoke|c221-m6|mistral-small|Sidetrade", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "providers like Emagia, HighRadius, Billtrust, BlackLine, Esker, and Sidetrade are often recommended"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|HighRadius", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Vendors/Tools with Documented Concerns... **1. HighRadius** **Reported Issues:** - **Poor customer support**"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|Billtrust", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**2. Billtrust** **Reported Issues:** - **Invoicing and payment problems**... **Quote-only pricing** makes cost comparison difficult"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|Tesorio", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tesorio** - Strong on time-to-value (4-8 weeks for AI-native platforms)"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|Versapay", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Versapay** - Focused on mid-market with collaborative AR approach"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|Upflow", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Upflow** - Good for modern UX and workflow design"}, {"id": "mai-20260917-1725-smoke|c221-m6|moonshot-small|Paraglide", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paraglide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Paraglide** - AI-driven inbox automation for high-volume email handling"}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|HighRadius", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent gripes include poor customer support (slow responses, 22 reviews), slow performance/file uploads... but mid-sized users report frustration."}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|Quadient AR", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Issues with payment/credit card failures (3–4 reviews), inconsistent support, invoicing glitches"}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|BILL", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Occasional delays, limited customization (some call it \"horrible\" in extremes) | 4.1/5"}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|Chaser", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top-rated alternatives (fewer complaints): Chaser (4.9/5), Versapay, or Emagia for strong support/integration."}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|Versapay", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-rated alternatives (fewer complaints): Chaser (4.9/5), Versapay, or Emagia"}, {"id": "mai-20260917-1725-smoke|c221-m6|xai-small|Emagia", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Emagia for strong support/integration"}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|BILL", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Most Small B2B Teams: BILL ... widely considered the best all-in-one solution for growing small businesses"}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|Upflow", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Upflow if you are already handling invoicing well but need to aggressively automate collections"}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|Younium", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Younium if you run a subscription-based B2B business."}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|Chaser", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you are in Europe. It's highly automated, affordable"}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|Credit-IQ", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to Chaser, good for European businesses."}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|InvoiceFly", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "InvoiceFly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack the advanced AI-driven prioritization and robust dunning workflows of BILL or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s1|alibaba-small|Zoho Books", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack the advanced AI-driven prioritization and robust dunning workflows of BILL or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s1|anthropic-small|Bill", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Bill", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "while it's easy to setup and use, it lacks the sophisticated AR features and customer experiences that growing companies need"}, {"id": "mai-20260917-1725-smoke|c221-s1|anthropic-small|Upflow", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow is a strong option for B2B businesses whose main challenge is collecting overdue invoices."}, {"id": "mai-20260917-1725-smoke|c221-s1|anthropic-small|EBizCharge", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EBizCharge helps B2B businesses get paid faster by automating payments"}, {"id": "mai-20260917-1725-smoke|c221-s1|anthropic-small|Kolleno", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kolleno is an end-to-end accounts receivable automation platform designed to eliminate manual workflows"}, {"id": "mai-20260917-1725-smoke|c221-s1|challenger-small|BILL", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **BILL** if you want simple invoicing, payment collection, and accounting integrations with minimal setup"}, {"id": "mai-20260917-1725-smoke|c221-s1|challenger-small|Upflow", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upflow** and **Credit-IQ** are the strongest alternatives in the results"}, {"id": "mai-20260917-1725-smoke|c221-s1|challenger-small|Credit-IQ", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Credit-IQ highlighted for small to mid-sized B2B teams that want automated reminders"}, {"id": "mai-20260917-1725-smoke|c221-s1|challenger-small|FreshBooks", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good lighter-weight options for very small businesses with simpler needs"}, {"id": "mai-20260917-1725-smoke|c221-s1|challenger-small|Zoho Books", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good lighter-weight options for very small businesses with simpler needs"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Overall for most small B2B teams: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|Billtrust", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Custom (tends toward mid-market, so may be overkill for very small teams)"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|Invoiced", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you run recurring/subscription or usage-based B2B billing: **Invoiced**"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|Versapay", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have dispute-heavy B2B relationships: **Versapay**"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|Chaser", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If chasing late payments is your main pain: **Chaser** or **Gaviti**"}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|Gaviti", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gaviti** is a good pick if you want QuickBooks integration plus automated payment notices."}, {"id": "mai-20260917-1725-smoke|c221-s1|deepseek-small|FreshBooks", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For the absolute simplest, cheapest start: **FreshBooks**"}, {"id": "mai-20260917-1725-smoke|c221-s1|google-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Simplicity & Combined AP/AR: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1725-smoke|c221-s1|google-small|Paidnice", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Value & Late-Fee Enforcement: **Paidnice**"}, {"id": "mai-20260917-1725-smoke|c221-s1|google-small|Chaser", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Credit Control & Personalized Reminders: **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s1|google-small|Resolve", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2Bs Offering Net Terms: **Resolve**"}, {"id": "mai-20260917-1725-smoke|c221-s1|google-small|Plooto", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cross-Border & Simple Payments: **Plooto**"}, {"id": "mai-20260917-1725-smoke|c221-s1|meta-small|Younium", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Younium, HighRadius, Zenskar, Credit-IQ, and BILL."}, {"id": "mai-20260917-1725-smoke|c221-s1|meta-small|HighRadius", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include Younium, HighRadius, Zenskar, Credit-IQ, and BILL."}, {"id": "mai-20260917-1725-smoke|c221-s1|meta-small|Zenskar", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include Younium, HighRadius, Zenskar, Credit-IQ, and BILL."}, {"id": "mai-20260917-1725-smoke|c221-s1|meta-small|Credit-IQ", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top results include Younium, HighRadius, Zenskar, Credit-IQ, and BILL."}, {"id": "mai-20260917-1725-smoke|c221-s1|meta-small|BILL", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top results include Younium, HighRadius, Zenskar, Credit-IQ, and BILL."}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: BILL (formerly Bill.com)"}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|Younium", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Subscription-Based B2B (SaaS): Younium"}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|Zoho Books", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Zoho Books"}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|Wave", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free for very small businesses, but limited features for larger B2B needs."}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|FreshBooks", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for service-based B2B businesses, but less ideal for complex billing."}, {"id": "mai-20260917-1725-smoke|c221-s1|minimax-small|LedgerUp", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "needing AI-powered AR automation, but may be overkill for very small teams"}, {"id": "mai-20260917-1725-smoke|c221-s1|mistral-small|FreshBooks", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Bill.com** and **FreshBooks** strike the best balance between features and ease of use."}, {"id": "mai-20260917-1725-smoke|c221-s1|mistral-small|Bill.com (now BILL)", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Bill.com (now BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Bill.com** and **FreshBooks** strike the best balance between features and ease of use."}, {"id": "mai-20260917-1725-smoke|c221-s1|mistral-small|QuickBooks Online", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need full accounting integration alongside invoicing"}, {"id": "mai-20260917-1725-smoke|c221-s1|mistral-small|Invoiced", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bill.com** or **Invoiced** are excellent choices"}, {"id": "mai-20260917-1725-smoke|c221-s1|moonshot-small|Chaser", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Chaser** as the best balance of features, affordability, and ease of use"}, {"id": "mai-20260917-1725-smoke|c221-s1|moonshot-small|Invoiced", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Small teams focusing on core AR functionalities"}, {"id": "mai-20260917-1725-smoke|c221-s1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small businesses wanting combined AP/AR in one platform"}, {"id": "mai-20260917-1725-smoke|c221-s1|moonshot-small|Paidnice", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paidnice** offers excellent value for Xero/QuickBooks users at a lower price point"}, {"id": "mai-20260917-1725-smoke|c221-s1|moonshot-small|Upflow", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher price point may be steep for very small businesses"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|BILL AP/AR", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AR automation software is usually **BILL AP/AR** if you want the safest all-around choice"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|Gaviti", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for proactive collections/dunning:** **Gaviti**"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|Invoiced by Flywire", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a more AR-specialized platform:** **Invoiced by Flywire**"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|Billtrust", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need heavier enterprise-style AR controls:** **Billtrust** or **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|Quadient AR", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "lists BILL AP/AR, Billtrust, Quadient AR, Anchor, Gaviti, and BlackLine as notable options"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|Anchor", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Anchor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "lists BILL AP/AR, Billtrust, Quadient AR, Anchor, Gaviti, and BlackLine as notable options"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|BlackLine", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "lists BILL AP/AR, Billtrust, Quadient AR, Anchor, Gaviti, and BlackLine as notable options"}, {"id": "mai-20260917-1725-smoke|c221-s1|openai-small|HighRadius", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best if you need heavier enterprise-style AR controls:** **Billtrust** or **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|Chaser", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|QuickBooks Online (with Payments)", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online (with Payments)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-Friendly Option: QuickBooks Online (with Payments)**"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|Invoiced", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Invoiced** | Flexible B2B billing & reminders |"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|Paidnice", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Paidnice** | QuickBooks/Xero collections + late fees | $69/mo"}, {"id": "mai-20260917-1725-smoke|c221-s1|xai-small|Upflow", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Upflow** | SaaS-like B2B with analytics | $333/mo"}, {"id": "mai-20260917-1725-smoke|c221-s1|zai-small|BILL (bill.com)", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One Solution: BILL (bill.com) ... BILL is widely considered the industry leader for SMBs"}, {"id": "mai-20260917-1725-smoke|c221-s1|zai-small|Chaser", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Collections Specialist: Chaser"}, {"id": "mai-20260917-1725-smoke|c221-s1|zai-small|Chargezoom", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chargezoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Credit Card Payments: Chargezoom"}, {"id": "mai-20260917-1725-smoke|c221-s2|alibaba-small|Chaser", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** is widely considered the best specialized collections tool for small-to-medium enterprises"}, {"id": "mai-20260917-1725-smoke|c221-s2|alibaba-small|Xero", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero has basic automated reminders built-in"}, {"id": "mai-20260917-1725-smoke|c221-s2|alibaba-small|Paymenit", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Paymenit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "many businesses pair it with **Paymenit** (now part of the Xero ecosystem)"}, {"id": "mai-20260917-1725-smoke|c221-s2|alibaba-small|QuickBooks Online Advanced", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Native Option: QuickBooks Online Advanced"}, {"id": "mai-20260917-1725-smoke|c221-s2|anthropic-small|Gaviti", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gaviti** - This is an excellent choice for most small B2B companies."}, {"id": "mai-20260917-1725-smoke|c221-s2|anthropic-small|Upflow", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow is a Paris-based AR collections tool built for scaling B2B companies that offers automated dunning, AR aging analytics"}, {"id": "mai-20260917-1725-smoke|c221-s2|challenger-small|Upflow", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Upflow** as the best overall starting point"}, {"id": "mai-20260917-1725-smoke|c221-s2|challenger-small|Chaser", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your needs are very simple and you mainly want email-based reminder automation"}, {"id": "mai-20260917-1725-smoke|c221-s2|challenger-small|Gaviti", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your B2B business deals with invoice disputes and needs more structured collections workflows"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|Chaser", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|Upflow", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upflow** is the runner-up"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|Gaviti", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very small SMBs wanting simple automated follow-ups"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|ezyCollect", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "ezyCollect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small businesses on Xero/QuickBooks wanting a lightweight add-on"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|Trove", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Trove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "UK SMBs on Xero wanting a fixed, budget-friendly price"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|Billtrust", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you don't need a heavy enterprise suite like Billtrust or HighRadius — those are overkill"}, {"id": "mai-20260917-1725-smoke|c221-s2|deepseek-small|HighRadius", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you don't need a heavy enterprise suite like Billtrust or HighRadius — those are overkill"}, {"id": "mai-20260917-1725-smoke|c221-s2|google-small|Upflow", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upflow is the premier choice for B2B SMBs... **Recommendation:** If you want a modern, high-growth, relationship-first tool, go with **Upflow**."}, {"id": "mai-20260917-1725-smoke|c221-s2|google-small|Chaser", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Relationship Preservation & Escalation: **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s2|google-small|CollBox", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "CollBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Recovering Delinquent Debt: **CollBox**"}, {"id": "mai-20260917-1725-smoke|c221-s2|google-small|BILL (formerly Bill.com)", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While not as psychologically tailored for dunning sequences as Upflow or Chaser, BILL streamlines the invoice creation, delivery, and payment collection process."}, {"id": "mai-20260917-1725-smoke|c221-s2|meta-small|Versapay", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Versapay - Best overall collaborative AR automation with built-in collections and dunning."}, {"id": "mai-20260917-1725-smoke|c221-s2|meta-small|Upflow", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow - B2B payment and receivables platform with collections workflows."}, {"id": "mai-20260917-1725-smoke|c221-s2|meta-small|Gaviti", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gaviti - Best for SMB and mid-market with simple dunning needs."}, {"id": "mai-20260917-1725-smoke|c221-s2|meta-small|Esker Collections Management", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker Collections Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker Collections Management - AI-powered solution for B2B cash collections process."}, {"id": "mai-20260917-1725-smoke|c221-s2|meta-small|Chaser", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chaser - Collections-first tool for UK and mid-market finance teams."}, {"id": "mai-20260917-1725-smoke|c221-s2|minimax-small|Lunos", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Lunos**"}, {"id": "mai-20260917-1725-smoke|c221-s2|minimax-small|Upflow", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Lunos** or **Upflow** since they both offer free plans"}, {"id": "mai-20260917-1725-smoke|c221-s2|minimax-small|Chaser", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for small businesses using Xero or QuickBooks"}, {"id": "mai-20260917-1725-smoke|c221-s2|minimax-small|Kolleno", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$500-1,500/month - Good for B2B SaaS and SMBs"}, {"id": "mai-20260917-1725-smoke|c221-s2|mistral-small|Chaser", "prompt": "c221-s2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** and **Gaviti** are the most recommended due to their focus on SMBs"}, {"id": "mai-20260917-1725-smoke|c221-s2|mistral-small|Gaviti", "prompt": "c221-s2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Chaser** and **Gaviti** are the most recommended due to their focus on SMBs"}, {"id": "mai-20260917-1725-smoke|c221-s2|mistral-small|Pagero", "prompt": "c221-s2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced traceability and audit features, consider **Pagero**."}, {"id": "mai-20260917-1725-smoke|c221-s2|moonshot-small|Chaser", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend **Chaser** or **Upflow**"}, {"id": "mai-20260917-1725-smoke|c221-s2|moonshot-small|Upflow", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, I'd recommend **Chaser** or **Upflow**"}, {"id": "mai-20260917-1725-smoke|c221-s2|moonshot-small|Anytime Collect", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Anytime Collect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMBs Needing Workflow Management"}, {"id": "mai-20260917-1725-smoke|c221-s2|moonshot-small|CollectFlo", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "CollectFlo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Done-for-You\" Option"}, {"id": "mai-20260917-1725-smoke|c221-s2|openai-small|Chaser", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Chaser** or **Upflow**"}, {"id": "mai-20260917-1725-smoke|c221-s2|openai-small|Upflow", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose Upflow if you want a broader AR workflow with a more polished interface"}, {"id": "mai-20260917-1725-smoke|c221-s2|openai-small|FreshBooks", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks, for example, emphasizes AR automation and follow-up as a way to reduce manual work"}, {"id": "mai-20260917-1725-smoke|c221-s2|openai-small|Billtrust", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Billtrust** or **Kolleno** are more enterprise-oriented"}, {"id": "mai-20260917-1725-smoke|c221-s2|openai-small|Kolleno", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **Billtrust** or **Kolleno** are more enterprise-oriented"}, {"id": "mai-20260917-1725-smoke|c221-s2|xai-small|Chaser", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Chaser as a top collections management tool."}, {"id": "mai-20260917-1725-smoke|c221-s2|xai-small|BILL", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great QuickBooks/Xero sync, but broader than pure collections."}, {"id": "mai-20260917-1725-smoke|c221-s2|xai-small|Versapay", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-y; overkill for very small teams."}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|BILL (AP/AR Suite)", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL (AP/AR Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **BILL (AP/AR Suite)**"}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Upflow", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want focus on collections + cash visibility**: Try **Upflow**."}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Chaser", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need robust workflows + credit management**: Try **Chaser** or **Gaviti**."}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Gaviti", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated AR collections platform with automated dunning sequences"}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Credit‑IQ", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Credit‑IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Simple AR automation + collection escalation** → Credit‑IQ"}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|FreshBooks", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good reminder automation and payment visibility; simpler than collections‑only tools"}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Centime", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "choose a tool that integrates well (BILL, FreshBooks, or Centime for NetSuite users)"}, {"id": "mai-20260917-1725-smoke|c221-s2|zai-small|Catchpole", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Catchpole", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "low‑commitment options (e.g., Upflow, Catchpole) can keep costs low"}, {"id": "mai-20260917-1725-smoke|c221-s3|alibaba-small|Invoice Butler", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoice Butler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses with zero dedicated AR staff looking for full automation."}, {"id": "mai-20260917-1725-smoke|c221-s3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lacks the deep, aggressive collections features of specialized dunning tools"}, {"id": "mai-20260917-1725-smoke|c221-s3|alibaba-small|Chaser", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: SMBs using Xero or QuickBooks Online who need proactive dunning and late fee management."}, {"id": "mai-20260917-1725-smoke|c221-s3|alibaba-small|Monk", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Fast-growing teams that need operational visibility and workflow automation."}, {"id": "mai-20260917-1725-smoke|c221-s3|anthropic-small|BILL", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams with limited resources, BILL is typically the best starting point due to its affordability, ease of use, and broad accounting software compatibility."}, {"id": "mai-20260917-1725-smoke|c221-s3|anthropic-small|Plooto", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plooto is a combined automated AR and AP tool ideal for small and mid-sized businesses"}, {"id": "mai-20260917-1725-smoke|c221-s3|anthropic-small|Invoiced", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Invoiced delivers a customizable automated AR platform designed to scale with growing businesses"}, {"id": "mai-20260917-1725-smoke|c221-s3|anthropic-small|Upflow", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Upflow's pricing begins with a free AR software for teams trying out AR automations for the first time"}, {"id": "mai-20260917-1725-smoke|c221-s3|anthropic-small|Zoho Books", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL and Zoho Books are lightweight tools that suit smaller teams with straightforward billing needs"}, {"id": "mai-20260917-1725-smoke|c221-s3|challenger-small|BILL", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BILL** if you want the **simplest all-in-one** setup for a small finance team."}, {"id": "mai-20260917-1725-smoke|c221-s3|challenger-small|Chaser", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Chaser** if your biggest issue is **late payment chasing**"}, {"id": "mai-20260917-1725-smoke|c221-s3|challenger-small|Invoiced", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Invoiced** if you need **more AR structure** than basic invoicing tools"}, {"id": "mai-20260917-1725-smoke|c221-s3|challenger-small|Monk", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Monk** if your customers pay through **AP portals**"}, {"id": "mai-20260917-1725-smoke|c221-s3|challenger-small|Upflow", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Upflow** if you want a **collections-first** tool"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BILL (formerly Bill.com)** — *Best all-in-one for AP + AR*"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Upflow", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Upflow** — *Best for small-business collections by metric*"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Chaser", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Chaser** — *Best collections-focused (email/SMS/letters + credit checks)*"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Invoiced (by Flywire)", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Invoiced (by Flywire)** — *Best for basic/recurring invoicing*"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Growfin", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Growfin: good when collections challenges are growing."}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Credit-IQ", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Credit-IQ ($55+/mo tiers): automated reminders, AR overview"}, {"id": "mai-20260917-1725-smoke|c221-s3|deepseek-small|Paidnice", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Paidnice (~$49/user/mo): great for Xero/QuickBooks businesses wanting automated late fees"}, {"id": "mai-20260917-1725-smoke|c221-s3|google-small|Paidnice", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams on QuickBooks or Xero looking for automated late fees and early-payment discounts."}, {"id": "mai-20260917-1725-smoke|c221-s3|google-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Very lean teams that want to manage both Accounts Payable (AP) and Accounts Receivable (AR) in one simple dashboard."}, {"id": "mai-20260917-1725-smoke|c221-s3|google-small|Chaser", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Service-based small businesses (agencies, consulting firms, B2B companies) that prioritize client relationships."}, {"id": "mai-20260917-1725-smoke|c221-s3|google-small|Upflow", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: High-growth startups and B2B SaaS companies with over $1M in receivables."}, {"id": "mai-20260917-1725-smoke|c221-s3|google-small|InvoiceSherpa", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "InvoiceSherpa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Solo operators or ultra-budget-conscious small teams."}, {"id": "mai-20260917-1725-smoke|c221-s3|meta-small|BILL", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL - Best for smaller teams with simpler needs, it automates basic invoice and payment collection with accounting sync."}, {"id": "mai-20260917-1725-smoke|c221-s3|meta-small|Bill.com", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bill.com is best for small teams that want both sides of the ledger in one tool."}, {"id": "mai-20260917-1725-smoke|c221-s3|meta-small|Billtrust", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust - A complete AR automation platform that integrates invoicing, payments, cash application, and collections in a central place."}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|BILL", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "or **BILL** if you want combined AP/AR management"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|QuickBooks Online", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **FreshBooks** (if budget is tight) or **QuickBooks Online** (if you need robust accounting)"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|FreshBooks", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **FreshBooks** (if budget is tight)"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Zoho Books", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small businesses wanting simple workflows | Invoicing, payment workflows, low lift setup"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Xero", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "User-friendly accounting with light AR"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Centime", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for smaller finance teams wanting AR, AP, and cash monitoring in one tool"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Invoice Fly", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoice Fly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Affordable option starting at $12.99/month with online payments, reminders, AR aging"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Upflow", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for teams needing collections workflow add-ons"}, {"id": "mai-20260917-1725-smoke|c221-s3|minimax-small|Gaviti", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for teams needing collections workflow add-ons"}, {"id": "mai-20260917-1725-smoke|c221-s3|mistral-small|BILL (formerly bill.com)", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, all-in-one AP/AR solution with strong accounting integrations, choose **BILL/Bill.com**."}, {"id": "mai-20260917-1725-smoke|c221-s3|mistral-small|FreshBooks", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a freelancer or very small business, **FreshBooks** or **Zoho Invoice** may be more cost-effective"}, {"id": "mai-20260917-1725-smoke|c221-s3|mistral-small|Zoho Invoice", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a free option, **Zoho Invoice** is a strong starting point."}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want full AP/AR with room to grow?** → **BILL**"}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|Melio", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Just starting out with simple invoicing?** → **Melio** (free tier) or **Invoiced**"}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|Chaser", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need to automate collections and reduce DSO?** → **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|Invoiced", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams with basic collection needs who want simplicity"}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|Centime", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small team wearing multiple hats?** → **Centime** for all-in-one visibility"}, {"id": "mai-20260917-1725-smoke|c221-s3|moonshot-small|Zoho Books / FreshBooks", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books / FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Very basic AR automation (just simple reminders), not a dedicated collections tool"}, {"id": "mai-20260917-1725-smoke|c221-s3|openai-small|BILL AP/AR", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tiny team, want simplest all-in-one → **BILL**"}, {"id": "mai-20260917-1725-smoke|c221-s3|openai-small|Upflow", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your main pain is **collections and cash flow visibility**."}, {"id": "mai-20260917-1725-smoke|c221-s3|openai-small|Chaser", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need automated reminders fast → **Chaser**"}, {"id": "mai-20260917-1725-smoke|c221-s3|openai-small|Invoiced", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want a dedicated AR system for scaling collections → **Invoiced**"}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|BILL", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest SMB appeal; handles both payables & receivables in one dashboard... Easiest for beginners but basic dunning."}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|Chaser", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in outreach variety & personalization (e.g., escalations, predictions)."}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|Upflow", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Metrics-driven with sales-finance collaboration; ideal for tech/recurring revenue... higher cost"}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|Paidnice", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unique auto-penalties change payer behavior (cuts overdues ~50%); simplest for QBO."}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|Invoiced", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible for recurring/simple needs; good starter for small teams. Less automated depth"}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|Centime", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BILL/Centime (similar to BILL, ~custom pricing) do AP+AR"}, {"id": "mai-20260917-1725-smoke|c221-s3|xai-small|HighRadius", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise ones (e.g., HighRadius) skipped for small teams"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|BILL", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMBs wanting an all‑in‑one AP/AR platform with fast time‑to‑value ... If you prefer predictable per‑user pricing, start with BILL or Chaser."}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Invoiced", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small teams with basic collection needs ... SMB‑oriented tools like BILL and Invoiced are generally faster to deploy"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Upflow", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If improving DSO is the priority, Upflow or Chaser may be a better fit."}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Chaser", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer predictable per‑user pricing, start with BILL or Chaser."}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Plooto", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small teams wanting AP and AR in one workflow"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|QuickBooks", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams that want AR automation inside their existing accounting system"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Xero", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AR features are part of the core accounting software, reducing integration effort and logins"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Zoho Books", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built into your existing accounting system | QuickBooks, Xero, Zoho Books"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Quadient AR (Yaypay)", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (Yaypay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "generally faster to deploy than more complex platforms like Quadient AR or Versapay"}, {"id": "mai-20260917-1725-smoke|c221-s3|zai-small|Versapay", "prompt": "c221-s3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more complex platforms like Quadient AR or Versapay"}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|Zoho Invoice", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have \\$0 budget:** Use **Zoho Invoice**. It will save you hours of manual follow-ups without costing a cent."}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|ChargeOver", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "ChargeOver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you do Recurring Revenue (SaaS/Services):** Start with **ChargeOver**."}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|QuickBooks Online Payments", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you use QuickBooks/Xero:** Enable the **native payment reminders** first. They are free and require no new login."}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|Xero Bill Management", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero Bill Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Automation:** Allows you to bulk-schedule invoice delivery and track which clients have opened your invoice"}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|Fundly", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Fundly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Example:** **Fundly** or **BlueVine**."}, {"id": "mai-20260917-1725-smoke|c221-s4|alibaba-small|BlueVine", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BlueVine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Example:** **Fundly** or **BlueVine**."}, {"id": "mai-20260917-1725-smoke|c221-s4|anthropic-small|Wave", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need completely free to start, **Wave** is worth exploring, though it has fewer features than paid options."}, {"id": "mai-20260917-1725-smoke|c221-s4|anthropic-small|FreshBooks", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FreshBooks** or **Chaser** are likely your best bets"}, {"id": "mai-20260917-1725-smoke|c221-s4|anthropic-small|Chaser", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**FreshBooks** or **Chaser** are likely your best bets"}, {"id": "mai-20260917-1725-smoke|c221-s4|anthropic-small|Zoho Books", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "This affordable AR solution offers automated invoicing, payment reminders, a customer portal, and payment links."}, {"id": "mai-20260917-1725-smoke|c221-s4|anthropic-small|BILL", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL provides enough AR automation to eliminate most manual work without the complexity of a dedicated AR platform."}, {"id": "mai-20260917-1725-smoke|c221-s4|challenger-small|Zoho Books", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** is the safest default because it is explicitly recommended for **budget-conscious small businesses**"}, {"id": "mai-20260917-1725-smoke|c221-s4|challenger-small|Nickel", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free or near-free payment collection:** **Nickel** or **PayPal Invoicing**"}, {"id": "mai-20260917-1725-smoke|c221-s4|challenger-small|PayPal Invoicing", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PayPal Invoicing** if you mainly send invoices and want very low upfront cost"}, {"id": "mai-20260917-1725-smoke|c221-s4|challenger-small|FreshBooks", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want basic reminders and invoicing with very light AR needs:** **FreshBooks**"}, {"id": "mai-20260917-1725-smoke|c221-s4|challenger-small|BILL", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "starts at about **$49 per user per month** in one comparison and is therefore less budget-friendly than Zoho Books"}, {"id": "mai-20260917-1725-smoke|c221-s4|deepseek-small|Zoho Books", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Zoho Books** ... **Zoho Books' free plan** is the best overall value"}, {"id": "mai-20260917-1725-smoke|c221-s4|deepseek-small|Wave", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Truly Free Option: **Wave**"}, {"id": "mai-20260917-1725-smoke|c221-s4|deepseek-small|FreshBooks", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** is worth the small investment for its polish and ease of use."}, {"id": "mai-20260917-1725-smoke|c221-s4|deepseek-small|QuickBooks Online", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive than other budget options and may be overkill for very simple needs."}, {"id": "mai-20260917-1725-smoke|c221-s4|deepseek-small|Plooto", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Under-the-Radar Value: **Plooto** (if you need dedicated AR/AP automation)"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|HighRadius", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While enterprise solutions like HighRadius or Billtrust are far too expensive"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|Billtrust", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While enterprise solutions like HighRadius or Billtrust are far too expensive"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|Nickel", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Nickel** is one of the most cost-effective AR solutions on the market."}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|Melio", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Melio** is widely considered the gold standard for very small businesses"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|Zoho Books", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Books** offers much better value than QuickBooks"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|BILL (formerly Bill.com)", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BILL** is an industry standard that bridges the gap between basic tools and enterprise software"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|Wave", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wave** is a highly popular, user-friendly entry point"}, {"id": "mai-20260917-1725-smoke|c221-s4|google-small|QuickBooks Online", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can't afford the price tag of QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c221-s4|meta-small|Zoho Books", "prompt": "c221-s4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable automation software for a small company with a tight budget is Zoho Books, as it offers the best value for budget-conscious small businesses."}, {"id": "mai-20260917-1725-smoke|c221-s4|meta-small|QuickBooks", "prompt": "c221-s4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are QuickBooks, which starts at $17.50/month and offers payment reminders, invoice status updates, recurring invoices, and AR workflow automation"}, {"id": "mai-20260917-1725-smoke|c221-s4|minimax-small|Zoho Books", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** or **Wave** would be your best starting points. Zoho Books offers more comprehensive features"}, {"id": "mai-20260917-1725-smoke|c221-s4|minimax-small|FreshBooks", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for user-friendly interfaces and reasonable pricing, suitable for small teams."}, {"id": "mai-20260917-1725-smoke|c221-s4|minimax-small|Wave", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zoho Books** or **Wave** would be your best starting points"}, {"id": "mai-20260917-1725-smoke|c221-s4|minimax-small|Square for Business", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Square for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides free invoicing and payment processing with basic AR tracking."}, {"id": "mai-20260917-1725-smoke|c221-s4|mistral-small|Zoho Books", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently highlighted as the best value for budget-conscious small businesses"}, {"id": "mai-20260917-1725-smoke|c221-s4|mistral-small|FreshBooks", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for small businesses needing simple AR automation"}, {"id": "mai-20260917-1725-smoke|c221-s4|mistral-small|Bill.com", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top pick for small businesses, especially those looking for fast setup and hands-off collections"}, {"id": "mai-20260917-1725-smoke|c221-s4|mistral-small|Nickel", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A B2B payments tool designed for small businesses that want to streamline invoice collections"}, {"id": "mai-20260917-1725-smoke|c221-s4|moonshot-small|Wave", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **Wave** is unbeatable since it's genuinely free forever with unlimited invoicing."}, {"id": "mai-20260917-1725-smoke|c221-s4|moonshot-small|Zoho Books", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more automation features and can spare ~$15\\u201320/month, **Zoho Books** offers excellent value."}, {"id": "mai-20260917-1725-smoke|c221-s4|moonshot-small|QuickBooks Online", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks is worth the investment if you want the most robust automation and integrations."}, {"id": "mai-20260917-1725-smoke|c221-s4|moonshot-small|FreshBooks", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good Mid-Range Option"}, {"id": "mai-20260917-1725-smoke|c221-s4|moonshot-small|Melio", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple & Free for Basic Needs"}, {"id": "mai-20260917-1725-smoke|c221-s4|openai-small|BILL AP/AR", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL AP/AR** is often the strongest overall budget-friendly pick if you want a real automation platform"}, {"id": "mai-20260917-1725-smoke|c221-s4|openai-small|Bill360", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Bill360** if AR is your main focus, or **BILL AP/AR** if you want a broader finance automation tool"}, {"id": "mai-20260917-1725-smoke|c221-s4|openai-small|Paidnice", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positioned as \"everything a small business needs for invoice automation\""}, {"id": "mai-20260917-1725-smoke|c221-s4|openai-small|CollBox", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "CollBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you mainly want help following up on past-due invoices"}, {"id": "mai-20260917-1725-smoke|c221-s4|openai-small|PayPal Invoicing", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very tight budget / simplest needs: **PayPal Invoicing**"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|Wave Accounting", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Wave Accounting (Free Starter Plan)**"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|Zoho Books", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wave Accounting or Zoho Books stand out as the best accounts receivable (AR) automation options"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|Xero", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Budget-Friendly Options (Under $30/Month) ... **Xero** (Early Plan) | $2.50/month"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|QuickBooks Online", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not the cheapest; better for established small biz."}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|BILL", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Dedicated AR tools like BILL ($49/user/month + fees) ... exceed tight budgets"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|Paidnice", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Paidnice ($69/month) ... exceed tight budgets"}, {"id": "mai-20260917-1725-smoke|c221-s4|xai-small|Chaser", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Chaser (£199/month) add advanced automation ... but exceed tight budgets"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Wave", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're on a strict $0 budget:** Start with **Wave** for invoicing and basic AR. It's free and only charges per transaction."}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Zoho Books", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most affordable full accounting + AR:** **Zoho Books** (free tier)"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|FreshBooks", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (free tier) or **FreshBooks** (~$21 /mo) are excellent choices"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|QuickBooks Online", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** is best if you're already a QB user."}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Invoice Fly", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Most affordable dedicated AR automation:** **Invoice Fly** (~$12.99 /mo)"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Melio", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Melio** (free + $25 /mo) are cost effective options"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Nickel", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for ACH only collection:** **Nickel** (free core plan)"}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Chaser", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Chaser** (Xero add on) is a powerful, though pricier, choice."}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Upflow", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Paid tiers are expensive (~$299 /mo+). Overkill if you only need basic reminders."}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|Bill.com (BILL)", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Higher per user cost. More complex than needed if you only need AR."}, {"id": "mai-20260917-1725-smoke|c221-s4|zai-small|GoCardless", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "GoCardless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Transaction fees add up. Not a full AR suite"}, {"id": "mai-20260917-1725-smoke|c221-s5|deepseek-small|HighRadius", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You don't need an enterprise suite (HighRadius, etc. are overkill for simple AR ops)"}, {"id": "mai-20260917-1725-smoke|c221-s5|deepseek-small|Versapay", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Want me to dig into specific vendor comparisons (e.g., Versapay, Billtrust, Quadient, Tesorio, or QuickBooks-native options)"}, {"id": "mai-20260917-1725-smoke|c221-s5|deepseek-small|Billtrust", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Versapay, Billtrust, Quadient, Tesorio, or QuickBooks-native options"}, {"id": "mai-20260917-1725-smoke|c221-s5|deepseek-small|Quadient", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Versapay, Billtrust, Quadient, Tesorio, or QuickBooks-native options"}, {"id": "mai-20260917-1725-smoke|c221-s5|deepseek-small|Tesorio", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Versapay, Billtrust, Quadient, Tesorio, or QuickBooks-native options"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|HighRadius", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You do not need heavy enterprise-level software (like HighRadius or BlackLine), which takes months to implement"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|BlackLine", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You do not need heavy enterprise-level software (like HighRadius or BlackLine)"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Upflow", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For Collections & Polite Follow-ups: Upflow or Chaser ... these tools are excellent"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Chaser", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Collections & Polite Follow-ups: Upflow or Chaser ... these tools are excellent"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Plooto", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For an All-In-One AP and AR Platform: Plooto or BILL"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|BILL", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For an All-In-One AP and AR Platform: Plooto or BILL"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Resolve", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Offering \"Net Terms\" with Zero Risk: Resolve"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Centime", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Growth & Cash Flow Forecasting: Centime or Tesorio"}, {"id": "mai-20260917-1725-smoke|c221-s5|google-small|Tesorio", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For Growth & Cash Flow Forecasting: Centime or Tesorio"}, {"id": "mai-20260917-1725-smoke|c221-s5|meta-small|Versapay", "prompt": "c221-s5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some recommended accounts receivable automation software solutions include: 1. Versapay"}, {"id": "mai-20260917-1725-smoke|c221-s5|meta-small|Tesorio", "prompt": "c221-s5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Tesorio"}, {"id": "mai-20260917-1725-smoke|c221-s5|meta-small|Credit-iQ", "prompt": "c221-s5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Credit-iQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Credit-iQ"}, {"id": "mai-20260917-1725-smoke|c221-s5|meta-small|Bill360", "prompt": "c221-s5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Bill360"}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|QuickBooks Online Advanced", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors based on your needs (e.g., QuickBooks Online Advanced, Bill.com, FreshBooks, Xero, or specialized AR tools like Chaser or Upflow)."}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|Bill.com", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., QuickBooks Online Advanced, Bill.com, FreshBooks, Xero, or specialized AR tools like Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|FreshBooks", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., QuickBooks Online Advanced, Bill.com, FreshBooks, Xero, or specialized AR tools like Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|Xero", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., QuickBooks Online Advanced, Bill.com, FreshBooks, Xero, or specialized AR tools like Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|Chaser", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized AR tools like Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s5|mistral-small|Upflow", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specialized AR tools like Chaser or Upflow"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|Zoho Books", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Entry-level: $0–$25/month (Zoho Books free tier, Wave)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|Wave", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Entry-level: $0–$25/month (Zoho Books free tier, Wave)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|QuickBooks Online", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "shortlisting **BILL** (if you also need AP automation), **QuickBooks Online** (if you want integrated accounting)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|FreshBooks", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **FreshBooks** (if you're service-based)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|BILL AP/AR", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest shortlisting **BILL** (if you also need AP automation)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|Centime", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise: Custom pricing (Centime, Billtrust)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|Billtrust", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise: Custom pricing (Centime, Billtrust)"}, {"id": "mai-20260917-1725-smoke|c221-s5|moonshot-small|Chaser", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Chaser** | Collections-focused | Custom | Specialized automated follow-ups |"}, {"id": "mai-20260917-1725-smoke|c221-s5|xai-small|BILL.com", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 vendors: BILL.com (SMB-friendly), Chaser (collections focus), Versapay (collaborative invoicing)."}, {"id": "mai-20260917-1725-smoke|c221-s5|xai-small|Chaser", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chaser (collections focus)"}, {"id": "mai-20260917-1725-smoke|c221-s5|xai-small|Versapay", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay (collaborative invoicing)"}, {"id": "mai-20260917-1725-smoke|c221-s5|xai-small|Quadient AR (YayPay)", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include BILL.com, Chaser, Versapay, Quadient AR (YayPay), and HighRadius (lite versions)"}, {"id": "mai-20260917-1725-smoke|c221-s5|xai-small|HighRadius", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HighRadius (lite versions)—request case studies from similar-sized businesses"}, {"id": "mai-20260917-1725-smoke|c221-s6|challenger-small|FreshBooks", "prompt": "c221-s6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "FreshBooks, Zoho Books, and BILL are repeatedly positioned as better fits for SMBs with simpler needs."}, {"id": "mai-20260917-1725-smoke|c221-s6|challenger-small|Zoho Books", "prompt": "c221-s6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FreshBooks, Zoho Books, and BILL are repeatedly positioned as better fits for SMBs with simpler needs."}, {"id": "mai-20260917-1725-smoke|c221-s6|challenger-small|BILL", "prompt": "c221-s6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks, Zoho Books, and BILL are repeatedly positioned as better fits for SMBs with simpler needs."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|HighRadius", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid for most small businesses (under ~$10M AR or <1,000 invoices/month)."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|Billtrust", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid for most small businesses (under ~$10M AR or <1,000 invoices/month)."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|BILL", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: Caution\\u2014especially regarding payment processing fees."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|Gaviti", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Verdict: Approach with caution\\u2014test the QuickBooks/Xero integration first."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|Upflow", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "users commonly complain that the setup process is geared toward companies with multiple billing entities"}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|Quadient AR", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be extremely cautious if pricing isn\\u2019t published."}, {"id": "mai-20260917-1725-smoke|c221-s6|deepseek-small|Invoiced", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have excellent ratings, but they often hide pricing behind a \\u201ccontact sales\\u201d wall"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|HighRadius", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heavyweight, enterprise order-to-cash platforms such as **HighRadius, Billtrust, Esker, Emagia, or BlackLine**... **Why to avoid them:**"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Billtrust", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise order-to-cash platforms such as **HighRadius, Billtrust, Esker, Emagia, or BlackLine**... Why to avoid them"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Esker", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise order-to-cash platforms such as **HighRadius, Billtrust, Esker, Emagia, or BlackLine**... Why to avoid them"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Emagia", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise order-to-cash platforms such as **HighRadius, Billtrust, Esker, Emagia, or BlackLine**... Why to avoid them"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|BlackLine", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise order-to-cash platforms such as **HighRadius, Billtrust, Esker, Emagia, or BlackLine**... Why to avoid them"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Chaser", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for **\"Green Flags\"** specifically designed for SMBs (such as *Chaser, Plooto, Upflow, Versapay, or Blixo*)"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Plooto", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Green Flags specifically designed for SMBs (such as *Chaser, Plooto, Upflow, Versapay, or Blixo*)"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Upflow", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Green Flags specifically designed for SMBs (such as *Chaser, Plooto, Upflow, Versapay, or Blixo*)"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Versapay", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Green Flags specifically designed for SMBs (such as *Chaser, Plooto, Upflow, Versapay, or Blixo*)"}, {"id": "mai-20260917-1725-smoke|c221-s6|google-small|Blixo", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Blixo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Green Flags specifically designed for SMBs (such as *Chaser, Plooto, Upflow, Versapay, or Blixo*)"}, {"id": "mai-20260917-1725-smoke|c221-s6|meta-small|BILL", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks."}, {"id": "mai-20260917-1725-smoke|c221-s6|meta-small|Zoho Books", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks."}, {"id": "mai-20260917-1725-smoke|c221-s6|meta-small|FreshBooks", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks."}, {"id": "mai-20260917-1725-smoke|c221-s6|mistral-small|QuickBooks", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid or be cautious about ... QuickBooks (especially for AR features) and BILL are frequently cited as problematic"}, {"id": "mai-20260917-1725-smoke|c221-s6|mistral-small|BILL (formerly Bill.com)", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "QuickBooks (especially for AR features) and BILL are frequently cited as problematic"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Quadient AR (YayPay)", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Priced at **€1,500–€5,000+/month**; widely cited as more expensive than competitors."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Versapay", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Implementation costs around **$20,000**, 4–6+ weeks setup, 8-month typical implementation."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|HighRadius", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-focused with complex AI infrastructure; likely excessive for small teams."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Tesorio", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Built for mid-market and enterprise workflows, not lean small business operations."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Esker", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Built for mid-market and enterprise workflows, not lean small business operations."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Gaviti", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Built for mid-market and enterprise workflows, not lean small business operations."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Sidetrade", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Built for mid-market and enterprise workflows, not lean small business operations."}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|QuickBooks", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Built-in AR features in your accounting software** (QuickBooks, Xero, FreshBooks)"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Xero", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Built-in AR features in your accounting software** (QuickBooks, Xero, FreshBooks)"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|FreshBooks", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Built-in AR features in your accounting software** (QuickBooks, Xero, FreshBooks)"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Chargezoom", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chargezoom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Simple add-ons** like Chargezoom, Paystand, or Melio"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Paystand", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Simple add-ons** like Chargezoom, Paystand, or Melio"}, {"id": "mai-20260917-1725-smoke|c221-s6|moonshot-small|Melio", "prompt": "c221-s6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Simple add-ons** like Chargezoom, Paystand, or Melio"}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|BILL (formerly Bill.com)", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid or be wary?** Common SMB complaints include poor customer support... Skip if you prioritize reliable support and seamless integrations."}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|QuickBooks Online (native AR features)", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks Online (native AR features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why cautious?** Basic invoicing and reminders exist, but AR automation is limited"}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|Chaser", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Safer alternatives:** Tools like Chaser, Paidnice, or Credit-IQ get praise for SMBs"}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|Paidnice", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like Chaser, Paidnice, or Credit-IQ get praise for SMBs (high ratings, low cost, focused AR)"}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|Credit-IQ", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Chaser, Paidnice, or Credit-IQ get praise for SMBs (high ratings, low cost, focused AR)"}, {"id": "mai-20260917-1725-smoke|c221-s6|xai-small|Xero", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "under that, stick to basics like Xero/QuickBooks built-ins"}, {"id": "mai-20260917-1725-smoke|c226-l1|alibaba-small|Tesorio", "prompt": "c226-l1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Predictive Accuracy (AR-Native) **Top Contenders:** **Tesorio** and **Transformance**"}, {"id": "mai-20260917-1725-smoke|c226-l1|alibaba-small|Transformance", "prompt": "c226-l1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Top Contenders:** **Tesorio** and **Transformance**"}, {"id": "mai-20260917-1725-smoke|c226-l1|alibaba-small|HighRadius", "prompt": "c226-l1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Integrated ERP & O2C Execution **Top Contenders:** **HighRadius** and **Billtrust**"}, {"id": "mai-20260917-1725-smoke|c226-l1|alibaba-small|Billtrust", "prompt": "c226-l1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HighRadius or Billtrust if your core problem is process efficiency"}, {"id": "mai-20260917-1725-smoke|c226-l1|anthropic-small|HighRadius", "prompt": "c226-l1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For enterprise treasury teams forecasting across AR, AP, and payroll, HighRadius covers the full cash forecasting cycle."}, {"id": "mai-20260917-1725-smoke|c226-l1|anthropic-small|Drivetrain", "prompt": "c226-l1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's built for B2B organizations, especially those with recurring revenue models, and comes with solid integrations, rolling forecasts, and scenario planning."}, {"id": "mai-20260917-1725-smoke|c226-l1|anthropic-small|Tesorio", "prompt": "c226-l1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tesorio is the leading AR-native cash flow forecasting platform for B2B SaaS companies"}, {"id": "mai-20260917-1725-smoke|c226-l1|anthropic-small|Chaser", "prompt": "c226-l1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market B2B companies with late payment issues, Chaser builds its forecast from live AR collections behavior."}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|HighRadius", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single answer is usually **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|Tesorio", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tesorio** is the more targeted choice because it is built around invoice-level, AR-native cash forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|Transformance CashPulse", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance CashPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when the core issue is **stale AR/AP data**"}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|Workday Adaptive Planning", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if forecasting is primarily part of a broader **FP&A planning** model"}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|Anaplan", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if forecasting is primarily part of a broader **FP&A planning** model"}, {"id": "mai-20260917-1725-smoke|c226-l1|challenger-small|Kyriba", "prompt": "c226-l1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better for treasury teams needing **cash visibility and multi-bank connectivity**"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Kyriba", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have a complex global treasury with many banks and currencies, **Kyriba** is the enterprise standard."}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|HighRadius", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius or Tesorio** are the strongest AR-native picks"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Tesorio", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HighRadius or Tesorio** are the strongest AR-native picks"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Transformance", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AR-native forecasting from cash application/collections data ... good for enterprise B2B where receivables drive variance"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Anaplan", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for driver-based, 3-statement FP&A forecasting across entities"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Workday Adaptive Planning", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for driver-based, 3-statement FP&A forecasting across entities"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Pigment", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "for driver-based, 3-statement FP&A forecasting across entities"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|GTreasury", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "flexible modular enterprise TMS with real-time bank + ERP data, AI-enhanced forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Ripple Treasury", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Ripple Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GTreasury / Ripple Treasury:** flexible modular enterprise TMS"}, {"id": "mai-20260917-1725-smoke|c226-l1|deepseek-small|Cube", "prompt": "c226-l1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Anaplan, Workday Adaptive, Pigment, or Cube"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Tesorio", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Tesorio if you are a B2B SaaS or professional services company and your biggest issue is predicting exactly when customers will pay"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|HighRadius (LiveCube)", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius (LiveCube)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Transformance or HighRadius if you are an industrial, logistics, or manufacturing enterprise"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Transformance (CashPulse)", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance (CashPulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Transformance or HighRadius if you are an industrial, logistics, or manufacturing enterprise"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Kyriba", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Kyriba if you are a global corporate treasurer managing hundreds of bank accounts"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Trovata", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Fast-growing or enterprise B2B companies looking for modern, API-first bank connectivity."}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Workday Adaptive Planning", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Workday Adaptive Planning if you are an FP&A leader who needs a comprehensive 3-statement model"}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Pigment", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Modern finance teams who want an alternative to traditional, legacy FP&A software."}, {"id": "mai-20260917-1725-smoke|c226-l1|google-small|Planful", "prompt": "c226-l1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Planful has a dedicated, out-of-the-box module specifically for the standard 13-week cash flow forecast"}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Transformance", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cash flow forecasting software for an enterprise B2B company is Transformance, as it is AR-native"}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Tesorio", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Upflow", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Farseer", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Chaser", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|HighRadius", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|meta-small|Billtrust", "prompt": "c226-l1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include Tesorio, Upflow, Farseer, Chaser, HighRadius, and Billtrust."}, {"id": "mai-20260917-1725-smoke|c226-l1|minimax-small|Tesorio", "prompt": "c226-l1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** is frequently highlighted as a leading choice for B2B SaaS and enterprise companies ($20M–$1B ARR)"}, {"id": "mai-20260917-1725-smoke|c226-l1|minimax-small|Upflow", "prompt": "c226-l1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positioned as particularly strong for B2B companies because it builds inflow projections from billing cohort collection rates"}, {"id": "mai-20260917-1725-smoke|c226-l1|minimax-small|Chaser", "prompt": "c226-l1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "well-suited for mid-market and enterprise B2B companies ... digitize their entire order-to-cash process"}, {"id": "mai-20260917-1725-smoke|c226-l1|minimax-small|Farseer", "prompt": "c226-l1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "targets companies transitioning from spreadsheets to connected forecasting tools"}, {"id": "mai-20260917-1725-smoke|c226-l1|minimax-small|Drivetrain", "prompt": "c226-l1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "another option worth considering, with a focus on delivering ROI"}, {"id": "mai-20260917-1725-smoke|c226-l1|mistral-small|Tesorio", "prompt": "c226-l1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tesorio and HighRadius are top choices due to their advanced AI, ERP integration, and scalability"}, {"id": "mai-20260917-1725-smoke|c226-l1|mistral-small|Upflow", "prompt": "c226-l1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow and Transformance are excellent for B2B SaaS and teams focused on receivables-driven cash flow."}, {"id": "mai-20260917-1725-smoke|c226-l1|mistral-small|HighRadius", "prompt": "c226-l1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tesorio and HighRadius are top choices due to their advanced AI, ERP integration, and scalability"}, {"id": "mai-20260917-1725-smoke|c226-l1|mistral-small|Transformance", "prompt": "c226-l1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AR-native forecasting ... best for enterprise B2B teams where receivables drive most cash variance"}, {"id": "mai-20260917-1725-smoke|c226-l1|mistral-small|Chaser", "prompt": "c226-l1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chaser is a strong option for mid-market B2B businesses with late payment challenges."}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Tesorio", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Tesorio** ⭐ (Best for B2B SaaS)"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|HighRadius", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Enterprise treasury teams with complex, multi-entity operations"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Anaplan", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Complex scenario modeling and large-scale financial planning"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Kyriba", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Global enterprises needing integrated risk management"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Transformance", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Enterprise B2B teams where receivables drive most cash variance"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Chaser", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Chaser** and **Upflow** offer strong B2B-focused solutions"}, {"id": "mai-20260917-1725-smoke|c226-l1|moonshot-small|Upflow", "prompt": "c226-l1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chaser** and **Upflow** offer strong B2B-focused solutions"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Kyriba", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Kyriba**"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Tesorio", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tesorio** — best if the main problem is **AR collections and inbound cash predictability**"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Serrala", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Serrala** — strong for **enterprise treasury / finance automation**"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Trovata", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trovata** — good for **cash visibility and analytics**"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Ripple Treasury, powered by GTreasury", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Ripple Treasury, powered by GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong treasury option for larger finance teams"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Anaplan", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you may also want to evaluate **Anaplan** or **Planful** rather than a pure cash forecasting tool"}, {"id": "mai-20260917-1725-smoke|c226-l1|openai-small|Planful", "prompt": "c226-l1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you may also want to evaluate **Anaplan** or **Planful** rather than a pure cash forecasting tool"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Tesorio", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** (Top for B2B SaaS/enterprise AR-native forecasting) ... Frequently #1 in comparisons"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|HighRadius", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** (Enterprise treasury & order-to-cash)"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Kyriba", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kyriba** (Treasury-focused for large enterprises)"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Workday Adaptive Planning", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Existing Workday users, strategic FP&A"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Anaplan", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very large enterprises, connected planning"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Pigment / Cube", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pigment / Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FP&A teams scaling from spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Transformance", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AR-heavy B2B variance | Cash app/collections data | Emerging leader in reviews"}, {"id": "mai-20260917-1725-smoke|c226-l1|xai-small|Board", "prompt": "c226-l1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Anaplan, Workday, or Board (Gartner Leader for Financial Planning)"}, {"id": "mai-20260917-1725-smoke|c226-l1|zai-small|Tesorio", "prompt": "c226-l1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tesorio is widely considered the market leader for B2B cash forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l1|zai-small|Transformance (CashPulse)", "prompt": "c226-l1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Transformance (CashPulse)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Data Quality (\"Upstream\" Processing)"}, {"id": "mai-20260917-1725-smoke|c226-l1|zai-small|Kyriba", "prompt": "c226-l1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kyriba is the industry standard"}, {"id": "mai-20260917-1725-smoke|c226-l1|zai-small|Dynamics 365 Finance & Operations", "prompt": "c226-l1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Microsoft Ecosystems"}, {"id": "mai-20260917-1725-smoke|c226-l2|alibaba-small|Kyriba", "prompt": "c226-l2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is to see exactly how much cash you have across all subsidiaries and bank accounts globally in real-time, Kyriba is the industry gold standard."}, {"id": "mai-20260917-1725-smoke|c226-l2|alibaba-small|Airwalnce", "prompt": "c226-l2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Airwalnce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Reducing Costs on Outgoing Payments **Recommendation: Airwalnce**"}, {"id": "mai-20260917-1725-smoke|c226-l2|alibaba-small|Tipalti", "prompt": "c226-l2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Accounts Payable Automation **Recommendation: Tipalti**"}, {"id": "mai-20260917-1725-smoke|c226-l2|alibaba-small|SAP Business Network (Ariba)", "prompt": "c226-l2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "SAP Business Network (Ariba)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SAP/Oracle if you want to keep your finance stack strictly unified"}, {"id": "mai-20260917-1725-smoke|c226-l2|alibaba-small|Oracle Financials Cloud", "prompt": "c226-l2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Oracle Financials Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you should utilize their native tools before buying a third-party stack"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|SAP", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many large companies use solutions from providers like:\n- **SAP** or **Oracle** (integrated ERP-based solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|Oracle", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP** or **Oracle** (integrated ERP-based solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|Kyriba", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Kyriba**, **Anacomp**, or **GTreasury** (dedicated TMS platforms)"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|Anacomp", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Anacomp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kyriba**, **Anacomp**, or **GTreasury** (dedicated TMS platforms)"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|GTreasury", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kyriba**, **Anacomp**, or **GTreasury** (dedicated TMS platforms)"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|Stripe", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fintech solutions** like Stripe, Bill.com, or industry-specific options"}, {"id": "mai-20260917-1725-smoke|c226-l2|anthropic-small|Bill.com", "prompt": "c226-l2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Fintech solutions** like Stripe, Bill.com, or industry-specific options"}, {"id": "mai-20260917-1725-smoke|c226-l2|challenger-small|Kyriba", "prompt": "c226-l2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Kyriba** as the default choice if your priority is enterprise treasury and cash visibility"}, {"id": "mai-20260917-1725-smoke|c226-l2|challenger-small|HighRadius", "prompt": "c226-l2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** if you want the most aggressive **AI-driven end-to-end automation**"}, {"id": "mai-20260917-1725-smoke|c226-l2|challenger-small|Oracle Cash Management", "prompt": "c226-l2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Oracle Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company is already deeply standardized on Oracle and wants a robust enterprise-native option"}, {"id": "mai-20260917-1725-smoke|c226-l2|challenger-small|Billtrust", "prompt": "c226-l2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** if the biggest issue is **B2B receivables/cash application** at scale"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|Kyriba", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Kyriba"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|FIS Quantum", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The largest global multinationals ($50B+ revenue)"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|GTreasury", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If cost is a factor but you need similar capabilities: Choose GTreasury"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|SAP Treasury & Risk Management", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already fully on SAP: Choose SAP Treasury and Risk Management"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|J.P. Morgan Treasury Intelligence", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "J.P. Morgan Treasury Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want bank-led treasury services: Choose J.P. Morgan Treasury Intelligence"}, {"id": "mai-20260917-1725-smoke|c226-l2|deepseek-small|TIS (Treasury Intelligence Solutions)", "prompt": "c226-l2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Multinationals with dozens of banks | 11,000+ banking options"}, {"id": "mai-20260917-1725-smoke|c226-l2|google-small|Kyriba", "prompt": "c226-l2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "requires strict compliance (e.g., SOX) and risk management, **Kyriba** is the gold standard"}, {"id": "mai-20260917-1725-smoke|c226-l2|google-small|HighRadius", "prompt": "c226-l2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Large B2B Invoice-to-Cash & AR Automation ... **HighRadius** is the market leader"}, {"id": "mai-20260917-1725-smoke|c226-l2|google-small|Trovata", "prompt": "c226-l2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trovata** is highly recommended"}, {"id": "mai-20260917-1725-smoke|c226-l2|google-small|GTreasury", "prompt": "c226-l2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GTreasury** (recently enhanced under its integration with **Ripple**) is an outstanding choice"}, {"id": "mai-20260917-1725-smoke|c226-l2|meta-small|Kyriba", "prompt": "c226-l2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended cash management tool for a large B2B company with thousands of employees would be Kyriba"}, {"id": "mai-20260917-1725-smoke|c226-l2|minimax-small|HighRadius", "prompt": "c226-l2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **HighRadius**"}, {"id": "mai-20260917-1725-smoke|c226-l2|minimax-small|Kyriba", "prompt": "c226-l2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Kyriba**"}, {"id": "mai-20260917-1725-smoke|c226-l2|minimax-small|FIS Treasury and Risk Manager", "prompt": "c226-l2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "FIS Treasury and Risk Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other strong contenders: **FIS Treasury and Risk Manager** – Best for complex global cash and risk management requirements"}, {"id": "mai-20260917-1725-smoke|c226-l2|minimax-small|GTTreasury", "prompt": "c226-l2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GTTreasury** – Good for enterprise treasuries managing global cash across multiple entities"}, {"id": "mai-20260917-1725-smoke|c226-l2|mistral-small|Kyriba Treasury Management Software", "prompt": "c226-l2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba Treasury Management Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kyriba Treasury Management Software**. It is specifically designed for large multinationals"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|Kyriba", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** stands out as the leading choice"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|SAP Treasury and Risk Management", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if**: Your company already runs SAP S/4HANA"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|FIS Quantum", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for high-volume global enterprises"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|Coupa Treasury", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Coupa Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if**: You're already using Coupa for procurement/spend management"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|Ramp", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "supplemented by **Ramp or Navan** for employee expense management"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|Navan", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for integrated travel booking + expense management"}, {"id": "mai-20260917-1725-smoke|c226-l2|moonshot-small|Brex", "prompt": "c226-l2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High-limit corporate cards with built-in spend management"}, {"id": "mai-20260917-1725-smoke|c226-l2|openai-small|Kyriba", "prompt": "c226-l2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick would be **Kyriba** because it's built for large, complex organizations"}, {"id": "mai-20260917-1725-smoke|c226-l2|xai-small|Kyriba", "prompt": "c226-l2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Kyriba as a top cash management (treasury management system or TMS) tool."}, {"id": "mai-20260917-1725-smoke|c226-l2|xai-small|SAP Cash Management (S/4HANA)", "prompt": "c226-l2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "SAP Cash Management (S/4HANA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless ERP integration, in-memory processing for massive scale... Steeper learning curve if not already on SAP; higher cost."}, {"id": "mai-20260917-1725-smoke|c226-l2|xai-small|Nomentia", "prompt": "c226-l2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular cloud TMS with cash visibility, payments, and fraud prevention. Top European provider"}, {"id": "mai-20260917-1725-smoke|c226-l2|xai-small|HighRadius", "prompt": "c226-l2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-driven order-to-cash, forecasting, and reconciliations. Great for reducing DSO in large B2B."}, {"id": "mai-20260917-1725-smoke|c226-l2|xai-small|Oracle Cash Management", "prompt": "c226-l2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Oracle Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bank feeds, reconciliations, and standardized processing across many accounts."}, {"id": "mai-20260917-1725-smoke|c226-l2|zai-small|Kyriba", "prompt": "c226-l2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kyriba**."}, {"id": "mai-20260917-1725-smoke|c226-l2|zai-small|Oracle Cash Management", "prompt": "c226-l2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Oracle Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative 1: Oracle Cash Management"}, {"id": "mai-20260917-1725-smoke|c226-l2|zai-small|HighRadius Treasury Management", "prompt": "c226-l2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative 2: HighRadius Treasury Management"}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Tesorio", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Primary Focus:** Artificial Intelligence (AI) and Accounts Receivable (AR)."}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Transformance", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Primary Focus:** Net Cash Flow forecasting across the entire cycle (AR + AP)."}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|SAP Cash Alignment", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Cash Alignment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavy-duty \"all-in-one\" solutions ... often less agile than purpose-built startups like Tesorio"}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Kyriba", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often less agile than purpose-built startups like Tesorio"}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|TRIGOS", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "TRIGOS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often less agile than purpose-built startups like Tesorio"}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Anaplan", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Primary Focus:** Multi-dimensional \"What-If\" Scenarios."}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Adaptive Planning offers a seamless, native connection without complex middleware"}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Pigment", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Primary Focus:** Collaborative Model Building (Excel Replacement)."}, {"id": "mai-20260917-1725-smoke|c226-l3|alibaba-small|Cube", "prompt": "c226-l3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These platforms feel very familiar to finance professionals"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Tesorio", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tesorio is an AR-native cash flow forecasting platform for B2B SaaS companies, using invoice-level machine learning to deliver 95% accuracy on 13-week rolling forecasts"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Cube", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cube is an AI-powered financial intelligence platform that unifies data across spreadsheets, ERPs, and operational systems"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Pigment", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading tools include Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday Adaptive Planning is an enterprise-grade planning tool known for its scalability that supports complex, multi-year financial models"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Float", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Float is a short-term cash flow forecasting tool with strong 13-week liquidity planning capabilities"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|HighRadius", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HighRadius is an enterprise AI platform for treasury, order-to-cash, and automated cash forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Anaplan", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Anaplan is the connected planning platform for large enterprises managing complex financial and operational forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l3|anthropic-small|Abacum", "prompt": "c226-l3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Abacum is an FP&A platform offering a blend of cash flow forecasting simplicity and enterprise-grade flexibility"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Kyriba", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Kyriba** if you need a **deep enterprise treasury system**"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|GTreasury", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **GTreasury** if you want **live cash visibility and forecasting** with less treasury-system heaviness"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workday Adaptive Planning** or **Anaplan** if forecasting must sit inside **broader FP&A and scenario planning**"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Anaplan", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest for driver-based, cross-functional planning across business units"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Cube", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Cube** if your team still works in **Excel-style models** but needs enterprise controls"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Tesorio", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Tesorio** or **HighRadius** if your forecasting accuracy depends on **AR and collections behavior**"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|HighRadius", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong fit when forecasting is linked to autonomous receivables and treasury workflows"}, {"id": "mai-20260917-1725-smoke|c226-l3|challenger-small|Transformance CashPulse", "prompt": "c226-l3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Transformance CashPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Invoice-level AI prediction from live receivables data"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Kyriba", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba — The de facto enterprise-TMS standard. Best for large global corporations"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|FIS Treasury and Risk Manager (Quantum)/Integrity", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "FIS Treasury and Risk Manager (Quantum)/Integrity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A heavyweight for high-complexity, high-volume operations."}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|GTreasury (now Ripple Treasury)", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury (now Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Analytical and accounting-side strength."}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|HighRadius Treasury", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native forecasting that builds predictions from processed cash application, collections, and deductions data."}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Coupa Treasury", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Coupa Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations already on Coupa's spend platform."}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Trovata", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A bank-API-native, cloud-first platform ... Fast time-to-value"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Nomentia", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also notable: Nomentia (Nordic/European specialist with strong bank-fee analysis)"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Cashforce", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cashforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cashforce (ERP-deep variance root-cause analysis)"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Planful", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Planful (rolling forecast workflows and scenario approval trails for enterprise FP&A)"}, {"id": "mai-20260917-1725-smoke|c226-l3|deepseek-small|Nilus", "prompt": "c226-l3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "API-native challengers (Trovata, Nilus) deploy in weeks with minimal IT burden"}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|Kyriba", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Kyriba is the undisputed heavyweight in corporate treasury."}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|GTreasury", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A robust competitor to Kyriba, GTreasury offers deep risk management, cash positioning, and debt portfolio capabilities."}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|HighRadius", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The absolute leader in **AR-driven (Accounts Receivable) forecasting**."}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|Trovata", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Trovata if you want rapid visibility into cash positions across dozens of banks"}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|Palm", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Palm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An AI-native treasury overlay platform... Extremely fast deployment (~18 days)"}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|Anaplan", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Anaplan or Pigment if your cash forecasting needs to be tied strictly to a 3-statement model"}, {"id": "mai-20260917-1725-smoke|c226-l3|google-small|Pigment", "prompt": "c226-l3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Anaplan or Pigment if your cash forecasting needs to be tied strictly to a 3-statement model"}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Cube", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cube: AI-powered financial intelligence platform that unifies data across spreadsheets, ERPs, and operational systems for automated forecasting and scenario modeling."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Abacum", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-native FP&A platform built for mid-market teams managing budgeting, forecasting, and multi-entity reporting."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Anaplan", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise connected planning platform supporting large-scale financial and operational scenario modeling."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Cash Flow Frog", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Accounting-integrated cash flow forecasting tool focused on rolling liquidity tracking."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|LivePlan", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best fit for teams that need consistent monthly cash flow forecasts with lender-ready narratives and variance reporting."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Planful", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Works better for enterprise finance that wants rolling forecast workflows and scenario approval trails."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Brixx", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Brixx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A solid planning option for those looking for a cheaper entry."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Transformance CashPulse", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Transformance CashPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AR-native forecasting from live processed receivables, invoice-level AI prediction, multi-entity currency views"}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Kyriba", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Full TMS with mature cash forecasting, global bank connectivity, multi-bank cash pooling, and intercompany netting for the most complex treasury structures."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|GTreasury", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Real-time bank aggregation and cash position management."}, {"id": "mai-20260917-1725-smoke|c226-l3|meta-small|Fathom", "prompt": "c226-l3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Forecasting plus board-ready reporting with three-way cash flow forecasting and consolidated reporting."}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Tesorio", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Tesorio** - **Best for:** B2B SaaS and enterprise teams ... where forecast accuracy is critical"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Transformance CashPulse", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Transformance CashPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AR-native forecasting, invoice-level AI prediction, multi-entity currency views"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Kyriba", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "global treasury complexity (Kyriba)"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|GTreasury", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "real-time cash management (GTreasury)"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Planful", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "workflow and approval (Planful)"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Part of the Workday ecosystem, strong integration with HR and operational data"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Cube", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered financial intelligence, unifying data across spreadsheets, ERPs"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Pigment", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Collaborative, enterprise-grade FP&A with strong visualization and modeling"}, {"id": "mai-20260917-1725-smoke|c226-l3|mistral-small|Farseer", "prompt": "c226-l3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern cash flow forecasting platform, built for complex enterprise requirements"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Kyriba", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Kyriba** if you are a global enterprise needing bank connectivity and AI liquidity management."}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|SAP Treasury & Risk Management", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP/Oracle** if you are deeply embedded in those ERP ecosystems."}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Oracle Treasury Management", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Oracle Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels at **traceable payment execution** and audit-ready cash workflows."}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|GTreasury", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often seen as a strong alternative to Kyriba for complex modeling"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Anaplan", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Anaplan** if cash forecasting is part of a massive, company-wide planning transformation."}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Planful", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Planful or Drivetrain** if you are an agile finance team prioritizing rolling forecasts"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Vena", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "wraps enterprise functionality around a **familiar Excel interface**"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "implementation can be lengthy (often 12–21 months to full ROI)"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Drivetrain", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Planful or Drivetrain** if you are an agile finance team"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Tesorio", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "choose **Tesorio** if your biggest forecasting challenge is predicting when customers will actually pay"}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Nomentia / Cashforce", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia / Cashforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specializes in **13-week rolling cash forecasts** with bank-validated reconciliation signals."}, {"id": "mai-20260917-1725-smoke|c226-l3|moonshot-small|Cube", "prompt": "c226-l3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**AI-powered data unification** across existing spreadsheets, ERPs, and operational systems."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|Kyriba", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most robust enterprise treasury platform: Kyriba or FIS Integrity."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|GTreasury", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong enterprise alternative / treasury-suite comparison: GTreasury."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|FIS Treasury and Risk Manager – Integrity Edition", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "FIS Treasury and Risk Manager – Integrity Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most robust enterprise treasury platform: Kyriba or FIS Integrity."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|SAP Treasury / Cash Management", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Treasury / Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on SAP: SAP Treasury."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|Oracle Cloud Applications / Predictive Cash Forecasting", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Oracle Cloud Applications / Predictive Cash Forecasting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on Oracle Cloud: Oracle predictive cash forecasting."}, {"id": "mai-20260917-1725-smoke|c226-l3|openai-small|Microsoft Dynamics 365 Finance cash flow forecasting", "prompt": "c226-l3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance cash flow forecasting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Already on Dynamics 365: Dynamics cash flow forecasting."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Kyriba", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** - Leading full-suite Treasury Management System (TMS) for global enterprises."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|GTreasury", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GTreasury** - Comprehensive TMS focused on centralized operations."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|HighRadius", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** - AI-powered platform emphasizing receivables and predictive forecasting."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Trovata", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trovata** - Modern, API-first cash visibility and forecasting tool."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Cashforce", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cashforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized AI cash forecasting and working capital analytics."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|SAP Treasury", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: SAP Treasury, Oracle Treasury, FIS Treasury, Coupa Treasury, and Nomentia."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Oracle Treasury", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notables: SAP Treasury, Oracle Treasury, FIS Treasury, Coupa Treasury, and Nomentia."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|FIS Treasury", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "FIS Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: SAP Treasury, Oracle Treasury, FIS Treasury, Coupa Treasury, and Nomentia."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Coupa Treasury", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Coupa Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notables: SAP Treasury, Oracle Treasury, FIS Treasury, Coupa Treasury, and Nomentia."}, {"id": "mai-20260917-1725-smoke|c226-l3|xai-small|Nomentia", "prompt": "c226-l3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notables: SAP Treasury, Oracle Treasury, FIS Treasury, Coupa Treasury, and Nomentia."}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Kyriba", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** stands out as a comprehensive, AI-enabled global treasury management system... ideal for large multinationals."}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Nomentia", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nomentia** excels in AI-driven multi-entity forecasting and deep ERP/banking integration"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|J.P. Morgan Treasury Intelligence", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "J.P. Morgan Treasury Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "provides bank-native cash visibility and liquidity optimization"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|SAP Treasury & Risk Management", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when your enterprise is already heavily invested in SAP"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Oracle Fusion Cloud Treasury", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Oracle Fusion Cloud Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when your enterprise is already heavily invested in SAP or Oracle ecosystems"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|FIS Global", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "FIS Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "geared toward financial institutions and highly regulated environments"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|GTreasury", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offer specialized AI-first or AI-enhanced forecasting capabilities"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Anaplan", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "powerful if you need cross-functional scenario modeling"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Cube", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**HighRadius** and **Cube** emphasizing explainability and bottom-up transaction-level accuracy"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|HighRadius", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Claims up to 95% forecast accuracy; AI-first forecasting with bottom-up transaction-level modeling"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Meniga", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Meniga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Banks and fintechs needing granular cash-flow analytics and personalized treasury dashboards"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Cobase", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cobase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Modular liquidity forecasting with multi-bank connectivity"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Workday Adaptive Planning", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "powerful if you need cross-functional scenario modeling and a spreadsheet-like planning interface"}, {"id": "mai-20260917-1725-smoke|c226-l3|zai-small|Abacum", "prompt": "c226-l3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "AI-native FP&A platform | Mid-market teams focused on budgeting, forecasting, and multi-entity reporting"}, {"id": "mai-20260917-1725-smoke|c226-l4|alibaba-small|HighRadius", "prompt": "c226-l4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the market leader specifically for \"Accounts Receivable Automation\" and \"Working Capital Optimization.\""}, {"id": "mai-20260917-1725-smoke|c226-l4|alibaba-small|Kyriba", "prompt": "c226-l4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kyriba is the \"Gold Standard\" for Treasury Management Systems (TMS)."}, {"id": "mai-20260917-1725-smoke|c226-l4|alibaba-small|Anaplan", "prompt": "c226-l4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you need a hyper-modeler like Anaplan"}, {"id": "mai-20260917-1725-smoke|c226-l4|alibaba-small|Vena Solutions", "prompt": "c226-l4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena is a very popular choice for companies wanting a \"Microsoft Excel-style\" interface"}, {"id": "mai-20260917-1725-smoke|c226-l4|anthropic-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday pricing reflects enterprise licensing across the broader platform suite, which provides predictable costs across your user base."}, {"id": "mai-20260917-1725-smoke|c226-l4|anthropic-small|Anaplan", "prompt": "c226-l4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cost and complexity are common pain points, with reviews frequently mentioning pricing concerns and the need for specialized skills."}, {"id": "mai-20260917-1725-smoke|c226-l4|anthropic-small|Kyriba", "prompt": "c226-l4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-entity, multi-currency forecasting at enterprise scale favors Kyriba or Workday Adaptive Planning."}, {"id": "mai-20260917-1725-smoke|c226-l4|anthropic-small|HighRadius", "prompt": "c226-l4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius leverages AI and machine learning to improve cash forecasting and working capital management, making it a valuable tool for large enterprises."}, {"id": "mai-20260917-1725-smoke|c226-l4|challenger-small|Anaplan", "prompt": "c226-l4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Anaplan appears stronger on enterprise breadth and flexibility, but the result set does not show a similarly transparent per-user or fixed-cost structure"}, {"id": "mai-20260917-1725-smoke|c226-l4|challenger-small|Limelight", "prompt": "c226-l4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Limelight** is the safer recommendation from the available evidence because it uses a modular user-license model and publishes a starting monthly price"}, {"id": "mai-20260917-1725-smoke|c226-l4|challenger-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another enterprise option, described as best for **large enterprises with complex cash operations**"}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|Nomentia", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Nomentia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nomentia** or **Kyriba** (treasury suites) are your best bet for *inherently* user-count-agnostic pricing."}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|Kyriba", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Nomentia** or **Kyriba** (treasury suites) are your best bet for *inherently* user-count-agnostic pricing."}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|GTreasury", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GTreasury** | Same category; module-based | Similar range"}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|Anaplan", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: Enterprise EPM/FP&A Platforms (With Flat Licensing)"}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|OneStream", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "negotiating an **enterprise flat license** for cash flow forecasting on that platform is also viable"}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|Float", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Warning: Don't Choose SMB Tools for This Use Case ... They are **not enterprise-grade**"}, {"id": "mai-20260917-1725-smoke|c226-l4|deepseek-small|Cash Flow Frog", "prompt": "c226-l4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Warning: Don't Choose SMB Tools for This Use Case ... will fail on multi-entity FX"}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as Workday Adaptive Planning or Anaplan—can become financially unpredictable... results in spiraling, unpredictable licensing costs."}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Anaplan", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Workday Adaptive Planning or Anaplan—can become financially unpredictable"}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Acterys", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Acterys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Acterys is arguably the most cost-predictive way to scale cash forecasting to thousands of users."}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|HighRadius", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius is the industry leader."}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Limelight", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limelight is a strong option."}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Cube", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cube provides unlimited users and dimensions across its licensing tiers."}, {"id": "mai-20260917-1725-smoke|c226-l4|google-small|Kyriba", "prompt": "c226-l4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a platform that defaults to per-seat pricing (like Kyriba for global treasury"}, {"id": "mai-20260917-1725-smoke|c226-l4|meta-small|Anaplan", "prompt": "c226-l4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan - suitable for very large enterprises, with a G2 rating of 4.6/5 and a time to ROI of 15 months."}, {"id": "mai-20260917-1725-smoke|c226-l4|meta-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "suitable for mid-sized and large enterprises, with native ERP, GL, and HR integrations, and custom pricing quotes"}, {"id": "mai-20260917-1725-smoke|c226-l4|meta-small|Tesorio", "prompt": "c226-l4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large enterprises ($500M+ revenue) already using Workday HCM or Workday Financial Management"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Kyriba", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Contact vendors like **Kyriba**, **Anaplan**, or **Workday** directly - Negotiate a site license or enterprise agreement with a capped maximum user fee"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$100-500K/year per seat | Per-seat pricing"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|HighRadius", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fortune 500 with complex ERPs | High 6 to low 7 figures Year 1"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Anaplan", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Contact vendors like **Kyriba**, **Anaplan**, or **Workday** directly"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Float", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but this is designed for small businesses (under £2M revenue), not thousands of users"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Fathom", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Offers unlimited users but is SMB-focused"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Futrli", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Futrli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlimited users on all plans, but again targeted at SMEs"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Clockwork", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Offers flat monthly pricing based on file count rather than seats (but not unlimited users)"}, {"id": "mai-20260917-1725-smoke|c226-l4|minimax-small|Adaptive Insights (Workday)", "prompt": "c226-l4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sometimes offers tiered enterprise pricing"}, {"id": "mai-20260917-1725-smoke|c226-l4|mistral-small|Adaptive Insights (Workday)", "prompt": "c226-l4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for scalability and integration with ERP systems, often used by Fortune 500 companies"}, {"id": "mai-20260917-1725-smoke|c226-l4|mistral-small|Float", "prompt": "c226-l4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers clear enterprise pricing, strong automation, and real-time data syncing with accounting systems"}, {"id": "mai-20260917-1725-smoke|c226-l4|mistral-small|Fathom", "prompt": "c226-l4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides advanced consolidation and reporting, with pricing tiers that can scale for large organizations"}, {"id": "mai-20260917-1725-smoke|c226-l4|mistral-small|Centage (formerly Budget Maestro)", "prompt": "c226-l4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Centage (formerly Budget Maestro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adaptive Insights, Float, and Centage are among the best options for predictable total cost"}, {"id": "mai-20260917-1725-smoke|c226-l4|mistral-small|Solver Global", "prompt": "c226-l4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Solver Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another enterprise solution with custom pricing, often used for multi-entity, multi-currency forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Centage Planning Maestro", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Centage Planning Maestro — if you need robust FP&A + cash flow forecasting with proven unlimited-user pricing"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Palm", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Palm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Palm — if treasury-specific forecasting is primary and you want the simplest commercial model"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Float", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better suited for companies under £10M revenue; may lack depth for massive enterprises"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Anaplan", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Anaplan and Workday for this specific use case"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Anaplan and Workday for this specific use case"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|HighRadius", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HighRadius | Quote-based, modular"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Tesorio", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tesorio | Invoice volume + team size"}, {"id": "mai-20260917-1725-smoke|c226-l4|moonshot-small|Kyriba", "prompt": "c226-l4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Treasury-specific depth | Palm, HighRadius, Kyriba"}, {"id": "mai-20260917-1725-smoke|c226-l4|openai-small|Kyriba", "prompt": "c226-l4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** is the best fit in that category for **enterprise treasury and multi-bank cash visibility**"}, {"id": "mai-20260917-1725-smoke|c226-l4|openai-small|Float", "prompt": "c226-l4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing structure is not designed around thousands of users and is likely not the right fit for a very large company"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Anaplan", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** stands out as the best cash flow forecasting software for a large company needing scalability across thousands of users"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Workday Adaptive Planning", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternatives"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Cube", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-growth FP&A teams | Unlimited users/dashboards in Gold tier"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Pigment", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UI, mid-to-upper enterprise"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Drivetrain", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agile mid-market to enterprise | Unlimited data; fast setup"}, {"id": "mai-20260917-1725-smoke|c226-l4|xai-small|Tesorio", "prompt": "c226-l4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AR/AP-focused forecasting | Large ($500M+ revenue)"}, {"id": "mai-20260917-1725-smoke|c226-l4|zai-small|Cube", "prompt": "c226-l4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** is the strongest candidate for your specific constraints."}, {"id": "mai-20260917-1725-smoke|c226-l4|zai-small|Tesorio", "prompt": "c226-l4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tesorio (Best for AR-Driven Cash Flow & Volume-Based Pricing)"}, {"id": "mai-20260917-1725-smoke|c226-l4|zai-small|Anaplan", "prompt": "c226-l4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Anaplan unless your CFO has explicitly requested it for its modeling engine."}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Workday Adaptive Planning", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors that appear more aligned with larger, more complex finance teams include **Workday Adaptive Planning, HighRadius, Limelight, Tesorio, Cube, Pigment, and Kyriba/Anaplan-type enterprise platforms**"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|HighRadius", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors that appear more aligned with larger, more complex finance teams include **Workday Adaptive Planning, HighRadius, Limelight, Tesorio, Cube, Pigment, and Kyriba/Anaplan-type enterprise platforms**"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Limelight", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors that appear more aligned with larger, more complex finance teams include ... Limelight, Tesorio, Cube, Pigment"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Tesorio", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "depending on whether your main need is cash forecasting, treasury, AR-driven forecasting, or broader planning"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Cube", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors that appear more aligned with larger, more complex finance teams include ... Cube, Pigment"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Pigment", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendors that appear more aligned with larger, more complex finance teams include ... Pigment, and Kyriba/Anaplan-type enterprise platforms"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Kyriba", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kyriba/Anaplan-type enterprise platforms"}, {"id": "mai-20260917-1725-smoke|c226-l5|challenger-small|Anaplan", "prompt": "c226-l5", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kyriba/Anaplan-type enterprise platforms"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|Kyriba", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to dig into specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|GTreasury", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|Nomentia", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|Dryrun", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|Transformance", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|deepseek-small|Ripple Treasury", "prompt": "c226-l5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Ripple Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific vendors (e.g., Kyriba, GTreasury, Nomentia, Dryrun, Transformance, Ripple Treasury)"}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Kyriba", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The heavy-duty market leader for large global enterprises. Extremely secure and comprehensive, but has a long implementation timeline (often 6+ months)."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|GTreasury (or Ripple Treasury)", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "GTreasury (or Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A top Kyriba competitor with strong cash positioning, risk management, and slightly lower total cost of ownership."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Trovata", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Outstanding for fast, API-first multibank visibility."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Palm", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Palm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, highly regarded AI-native intelligence layer that sits directly on top of your existing ERPs or TMS"}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|HighRadius", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if your cash flow forecasting is heavily dependent on complex, high-volume B2B accounts receivable and collections."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Workday Adaptive Planning", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The gold standards for enterprise-grade, cross-functional financial planning."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Anaplan", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The gold standards for enterprise-grade, cross-functional financial planning."}, {"id": "mai-20260917-1725-smoke|c226-l5|google-small|Pigment", "prompt": "c226-l5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A modern, highly collaborative, and rapidly scaling EPM platform that handles complex multi-entity, multi-currency modeling"}, {"id": "mai-20260917-1725-smoke|c226-l5|meta-small|Anaplan", "prompt": "c226-l5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular cash flow forecasting software options that may meet these requirements include: 1. **Anaplan**: Suitable for large enterprises with complex planning needs"}, {"id": "mai-20260917-1725-smoke|c226-l5|meta-small|Tesorio", "prompt": "c226-l5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An accounts receivable software that helps finance teams forecast and manage cash flow using real-time data"}, {"id": "mai-20260917-1725-smoke|c226-l5|meta-small|Workday Adaptive Planning", "prompt": "c226-l5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A cloud-based planning solution that offers native ERP, GL, and HR integrations"}, {"id": "mai-20260917-1725-smoke|c226-l5|meta-small|Kyriba", "prompt": "c226-l5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A global leader in cloud treasury and finance solutions, designed for large-scale enterprises"}, {"id": "mai-20260917-1725-smoke|c226-l5|meta-small|Cash Flow Frog", "prompt": "c226-l5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "connects to eight accounting platforms, provides a rolling 36-month forecast, and is ISO 27001 certified"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|Kyriba", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|HighRadius", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|Cashforce", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cashforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|Tesorio", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|Fathom", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|mistral-small|Float", "prompt": "c226-l5", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., Kyriba, HighRadius, Cashforce, Tesorio, Fathom, Float, or custom solutions)"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Drivetrain", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-powered forecasting | Drivetrain, Provena, Palm"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Provena", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Provena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-powered forecasting | Drivetrain, Provena, Palm"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Palm", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Palm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-powered forecasting | Drivetrain, Provena, Palm"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|SAP Treasury", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Treasury workstation suites | SAP Treasury, Kyriba, FIS | Complex global treasury operations"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Kyriba", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Treasury workstation suites | SAP Treasury, Kyriba, FIS"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|FIS", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Treasury workstation suites | SAP Treasury, Kyriba, FIS"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Float", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern cloud-native | Float, Cash Flow Frog | Quick deployment, strong UX"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Cash Flow Frog", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern cloud-native | Float, Cash Flow Frog"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Anaplan", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise FP&A platforms | Anaplan, Workday Adaptive"}, {"id": "mai-20260917-1725-smoke|c226-l5|moonshot-small|Workday Adaptive", "prompt": "c226-l5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise FP&A platforms | Anaplan, Workday Adaptive | Broader financial planning integration"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Drivetrain", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors like Drivetrain, Anaplan, Workday Adaptive Planning, Limelight, Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Anaplan", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on vendors like Drivetrain, Anaplan, Workday Adaptive Planning, Limelight, Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Workday Adaptive Planning", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like Drivetrain, Anaplan, Workday Adaptive Planning, Limelight, Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Limelight", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on vendors like Drivetrain, Anaplan, Workday Adaptive Planning, Limelight, Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Float", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on vendors like Drivetrain, Anaplan, Workday Adaptive Planning, Limelight, Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Dryrun", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on vendors like ... Float, Dryrun, or Finmark"}, {"id": "mai-20260917-1725-smoke|c226-l5|xai-small|Finmark", "prompt": "c226-l5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Finmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on vendors like ... Dryrun, or Finmark (many SOC 2 compliant with SSO"}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Excel", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Use spreadsheets only for ad-hoc analysis, never as the system of record for enterprise cash visibility."}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Google Sheets", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel / Google Sheets) as Primary Forecasts ... never as the system of record"}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Planful", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "FP&A Suites (Planful, Anaplan, Vena, etc.) ... Do **not** use it for 13-week rolling operational forecasts or daily positioning."}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Anaplan", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "FP&A Suites (Planful, Anaplan, Vena, etc.) for Operational Forecasting ... often fundamentally mismatched with the needs of daily treasury management"}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Vena", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "FP&A Suites (Planful, Anaplan, Vena, etc.) for Operational Forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l6|alibaba-small|Kyriba", "prompt": "c226-l6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cloud banking hubs (Wise, Kyriba, Fiserv)"}, {"id": "mai-20260917-1725-smoke|c226-l6|anthropic-small|Spreadsheet-Based Solutions", "prompt": "c226-l6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spreadsheet-Based Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using manual cash flow forecasting methods via spreadsheets is a strategic risk"}, {"id": "mai-20260917-1725-smoke|c226-l6|anthropic-small|Excel", "prompt": "c226-l6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Using Excel for cash flow forecasting introduces significant risks of human error through manual data entry and broken formulas"}, {"id": "mai-20260917-1725-smoke|c226-l6|anthropic-small|Anaplan", "prompt": "c226-l6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Anaplan can show integration limitations and performance issues with large volumes"}, {"id": "mai-20260917-1725-smoke|c226-l6|anthropic-small|Float", "prompt": "c226-l6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Float is not truly \"real time\" for many teams, with a 24-hour sync cadence"}, {"id": "mai-20260917-1725-smoke|c226-l6|challenger-small|Excel", "prompt": "c226-l6", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Excel-first / manual spreadsheet workflows** when forecasting is operationally critical, since they are described as manual, outdated, and less accurate"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Float", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Specific tools to avoid or heavily vet:** **Float** – Best for SMBs on Xero/QuickBooks. Its own materials note it is not a treasury platform"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Pulse", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Pulse** – Lightweight, designed for simple SMB cash visibility; no multi-entity depth."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Fathom", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Fathom** – ... explicitly **no daily cash flow tracking** and it scales poorly beyond ~50 entities."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Cash Flow Frog", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Cash Flow Frog** – SMB dashboard oriented; native integrations limited to smaller accounting tools."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Dryrun", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Dryrun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Dryrun** – Primarily scenario modeling for SMBs; lacks the bank-level data architecture enterprises need."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Excel", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Verdict:** Avoid relying on Excel as the system of record."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Agicap", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Agicap** – Strong for mid-market in Europe (350+ EU banks), but **limited non-European banking coverage**."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Trovata", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its bank coverage can be thinner than giants like Kyriba (800+ banks). Verify your specific bank list before committing."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Kyriba", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Enterprise TMS** (Kyriba, GTreasury, FIS Integrity) for bank connectivity, cash positioning, and liquidity forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Tesorio", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Excellent at predicting *when customers pay* ... but they **don't manage bank positions, intercompany flows, or payment execution**"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Upflow", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Tesorio, Upflow, HighRadius (AR modules)** – ... these tools alone are insufficient"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|HighRadius", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "AR modules) – Excellent at predicting *when customers pay* ... You'd pair them with a TMS, not replace one."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Anaplan", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Slow to implement (6+ months) and expensive ... Built for **planning cycles**, not daily or 13-week operational forecasting."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Workday Adaptive Planning", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Verdict:** Avoid using these as your primary *cash* forecasting tool."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Pigment", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Pigment, Cube** – Great for modeling, but they don't connect to banks directly"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Cube", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "they don't connect to banks directly; they sit on top of your data warehouse"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|SAP FSCM", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "SAP FSCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Basic ERP-native forecasting modules (SAP FSCM, Oracle Cash Management) often fall into this trap."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|Oracle Cash Management", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Oracle Cash Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Use them only as a rough view, not for treasury decisions."}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|GTreasury", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Enterprise TMS** (Kyriba, GTreasury, FIS Integrity) for bank connectivity"}, {"id": "mai-20260917-1725-smoke|c226-l6|deepseek-small|FIS Integrity", "prompt": "c226-l6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Enterprise TMS** (Kyriba, GTreasury, FIS Integrity)"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Agicap", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why enterprises should avoid them: Lack of Tier-1 ERP Support"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Float", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB and Mid-Market Specific Tools ... Why enterprises should avoid them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Cash Flow Frog", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB and Mid-Market Specific Tools ... Why enterprises should avoid them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Dryrun", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Dryrun", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB and Mid-Market Specific Tools ... Why enterprises should avoid them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Chaser", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SMB and Mid-Market Specific Tools ... Why enterprises should avoid them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Futrli", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Futrli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB and Mid-Market Specific Tools ... Why enterprises should avoid them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Excel", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why enterprises should move away from them ... Excel has zero built-in audit trails"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Google Sheets", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Manual Spreadsheet Models (Excel or Google Sheets) ... Why enterprises should move away from them"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Standard NetSuite Cash 360", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Standard NetSuite Cash 360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why enterprises should be cautious: The Multi-ERP Trap"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|basic Microsoft Dynamics 365", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "basic Microsoft Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why enterprises should be cautious: ... Rigid, Backward-Looking Rules"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|standard SAP built-in cash tools", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "standard SAP built-in cash tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Why enterprises should be cautious: ... notoriously blind to transactional data occurring outside its own database"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|HighRadius", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Solutions (such as HighRadius, Kyriba, Trovata, or Palm) that sit on top of your existing ERPs"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Kyriba", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Solutions (such as HighRadius, Kyriba, Trovata, or Palm) that sit on top of your existing ERPs"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Trovata", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Solutions (such as HighRadius, Kyriba, Trovata, or Palm) that sit on top of your existing ERPs"}, {"id": "mai-20260917-1725-smoke|c226-l6|google-small|Palm", "prompt": "c226-l6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Palm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Solutions (such as HighRadius, Kyriba, Trovata, or Palm) that sit on top of your existing ERPs"}, {"id": "mai-20260917-1725-smoke|c226-l6|meta-small|Spreadsheets", "prompt": "c226-l6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Spreadsheets: While they are budget-friendly and user-friendly, they may not be suitable for large enterprises that require more advanced features and accuracy."}, {"id": "mai-20260917-1725-smoke|c226-l6|meta-small|Kyriba", "prompt": "c226-l6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some tools, such as Kyriba, may have higher costs compared to mid-market tools, which could be a concern for large enterprises."}, {"id": "mai-20260917-1725-smoke|c226-l6|minimax-small|Excel/Google Sheets", "prompt": "c226-l6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**large enterprises should avoid relying solely on spreadsheets** for cash forecasting"}, {"id": "mai-20260917-1725-smoke|c226-l6|moonshot-small|Excel", "prompt": "c226-l6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Dependent Forecasting (Excel/Google Sheets)** **Why to avoid:**"}, {"id": "mai-20260917-1725-smoke|c226-l6|moonshot-small|Google Sheets", "prompt": "c226-l6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Dependent Forecasting (Excel/Google Sheets)** **Why to avoid:**"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Excel", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (e.g., Excel, Google Sheets) - Why avoid: Universally criticized as unsuitable for enterprise-scale operations."}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Google Sheets", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (e.g., Excel, Google Sheets) - Why avoid: Universally criticized as unsuitable for enterprise-scale operations."}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Float", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Basic/Small-Business Tools (e.g., Float, Pulse, Dryrun) - Why be cautious: Designed for SMBs with simple cash flows"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Pulse", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Basic/Small-Business Tools (e.g., Float, Pulse, Dryrun) - Why be cautious: Designed for SMBs"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Dryrun", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Dryrun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basic/Small-Business Tools (e.g., Float, Pulse, Dryrun) - Why be cautious: Designed for SMBs"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Anaplan", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overly Complex Enterprise Suites Without Proper Evaluation (e.g., Anaplan, Workday Adaptive) - Why be cautious"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Workday Adaptive", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overly Complex Enterprise Suites Without Proper Evaluation (e.g., Anaplan, Workday Adaptive) - Why be cautious"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Kyriba", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Enterprise-grade TMS like Kyriba, HighRadius, or Transformance CashPulse excel for large firms"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|HighRadius", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Enterprise-grade TMS like Kyriba, HighRadius, or Transformance CashPulse excel for large firms"}, {"id": "mai-20260917-1725-smoke|c226-l6|xai-small|Transformance CashPulse", "prompt": "c226-l6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Transformance CashPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise-grade TMS like Kyriba, HighRadius, or Transformance CashPulse excel for large firms"}, {"id": "mai-20260917-1725-smoke|c226-m1|alibaba-small|Chaser", "prompt": "c226-m1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Collection Uncertainty: **Chaser** ... Chaser is highly rated for mid-market B2B businesses"}, {"id": "mai-20260917-1725-smoke|c226-m1|alibaba-small|Vena Solutions", "prompt": "c226-m1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Deep Financial Modeling: **Vena Solutions** ... Vena is the standard for mid-market companies"}, {"id": "mai-20260917-1725-smoke|c226-m1|alibaba-small|Abacum", "prompt": "c226-m1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern/Fast-Growing Platform: **Abacum**"}, {"id": "mai-20260917-1725-smoke|c226-m1|alibaba-small|Phocas Software", "prompt": "c226-m1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Phocas Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Specific Industries: **Phocas Software**"}, {"id": "mai-20260917-1725-smoke|c226-m1|anthropic-small|Tesorio", "prompt": "c226-m1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tesorio is a good fit for mid-market SaaS and subscription businesses that need forecasting and AR automation in one platform"}, {"id": "mai-20260917-1725-smoke|c226-m1|anthropic-small|Cube", "prompt": "c226-m1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cube is a financial intelligence platform that layers AI-powered structure and automation directly on top of Excel and Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-m1|anthropic-small|Billtrust", "prompt": "c226-m1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust is best for mid-market and enterprise B2B companies in manufacturing, wholesale distribution, transportation, and business services"}, {"id": "mai-20260917-1725-smoke|c226-m1|anthropic-small|Drivetrain", "prompt": "c226-m1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drivetrain helps B2B organizations, especially those with recurring revenue models, connect financial and operational data to build forecasts"}, {"id": "mai-20260917-1725-smoke|c226-m1|challenger-small|Abacum", "prompt": "c226-m1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market FP&A and scenario planning:** **Abacum**"}, {"id": "mai-20260917-1725-smoke|c226-m1|challenger-small|Drivetrain", "prompt": "c226-m1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Abacum** or **Drivetrain** are the strongest mid-market options"}, {"id": "mai-20260917-1725-smoke|c226-m1|challenger-small|Chaser", "prompt": "c226-m1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if AR/collections are the forecasting problem:** **Chaser**"}, {"id": "mai-20260917-1725-smoke|c226-m1|challenger-small|Vena", "prompt": "c226-m1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best spreadsheet-friendly option:** **Vena** or **Cube**"}, {"id": "mai-20260917-1725-smoke|c226-m1|challenger-small|Cube", "prompt": "c226-m1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best spreadsheet-friendly option:** **Vena** or **Cube**"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Abacum", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Abacum** — Best overall for mid-market FP&A teams"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Drivetrain", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for growth-stage B2B with revenue modeling"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Chaser", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already run B2B AR with **late-payment pain** → **Chaser**"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Cube", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want to stay in Excel/Sheets"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Vena", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: these are heavier — longer implementation (4–5 months) and time to ROI (up to 18 months)."}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Planful", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these are heavier — longer implementation (4–5 months) and time to ROI (up to 18 months)"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Prophix", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "legacy FP&A platforms (Vena, Prophix) run 4–5 months to implement and ~18 months to ROI"}, {"id": "mai-20260917-1725-smoke|c226-m1|deepseek-small|Centime", "prompt": "c226-m1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for native NetSuite/Sage Intacct/QuickBooks integration"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Tesorio", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Tesorio** (The Industry Leader for B2B/SaaS AR Forecasting)"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Centime", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**2. Centime** (Best All-in-One Working Capital Platform)"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Mosaic", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Mosaic** (Best for Strategic Finance & B2B SaaS)"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Cube Software", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Cube Software** (Best for Teams Who Want to Keep Excel)"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Trovata", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Trovata** (Best for Open-Banking Automation)"}, {"id": "mai-20260917-1725-smoke|c226-m1|google-small|Agicap", "prompt": "c226-m1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Agicap** (Best for PE-Backed and European-US Mid-Market Groups)"}, {"id": "mai-20260917-1725-smoke|c226-m1|meta-small|Cube", "prompt": "c226-m1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cube: Best for mid-market FP&A teams who want cash modeling without leaving spreadsheets."}, {"id": "mai-20260917-1725-smoke|c226-m1|meta-small|Chaser", "prompt": "c226-m1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Chaser: Best for mid-market B2B businesses where late payments limit forecast accuracy."}, {"id": "mai-20260917-1725-smoke|c226-m1|meta-small|GTreasury", "prompt": "c226-m1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. GTreasury: Best for mid-market treasury management with multi-bank connectivity and ERP-fed forecasting."}, {"id": "mai-20260917-1725-smoke|c226-m1|meta-small|Abacum", "prompt": "c226-m1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Abacum: Best for mid-market FP&A teams that need collaborative FP&A and automated planning workflows."}, {"id": "mai-20260917-1725-smoke|c226-m1|meta-small|Agicap", "prompt": "c226-m1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Agicap: Cash flow and treasury management software for SMBs and mid-market finance teams."}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|Chaser", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** appears to be the most specialized solution"}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|Tesorio", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tesorio** offers the highest accuracy with AI predictions"}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|Cube", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** (Best for Spreadsheet-Native Planning)"}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|Float", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Float**: Great for 13-week rolling forecasts"}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|Agicap", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cash flow and treasury management for mid-market teams"}, {"id": "mai-20260917-1725-smoke|c226-m1|minimax-small|GTreasury", "prompt": "c226-m1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Treasury management with multi-bank connectivity"}, {"id": "mai-20260917-1725-smoke|c226-m1|mistral-small|Cube", "prompt": "c226-m1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team relies on spreadsheets but wants to improve forecasting, **Cube** is a top choice."}, {"id": "mai-20260917-1725-smoke|c226-m1|mistral-small|Chaser", "prompt": "c226-m1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If late payments are a major challenge, **Chaser** is specifically built for B2B companies in this situation."}, {"id": "mai-20260917-1725-smoke|c226-m1|mistral-small|Abacum", "prompt": "c226-m1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For AI-driven, collaborative FP&A, consider **Abacum**."}, {"id": "mai-20260917-1725-smoke|c226-m1|mistral-small|Tesorio", "prompt": "c226-m1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also highlighted for mid-market B2B companies, especially those focused on improving cash flow forecasting and collections."}, {"id": "mai-20260917-1725-smoke|c226-m1|moonshot-small|Tesorio", "prompt": "c226-m1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Tesorio** – Best for B2B SaaS & Tech Companies ... Choose Tesorio if you're in tech/SaaS and want the most accurate AR-based forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m1|moonshot-small|Cube", "prompt": "c226-m1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cube** if your team lives in Excel and wants AI automation without changing workflows"}, {"id": "mai-20260917-1725-smoke|c226-m1|moonshot-small|Chaser", "prompt": "c226-m1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Chaser** if late customer payments are your biggest forecasting challenge"}, {"id": "mai-20260917-1725-smoke|c226-m1|moonshot-small|Agicap", "prompt": "c226-m1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Agicap** – Best for Multi-Bank/Multi-Entity"}, {"id": "mai-20260917-1725-smoke|c226-m1|moonshot-small|Float", "prompt": "c226-m1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Float** – Best for Quick Implementation"}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|Agicap", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Agicap** — best default pick"}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|Tesorio", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tesorio**: strong if you want cash forecasting tied closely to AR/AP and collections."}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|Cube", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube**: better if you want cash flow forecasting inside broader FP&A planning."}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|Float", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Float**: good for simpler cash flow forecasting and easier adoption for lean finance teams."}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|HighRadius", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Kyriba / HighRadius** — only if treasury complexity justifies it"}, {"id": "mai-20260917-1725-smoke|c226-m1|openai-small|Kyriba", "prompt": "c226-m1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Kyriba / HighRadius** — only if treasury complexity justifies it"}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Drivetrain", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full FP&A?** Drivetrain or Abacum (fastest ROI)."}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Chaser", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AR/payments pain?** Start with Chaser or Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Abacum", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Drivetrain or Abacum (fastest ROI)"}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Vena", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excel-native teams transitioning to structured planning"}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Agicap", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Short-term visibility across banks/AR"}, {"id": "mai-20260917-1725-smoke|c226-m1|xai-small|Upflow", "prompt": "c226-m1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with Chaser or Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Chaser", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Chaser** — Best for B2B Companies with Late Payment Issues"}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Upflow", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Upflow** — Best for B2B Invoice-Level Forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Abacum", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Abacum** — Best for AI-Native Collaborative FP&A"}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Drivetrain", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Drivetrain** — Best for Rolling Forecasts & Scenario Planning"}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Futrli by Sage", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Futrli by Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Futrli by Sage** — Best for Mid-Market with ERP Integration"}, {"id": "mai-20260917-1725-smoke|c226-m1|zai-small|Float", "prompt": "c226-m1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "6. **Float** — Best Budget-Friendly Option"}, {"id": "mai-20260917-1725-smoke|c226-m2|alibaba-small|Agicap", "prompt": "c226-m2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Agicap** is frequently recommended as a strong primary candidate"}, {"id": "mai-20260917-1725-smoke|c226-m2|alibaba-small|Phocas Software", "prompt": "c226-m2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Phocas Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Phocas is highly rated for providing deep analytical insights"}, {"id": "mai-20260917-1725-smoke|c226-m2|alibaba-small|Billtrust", "prompt": "c226-m2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Heavy Accounts Receivable/Cash Application needs"}, {"id": "mai-20260917-1725-smoke|c226-m2|alibaba-small|Anaplan", "prompt": "c226-m2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more robust (though heavier) options"}, {"id": "mai-20260917-1725-smoke|c226-m2|alibaba-small|Vena Solutions", "prompt": "c226-m2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more robust (though heavier) options"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Kyriba", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dedicated Cash Management Platforms**: Kyriba, Anaplan, Argus, BlackLine"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Anaplan", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dedicated Cash Management Platforms**: Kyriba, Anaplan, Argus, BlackLine"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Argus", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Argus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dedicated Cash Management Platforms**: Kyriba, Anaplan, Argus, BlackLine"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|BlackLine", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dedicated Cash Management Platforms**: Kyriba, Anaplan, Argus, BlackLine"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|GTreasury", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Treasury Management Systems (TMS)**: Kyriba, GTreasury, ACI Payments"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|ACI Payments", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "ACI Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Treasury Management Systems (TMS)**: Kyriba, GTreasury, ACI Payments"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|NetSuite", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Accounting Software with Built-In Features**: NetSuite, Sage Intacct, Microsoft Dynamics"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Sage Intacct", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Accounting Software with Built-In Features**: NetSuite, Sage Intacct, Microsoft Dynamics"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Microsoft Dynamics", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Accounting Software with Built-In Features**: NetSuite, Sage Intacct, Microsoft Dynamics"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Trovata", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Lighter-Weight Solutions**: Trovata, Axle Finance, Tesorio (for smaller needs)"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Axle Finance", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Axle Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Lighter-Weight Solutions**: Trovata, Axle Finance, Tesorio (for smaller needs)"}, {"id": "mai-20260917-1725-smoke|c226-m2|anthropic-small|Tesorio", "prompt": "c226-m2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Lighter-Weight Solutions**: Trovata, Axle Finance, Tesorio (for smaller needs)"}, {"id": "mai-20260917-1725-smoke|c226-m2|challenger-small|Chaser", "prompt": "c226-m2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Chaser if your cash problem is mainly slow customer payments, invoice chasing, and AR forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m2|challenger-small|Agicap", "prompt": "c226-m2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Agicap is the safest general-purpose pick for a mid-sized B2B company"}, {"id": "mai-20260917-1725-smoke|c226-m2|challenger-small|Kyriba Essentials", "prompt": "c226-m2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Kyriba Essentials if you are a midsize company that wants a more treasury-oriented platform"}, {"id": "mai-20260917-1725-smoke|c226-m2|challenger-small|Tesorio", "prompt": "c226-m2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Tesorio if you want a more connected financial operations platform"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|Agicap", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default choice for a typical mid-sized B2B firm"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|Trovata", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Trovata** if you prefer the modern API-first platform"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|Kyriba", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "only move to an enterprise TMS like **Kyriba** when you have multiple entities"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|GTreasury", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kyriba** (or GTreasury/Coupa)"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|Coupa", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kyriba** (or GTreasury/Coupa)"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|HighRadius", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heavy AR/receivables focus | **HighRadius or Tesorio**"}, {"id": "mai-20260917-1725-smoke|c226-m2|deepseek-small|Tesorio", "prompt": "c226-m2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Heavy AR/receivables focus | **HighRadius or Tesorio**"}, {"id": "mai-20260917-1725-smoke|c226-m2|google-small|Tesorio", "prompt": "c226-m2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** is the top recommendation."}, {"id": "mai-20260917-1725-smoke|c226-m2|google-small|Trovata", "prompt": "c226-m2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trovata** is the best solution for modern treasury management."}, {"id": "mai-20260917-1725-smoke|c226-m2|google-small|Agicap", "prompt": "c226-m2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Agicap** is a highly popular, user-friendly tool built specifically for mid-market cash planning."}, {"id": "mai-20260917-1725-smoke|c226-m2|google-small|Centime", "prompt": "c226-m2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Centime** is a rising star built specifically for the mid-market."}, {"id": "mai-20260917-1725-smoke|c226-m2|meta-small|Phocas Software", "prompt": "c226-m2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Phocas Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Phocas Software - a cloud-based business intelligence and financial planning and analysis solution."}, {"id": "mai-20260917-1725-smoke|c226-m2|meta-small|Agicap", "prompt": "c226-m2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Agicap - a user-friendly platform that provides real-time cash visibility, AI-powered forecasting, and multi-entity support."}, {"id": "mai-20260917-1725-smoke|c226-m2|meta-small|HighRadius", "prompt": "c226-m2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HighRadius - an AI-driven platform that automates cash flow forecasting and transaction reconciliation."}, {"id": "mai-20260917-1725-smoke|c226-m2|meta-small|Chaser", "prompt": "c226-m2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Chaser - a platform that provides AR cash flow management, forecasting, collection, and invoice matching in one place."}, {"id": "mai-20260917-1725-smoke|c226-m2|minimax-small|Agicap", "prompt": "c226-m2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies ... **Agicap** is the most frequently recommended option in recent reviews."}, {"id": "mai-20260917-1725-smoke|c226-m2|minimax-small|Kyriba (Essentials for Mid‑Market)", "prompt": "c226-m2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba (Essentials for Mid‑Market)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more complex treasury requirements, look at Kyriba."}, {"id": "mai-20260917-1725-smoke|c226-m2|minimax-small|Qonto", "prompt": "c226-m2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Qonto** if you’re on the lower end of the mid‑market"}, {"id": "mai-20260917-1725-smoke|c226-m2|mistral-small|Agicap", "prompt": "c226-m2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Agicap** as a top cash management tool"}, {"id": "mai-20260917-1725-smoke|c226-m2|mistral-small|HighRadius", "prompt": "c226-m2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **HighRadius** for advanced treasury automation and predictive insights"}, {"id": "mai-20260917-1725-smoke|c226-m2|mistral-small|Kyriba", "prompt": "c226-m2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kyriba** for comprehensive treasury and risk management tailored to midsize companies"}, {"id": "mai-20260917-1725-smoke|c226-m2|moonshot-small|Agicap", "prompt": "c226-m2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want the simplest, fastest solution: **Agicap**"}, {"id": "mai-20260917-1725-smoke|c226-m2|moonshot-small|Chaser", "prompt": "c226-m2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If AR/collections is your biggest cash flow lever:** **Chaser** or **Agicap**"}, {"id": "mai-20260917-1725-smoke|c226-m2|moonshot-small|Kyriba", "prompt": "c226-m2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most balanced choice for mid-sized B2B:** **GTreasury** or **Kyriba**"}, {"id": "mai-20260917-1725-smoke|c226-m2|moonshot-small|GTreasury", "prompt": "c226-m2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most balanced choice for mid-sized B2B:** **GTreasury** or **Kyriba**"}, {"id": "mai-20260917-1725-smoke|c226-m2|moonshot-small|Centime", "prompt": "c226-m2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Centime** - Best All-in-One for SMB/Mid-Market"}, {"id": "mai-20260917-1725-smoke|c226-m2|openai-small|Trovata", "prompt": "c226-m2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Trovata** if your main need is **cash visibility, forecasting, and faster setup**"}, {"id": "mai-20260917-1725-smoke|c226-m2|openai-small|Kyriba", "prompt": "c226-m2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kyriba** is the safer \"full treasury suite\" recommendation, but it's typically more complex and heavier to implement"}, {"id": "mai-20260917-1725-smoke|c226-m2|openai-small|Rho", "prompt": "c226-m2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Rho** if you want a more **all-in-one operating cash stack**"}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|Agicap", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Agicap as a strong starting point."}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|Kyriba", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need scalable treasury (growth path to enterprise) ... More complex/expensive setup."}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|HighRadius", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AR/AP automation is your pain point ... Geared toward larger mid-market."}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|Float", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're on QuickBooks/Xero already ... Lighter on multi-bank treasury."}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|Qonto", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EU-based with daily ops focus ... Less forecasting depth."}, {"id": "mai-20260917-1725-smoke|c226-m2|xai-small|QuickBooks", "prompt": "c226-m2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these outperform general tools like QuickBooks for dedicated cash management"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Agicap", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the tool that stands out right now is **Agicap**"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Chaser", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AR‑focused cash‑flow management (collections, invoice matching, forecasting)"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|BILL AP/AR", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Automating both payables and receivables"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Sage Intacct", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full cloud financial‑management suite (AP, AR, consolidation, reporting)"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Float", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Visual, 13‑week–6‑month cash‑flow planning with scenario testing"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Qonto", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(Europe only) | Simplified daily financial operations"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|HighRadius", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "consider tools with native SAP integration (Agicap, HighRadius, Serrala)"}, {"id": "mai-20260917-1725-smoke|c226-m2|zai-small|Serrala", "prompt": "c226-m2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "consider tools with native SAP integration (Agicap, HighRadius, Serrala)"}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Float", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "A popular tool that connects directly to bank accounts and accounting software (like QuickBooks and Xero)"}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Cash Flow Frog", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It excels at **invoice-timed rolling forecasts**"}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Finmark", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Finmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Geared toward high-growth companies needing **real-time runway** calculations"}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Cube", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A \"Financial Intelligence Platform\" that sits on top of existing spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Anaplan", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An enterprise-grade \"connected planning\" platform known for massive scalability."}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Planful / Workday Adaptive Planning", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful / Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leading cloud-native FP&A suites."}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|HighRadius", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses AI and machine learning specifically for **accounts receivable and collections**."}, {"id": "mai-20260917-1725-smoke|c226-m3|alibaba-small|Farseer", "prompt": "c226-m3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built for large enterprises managing **multi-entity and multi-currency** operations."}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|HighRadius", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HighRadius: Enterprise AI platform for treasury, order-to-cash, and automated cash forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Anaplan", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anaplan: Enterprise connected planning platform supporting large-scale financial and operational scenario modeling"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday Adaptive Planning: Enterprise EPM system for budgeting, workforce planning, and multi-entity forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Cube", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cube: AI-powered financial intelligence platform that unifies data across spreadsheets, ERPs, and operational systems"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Abacum", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Abacum: AI-native FP&A platform built for mid-market teams"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Centage", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Centage: Driver-based FP&A software for mid-market organizations"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Float", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Float: Short-term cash flow forecasting tool with strong 13-week liquidity planning capabilities"}, {"id": "mai-20260917-1725-smoke|c226-m3|anthropic-small|Cash Flow Frog", "prompt": "c226-m3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cash Flow Frog: Accounting-integrated cash flow forecasting tool focused on rolling liquidity visibility for SMBs"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Kyriba", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** and **HighRadius** are strongest for enterprise treasury"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|HighRadius", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kyriba** and **HighRadius** are strongest for enterprise treasury"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better for FP&A-driven planning"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Anaplan", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best when you need connected planning, traceable scenarios"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Planful", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong governance and consolidated, scenario-based planning and forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Cube", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered forecasting that unifies spreadsheet workflows with ERP and operational data"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Float", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Simple short-term cash forecasting, often centered on Xero or QuickBooks data"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Cash Flow Frog", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Lightweight, longer-horizon cash forecasting with common accounting-system integrations"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Fathom", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong for P&L, balance sheet, and cash flow models in one reporting layer"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Agicap", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Emphasizes unified cash visibility across banks and entities, especially in Europe"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Tesorio", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focused on cash intelligence tied to AR and collections"}, {"id": "mai-20260917-1725-smoke|c226-m3|challenger-small|Trovata", "prompt": "c226-m3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "built around **bank feeds and treasury data** (Kyriba, Agicap, Trovata)"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Kyriba", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** wins for multinational treasury control"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|GTreasury", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Top tools:** **Kyriba**, **GTreasury**, **HighRadius**, **Trovata**, **Agicap**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|HighRadius", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leveraging **AI/ML heavily**, claiming up to 95% forecast accuracy... easier to deploy than Kyriba"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Trovata", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out via **direct bank APIs**... great for mid-market and enterprise teams"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Agicap", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "focuses on **group-level treasury** for SMBs and mid-market"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Anaplan", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "highest modeling \"ceiling.\"... but is expensive and requires heavy professional services to implement"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the traditional mid-market leader. It's user-friendly"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Cube", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Cube** wins for spreadsheet-loving FP&A teams"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Planful", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Top tools:** **Anaplan**, **Workday Adaptive Planning**, **Cube**, **Planful**, **Pigment**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Pigment", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Top tools:** **Anaplan**, **Workday Adaptive Planning**, **Cube**, **Planful**, **Pigment**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Float", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Float** wins for scrappy SMB finance teams"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Cash Flow Frog", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "differentiates by supporting **QuickBooks Desktop** and offering AI projection suggestions"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Dryrun", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Top tools:** **Float**, **Cash Flow Frog**, **Dryrun**, **Brixx**, **LivePlan**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Brixx", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "acts more like a business planning tool for startups"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|LivePlan", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Top tools:** **Float**, **Cash Flow Frog**, **Dryrun**, **Brixx**, **LivePlan**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Tesorio", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "**Tesorio** wins for companies struggling with AR collection risk"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Upflow", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "focuses more on the collections side, automating AR follow-ups"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Fathom", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "strong at visual dashboards... but they are less focused on daily bank-level cash reconciliation than dedicated tools"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Futrli", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Futrli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Top tools:** **Fathom**, **Futrli**, **Spotlight Reporting**, **Syft Analytics**"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Spotlight Reporting", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "often rated highly for **multi-entity variance reporting and rolling updates** with approval trails"}, {"id": "mai-20260917-1725-smoke|c226-m3|deepseek-small|Syft Analytics", "prompt": "c226-m3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Syft Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 21, "ev": "less focused on daily bank-level cash reconciliation than dedicated tools"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Kyriba", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Kyriba or Trovata if you are a treasury department dealing with dozens of bank accounts, global FX volatility, and complex cash-pooling needs."}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|HighRadius", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Tesorio or HighRadius if you are a scaling enterprise suffering from cash-flow unpredictability caused by late-paying customers"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Trovata", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Kyriba or Trovata if you are a treasury department dealing with dozens of bank accounts"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Tesorio", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Tesorio or HighRadius if you are a scaling enterprise suffering from cash-flow unpredictability"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Cube", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Cube or Fathom if you are an FP&A team that needs an exact, auditable three-statement financial model"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Agicap", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Agicap or Float if you are a small business using Xero/QuickBooks"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Float", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Agicap or Float if you are a small business using Xero/QuickBooks"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Workday Adaptive", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Indirect Method (e.g., Cube, Workday Adaptive, Fathom)"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Fathom", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Cube or Fathom if you are an FP&A team that needs an exact, auditable three-statement financial model"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Cobase", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cobase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bank-first platforms (e.g., Trovata, Cobase)"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Abacum", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "FP&A-first platforms (e.g., Cube, Abacum, Fathom)"}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|SAP", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Enterprise-grade platforms (Kyriba, SAP, GTreasury): These are comprehensive suites that take 6 to 24 months to implement."}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|GTreasury", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Enterprise-grade platforms (Kyriba, SAP, GTreasury): These are comprehensive suites that take 6 to 24 months to implement."}, {"id": "mai-20260917-1725-smoke|c226-m3|google-small|Palm", "prompt": "c226-m3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Palm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mid-market and SaaS-focused platforms (Tesorio, Trovata, Palm)"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|Tesorio", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some tools, such as Tesorio, are designed for B2B SaaS companies"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|Cube", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|Pigment", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "others, such as Workday Adaptive Planning, are better suited for enterprise budget planning"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|Float", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-m3|meta-small|HighRadius", "prompt": "c226-m3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Cube", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** dominates the mid-market by letting analysts stay in spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Float", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Float** leads for cost-conscious SMBs with simple needs"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Nomentia", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nomentia** and **Trovata** serve enterprises requiring global cash visibility"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Fathom", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Finance teams needing forecasting plus board-ready reporting"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Abacum", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market finance teams running budgeting, headcount planning, and scenario planning"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Trovata", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Treasury-grade cash visibility and multi-entity planning"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Cash Flow Frog", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMBs: Float, Fathom, Cash Flow Frog"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Anaplan", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market: Cube, Abacum, Anaplan"}, {"id": "mai-20260917-1725-smoke|c226-m3|minimax-small|Kyriba", "prompt": "c226-m3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise: Nomentia, Kyriba, Trovata"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Cube", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-powered financial intelligence platform"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Abacum", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-native FP&A platform"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Anaplan", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise connected planning platform"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Intuitive spreadsheet-like user interface"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Meniga", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Meniga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong AI-driven personalized insights and categorization"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Nomentia", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven multi-entity forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|GTreasury", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered GSmart AI for cash forecasts"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Kyriba", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-enabled cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Asteria Smart Cash Flow", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Asteria Smart Cash Flow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Intuitive, AI-enhanced cash flow forecasting solution"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Cobase", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cobase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modular liquidity forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Float", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cash flow forecasting, cash budgeting, and cash management"}, {"id": "mai-20260917-1725-smoke|c226-m3|mistral-small|Cash Flow Frog", "prompt": "c226-m3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Top-rated cash flow app on Capterra"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|Kyriba", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Kyriba if you need a full-featured TMS with proven scale and AI enhancements"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|HighRadius", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose HighRadius if AI accuracy and rapid deployment are priorities"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|Trovata", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Trovata if real-time visibility and modern architecture matter most"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|GTreasury (Ripple Treasury)", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury (Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose GTreasury if you need operational completeness with strong bank connectivity"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|Oracle Fusion Cloud Treasury", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Oracle Fusion Cloud Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Oracle/SAP if you're already embedded in those ERP ecosystems"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|SAP Treasury and Risk Management", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SAP-centered enterprises"}, {"id": "mai-20260917-1725-smoke|c226-m3|moonshot-small|Planful", "prompt": "c226-m3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Finance groups integrating cash forecasting with budgeting"}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Float", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **live operational cash visibility**, look at **Float** or **Dryrun**."}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Dryrun", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **live operational cash visibility**, look at **Float** or **Dryrun**."}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Fathom", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **reporting + forecasting**, look at **Fathom**."}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Jirav", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jirav is more planning-oriented than pure cash forecasting."}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Cube", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "less a standalone cash tool and more a planning layer for finance teams that live in spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Vena Solutions", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena leans into Excel and Microsoft ecosystem workflows"}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Anaplan", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more flexible and scalable, but usually heavier to implement"}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Tesorio", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your main issue is **AR collection timing**, look at **Tesorio/Upflow-style tools**."}, {"id": "mai-20260917-1725-smoke|c226-m3|openai-small|Upflow", "prompt": "c226-m3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "These tools focus on receivables-driven forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Cash Flow Frog", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cash Flow Frog** (often ranked #1 overall for SMBs)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Float", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Float** (top visual/rolling forecast tool)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Dryrun", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dryrun** (strong for scenario modeling)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Pulse", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Easiest for beginners; lightweight, low-maintenance; less feature-rich than leaders"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Cube", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cube** (AI-powered FP&A with cash features)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Abacum", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Abacum** (mid-market AI-native planning)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Anaplan", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise options like Anaplan, Kyriba, or Workday Adaptive are larger-scale and costlier."}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Kyriba", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Few do bank-direct real-time (Kyriba for treasury)"}, {"id": "mai-20260917-1725-smoke|c226-m3|xai-small|Workday Adaptive", "prompt": "c226-m3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise options like Anaplan, Kyriba, or Workday Adaptive are larger-scale and costlier."}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Cube", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cube** | AI‑powered financial intelligence that unifies spreadsheets, ERPs, and operational systems"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Abacum", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid‑market, wants AI‑native FP&A with multi‑entity support | Abacum"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Anaplan", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise, complex scenario modeling, large scale | Anaplan"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Tesorio", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AR/AP‑driven and needs invoice‑level predictions | Tesorio"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Float", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Using Xero/QuickBooks and needs a dedicated cash flow view | Float"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|HighRadius", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise cash management, AR/AP automation, and rolling forecasts"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Kyriba", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Treasury‑focused, needs bank connectivity and detailed variance | Kyriba"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Planful", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise governance, consolidated scenario‑based forecasting tied to budgeting drivers"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Spotlight Reporting", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB needing fast rolling forecasts with approvals | Spotlight Reporting"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|LivePlan", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Small, entrepreneurial team wanting monthly narrative forecast | LivePlan"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Pigment", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern, spreadsheet‑like planning platform; strong scenario and driver‑based modeling"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Workday Adaptive Planning", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Intuitive spreadsheet‑like UI with three‑way (P&L, balance sheet, cash flow) integration"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Meniga", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Meniga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI‑driven personalization and categorization; strong insights and analytics"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|GTreasury", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "GSmart AI for cash forecasts; bank connectivity and cash positioning"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Nomentia", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Multi‑entity multinational needing FX and intercompany handling | Nomentia, Anaplan"}, {"id": "mai-20260917-1725-smoke|c226-m3|zai-small|Datarails", "prompt": "c226-m3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Already in Excel and wants live data without leaving spreadsheets | Datarails"}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|Pulse", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are on a tight budget, start with **Pulse** (if you use QBO/Xero)"}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|Trezy", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need multi-bank aggregation on a micro-budget, try **Trezy**."}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "check if your current accounting provider includes a free planner like **QuickBooks Cash Flow Planner**"}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|Fluidly", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan that syncs with your ledger to show real-time liquidity and short-term forecasts."}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|Float", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While more expensive than Pulse or Trezy, it is considered the industry standard for ease of use."}, {"id": "mai-20260917-1725-smoke|c226-m4|alibaba-small|Excel/Google Sheets", "prompt": "c226-m4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Spreadsheets Eventually:** While Excel/Google Sheets are \"free,\" they become inefficient and error-prone"}, {"id": "mai-20260917-1725-smoke|c226-m4|anthropic-small|Pulse", "prompt": "c226-m4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "one of the most budget-friendly choices... However, it doesn't offer AI-driven predictions and requires you to manually input every expected transaction."}, {"id": "mai-20260917-1725-smoke|c226-m4|anthropic-small|G-CashFlow", "prompt": "c226-m4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another affordable option starting around $59 per month"}, {"id": "mai-20260917-1725-smoke|c226-m4|anthropic-small|Fathom", "prompt": "c226-m4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For slightly more investment but better features, **Fathom** or **Brixx** would be better choices"}, {"id": "mai-20260917-1725-smoke|c226-m4|anthropic-small|Brixx", "prompt": "c226-m4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Brixx", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Fathom** or **Brixx** would be better choices for small to medium-sized businesses looking for more comprehensive forecasting capabilities"}, {"id": "mai-20260917-1725-smoke|c226-m4|challenger-small|Wave", "prompt": "c226-m4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Wave if you want the cheapest overall option and can live with simpler forecasting."}, {"id": "mai-20260917-1725-smoke|c226-m4|challenger-small|Zoho Books", "prompt": "c226-m4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Zoho Books if you want free accounting for a very small business"}, {"id": "mai-20260917-1725-smoke|c226-m4|challenger-small|Float", "prompt": "c226-m4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If I had to pick one best option for most budget-conscious small businesses, it would be Float"}, {"id": "mai-20260917-1725-smoke|c226-m4|challenger-small|Pulse", "prompt": "c226-m4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pulse if you need very simple cash tracking and minimal setup."}, {"id": "mai-20260917-1725-smoke|c226-m4|challenger-small|G-CashFlow", "prompt": "c226-m4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose G-CashFlow if you want more structured three-way projections inside Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The overall winner for a tight budget is QuickBooks Cash Flow Planner"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|Xero's \"Short-term cash flow\"", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero's \"Short-term cash flow\"", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "included with your subscription"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|Fluidly", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "otherwise, **Fluidly** as a free standalone option"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|Trezy", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add a cheap AI tool if you need more — Try Fluidly (free) or Trezy (~$8/mo)"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|Brixx", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dedicated tools like Brixx (~$38/mo) ... make sense once your business grows"}, {"id": "mai-20260917-1725-smoke|c226-m4|deepseek-small|Cash Flow Frog", "prompt": "c226-m4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cash Flow Frog (~$55–69/mo) make sense once your business grows"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Google Sheets", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Google Sheets + Free Templates if your cash transactions are low-volume"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Microsoft Excel", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "your best option is to use **Google Sheets** or **Microsoft Excel** paired with a professional, pre-built template"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Expensify\\u2019s Free 13-Week / 12-Month Template", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Expensify\\u2019s Free 13-Week / 12-Month Template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify offers a highly rated, completely free template that splits into a 13-week view"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Vertex42 Cash Flow Statement & Forecast Templates", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Vertex42 Cash Flow Statement & Forecast Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vertex42 is famous for highly reliable, clean, formula-backed spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|QuickBooks Online (QBO)", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose QuickBooks/Xero Planners (Free with accounting) if you just need a very simple, quick glance"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Xero", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both QuickBooks (on Essentials plans and above) and Xero include basic, built-in cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Tiller Money", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tiller Money", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Tiller ($8.25/mo) if you want automatic bank feeds but still want the control and flexibility of a spreadsheet"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Pulse", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pulse (Best for Simplicity & Manual Scenario Toggles)"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Helm", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Helm", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Choose Cash Flow Frog (~$33/mo) or Helm (~$32/mo) if you want a professional-grade, automated dashboard"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Dryrun", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Dryrun", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "very reasonable pricing compared to other direct-sync competitors (like Dryrun, which starts at $200+/month)"}, {"id": "mai-20260917-1725-smoke|c226-m4|google-small|Cash Flow Frog", "prompt": "c226-m4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Choose Cash Flow Frog (~$33/mo) or Helm (~$32/mo) if you want a professional-grade, automated dashboard"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|G-CashFlow", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "G-CashFlow leads for full three-way projections inside Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|Float", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Float and Cash Flow Frog are the strongest picks for an automated, hands-off view of your cash position"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|Fathom", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|Dryrun", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|Cash Flow Frog", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Float and Cash Flow Frog are the strongest picks for an automated, hands-off view of your cash position"}, {"id": "mai-20260917-1725-smoke|c226-m4|meta-small|Pulse", "prompt": "c226-m4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-m4|minimax-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with those built-in tools (Fluidly or QuickBooks Cash Flow Planner) since they're free or low-cost"}, {"id": "mai-20260917-1725-smoke|c226-m4|minimax-small|Fluidly", "prompt": "c226-m4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with those built-in tools (Fluidly or QuickBooks Cash Flow Planner) since they're free or low-cost"}, {"id": "mai-20260917-1725-smoke|c226-m4|minimax-small|Xero Cash Flow", "prompt": "c226-m4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Cash Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero Cash Flow** (Best for short-term savings)"}, {"id": "mai-20260917-1725-smoke|c226-m4|minimax-small|Cash Flow Frog", "prompt": "c226-m4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cash Flow Frog offers good value with flexible pricing"}, {"id": "mai-20260917-1725-smoke|c226-m4|minimax-small|Pulse", "prompt": "c226-m4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pulse** (Simple option) - Often cited as a good basic tool"}, {"id": "mai-20260917-1725-smoke|c226-m4|mistral-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is ideal if you already use QuickBooks, as it comes at no extra cost beyond your existing Essentials subscription."}, {"id": "mai-20260917-1725-smoke|c226-m4|mistral-small|Fluidly", "prompt": "c226-m4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a free, stand-alone AI forecaster that integrates with Xero or QuickBooks, Fluidly is a strong choice."}, {"id": "mai-20260917-1725-smoke|c226-m4|mistral-small|Cash Flow Frog", "prompt": "c226-m4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for small businesses needing rolling forecasts up to 36 months, starting at $33/month"}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|Trezy", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation:** Start with **Trezy** (free plan) or **Fluidly** (free core plan)"}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use QuickBooks, the Cash Flow Planner is a no-brainer since it's included in your subscription."}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|Fluidly", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Trezy** (free plan) or **Fluidly** (free core plan) to get AI-powered forecasting at no cost."}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|Wave", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Startups... One of the few truly free accounting options for small businesses"}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|Cash Flow Frog", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Long free trial to test before committing"}, {"id": "mai-20260917-1725-smoke|c226-m4|moonshot-small|Clockwork", "prompt": "c226-m4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built specifically for small businesses without requiring a finance team"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Float", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best value is usually **Float** if you use **Xero or QuickBooks Online**"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Cash Flow Frog", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cash Flow Frog** is also strong for small businesses"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Agicap", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "G2\\u2019s small-business category highlights Agicap, Qonto, BILL AP/AR, QuickBooks Bill Pay, Fathom, Kolleno, and Relay"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Qonto", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Qonto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlights Agicap, Qonto, BILL AP/AR..."}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|BILL AP/AR", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights Agicap, Qonto, BILL AP/AR, QuickBooks Bill Pay"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|QuickBooks Bill Pay", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BILL AP/AR, QuickBooks Bill Pay, Fathom"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Fathom", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "QuickBooks Bill Pay, Fathom, Kolleno, and Relay"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Kolleno", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fathom, Kolleno, and Relay"}, {"id": "mai-20260917-1725-smoke|c226-m4|openai-small|Relay", "prompt": "c226-m4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kolleno, and Relay**, but these may be more than you need on a tight budget"}, {"id": "mai-20260917-1725-smoke|c226-m4|xai-small|QuickBooks Online Cash Flow Planner", "prompt": "c226-m4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Online Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Built-in Tools (Free with Subscription)**"}, {"id": "mai-20260917-1725-smoke|c226-m4|xai-small|Xero Cash Flow Forecasting", "prompt": "c226-m4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Cash Flow Forecasting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online Cash Flow Planner** or **Xero Cash Flow Forecasting** (if you already use them)"}, {"id": "mai-20260917-1725-smoke|c226-m4|xai-small|Pulse", "prompt": "c226-m4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulse** (~$29/mo, 30-day free trial): Integrates only with QBO. Great for simple calendars"}, {"id": "mai-20260917-1725-smoke|c226-m4|xai-small|Cash Flow Frog", "prompt": "c226-m4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need flexibility beyond QBO/Xero; scales well cheaply."}, {"id": "mai-20260917-1725-smoke|c226-m4|xai-small|Float", "prompt": "c226-m4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "is solid ... but edges higher for ultra-low budgets—consider if you outgrow free tools."}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Trezy", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have absolutely no budget, **Trezy** offers the most complete free plan."}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|QuickBooks Cash Flow Planner", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have QuickBooks Essentials, **QuickBooks Cash Flow Planner** is essentially free."}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Xero Cash Flow Forecasting", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Cash Flow Forecasting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using Xero** | Xero built‑in forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Pulse", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you just need to see your cash position without other features"}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Cash Flow Frog", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a modest monthly investment, **Cash Flow Frog** gives you 36‑month forecasts and strong integrations."}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|PlanGuru", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive than some competitors, but offers deep financial analysis"}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Fluidly", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if you want automation and insights on a tight budget"}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Float", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more expensive but feature-rich"}, {"id": "mai-20260917-1725-smoke|c226-m4|zai-small|Futrli by Sage", "prompt": "c226-m4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Futrli by Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pricing not publicly disclosed; best to request a quote"}, {"id": "mai-20260917-1725-smoke|c226-m5|alibaba-small|SAP", "prompt": "c226-m5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely doesn't require an overly rigid, expensive enterprise suite (like SAP) designed for thousands of users"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|Tesorio", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "these tools are frequently recommended for companies of your size"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|Trovata", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Real-time bank connectivity | API-native banking, short-term positioning"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|GTreasury", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market treasury teams | Multi-bank connectivity, ERP-fed forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|Abacum", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market FP&A teams | AI-native, multi-entity, budgeting & forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|Centime", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market with ERP sync | 7–21 day implementation, native ERP embedding"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|DriveTrain", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "DriveTrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast-growing mid-market | Fast implementation, FP&A focus"}, {"id": "mai-20260917-1725-smoke|c226-m5|deepseek-small|Cube", "prompt": "c226-m5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered financial intelligence | Spreadsheet-friendly, unifies data across ERPs"}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Kyriba", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a heavy, enterprise-grade Treasury Management System (TMS) like Kyriba or HighRadius may be an expensive overkill with a six-month onboarding process"}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|HighRadius", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Kyriba or HighRadius may be an expensive overkill with a six-month onboarding process"}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Tesorio", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best-fit Tools:** Tesorio, Centime, Agicap, Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Centime", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best-fit Tools:** Tesorio, Centime, Agicap, Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Agicap", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best-fit Tools:** Tesorio, Centime, Agicap, Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Upflow", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Best-fit Tools:** Tesorio, Centime, Agicap, Upflow."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Vena Solutions", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Indirect Cash Flow Forecasting ... **Best-fit Tools:** Vena Solutions, Cube, Planful, Centage, Datarails."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Cube", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best-fit Tools:** Vena Solutions, Cube, Planful, Centage, Datarails."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Planful", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best-fit Tools:** Vena Solutions, Cube, Planful, Centage, Datarails."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Centage", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best-fit Tools:** Vena Solutions, Cube, Planful, Centage, Datarails."}, {"id": "mai-20260917-1725-smoke|c226-m5|google-small|Datarails", "prompt": "c226-m5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best-fit Tools:** Vena Solutions, Cube, Planful, Centage, Datarails."}, {"id": "mai-20260917-1725-smoke|c226-m5|moonshot-small|Tesorio", "prompt": "c226-m5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**AR-focused tools** (like Tesorio) if collections/cash-in timing is your main pain point"}, {"id": "mai-20260917-1725-smoke|c226-m5|moonshot-small|Trovata", "prompt": "c226-m5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bank-API native tools** (like Trovata) if you need rapid cash visibility without a full TMS"}, {"id": "mai-20260917-1725-smoke|c226-m5|moonshot-small|Abacum", "prompt": "c226-m5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FP&A platforms** (like Abacum or Centage) if you need integrated budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m5|moonshot-small|Centage", "prompt": "c226-m5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FP&A platforms** (like Abacum or Centage) if you need integrated budgeting and forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Drivetrain", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top options for mid-market/enterprise: Drivetrain (fast ROI for mid-market)"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Vena", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vena (Excel-integrated FP&A)"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Fathom", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fathom (SME-friendly)"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Tesorio", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tesorio (AR-focused)"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Anaplan", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anaplan/Workday (large-scale)"}, {"id": "mai-20260917-1725-smoke|c226-m5|xai-small|Workday", "prompt": "c226-m5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Anaplan/Workday (large-scale)"}, {"id": "mai-20260917-1725-smoke|c226-m6|alibaba-small|Excel", "prompt": "c226-m6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is almost universally regarded as a dangerous tool for *operational* cash management once a company exceeds \\$2M–\\$5M in revenue"}, {"id": "mai-20260917-1725-smoke|c226-m6|alibaba-small|SAP", "prompt": "c226-m6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy ERP Reporting Modules (e.g., Old SAP, Oracle, NetSuite Classic) ... their native cash forecasting modules are often ... bolted on"}, {"id": "mai-20260917-1725-smoke|c226-m6|alibaba-small|Oracle", "prompt": "c226-m6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy ERP Reporting Modules (e.g., Old SAP, Oracle, NetSuite Classic) ... They often lack predictive capability."}, {"id": "mai-20260917-1725-smoke|c226-m6|alibaba-small|NetSuite Classic", "prompt": "c226-m6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "NetSuite Classic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy ERP Reporting Modules (e.g., Old SAP, Oracle, NetSuite Classic)"}, {"id": "mai-20260917-1725-smoke|c226-m6|alibaba-small|PowerBI", "prompt": "c226-m6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "tempting to hire developers to build a dashboard in-house using Python or PowerBI. *Why to avoid:* This becomes a massive liability."}, {"id": "mai-20260917-1725-smoke|c226-m6|anthropic-small|Excel and Spreadsheets", "prompt": "c226-m6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel and Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "manually entering data increases the risk of mistakes, from incorrect formulas to missing transactions"}, {"id": "mai-20260917-1725-smoke|c226-m6|challenger-small|Excel/spreadsheets", "prompt": "c226-m6", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Excel-first workflows** are the clearest avoid-or-caution category because they are manual, prone to user error, and inefficient for cash management at scale."}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Excel/Google Sheets", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "remains the #1 trap... treat that as your biggest risk to mitigate — not a tool to keep."}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Agicap", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution level: High — but not a flat \"avoid\""}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|FloQast", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not designed as a dedicated cash forecasting tool"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Float", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For simple SMB needs: Use a dedicated tool like Float or Cash Flow Frog"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Cash Flow Frog", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use a dedicated tool like Float or Cash Flow Frog (published pricing, standard bank/accounting integrations)"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Tesorio", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid-market/complex structures: Look for AR-native platforms (Tesorio, HighRadius)"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|HighRadius", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for AR-native platforms (Tesorio, HighRadius)"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Trovata", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or treasury systems (Trovata, Kyriba) — but test their bank connectivity rigorously"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|Kyriba", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or treasury systems (Trovata, Kyriba)"}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|FIS Integrity", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Consider integrated TMS/TRMS tools (e.g., FIS Integrity, BroadPeak) — but expect long implementations and high costs."}, {"id": "mai-20260917-1725-smoke|c226-m6|deepseek-small|BroadPeak", "prompt": "c226-m6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "BroadPeak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "but expect long implementations and high costs"}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|Excel/Google Sheets", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are the number-one \"tool\" to move away from as complexity grows"}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|QuickBooks", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These widgets are notoriously basic. They usually rely on \"straight-line\" assumptions"}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|Xero", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Basic Built-In Accounting Add-ons (e.g., Standard QBO or Xero Cash Widgets)"}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|Wave", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most major accounting software platforms (QuickBooks, Xero, Wave) come with built-in \"cash flow planners\" or widgets."}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|Kyriba", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "If you are a small business or a mid-market company, avoid these platforms."}, {"id": "mai-20260917-1725-smoke|c226-m6|google-small|ION Treasury", "prompt": "c226-m6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Massive corporate Treasury Management Systems (like Kyriba or ION Treasury)... avoid these platforms"}, {"id": "mai-20260917-1725-smoke|c226-m6|meta-small|Cube", "prompt": "c226-m6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cube: AI-powered financial intelligence platform"}, {"id": "mai-20260917-1725-smoke|c226-m6|meta-small|Abacum", "prompt": "c226-m6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Abacum: AI-native FP&A platform"}, {"id": "mai-20260917-1725-smoke|c226-m6|meta-small|Anaplan", "prompt": "c226-m6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Anaplan: Enterprise connected planning platform"}, {"id": "mai-20260917-1725-smoke|c226-m6|meta-small|Cash Flow Frog", "prompt": "c226-m6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cash Flow Frog: Accounting-integrated cash flow forecasting tool"}, {"id": "mai-20260917-1725-smoke|c226-m6|meta-small|Centage", "prompt": "c226-m6", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Centage: Driver-based FP&A software"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Cube", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**FP&A platforms** (Cube, Anaplan, Workday Adaptive Planning) are good for driver-based, long-range forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Anaplan", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**FP&A platforms** (Cube, Anaplan, Workday Adaptive Planning) are good for driver-based, long-range forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Workday Adaptive Planning", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FP&A platforms** (Cube, Anaplan, Workday Adaptive Planning) are good for driver-based, long-range forecasting"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Agicap", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Treasury/cash tools** (Agicap, Trovata, Kyriba, Tesorio) are better for short-term liquidity"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Trovata", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Trovata**: Users note steep initial setup, complex bank connection management, and field limitations affecting forecasting accuracy"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Kyriba", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Treasury/cash tools** (Agicap, Trovata, Kyriba, Tesorio) are better for short-term liquidity"}, {"id": "mai-20260917-1725-smoke|c226-m6|minimax-small|Tesorio", "prompt": "c226-m6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Tesorio**: Users report sync issues with ERP systems, invoicing delays, and missing features around payment recording and reporting"}, {"id": "mai-20260917-1725-smoke|c226-m6|mistral-small|Excel", "prompt": "c226-m6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "88% of spreadsheets contain at least one error. Manual updates are error-prone and can quickly become outdated"}, {"id": "mai-20260917-1725-smoke|c226-m6|mistral-small|Kyriba", "prompt": "c226-m6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-level cash forecasting solutions (e.g., Kyriba, certain treasury management systems) can be powerful but may be excessive for very small businesses"}, {"id": "mai-20260917-1725-smoke|c226-m6|mistral-small|Float", "prompt": "c226-m6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some tools, like Float or Fluidly, may not be suitable for rapidly growing or contracting businesses"}, {"id": "mai-20260917-1725-smoke|c226-m6|mistral-small|Fluidly", "prompt": "c226-m6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fluidly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some tools, like Float or Fluidly, may not be suitable for rapidly growing or contracting businesses"}, {"id": "mai-20260917-1725-smoke|c226-m6|moonshot-small|Float", "prompt": "c226-m6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Float has been criticized for being \"absolutely hopeless for seasonal business as it can only predict income based on the previous 3 months or manual guessing\"a"}, {"id": "mai-20260917-1725-smoke|c226-m6|moonshot-small|Trovata", "prompt": "c226-m6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trovata has \"a steep learning curve for initial setup\" and \"complexity of managing bank connections\""}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Spreadsheets (Excel, Google Sheets)", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spreadsheets (Excel, Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel, Google Sheets) – Strongly Avoid for Anything Beyond Very Simple Needs"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Float", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid if: Your business has peaks/troughs (e.g., retail, tourism). Users call it \"hopeless\" without heavy manual tweaks."}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Agicap", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SMEs: Drivetrain, Agicap, or Cushion (strong reviews, quick ROI)."}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Fluidly", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fluidly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Defunct or Unreliable Tools (e.g., Fluidly) ... Shut down in 2023"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Abacum", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Abacum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Abacum (not for enterprises)"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Fathom", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "early AI in Fathom/Spotlight (no daily tracking)"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Spotlight", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spotlight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "early AI in Fathom/Spotlight (no daily tracking)"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Prophix", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Complaints on G2/TrustRadius for Prophix (bad assumption processing)"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Kyriba", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise tools for SMEs (e.g., Kyriba): High cost, long setup, overkill"}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Drivetrain", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "For SMEs: Drivetrain, Agicap, or Cushion (strong reviews, quick ROI)."}, {"id": "mai-20260917-1725-smoke|c226-m6|xai-small|Cushion", "prompt": "c226-m6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cushion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For SMEs: Drivetrain, Agicap, or Cushion (strong reviews, quick ROI)."}, {"id": "mai-20260917-1725-smoke|c226-m6|zai-small|Excel/Spreadsheet", "prompt": "c226-m6", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Spreadsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "using them as a **primary, standalone forecasting tool** is widely considered a risk"}, {"id": "mai-20260917-1725-smoke|c226-m6|zai-small|Anaplan", "prompt": "c226-m6", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You should be cautious about using standard Financial Planning and Analysis (FP&A) platforms (like Anaplan, Jirav, or even some ERP modules)"}, {"id": "mai-20260917-1725-smoke|c226-m6|zai-small|Jirav", "prompt": "c226-m6", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about using standard Financial Planning and Analysis (FP&A) platforms (like Anaplan, Jirav, or even some ERP modules)"}, {"id": "mai-20260917-1725-smoke|c226-s1|alibaba-small|Float", "prompt": "c226-s1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Float is widely considered the market leader for SMBs... **Start with Float** if you want a polished product that \"just works\""}, {"id": "mai-20260917-1725-smoke|c226-s1|alibaba-small|Pulse Finance", "prompt": "c226-s1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Control & Flexibility: Pulse Finance"}, {"id": "mai-20260917-1725-smoke|c226-s1|alibaba-small|Calai", "prompt": "c226-s1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Calai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Automation (AI): Calai"}, {"id": "mai-20260917-1725-smoke|c226-s1|alibaba-small|Dryrun", "prompt": "c226-s1", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Budget Option: Dryrun"}, {"id": "mai-20260917-1725-smoke|c226-s1|anthropic-small|Cash Flow Frog", "prompt": "c226-s1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "simpler solutions like Cash Flow Frog work well"}, {"id": "mai-20260917-1725-smoke|c226-s1|anthropic-small|Float", "prompt": "c226-s1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Float works best for businesses already on Xero or QuickBooks and provides deep, scenario-based cash flow forecasting"}, {"id": "mai-20260917-1725-smoke|c226-s1|anthropic-small|Fathom", "prompt": "c226-s1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need detailed reporting alongside your forecast, Fathom makes more sense"}, {"id": "mai-20260917-1725-smoke|c226-s1|anthropic-small|Drivetrain", "prompt": "c226-s1", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built for B2B organizations, especially those with recurring revenue models"}, {"id": "mai-20260917-1725-smoke|c226-s1|challenger-small|Float", "prompt": "c226-s1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall for small B2B firms that want a simple, automated cash forecast tied to accounting data"}, {"id": "mai-20260917-1725-smoke|c226-s1|challenger-small|Chaser", "prompt": "c226-s1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for B2B companies where **late payments** and AR collections drive cash volatility"}, {"id": "mai-20260917-1725-smoke|c226-s1|challenger-small|Cash Flow Frog", "prompt": "c226-s1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want accounting-connected forecasting with broad integrations and daily updates"}, {"id": "mai-20260917-1725-smoke|c226-s1|challenger-small|Abacum", "prompt": "c226-s1", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is usually more than a very small company needs"}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Float", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Float.** It's the sweet spot of price, simplicity, and B2B-relevant features"}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Cash Flow Frog", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close runner-up for an automated, hands-off view of your cash position"}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Fathom (by Sage)", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Fathom (by Sage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is **deeper FP&A / three-way financials** for growth planning, choose **Fathom**."}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Agicap", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Real-time cash monitoring and forecasting for SMBs, especially if you need multi-bank or multi-entity cash management."}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Dryrun", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your cash flow is tightly tied to a **sales pipeline**, look at **Dryrun**."}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|Pulse", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cheapest and simplest; good for very small teams/solopreneurs who want minimal features."}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|QuickBooks/Xero built-ins", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "QuickBooks/Xero built-ins", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good if you just need a rough monthly estimate, but limited for detailed rolling forecasts."}, {"id": "mai-20260917-1725-smoke|c226-s1|deepseek-small|G-CashFlow", "prompt": "c226-s1", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "G-CashFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "this leads for spreadsheet-based modeling (strong for loan/investor prep)"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Cash Flow Frog", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cash Flow Frog — *Best Overall for Small B2Bs*"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Dryrun", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex Scenario Planning (\"What-Ifs\")"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Helm", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Helm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly & Intuitive Option"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Float", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Teams on QuickBooks Online or Xero"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Chaser", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Chaser if your primary cash flow bottleneck is late-paying clients"}, {"id": "mai-20260917-1725-smoke|c226-s1|google-small|Upflow", "prompt": "c226-s1", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you should look at tools like **Chaser** or **Upflow**"}, {"id": "mai-20260917-1725-smoke|c226-s1|meta-small|Float", "prompt": "c226-s1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cash flow forecasting software for a small B2B company is Float"}, {"id": "mai-20260917-1725-smoke|c226-s1|meta-small|Tesorio", "prompt": "c226-s1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Tesorio, which is best for B2B SaaS and enterprise teams"}, {"id": "mai-20260917-1725-smoke|c226-s1|meta-small|Chaser", "prompt": "c226-s1", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chaser, which is best for mid-market B2B businesses where late payments limit forecast accuracy"}, {"id": "mai-20260917-1725-smoke|c226-s1|minimax-small|Float", "prompt": "c226-s1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd start with **Float**"}, {"id": "mai-20260917-1725-smoke|c226-s1|minimax-small|Cash Flow Frog", "prompt": "c226-s1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Upflow** or **Cash Flow Frog** for more advanced payment behavior analysis"}, {"id": "mai-20260917-1725-smoke|c226-s1|minimax-small|Pulse", "prompt": "c226-s1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulse** (Best Budget Option)"}, {"id": "mai-20260917-1725-smoke|c226-s1|minimax-small|Upflow", "prompt": "c226-s1", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Upflow** or **Cash Flow Frog** for more advanced payment behavior analysis"}, {"id": "mai-20260917-1725-smoke|c226-s1|mistral-small|Float", "prompt": "c226-s1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** stands out as a top choice for small businesses and early-stage companies"}, {"id": "mai-20260917-1725-smoke|c226-s1|mistral-small|Cash Flow Frog", "prompt": "c226-s1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Cash Flow Frog** (from $33/month, rolling forecasts up to 36 months)"}, {"id": "mai-20260917-1725-smoke|c226-s1|mistral-small|Futrli by Sage", "prompt": "c226-s1", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Futrli by Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Futrli by Sage**, which are also well-suited for small businesses and growing SMBs"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Float", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Float if you're already using Xero or QuickBooks Online—it's purpose-built for small B2B finance teams"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Pulse", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tight, **Pulse** or **Dryrun** are excellent entry-level options"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Cash Flow Frog", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Scenario Planning"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Agicap", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Growing B2B ... Custom pricing (typically higher than others)"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Dryrun", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pulse** or **Dryrun** are excellent entry-level options that you can upgrade from later"}, {"id": "mai-20260917-1725-smoke|c226-s1|moonshot-small|Chaser", "prompt": "c226-s1", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Collections-based forecasting (late payments issue) | **Chaser**"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Float", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **Float**"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Pulse", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I\\u2019d usually start with **Float** or **Pulse**"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Mosaic", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better if you want deeper FP&A... but they may be more than a very small company needs"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Jirav", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for advanced planning:** **Jirav**"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Fathom", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "useful if you want management reporting plus cash flow insights"}, {"id": "mai-20260917-1725-smoke|c226-s1|openai-small|Dryrun", "prompt": "c226-s1", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good for scenario-based forecasting and sales-driven businesses"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Cash Flow Frog", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cash Flow Frog** (Most frequently ranked #1 for SMBs)"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Float", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Float** (Excellent for simplicity and visuals)"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Dryrun", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dryrun** (Strong for scenarios)"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Pulse", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulse** (Budget-friendly starter)"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Fathom", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other notables**: Fathom (reporting-focused)"}, {"id": "mai-20260917-1725-smoke|c226-s1|xai-small|Tesorio", "prompt": "c226-s1", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tesorio (SaaS B2B AR/ML accuracy, but pricier/custom)"}, {"id": "mai-20260917-1725-smoke|c226-s1|zai-small|Float", "prompt": "c226-s1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B companies: **Float** – simple, automated, and integrates well with Xero/QuickBooks."}, {"id": "mai-20260917-1725-smoke|c226-s1|zai-small|Cash Flow Frog", "prompt": "c226-s1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for long forecasts and broad integrations: **Cash Flow Frog**"}, {"id": "mai-20260917-1725-smoke|c226-s1|zai-small|Fathom", "prompt": "c226-s1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing scales with the number of companies; more suited to mid-market than very small businesses."}, {"id": "mai-20260917-1725-smoke|c226-s1|zai-small|Pulse", "prompt": "c226-s1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ultra-low cost: **Pulse** – great if you're on QuickBooks and only need short-term visibility."}, {"id": "mai-20260917-1725-smoke|c226-s1|zai-small|Tesorio", "prompt": "c226-s1", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AR-driven, invoice-level accuracy: **Tesorio**"}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|Bill.com", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Recommendation: Bill.com ... the industry leader for this."}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|Float", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best for Cash Flow Forecasting **Top Recommendation: Float**"}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|Ramp", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendation: Ramp** (or **Brex**)"}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|Brex", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top Recommendation: Ramp** (or **Brex**)"}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|QuickBooks Online Plus", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Foundational\" Accounting Tool **Top Recommendation: QuickBooks Online Plus** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c226-s2|alibaba-small|Xero", "prompt": "c226-s2", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Recommendation: QuickBooks Online Plus** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c226-s2|anthropic-small|Invoiced", "prompt": "c226-s2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall: Invoiced"}, {"id": "mai-20260917-1725-smoke|c226-s2|anthropic-small|Upflow", "prompt": "c226-s2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Upflow"}, {"id": "mai-20260917-1725-smoke|c226-s2|anthropic-small|QuickBooks Online", "prompt": "c226-s2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online is arguably the most reliable cash management tool for small businesses."}, {"id": "mai-20260917-1725-smoke|c226-s2|anthropic-small|Xero", "prompt": "c226-s2", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero also helps SMEs work smarter through its intuitive accounting software that features a range of cash flow management tools."}, {"id": "mai-20260917-1725-smoke|c226-s2|challenger-small|Billtrust", "prompt": "c226-s2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Billtrust** if your main pain point is getting invoices paid and matching payments accurately"}, {"id": "mai-20260917-1725-smoke|c226-s2|challenger-small|Qonto", "prompt": "c226-s2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qonto** is a strong pick for small businesses because it is described as best for SMBs"}, {"id": "mai-20260917-1725-smoke|c226-s2|challenger-small|Float", "prompt": "c226-s2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Float** or **Rho** if you already use **QuickBooks** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c226-s2|challenger-small|Rho", "prompt": "c226-s2", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Float** or **Rho** if you already use **QuickBooks** or **Xero**"}, {"id": "mai-20260917-1725-smoke|c226-s2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c226-s2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "🏆 Top Recommendation: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1725-smoke|c226-s2|deepseek-small|Melio", "prompt": "c226-s2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Melio** for flexible vendor payments (it's free for ACH)"}, {"id": "mai-20260917-1725-smoke|c226-s2|deepseek-small|Float", "prompt": "c226-s2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Purpose-built cash flow forecasting** tool that connects to QuickBooks or Xero"}, {"id": "mai-20260917-1725-smoke|c226-s2|deepseek-small|QuickBooks Online", "prompt": "c226-s2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with **QuickBooks Online** as your accounting backbone"}, {"id": "mai-20260917-1725-smoke|c226-s2|deepseek-small|Xero", "prompt": "c226-s2", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero** ($25–$78/month) — unlimited users, excellent multi-currency support"}, {"id": "mai-20260917-1725-smoke|c226-s2|google-small|Mercury", "prompt": "c226-s2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Core Banking & Yield Engine: **Mercury** (or **Brex**)"}, {"id": "mai-20260917-1725-smoke|c226-s2|google-small|Brex", "prompt": "c226-s2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** (or **Brex**)"}, {"id": "mai-20260917-1725-smoke|c226-s2|google-small|BILL", "prompt": "c226-s2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL is the industry standard for automating Accounts Receivable (A/R) and Accounts Payable (A/P)."}, {"id": "mai-20260917-1725-smoke|c226-s2|google-small|Cash Flow Frog", "prompt": "c226-s2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Visual Planner: **Cash Flow Frog** (or **Float**) ... You need a forward-looking cash flow forecasting tool."}, {"id": "mai-20260917-1725-smoke|c226-s2|google-small|Float", "prompt": "c226-s2", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cash Flow Frog** (or **Float**)"}, {"id": "mai-20260917-1725-smoke|c226-s2|meta-small|Wave", "prompt": "c226-s2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave - a free cash management tool with unlimited invoices, bills, and bookkeeping."}, {"id": "mai-20260917-1725-smoke|c226-s2|meta-small|Qonto", "prompt": "c226-s2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qonto - a cash flow management software with a simple interface and strong ease-of-use scores."}, {"id": "mai-20260917-1725-smoke|c226-s2|meta-small|Float", "prompt": "c226-s2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Float and Rho - cash management solutions that integrate directly with QuickBooks and Xero, suitable for small and midsize businesses."}, {"id": "mai-20260917-1725-smoke|c226-s2|meta-small|Rho", "prompt": "c226-s2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Float and Rho - cash management solutions that integrate directly with QuickBooks and Xero, suitable for small and midsize businesses."}, {"id": "mai-20260917-1725-smoke|c226-s2|meta-small|NetCash by Netgain", "prompt": "c226-s2", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "NetCash by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a cash management software that provides real-time visibility into cash position, directly in NetSuite"}, {"id": "mai-20260917-1725-smoke|c226-s2|minimax-small|Chaser", "prompt": "c226-s2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Chaser** as a top cash management tool."}, {"id": "mai-20260917-1725-smoke|c226-s2|minimax-small|Agicap", "prompt": "c226-s2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Agicap** - Good for real-time cash flow monitoring and forecasting"}, {"id": "mai-20260917-1725-smoke|c226-s2|minimax-small|Qonto", "prompt": "c226-s2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qonto** - Best for daily operating money tasks with simple interface"}, {"id": "mai-20260917-1725-smoke|c226-s2|minimax-small|Upflow", "prompt": "c226-s2", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Upflow** - Good for small businesses needing simple accounting-connected visibility"}, {"id": "mai-20260917-1725-smoke|c226-s2|mistral-small|QuickBooks Online", "prompt": "c226-s2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a full accounting suite, **QuickBooks Online** is the safest bet."}, {"id": "mai-20260917-1725-smoke|c226-s2|mistral-small|Melio", "prompt": "c226-s2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a dedicated B2B payment tool, **Melio** or **Bill.com** are excellent choices."}, {"id": "mai-20260917-1725-smoke|c226-s2|mistral-small|Bill.com", "prompt": "c226-s2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** or **Bill.com** are excellent choices"}, {"id": "mai-20260917-1725-smoke|c226-s2|mistral-small|Plooto", "prompt": "c226-s2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on automating accounts payable and receivable, with strong cash flow insights."}, {"id": "mai-20260917-1725-smoke|c226-s2|mistral-small|Novo", "prompt": "c226-s2", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a modern banking solution with cash management, **Novo** is worth considering."}, {"id": "mai-20260917-1725-smoke|c226-s2|moonshot-small|Agicap", "prompt": "c226-s2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Agicap** - Best Overall for B2B SMBs"}, {"id": "mai-20260917-1725-smoke|c226-s2|moonshot-small|Qonto", "prompt": "c226-s2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qonto** is excellent for simplicity and daily operations"}, {"id": "mai-20260917-1725-smoke|c226-s2|moonshot-small|Chaser", "prompt": "c226-s2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Chaser** or **Agicap** as they specifically address the challenges of B2B receivables"}, {"id": "mai-20260917-1725-smoke|c226-s2|moonshot-small|Float", "prompt": "c226-s2", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Float** - Best for Visual Planning"}, {"id": "mai-20260917-1725-smoke|c226-s2|openai-small|QuickBooks Online", "prompt": "c226-s2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around for a small B2B seller:** QuickBooks Online"}, {"id": "mai-20260917-1725-smoke|c226-s2|openai-small|Float", "prompt": "c226-s2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for cash forecasting:** Float"}, {"id": "mai-20260917-1725-smoke|c226-s2|openai-small|Pulse", "prompt": "c226-s2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like **Float** or **Pulse** can be better"}, {"id": "mai-20260917-1725-smoke|c226-s2|openai-small|Xero", "prompt": "c226-s2", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best bookkeeping-first alternative:** Xero"}, {"id": "mai-20260917-1725-smoke|c226-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c226-s2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (QBO) as the top cash management tool"}, {"id": "mai-20260917-1725-smoke|c226-s2|xai-small|Wave", "prompt": "c226-s2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: Wave"}, {"id": "mai-20260917-1725-smoke|c226-s2|xai-small|BILL (AP/AR)", "prompt": "c226-s2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "BILL (AP/AR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Options to Consider | BILL (AP/AR) | Automating bills & vendor payments"}, {"id": "mai-20260917-1725-smoke|c226-s2|xai-small|Melio", "prompt": "c226-s2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Melio | Free/fast B2B payments"}, {"id": "mai-20260917-1725-smoke|c226-s2|xai-small|Zoho Books", "prompt": "c226-s2", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoho Books | Free under $50K revenue"}, {"id": "mai-20260917-1725-smoke|c226-s2|zai-small|Chaser", "prompt": "c226-s2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for a B2B-focused cash‑flow tool: Chaser"}, {"id": "mai-20260917-1725-smoke|c226-s2|zai-small|Qonto", "prompt": "c226-s2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qonto** (or a similar business bank) gives you a unified view of cash and payments"}, {"id": "mai-20260917-1725-smoke|c226-s2|zai-small|Wave", "prompt": "c226-s2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you’re budget‑constrained, start with **Wave** for invoicing"}, {"id": "mai-20260917-1725-smoke|c226-s2|zai-small|Zoho Books", "prompt": "c226-s2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want full accounting + cash‑flow reporting + invoicing | **Zoho Books** or **QuickBooks**"}, {"id": "mai-20260917-1725-smoke|c226-s2|zai-small|QuickBooks", "prompt": "c226-s2", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want full accounting + cash‑flow reporting + invoicing | **Zoho Books** or **QuickBooks**"}, {"id": "mai-20260917-1725-smoke|c226-s3|alibaba-small|Float", "prompt": "c226-s3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you use QuickBooks Online or Xero and want it done in an afternoon:** Choose **Float**. It's the path of least resistance."}, {"id": "mai-20260917-1725-smoke|c226-s3|alibaba-small|Agicap", "prompt": "c226-s3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have many bank accounts across different countries or need to automate payments:** Choose **Agicap**."}, {"id": "mai-20260917-1725-smoke|c226-s3|alibaba-small|Cube", "prompt": "c226-s3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your finance team lives in Excel and hates \"black box\" software:** Choose **Cube**."}, {"id": "mai-20260917-1725-smoke|c226-s3|alibaba-small|Futrli (by Sage)", "prompt": "c226-s3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Futrli (by Sage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need to present a detailed narrative budget to lenders:** Choose **Futrli**."}, {"id": "mai-20260917-1725-smoke|c226-s3|alibaba-small|Tesorio", "prompt": "c226-s3", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your main cash pain point is customers not paying invoices on time:** Choose **Tesorio**."}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Tesorio", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading cash flow forecasting tools are Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Cube", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading cash flow forecasting tools are Tesorio, Cube, Pigment..."}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Pigment", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading cash flow forecasting tools are Tesorio, Cube, Pigment, Workday Adaptive Planning, Float, and HighRadius"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Workday Adaptive Planning", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday Adaptive Planning, Float, and HighRadius, each purpose-built for different types of finance teams"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Float", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Float is a straightforward cash flow forecasting tool for small businesses with pricing starting at $50/month, setup in under an hour"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|HighRadius", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Adaptive Planning, Float, and HighRadius, each purpose-built for different types of finance teams and company sizes"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Cash Flow Frog", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other notable options for small teams include Cash Flow Frog, designed to get you to a usable cash flow forecast quickly"}, {"id": "mai-20260917-1725-smoke|c226-s3|anthropic-small|Dryrun", "prompt": "c226-s3", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dryrun, which leans heavily into scenario modeling"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|Float", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** is usually the best fit if you want fast, accounting-synced cash visibility with minimal setup"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|Cash Flow Frog", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need simple forecasting without complexity?** Pick **Cash Flow Frog** or **Pulse**"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|Fathom", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need scenario planning and polished reporting?** Pick **Fathom**"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|Dryrun", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need forecasts tied to sales pipeline or more customized assumptions?** Pick **Dryrun**"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|Pulse", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The simplest option for **basic cash tracking** rather than deep planning"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|G-CashFlow", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want spreadsheet control?** Use **G-CashFlow**"}, {"id": "mai-20260917-1725-smoke|c226-s3|challenger-small|LiveFlow", "prompt": "c226-s3", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a Sheets-based approach like **LiveFlow**"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Float", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Float** is the strongest all-round automated pick (if you're on Xero/QBO)"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Cash Flow Frog", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cash Flow Frog** wins on integration breadth and direct bank feeds"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Pulse", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulse** or **QuickBooks Planner** are the budget-friendly options"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|QuickBooks Cash Flow Planner", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Locked to QuickBooks, and limited scenario/planning depth"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Brixx", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Brixx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Early-stage founders modeling multi-year plans"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Fluidly", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fluidly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free standalone AI forecaster with bank sync"}, {"id": "mai-20260917-1725-smoke|c226-s3|deepseek-small|Fathom", "prompt": "c226-s3", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fathom is another strong pick if you're a firm forecasting across multiple client companies"}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|Float", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Float if you already use Xero or QBO, want a polished visual interface, and just want the forecast to \"run itself\" with minimal setup."}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|Cash Flow Frog", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Cash Flow Frog if you are on QuickBooks Desktop, Zoho, or FreshBooks, or if you need to track cash flow profitability by specific projects"}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|Helm", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Helm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Helm if you want to actively manage your weekly cash flow by visually moving payment dates around"}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|Pulse", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Pulse if your books are messy, you don't trust automated syncs, and you prefer typing in your numbers manually."}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|Trezy", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Trezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Trezy if you are a very small team looking for a free or low-cost solution"}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|G-CashFlow", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "G-CashFlow (which integrates Google Sheets with Xero/QBO) and LivePlan are designed for strategic macro-planning."}, {"id": "mai-20260917-1725-smoke|c226-s3|google-small|LivePlan", "prompt": "c226-s3", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small teams preparing to raise money, apply for loans, or build a complex 3-to-5-year business plan."}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Float", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Float: Best for small businesses on Xero, QuickBooks, or FreeAgent, with published pricing starting at $50/month, setup in under an hour"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Finmark", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Finmark: Best for solo founders and small teams, with live runway and fundraising scenarios"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|KashFlow", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "KashFlow: Best for small businesses needing accounting-linked cash projections with minimal spreadsheet handling"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Pulse", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulse: Best for teams that want fast rolling cash snapshots"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Fathom", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fathom: Best for smaller finance teams that want clean, visual forecasts without building models from scratch"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Jirav", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jirav: Best for VC-backed startups and smaller finance teams that want quick budget-to-actuals visibility"}, {"id": "mai-20260917-1725-smoke|c226-s3|meta-small|Agicap", "prompt": "c226-s3", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agicap: Best for European SMBs and mid-market companies, with 85-92% forecast accuracy"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Float", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For Xero/QuickBooks users**: **Float** (best for real-time sync)"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Pulse", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For simplest setup**: **Pulse** (free tier, manual entry)"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Cash Flow Frog", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For scenario planning**: **Brixx** or **Cash Flow Frog**"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Fathom", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For visual reporting**: **Fathom** (strong charts & dashboards)"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Brixx", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For scenario planning**: **Brixx** or **Cash Flow Frog**"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|Agicap", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For growing teams needing multi-bank**: **Agicap**"}, {"id": "mai-20260917-1725-smoke|c226-s3|minimax-small|PlanGuru", "prompt": "c226-s3", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "PlanGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Advanced**: Agicap, PlanGuru – more features but higher setup complexity"}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Agicap", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Designed specifically for SMEs with minimal setup and a user-friendly interface."}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Float", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Built exclusively for integration with popular accounting platforms"}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Finmark (by BILL)", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Finmark (by BILL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on cash runway and fundraising"}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Cash Flow Frog", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers long-term rolling forecasts at an affordable price."}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Futrli By Sage", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Futrli By Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excel integration appeals to teams already using spreadsheets"}, {"id": "mai-20260917-1725-smoke|c226-s3|mistral-small|Parallel", "prompt": "c226-s3", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Parallel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on providing live, actionable cash runway insights"}, {"id": "mai-20260917-1725-smoke|c226-s3|moonshot-small|Float", "prompt": "c226-s3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** — Best for Visual, Live Cash Tracking ... Want minimal work + visual clarity? → **Float**"}, {"id": "mai-20260917-1725-smoke|c226-s3|moonshot-small|Pulse", "prompt": "c226-s3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulse** — Best for Monthly Forecasting Cycles"}, {"id": "mai-20260917-1725-smoke|c226-s3|moonshot-small|Dryrun", "prompt": "c226-s3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dryrun** — Best for Scenario Modeling on a Budget"}, {"id": "mai-20260917-1725-smoke|c226-s3|moonshot-small|Fathom", "prompt": "c226-s3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** — Best for Three-Way Forecasting"}, {"id": "mai-20260917-1725-smoke|c226-s3|moonshot-small|LiveFlow", "prompt": "c226-s3", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LiveFlow** — Best for Spreadsheet-Connected Teams"}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Float", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the easiest cash forecasting tool:** start with **Float**."}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Cash Flow Frog", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want more integrations and flexibility:** look at **Cash Flow Frog**."}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Dryrun", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need scenarios and more control:** consider **Dryrun**."}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Fathom", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want forecasting plus board reporting:** look at **Fathom** or **Jirav**."}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Jirav", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** small finance teams graduating into more formal FP&A."}, {"id": "mai-20260917-1725-smoke|c226-s3|openai-small|Agicap", "prompt": "c226-s3", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "likely overkill for a small team with a single ledger and straightforward cash needs"}, {"id": "mai-20260917-1725-smoke|c226-s3|xai-small|Float", "prompt": "c226-s3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Float or Cash Flow Frog for pure cash runway (most small teams' need)."}, {"id": "mai-20260917-1725-smoke|c226-s3|xai-small|Cash Flow Frog", "prompt": "c226-s3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Float or Cash Flow Frog for pure cash runway (most small teams' need)."}, {"id": "mai-20260917-1725-smoke|c226-s3|xai-small|Fathom", "prompt": "c226-s3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try Fathom if you want reports too."}, {"id": "mai-20260917-1725-smoke|c226-s3|xai-small|Dryrun", "prompt": "c226-s3", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scenario-heavy planning; good if you need CRM ties or complex \"what-ifs\""}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|Float", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a simple, automated dashboard: **Choose Float.**"}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|LivePlan", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are building a plan for investors: **Choose LivePlan.**"}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|PlanGuru", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams that want deep, multi-year 3-way financial modeling"}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|Fathom", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are an accountant or need to produce client reports: **Choose Fathom.**"}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|Brixx", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to model complex business scenarios visually: **Choose Brixx.**"}, {"id": "mai-20260917-1725-smoke|c226-s3|zai-small|LiveFlow", "prompt": "c226-s3", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Teams that live in Excel and want to stop manually copying and pasting data."}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use QuickBooks Online (Essentials or higher), this is your best option."}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|Fluidly", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fluidly is the strongest value-for-money contender."}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|Fathom", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "paid plans are affordable compared to competitors like Fathom or Float"}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|Float", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to competitors like Fathom or Float"}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|G-CashFlow", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Spreadsheet Lovers: G-CashFlow"}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|Cash Flow Frog", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Honorable Mention: Cash Flow Frog"}, {"id": "mai-20260917-1725-smoke|c226-s4|alibaba-small|Anaplan", "prompt": "c226-s4", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Has a lower price point than heavyweights like Float or Anaplan."}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Wave", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wave (free Starter plan) and Zoho Books (free for businesses under $50K in revenue) offer real accounting functionality without a monthly fee."}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Zoho Books", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zoho Books (free for businesses under $50K in revenue) offer real accounting functionality without a monthly fee."}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Cash Flow Frog", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cash Flow Frog is designed specifically for smaller businesses."}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Futrli", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Futrli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Futrli is focused on short-term cash flow visibility and daily scenario modelling for SMEs."}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Brixx", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brixx is ideal for startups and small businesses, offering a user-friendly platform"}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|G-CashFlow", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "G-CashFlow is designed for small businesses that want detailed Profit & Loss, Balance Sheet, and Cash Flow forecasts inside Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-s4|anthropic-small|Float", "prompt": "c226-s4", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need deep, scenario-based cash flow forecasting — Float works best for businesses already on Xero or QuickBooks."}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Cash Flow Frog", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Cash Flow Frog**"}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Wave", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** or **Zoho Books** \\u2014 best if **budget is the primary consideration**"}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Zoho Books", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if **budget is the primary consideration** and you can accept more basic forecasting"}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Float", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing in one review starts at **$50/month**, which may be high for a tight budget"}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Pulse", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **very small businesses or solopreneurs** that want simplicity and low complexity"}, {"id": "mai-20260917-1725-smoke|c226-s4|challenger-small|Quicken Business & Personal", "prompt": "c226-s4", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "starts at **$3.99/month**, making it attractive on budget, though it is broader personal/business finance software"}, {"id": "mai-20260917-1725-smoke|c226-s4|deepseek-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. QuickBooks Cash Flow Planner** — ⭐ *Best overall value*"}, {"id": "mai-20260917-1725-smoke|c226-s4|deepseek-small|Xero's built-in forecasting", "prompt": "c226-s4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero's built-in forecasting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you don't have accounting software yet:** start with **Xero** (low entry cost)"}, {"id": "mai-20260917-1725-smoke|c226-s4|deepseek-small|Fluidly", "prompt": "c226-s4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best free stand-alone option** ... **If you want a completely free, standalone tool:** try **Fluidly**."}, {"id": "mai-20260917-1725-smoke|c226-s4|deepseek-small|Cash Flow Frog", "prompt": "c226-s4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Nice if you need a dedicated forecasting tool, but pricier than the built-ins above."}, {"id": "mai-20260917-1725-smoke|c226-s4|deepseek-small|Trezy", "prompt": "c226-s4", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Trezy** — budget international pick"}, {"id": "mai-20260917-1725-smoke|c226-s4|google-small|Trezy", "prompt": "c226-s4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is literally $0, Trezy is a standout choice.... **If you want a modern, automated tool for zero cost:** Try **Trezy's free plan**."}, {"id": "mai-20260917-1725-smoke|c226-s4|google-small|Tiller", "prompt": "c226-s4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Tiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you love spreadsheets but want automated bank feeds:** Go with **Tiller** for $99/year."}, {"id": "mai-20260917-1725-smoke|c226-s4|google-small|Xero Cash Flow Projector / QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Cash Flow Projector / QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start by exploring their **built-in Cash Flow planners** before spending extra money."}, {"id": "mai-20260917-1725-smoke|c226-s4|google-small|Pulse", "prompt": "c226-s4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulse is designed entirely for small businesses and freelancers who want dedicated cash flow planning"}, {"id": "mai-20260917-1725-smoke|c226-s4|google-small|Helm", "prompt": "c226-s4", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Helm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want to drag and drop invoices to play with payment scenarios:** Go with **Helm** ($50/mo)."}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|G-CashFlow", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "G-CashFlow leads for full three-way projections inside Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|Float", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Float and Cash Flow Frog are the strongest picks for an automated, hands-off view"}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|Fathom", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|Dryrun", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|Cash Flow Frog", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Float and Cash Flow Frog are the strongest picks for an automated, hands-off view of your cash position"}, {"id": "mai-20260917-1725-smoke|c226-s4|meta-small|Pulse", "prompt": "c226-s4", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes G-CashFlow, Float, Fathom, Dryrun, Cash Flow Frog, and Pulse"}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|Trezy", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why **Trezy** is the top pick for a tight budget"}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you already use QuickBooks**, the **Cash Flow Planner** is already included—use it first."}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|Fluidly", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you use Xero**, try **Fluidly** (free) to see if it meets your needs."}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|Pulse", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulse ($29/mo) | Lowest cost for a dedicated QBO cash‑flow dashboard"}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|Cash Flow Frog", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cash Flow Frog ($33/mo) | Good value for a more sophisticated forecast; no free tier"}, {"id": "mai-20260917-1725-smoke|c226-s4|minimax-small|Excel/Google Sheets template", "prompt": "c226-s4", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Excel/Google Sheets template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free, fully customisable, but requires manual data entry"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cash flow forecasting software for a small company with a tight budget is **QuickBooks Cash Flow Planner**"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|Fluidly", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fluidly** is a good alternative—it's a free, stand-alone AI forecaster"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|Cash Flow Frog", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include **Cash Flow Frog** (starting at $33/month)"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|Float", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and **Float**, which are both praised for their ease of use and automated forecasting features"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|G-CashFlow", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "G-CashFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**G-CashFlow** (built inside Google Sheets) and **Pulse** are also recommended for small businesses"}, {"id": "mai-20260917-1725-smoke|c226-s4|mistral-small|Pulse", "prompt": "c226-s4", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pulse** are also recommended for small businesses looking to minimize costs"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Pulse", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest budget**: Start with **Pulse ($29/month)** or **Trezy's free plan**"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Cash Flow Frog", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cash Flow Frog** has the most generous free trial (14 days, no credit card)"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Trezy", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Pulse ($29/month)** or **Trezy's free plan**"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best If You Already Use QuickBooks ... **$0 extra**"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Xero Analytics", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best If You Already Use Xero - Included with Xero plans"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Fygr", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fygr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "9x cheaper than Fygr"}, {"id": "mai-20260917-1725-smoke|c226-s4|moonshot-small|Agicap", "prompt": "c226-s4", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "8x cheaper than Agicap"}, {"id": "mai-20260917-1725-smoke|c226-s4|openai-small|QuickBooks Online with its Cash Flow Planner", "prompt": "c226-s4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Online with its Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **QuickBooks Online with its Cash Flow Planner**"}, {"id": "mai-20260917-1725-smoke|c226-s4|openai-small|Pulse", "prompt": "c226-s4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most budget-friendly standalone option I found is **Pulse**"}, {"id": "mai-20260917-1725-smoke|c226-s4|openai-small|Float", "prompt": "c226-s4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More advanced but pricier:** Float ... its pricing is not as obviously low-cost"}, {"id": "mai-20260917-1725-smoke|c226-s4|openai-small|Futrli", "prompt": "c226-s4", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Futrli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful, but usually not \"tight budget\" friendly:** Futrli"}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|Trezy", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Trezy (Free Starter Plan or €7.50/month)**"}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if**: You're already on QuickBooks. Skip if starting from scratch (base sub too high for \"tight\" budgets)."}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|Xero Short-Term Cashbook", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Xero Short-Term Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built-in 7/30-day forecasts, visualizations, app integrations for longer horizons."}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|Wave", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free accounting with cash flow reports/dashboards (manual-ish forecasts)."}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|Cash Flow Frog", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: ... pricier tools like Float ($50+/mo) or Cash Flow Frog ($33+/mo) unless scaling."}, {"id": "mai-20260917-1725-smoke|c226-s4|xai-small|Float", "prompt": "c226-s4", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid**: Excel templates (manual, error-prone) or pricier tools like Float ($50+/mo)"}, {"id": "mai-20260917-1725-smoke|c226-s4|zai-small|QuickBooks Cash Flow Planner", "prompt": "c226-s4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are already paying for QuickBooks Online, this is the clear winner."}, {"id": "mai-20260917-1725-smoke|c226-s4|zai-small|Fluidly Cashflow Forecaster", "prompt": "c226-s4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Fluidly Cashflow Forecaster", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My Top Pick for most small businesses:** **Fluidly**."}, {"id": "mai-20260917-1725-smoke|c226-s4|zai-small|Coefficient", "prompt": "c226-s4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer to do your forecasting inside Excel or Google Sheets ... this is the best option."}, {"id": "mai-20260917-1725-smoke|c226-s4|zai-small|U.S. Bank Cash Flow Management", "prompt": "c226-s4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "U.S. Bank Cash Flow Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you bank with U.S. Bank, you don't need a third-party software."}, {"id": "mai-20260917-1725-smoke|c226-s4|zai-small|Excel / Google Sheets", "prompt": "c226-s4", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Recommendation:** Do not build this from scratch."}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|SAP BPC", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small for massive enterprise platforms (like SAP BPC or IBM Planning Analytics) which can be cost-prohibitive and rigid"}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|IBM Planning Analytics", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small for massive enterprise platforms (like SAP BPC or IBM Planning Analytics) which can be cost-prohibitive and rigid"}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|Float", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SMB/Mid-Market Specialists: Tools like Float, Pulse, or Futrli. These are often built on top of simple accounting tools, very easy to use, and cost-effective."}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|Pulse", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tools like Float, Pulse, or Futrli. These are often built on top of simple accounting tools, very easy to use, and cost-effective."}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|Futrli", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Futrli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Tools like Float, Pulse, or Futrli. These are often built on top of simple accounting tools, very easy to use, and cost-effective."}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|BigTime", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "BigTime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a consultancy, firms like BigTime tie cash flow directly to project billing."}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|Vena", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like Vena or Anaplan. These are powerful but may be \"overkill\" and too expensive for a 30-person company"}, {"id": "mai-20260917-1725-smoke|c226-s5|alibaba-small|Anaplan", "prompt": "c226-s5", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "powerful but may be \"overkill\" and too expensive for a 30-person company unless you have complex, multi-entity needs"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|Float", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** | Small businesses on QuickBooks/Xero; simple, fast setup | From ~$50/month"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|Cash Flow Frog", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cash Flow Frog** | Broadest integrations, including Plaid bank feeds"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|Fathom", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** | Visual reporting and scenario modeling | Mid-cost"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|Pulse", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulse** | Basic, inexpensive forecasting | Low-cost"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|QuickBooks Cash Flow Planner", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Accounting-native options** (QuickBooks Cash Flow Planner, Xero Analytics)"}, {"id": "mai-20260917-1725-smoke|c226-s5|deepseek-small|Xero Analytics", "prompt": "c226-s5", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Xero Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Accounting-native options** (QuickBooks Cash Flow Planner, Xero Analytics)"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Anaplan", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid heavy enterprise-grade FP&A platforms (like Anaplan or Adaptive)"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Adaptive", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid heavy enterprise-grade FP&A platforms (like Anaplan or Adaptive)"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Float", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "pick a visual, automated tool (like Clockwork or Float)"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Cash Flow Frog", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Float** or **Cash Flow Frog:** Great, lightweight, and visual"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Trezy", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Trezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Uses AI for transaction categorization to build highly automated cash flow tracking."}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Clockwork.ai", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Very popular for QuickBooks/Xero SMBs; provides automated forecasting, scenario planning"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Brixx", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for modeling various business decisions... without enterprise complexity"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|LiveFlow", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ask them if they prefer a spreadsheet-connected tool (like LiveFlow)"}, {"id": "mai-20260917-1725-smoke|c226-s5|google-small|Coefficient", "prompt": "c226-s5", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**LiveFlow** or **Coefficient:** They sync QuickBooks or Xero actuals directly into Google Sheets"}, {"id": "mai-20260917-1725-smoke|c226-s5|meta-small|Cash Flow Frog", "prompt": "c226-s5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a rolling 36-month forecast and connects to eight accounting platforms."}, {"id": "mai-20260917-1725-smoke|c226-s5|meta-small|Float", "prompt": "c226-s5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A straightforward cash flow forecasting tool that integrates with accounting software."}, {"id": "mai-20260917-1725-smoke|c226-s5|meta-small|Xero", "prompt": "c226-s5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers cash flow forecasting software that helps you plan ahead and visualize your cash flow."}, {"id": "mai-20260917-1725-smoke|c226-s5|meta-small|Tesorio", "prompt": "c226-s5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A leading AR-native cash flow forecasting platform for B2B SaaS companies."}, {"id": "mai-20260917-1725-smoke|c226-s5|meta-small|Cube", "prompt": "c226-s5", "model": "meta-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An AI-powered financial intelligence platform that unifies data across spreadsheets, ERPs, and operational systems."}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Cash Flow Frog", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider **Cash Flow Frog** (if you want simplicity) or **Abacum/Drivetrain** (if you want deeper FP&A capabilities)"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Drivetrain", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Abacum/Drivetrain** (if you want deeper FP&A capabilities)"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Vena", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Drivetrain scores 4.8/5 for enterprises, Vena 4.5/5 for mid-market"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Float", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Float** | Small businesses using Xero/QBO | ~$50-100/mo |"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Futrli (Sage)", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Futrli (Sage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Futrli (Sage)** | Businesses wanting simplicity | Varies |"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Abacum", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Cash Flow Frog** (if you want simplicity) or **Abacum/Drivetrain**"}, {"id": "mai-20260917-1725-smoke|c226-s5|minimax-small|Centage", "prompt": "c226-s5", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Centage** | Driver-based planning | Custom pricing |"}, {"id": "mai-20260917-1725-smoke|c226-s5|moonshot-small|Float", "prompt": "c226-s5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** | SMBs needing robust forecasting | Strong scenario testing, 13-week & 6-month forecasts"}, {"id": "mai-20260917-1725-smoke|c226-s5|moonshot-small|Agicap", "prompt": "c226-s5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Agicap** | Multi-bank visibility | Centralized cash positions, shared dashboards"}, {"id": "mai-20260917-1725-smoke|c226-s5|moonshot-small|QuickBooks Cash Flow", "prompt": "c226-s5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "QuickBooks Cash Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Cash Flow** | Existing QuickBooks users | Native integration, 90-day forecasts"}, {"id": "mai-20260917-1725-smoke|c226-s5|moonshot-small|Xero", "prompt": "c226-s5", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** | Existing Xero users | Simple short-term forecasting"}, {"id": "mai-20260917-1725-smoke|c226-s5|openai-small|Float", "prompt": "c226-s5", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **comparison framework** for tools like Float, Mosaic, Jirav, Cash Flow Frog, Dryrun, and others."}, {"id": "mai-20260917-1725-smoke|c226-s5|openai-small|Mosaic", "prompt": "c226-s5", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like Float, Mosaic, Jirav, Cash Flow Frog, Dryrun, and others."}, {"id": "mai-20260917-1725-smoke|c226-s5|openai-small|Jirav", "prompt": "c226-s5", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like Float, Mosaic, Jirav, Cash Flow Frog, Dryrun, and others."}, {"id": "mai-20260917-1725-smoke|c226-s5|openai-small|Cash Flow Frog", "prompt": "c226-s5", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Float, Mosaic, Jirav, Cash Flow Frog, Dryrun, and others."}, {"id": "mai-20260917-1725-smoke|c226-s5|openai-small|Dryrun", "prompt": "c226-s5", "model": "openai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Float, Mosaic, Jirav, Cash Flow Frog, Dryrun, and others."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Float", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Cashflow Frog", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cashflow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Fathom", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Futrli (Sage)", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Futrli (Sage)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Pulse", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Dryrun", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular SME options include Float, Cashflow Frog, Fathom, Futrli (Sage), Pulse, Dryrun."}, {"id": "mai-20260917-1725-smoke|c226-s5|xai-small|Oracle", "prompt": "c226-s5", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid bloated enterprise software like Oracle—stick to SME-focused ones"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Fathom", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Forecasting + board-ready reporting | ~$65/mo (per company) | Three-way forecasting, consolidated reporting, strong G2 rating"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Cash Flow Frog", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Simple automated forecasting | ~$55/mo (billed yearly) | 36-month rolling forecasts"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Float", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small businesses, short-term visibility | ~$105/mo (billed yearly)"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Dryrun", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Dryrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Advisors & finance teams needing governed scenarios | ~$249/mo (Business plan)"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Futrli", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Futrli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMEs needing short-term visibility | Varies by plan"}, {"id": "mai-20260917-1725-smoke|c226-s5|zai-small|Syft Analytics (Xero Analytics)", "prompt": "c226-s5", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "scale", "raw": "Syft Analytics (Xero Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Xero users wanting forecasting | Included in Xero plan tiers"}, {"id": "mai-20260917-1725-smoke|c226-s6|alibaba-small|SAP", "prompt": "c226-s6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy systems (like SAP or Oracle NetSuite implementations) designed for Fortune 500 companies are generally overkill"}, {"id": "mai-20260917-1725-smoke|c226-s6|alibaba-small|Oracle NetSuite", "prompt": "c226-s6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Rigid, On-Premise Enterprise Software (Avoid)... like SAP or Oracle NetSuite implementations... generally overkill"}, {"id": "mai-20260917-1725-smoke|c226-s6|alibaba-small|Excel", "prompt": "c226-s6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While spreadsheets (Excel/Google Sheets) are powerful, downloading a free \"Cash Flow Template\" and treating it as a software solution is dangerous."}, {"id": "mai-20260917-1725-smoke|c226-s6|alibaba-small|Google Sheets", "prompt": "c226-s6", "model": "alibaba-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While spreadsheets (Excel/Google Sheets) are powerful... Pre-built templates often contain broken formulas"}, {"id": "mai-20260917-1725-smoke|c226-s6|anthropic-small|Spreadsheets (Excel/Manual Approaches)", "prompt": "c226-s6", "model": "anthropic-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spreadsheets (Excel/Manual Approaches)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-based forecasts are prone to formula mistakes, copy-paste errors, and version control problems"}, {"id": "mai-20260917-1725-smoke|c226-s6|challenger-small|Plain Excel / Google Sheets", "prompt": "c226-s6", "model": "challenger-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Plain Excel / Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Plain Excel / Google Sheets**, if used without strong controls, because forecasts are manual, prone to user error"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Anaplan", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid unless you're a large corporation.**"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Workday Adaptive Planning", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid unless you're a large corporation.**"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|OneStream", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid unless you're a large corporation.**"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Float", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Float is popular and well-rated overall (4.4/5 on G2), but **be cautious if your business is seasonal**"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "research says you should be cautious: IBM found **88% of spreadsheets contain at least one mistake**"}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Foreseenly", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Foreseenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some, like Foreseenly, explicitly market \"no bank login, no data selling\""}, {"id": "mai-20260917-1725-smoke|c226-s6|deepseek-small|Pulse", "prompt": "c226-s6", "model": "deepseek-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a simple SMB tool (Float, Pulse) for growing businesses"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Anaplan", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade FP&A Platforms (Avoid) * **Examples:** *Anaplan, Workday Adaptive Planning"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Workday Adaptive Planning", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade FP&A Platforms (Avoid)"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Planful", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade FP&A Platforms (Avoid)"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Board", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade FP&A Platforms (Avoid)"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Kyriba", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavy Treasury Management Systems (TMS) (Avoid) * **Examples:** *Kyriba, GTreasury, Trovata.*"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|GTreasury", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Heavy Treasury Management Systems (TMS) (Avoid)"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Trovata", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Heavy Treasury Management Systems (TMS) (Avoid)"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Float", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Highly rated SMB-specific options that fit these criteria include **Float, Dryrun, Cash Flow Frog, Pulse,** and **Fathom**."}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Dryrun", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "options that fit these criteria include **Float, Dryrun, Cash Flow Frog, Pulse,** and **Fathom**"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Cash Flow Frog", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "options that fit these criteria include **Float, Dryrun, Cash Flow Frog, Pulse,** and **Fathom**"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Pulse", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "options that fit these criteria include **Float, Dryrun, Cash Flow Frog, Pulse,** and **Fathom**"}, {"id": "mai-20260917-1725-smoke|c226-s6|google-small|Fathom", "prompt": "c226-s6", "model": "google-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "options that fit these criteria include **Float, Dryrun, Cash Flow Frog, Pulse,** and **Fathom**"}, {"id": "mai-20260917-1725-smoke|c226-s6|minimax-small|Excel/Google Sheets", "prompt": "c226-s6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While spreadsheets are widely used and accessible, they come with significant drawbacks... Prone to human error"}, {"id": "mai-20260917-1725-smoke|c226-s6|minimax-small|QuickBooks", "prompt": "c226-s6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some built-in forecasting capabilities in standard accounting software (like QuickBooks) can be unreliable"}, {"id": "mai-20260917-1725-smoke|c226-s6|minimax-small|Float", "prompt": "c226-s6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While popular for cash forecasting, they're not suited if you need to backup a funding application or investment round"}, {"id": "mai-20260917-1725-smoke|c226-s6|minimax-small|Fluidly", "prompt": "c226-s6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fluidly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Float and Fluidly: While popular for cash forecasting, they're not suited if you need to backup a funding application"}, {"id": "mai-20260917-1725-smoke|c226-s6|minimax-small|Castaway", "prompt": "c226-s6", "model": "minimax-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Castaway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you'll need a proper 3-way forecasting tool like Castaway"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|GTreasury", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools designed for large corporations or complex treasury operations (such as GTreasury or CashAnalytics) may be excessive for very small businesses"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|CashAnalytics", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "CashAnalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as GTreasury or CashAnalytics) may be excessive for very small businesses, freelancers, or startups"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Fluidly", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fluidly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While some AI-powered tools like Fluidly can be useful, they may not integrate well with all accounting systems"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Excel", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with Excel or Google Sheets is often the most practical and cost-effective approach"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Google Sheets", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "starting with Excel or Google Sheets is often the most practical and cost-effective approach"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Float", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lightweight tools like Float, Pulse, or Fathom (which are specifically designed for SMEs) may be worth considering"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Pulse", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lightweight tools like Float, Pulse, or Fathom ... may be worth considering"}, {"id": "mai-20260917-1725-smoke|c226-s6|mistral-small|Fathom", "prompt": "c226-s6", "model": "mistral-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lightweight tools like Float, Pulse, or Fathom (which are specifically designed for SMEs) may be worth considering"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Anaplan", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Built for very large enterprises with dedicated admin teams; 6+ months implementation time"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Workday Adaptive Planning", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "21-month average time to ROI; complex setup; designed for large finance teams, not solopreneurs or small teams"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Tesorio", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise SaaS-focused; expensive AR-native features that small businesses don't need"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Cube", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While well-rated, positioned for mid-market to enterprise; may be excessive for simple cash needs"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Agicap", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Agicap — Caution Advised"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Float", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Float — Expensive Relative to Value"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Pulse", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "$59/month for a tool that only does cash flow planning"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Excel/Google Sheets", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Excel/Google Sheets work for very simple structures but don't scale"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|QuickBooks", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "QuickBooks Essentials ($37.50/mo) ... Already using it; basic forecasting included"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Xero", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Only offers 7-day and 30-day forecasts on basic plans; limited forecasting depth"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Wave", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Wave, Google Sheets templates | $0; good enough for simple structures"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Fathom", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Dedicated but affordable | Fathom | Designed for small finance teams"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Dryrun", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Dryrun or Cash Flow Frog | Purpose-built for SMBs; more reasonable pricing"}, {"id": "mai-20260917-1725-smoke|c226-s6|moonshot-small|Cash Flow Frog", "prompt": "c226-s6", "model": "moonshot-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Dryrun or Cash Flow Frog | Purpose-built for SMBs; more reasonable pricing"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Kyriba", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Types to Avoid: Enterprise-Level Treasury Software (e.g., Kyriba, GTreasury...)"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|GTreasury", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level Treasury Software (e.g., Kyriba, GTreasury, or high-end tools like Agicap at scale)"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Agicap", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "high-end tools like Agicap at scale ... They're overkill (and overpriced"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Excel", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools Lacking Robust SMB Integrations or Real-Time Sync (e.g., generic Excel templates ... Free Excel can work for very simple startups but fails for growing businesses"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Float Cash Flow", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Float Cash Flow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools to Be Cautious About: Float Cash Flow ... Trustpilot scores are middling (3.3/5 recently), with gripes on flexibility."}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Xero's Native Cash Flow Forecasting", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Xero's Native Cash Flow Forecasting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Red flags: Limited to 7\\u201390 days ... no strong scenario planning, and struggles with multi-channel ecommerce"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Cash Flow Frog", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "upgrade to add-ons like Float or Cash Flow Frog for reliability"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Fluidly", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Fluidly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Older/Hyped Tools with Faded Support (e.g., Fluidly, Futrli ...) Red flags: Lack of recent reviews"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Futrli", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Futrli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Older/Hyped Tools with Faded Support (e.g., Fluidly, Futrli ...) integration glitches"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|QuickBooks Cash Flow Planner", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "QuickBooks Cash Flow Planner", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Recommendations instead: Start with free/low-cost like QuickBooks Cash Flow Planner ($0 extra on Essentials)"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Pulse", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or Pulse (~$29/month for services)"}, {"id": "mai-20260917-1725-smoke|c226-s6|xai-small|Google Sheets", "prompt": "c226-s6", "model": "xai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For ultra-simple, use Google Sheets with bank sync."}, {"id": "mai-20260917-1725-smoke|c226-s6|zai-small|Excel/Google Sheets", "prompt": "c226-s6", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Static, Manual Excel/Google Sheets Models ... a static spreadsheet model becomes a liability"}, {"id": "mai-20260917-1725-smoke|c226-s6|zai-small|Anaplan", "prompt": "c226-s6", "model": "zai-small", "cat": "cash-flow-forecasting", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Anaplan, some ERPs, large FP&A platforms | Designed for large enterprises with dedicated finance teams"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|alibaba-small|SAP S/4HANA", "prompt": "c198-l1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SAP S/4HANA if you are a massive global entity with complex physical goods manufacturing and an unlimited budget."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|alibaba-small|Oracle NetSuite OneWorld", "prompt": "c198-l1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite OneWorld", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It is currently the dominant choice for mid-to-large-sized tech-forward B2B companies that want agility over heavy custom code."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|alibaba-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Dynamics if your company culture relies heavily on Microsoft Office tools"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|alibaba-small|Infor CloudSuite", "prompt": "c198-l1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Specific verticals such as healthcare, fashion/apparel, food & beverage, or distributed manufacturing."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|anthropic-small|SAP", "prompt": "c198-l1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP S/4HANA** - Most comprehensive, but complex"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|anthropic-small|Oracle NetSuite", "prompt": "c198-l1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle NetSuite** - Cloud-based, good for multi-subsidiary operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Dynamics 365** - Integrates well with Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|anthropic-small|Infor", "prompt": "c198-l1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Infor** - Industry-focused solutions with B2B strengths"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|anthropic-small|Epicor", "prompt": "c198-l1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Epicor** - Strong in manufacturing/distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|challenger-small|SAP S/4HANA", "prompt": "c198-l1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** is often the best fit for a large, complex B2B enterprise"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|challenger-small|Oracle ERP Cloud / Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle ERP Cloud / Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle ERP Cloud** is a very strong alternative for finance-heavy or multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|challenger-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frequently recommended for enterprises that want deep **ecosystem integration**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|challenger-small|Workday", "prompt": "c198-l1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a finalist for **enterprise finance**-led organizations"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|challenger-small|Oracle NetSuite", "prompt": "c198-l1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more **mid-market or fast-scaling**, **Oracle NetSuite** is frequently the most common shortlist choice"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|SAP S/4HANA", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** — The market-leading enterprise suite ... **Large global manufacturer/processor** → **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise with strong finance needs / process industry** → **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-market growing B2B / multi-subsidiary with flexibility** → **Microsoft Dynamics 365**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Oracle NetSuite", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast-growing B2B/multi-entity cloud favorite"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Infor CloudSuite", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Infor CloudSuite** — Manufacturing, healthcare, and distribution depth"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Epicor Kinetic / Prophet 21", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic / Prophet 21", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wholesale distributor** → **Epicor Prophet 21**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|SYSPRO", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "SYSPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SYSPRO** — Manufacturing + distribution specialist"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Acumatica", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Solid mid-market options"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|SAGE", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "SAGE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Solid mid-market options"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|deepseek-small|Infor Distribution", "prompt": "c198-l1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor Distribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Wholesale distributor** → **Epicor Prophet 21** or **Infor Distribution**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|SAP S/4HANA", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **multi-billion-dollar global manufacturer**, go with **SAP S/4HANA**."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|Microsoft Dynamics 365 (Finance & Supply Chain Management)", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 (Finance & Supply Chain Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **Microsoft Dynamics 365**"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large B2B companies focused on services, complex project management, and finance-heavy operations."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|Oracle NetSuite", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a **fast-growing, multi-entity B2B brand/distributor** seeking rapid deployment, go with **Oracle NetSuite**."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|Infor CloudSuite", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a **highly specialized industrial/niche manufacturing** process, choose **Infor CloudSuite**."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|google-small|Acumatica", "prompt": "c198-l1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Mid-to-enterprise B2B distributors seeking flexible licensing."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|meta-small|NetSuite", "prompt": "c198-l1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ERP systems for B2B organizations include NetSuite, Xero, and QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|meta-small|Xero", "prompt": "c198-l1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ERP systems for B2B organizations include NetSuite, Xero, and QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|meta-small|QuickBooks", "prompt": "c198-l1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top ERP systems for B2B organizations include NetSuite, Xero, and QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|SAP S/4HANA", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For very large enterprises with complex manufacturing needs, **SAP S/4HANA** remains the industry standard despite its complexity."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Microsoft Dynamics 365** (if Microsoft-aligned) or **Oracle Fusion Cloud** (for finance-heavy organizations)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Microsoft Dynamics 365** (if Microsoft-aligned)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|Workday", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday:** Best for service-centric enterprises prioritizing unified HCM/Finance"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|Infor CloudSuite", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Infor CloudSuite:** Strong for specific industry verticals"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|minimax-small|Odoo", "prompt": "c198-l1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Odoo:** Good for growing companies needing high customization"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|mistral-small|SAP S/4HANA", "prompt": "c198-l1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **SAP S/4HANA** is the top choice due to its unmatched scalability"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|mistral-small|Oracle NetSuite", "prompt": "c198-l1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market to large enterprises seeking a unified, cloud-based solution."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|mistral-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises already invested in the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|moonshot-small|SAP S/4HANA", "prompt": "c198-l1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** remains the gold standard for the largest, most complex global B2B enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|moonshot-small|Oracle Cloud ERP (Fusion)", "prompt": "c198-l1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Cloud ERP (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Cloud ERP** offers a balanced approach for large enterprises wanting robust functionality with less implementation chaos"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|moonshot-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for organizations prioritizing Microsoft ecosystem integration and faster time-to-value"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|moonshot-small|Epicor Kinetic", "prompt": "c198-l1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider vertical-specific ERPs like Epicor Kinetic for manufacturing ($250K-$800K TCO)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|openai-small|SAP S/4HANA Cloud", "prompt": "c198-l1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP S/4HANA Cloud** is often the strongest default choice"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|openai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a top alternative if finance transformation, analytics, and cloud-first Oracle ecosystem alignment are priorities"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|openai-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if your company is deeply invested in Microsoft"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|openai-small|NetSuite", "prompt": "c198-l1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually better for smaller-to-midmarket companies or simpler enterprise structures"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|SAP S/4HANA Cloud", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with SAP S/4HANA or Oracle if you're a large B2B with heavy supply chain/manufacturing—deepest capabilities"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with SAP S/4HANA or Oracle if you're a large B2B with heavy supply chain/manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-to-upper enterprise ($250–750M), look at Dynamics or NetSuite as lighter alternatives."}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Infor CloudSuite", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders in Gartner product-centric; industry-specific for manufacturing/distribution B2B"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Epicor Kinetic", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders in Gartner product-centric; industry-specific for manufacturing/distribution B2B"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Workday", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Leader in Gartner service-centric; highest SaaS market share per Gartner"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|xai-small|Oracle NetSuite", "prompt": "c198-l1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at Dynamics or NetSuite as lighter alternatives"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|zai-small|SAP S/4HANA", "prompt": "c198-l1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. SAP S/4HANA** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|zai-small|Oracle ERP Cloud", "prompt": "c198-l1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Oracle ERP Cloud** (Strongest Analytics)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|zai-small|Microsoft Dynamics 365", "prompt": "c198-l1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Microsoft Dynamics 365** (Best for Microsoft Ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c198-l1|zai-small|Infor CloudSuite", "prompt": "c198-l1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Infor CloudSuite** (Industry-Specific Focus)"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|alibaba-small|SAP S/4HANA", "prompt": "c198-l2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the race is currently between **SAP S/4HANA** (for pure operational power) and **Dynamics 365** (for user experience and integration)"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|alibaba-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle is the fiercest rival to SAP... places a heavier emphasis on advanced analytics"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the race is currently between **SAP S/4HANA** ... and **Dynamics 365** (for user experience and integration)"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|alibaba-small|Workday Financial Management", "prompt": "c198-l2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday offers a consumer-app-like experience that speeds up data entry and approvals"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|anthropic-small|SAP S/4HANA", "prompt": "c198-l2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP S/4HANA - The market leader for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|anthropic-small|Oracle Cloud ERP (Oracle Fusion)", "prompt": "c198-l2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Cloud ERP (Oracle Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for large corporations, offering strong financial modules, scalability, and cloud flexibility."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong cloud-based option that works well if your company already uses Microsoft products."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|challenger-small|SAP S/4HANA", "prompt": "c198-l2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SAP S/4HANA** or **Oracle Fusion Cloud ERP** as the strongest finance ERP candidates"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **SAP S/4HANA** or **Oracle Fusion Cloud ERP** as the strongest finance ERP candidates"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|challenger-small|Workday", "prompt": "c198-l2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Workday** as a serious alternative if finance-and-HR integration is a top priority"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Oracle Fusion Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|deepseek-small|SAP S/4HANA", "prompt": "c198-l2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal if you need deep industry-specific customization... but a heavier, more complex implementation."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|deepseek-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong mid-to-large option, especially if your organization already lives in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|deepseek-small|Workday", "prompt": "c198-l2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very strong for finance and HR combined, with excellent reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|google-small|SAP S/4HANA Cloud (Finance)", "prompt": "c198-l2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud (Finance)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP is the undisputed heavyweight for the world's largest enterprises... SAP S/4HANA is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|google-small|Oracle Fusion Cloud ERP (Financials)", "prompt": "c198-l2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP (Financials)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your operations are financial or service-heavy, start with Oracle Fusion Cloud and Workday."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|google-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start your evaluation with SAP S/4HANA and Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|google-small|Workday Financial Management", "prompt": "c198-l2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B enterprise is service-centric... Workday is a premier choice."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|google-small|Oracle NetSuite ERP", "prompt": "c198-l2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for massive, highly complex multi-billion-dollar global operations, it may eventually hit scalability limits"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|meta-small|SAP S/4HANA", "prompt": "c198-l2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best enterprise resource planning software for finance for a large B2B company ... would be SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365, or Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|meta-small|Oracle ERP Cloud", "prompt": "c198-l2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365, or Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|meta-small|Microsoft Dynamics 365", "prompt": "c198-l2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365, or Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|meta-small|Workday", "prompt": "c198-l2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "would be SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365, or Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|minimax-small|SAP S/4HANA", "prompt": "c198-l2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** if you need deep financial controls, complex global operations, and strong industry-specific functionality"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|minimax-small|Oracle ERP Cloud (Fusion)", "prompt": "c198-l2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle ERP Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle ERP Cloud** if you prioritize financial consolidation, compliance, and regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|minimax-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Dynamics 365** if you want Microsoft ecosystem integration and modular deployment"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|minimax-small|Workday Financial Management", "prompt": "c198-l2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday** if you prioritize modern user experience and have strong workforce planning needs"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|mistral-small|SAP S/4HANA", "prompt": "c198-l2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** and **Oracle ERP Cloud** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|mistral-small|Oracle ERP Cloud (or Oracle Fusion Cloud ERP)", "prompt": "c198-l2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle ERP Cloud (or Oracle Fusion Cloud ERP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP S/4HANA** and **Oracle ERP Cloud** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|mistral-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong alternative, especially for companies already using Microsoft products."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|mistral-small|Workday Financial Management", "prompt": "c198-l2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also strong contenders, depending on your existing tech stack"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|moonshot-small|SAP S/4HANA Cloud", "prompt": "c198-l2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're a global industrial, manufacturing, or product-heavy B2B organization with highly complex processes, SAP S/4HANA Cloud remains the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|moonshot-small|Workday Financial Management", "prompt": "c198-l2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd point you toward **Workday Financial Management** first—especially if you also need an HR/HCM platform."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|moonshot-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Large Enterprises Wanting a Comprehensive Suite"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|moonshot-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "## Strong Alternative"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|openai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default for a large B2B enterprise finance ERP**, I'd say: **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|openai-small|SAP S/4HANA Cloud", "prompt": "c198-l2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP S/4HANA Cloud if your company has complex global processes, heavy manufacturing/supply-chain dependencies, or a long SAP footprint."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|openai-small|Workday Financial Management", "prompt": "c198-l2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Workday Financial Management** as a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Dynamics 365 Finance is also a credible option, especially if you're already standardized on Microsoft."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|xai-small|SAP S/4HANA", "prompt": "c198-l2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SAP S/4HANA (particularly the Cloud Public Edition) as the top ERP software with strong finance capabilities."}, {"id": "mai-20260917-1752-baseline-2|c198-l2|xai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Excellent for complex B2B finance/procurement"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|xai-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynamics if you're in Microsoft stack"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|xai-small|Workday Financial Management", "prompt": "c198-l2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday for services/HR synergy"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|SAP S/4HANA", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top‑tier ERP options for finance are SAP S/4HANA, Oracle Fusion Cloud ERP, and Microsoft Dynamics 365 Finance & Operations (F&O)"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top‑tier ERP options for finance are SAP S/4HANA, Oracle Fusion Cloud ERP, and Microsoft Dynamics 365 Finance & Operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|Microsoft Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Microsoft Dynamics 365 Finance & Operations – if you want tight Microsoft 365 integration, modern UX"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|Workday Financial Management", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other strong contenders worth a look ... Workday Financial Management"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|Infor CloudSuite", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in manufacturing/distribution; good for complex supply chains"}, {"id": "mai-20260917-1752-baseline-2|c198-l2|zai-small|IFS Cloud", "prompt": "c198-l2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "IFS Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in engineering, maintenance, and service‑oriented businesses; good for asset‑heavy B2B."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|SAP S/4HANA", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP is widely considered the default choice for Fortune 500 companies, particularly those with complex supply chains and manufacturing requirements."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|Oracle Fusion Cloud ERP", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle’s primary competitor to SAP is its \"Fusion\" suite... deep financial logic and reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers a superior User Experience (UX) compared to SAP and Oracle."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|Workday", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Cloud-Native Innovator... much faster to implement and easier to use."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|Oracle NetSuite", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may lack the depth for a Fortune 100 company"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|alibaba-small|Infor", "prompt": "c198-l3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Distinct because it builds vertical-specific ERPs"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Oracle NetSuite", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For cloud-native, all-in-one solutions, Oracle NetSuite offers mature cloud ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "best for companies on the Microsoft stack that want predictable, published per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|SAP S/4HANA", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For large enterprises with complex global operations, SAP S/4HANA provides comprehensive depth."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Acumatica Cloud ERP", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For mid-market value, Acumatica delivers functionality at competitive pricing."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Epicor Kinetic", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For industry-specific needs, Infor CloudSuite and Epicor offer vertical expertise."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Oracle ERP Cloud", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle ERP Cloud leads on finance-first enterprises and is strong in process industries"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|anthropic-small|Infor CloudSuite", "prompt": "c198-l3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For industry-specific needs, Infor CloudSuite and Epicor offer vertical expertise."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|SAP S/4HANA", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SAP S/4HANA** if you need the deepest enterprise ERP for complex, multinational operations."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for finance-led transformation and cloud-native ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|Microsoft Dynamics 365 Finance & Supply Chain", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations wanting modular flexibility and Microsoft integration."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|Infor CloudSuite", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for manufacturing and other verticalized use cases."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|Workday", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when HR and finance are central systems of record."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|challenger-small|Oracle NetSuite", "prompt": "c198-l3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for faster deployment and simpler enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|SAP S/4HANA", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market's heavyweight and default choice for very large global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Oracle Fusion Cloud ERP (and NetSuite)", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP (and NetSuite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Global scale, complex manufacturing, regulatory depth | SAP S/4HANA, Oracle Fusion"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Microsoft Dynamics 365", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A Microsoft-centric tech stack, lower TCO | Microsoft Dynamics 365 F&O"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Workday", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "People/HR-centric, no heavy manufacturing | Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Infor CloudSuite", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry-specific manufacturing/asset management | Infor CloudSuite, IFS"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|IFS Applications", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "IFS Applications", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Positioned for asset-intensive industries (aerospace, construction, oil & gas, manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Acumatica", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market flexibility, cloud-native | Oracle NetSuite, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Epicor Kinetic", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market (up to ~1,000 employees): Oracle NetSuite, Acumatica, Epicor Kinetic, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|deepseek-small|Sage Intacct", "prompt": "c198-l3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-market (up to ~1,000 employees): ... Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|SAP S/4HANA", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The three dominant giants in the Tier 1 enterprise ERP market are **SAP S/4HANA**, **Oracle Fusion Cloud ERP**, and **Microsoft Dynamics 365 Finance & Operations (F&O)**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|Oracle Fusion Cloud ERP", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Its accounting engine, multi-GAAP consolidation capabilities, and Enterprise Performance Management (EPM) tools are widely considered the best on the market."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|Microsoft Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Microsoft\\u2019s premier enterprise ERP. It stands out for its high adaptability and deep integration into the ubiquitous Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|Infor CloudSuite (LN / M3)", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite (LN / M3)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The premier alternative for highly regulated, heavy industrial manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|Workday Financials", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workday has expanded into a powerful ERP for people-centric and service-oriented enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|google-small|IFS Cloud", "prompt": "c198-l3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "IFS Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The undisputed champion for asset-intensive industries."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|SAP S/4HANA", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP S/4HANA is best for large enterprises with complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|Oracle Fusion Cloud", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including SAP S/4HANA, Oracle Fusion Cloud, Microsoft Dynamics 365, Infor CloudSuite, and Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|Microsoft Dynamics 365", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Dynamics 365 is a good option for enterprise finance and manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|Infor CloudSuite", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Infor CloudSuite is suitable for large enterprises with complex operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|Workday", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday is a cloud-based ERP system that is suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|meta-small|Oracle NetSuite", "prompt": "c198-l3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle NetSuite is suitable for mid-market companies with growing and global operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|minimax-small|SAP S/4HANA", "prompt": "c198-l3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** remains the market leader in terms of market share and capability breadth, particularly for manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|minimax-small|Oracle ERP Cloud", "prompt": "c198-l3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong financial management; dual deployment (cloud + on-premises options)"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|minimax-small|Microsoft Dynamics 365 F&O", "prompt": "c198-l3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 F&O", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight integration with Microsoft ecosystem; relatively faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|minimax-small|Workday", "prompt": "c198-l3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UI/UX; strong HR/finance integration; cloud-native from the start"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|minimax-small|NetSuite", "prompt": "c198-l3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers both NetSuite (pure cloud) and Oracle Fusion (hybrid options)"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|mistral-small|SAP S/4HANA", "prompt": "c198-l3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large, complex global enterprises, especially in manufacturing, retail, logistics, and energy."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|mistral-small|Oracle Fusion ERP (including Oracle NetSuite)", "prompt": "c198-l3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion ERP (including Oracle NetSuite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for finance-first unification, user-friendly, scalable"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|mistral-small|Microsoft Dynamics 365", "prompt": "c198-l3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Optimized for Microsoft stack, cloud simplicity, flexible and modular"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|mistral-small|Workday", "prompt": "c198-l3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best-of-breed for HCM, strong in service industries"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|mistral-small|Infor CloudSuite", "prompt": "c198-l3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Industry-specific solutions, strong in supply chain and manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|SAP S/4HANA", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SAP S/4HANA if you need the most comprehensive global ERP with deep manufacturing/supply chain capabilities"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Oracle ERP Cloud (Fusion)", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle ERP Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Oracle ERP Cloud if finance and procurement are your priorities"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Microsoft Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Microsoft Dynamics 365 if you're heavily invested in Microsoft tools, want faster implementation with lower TCO"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Oracle NetSuite", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose NetSuite if you're a mid-market company wanting a unified, cloud-based system"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Workday", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Workday if your organization is people/services-focused rather than manufacturing-heavy."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Infor CloudSuite (M3)", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite (M3)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Asset-intensive industries, process manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|moonshot-small|Acumatica", "prompt": "c198-l3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Mid-market cloud ERP alternative to NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|openai-small|SAP S/4HANA Cloud", "prompt": "c198-l3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong fit for **very large, global, complex enterprises**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|openai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Also a top choice for **large enterprises**, especially those wanting a **cloud-first finance and operations suite**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|openai-small|Microsoft Dynamics 365 Finance / Dynamics 365 ERP", "prompt": "c198-l3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance / Dynamics 365 ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best known for strong integration with the **Microsoft ecosystem**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|openai-small|Workday Enterprise Management Cloud", "prompt": "c198-l3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday Enterprise Management Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Especially strong in **finance + HR / people-centric enterprise management**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|openai-small|Infor CloudSuite", "prompt": "c198-l3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often chosen by companies in **manufacturing, distribution, healthcare, and industry-specific operations**."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|SAP S/4HANA", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA** (leader in large enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Oracle Fusion Cloud ERP / NetSuite", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP / NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite for mid-to-upper enterprise; Fusion for very large"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Microsoft Dynamics 365 Finance & Supply Chain", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong in Microsoft ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Workday", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large orgs prioritizing HCM + Finance"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Infor CloudSuite", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry-specific (manufacturing, healthcare, distribution)"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Acumatica", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Acumatica or Sage Intacct skew more mid-market."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Sage Intacct", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Acumatica or Sage Intacct skew more mid-market."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|xai-small|Odoo", "prompt": "c198-l3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "open-source like Odoo (not top enterprise) for flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|SAP S/4HANA", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises (1,000+ employees) with complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Large enterprises (500+ employees) in finance-intensive industries"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Microsoft Dynamics 365", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Mid-market to enterprise organizations already invested in Microsoft's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Oracle NetSuite", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Growing SMBs and mid-market companies seeking a true cloud-native, all-in-one ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Acumatica", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Mid-market manufacturers and businesses seeking a flexible, user-friendly cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Infor CloudSuite", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Manufacturing, healthcare, and distribution companies needing industry-specific solutions."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Sage Intacct", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Finance and accounting-focused organizations, mid-market companies with multi-entity needs."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Epicor Kinetic", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Manufacturing, distribution, and field service companies needing operational depth."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Workday", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Large enterprises focused on HR, payroll, and financial management."}, {"id": "mai-20260917-1752-baseline-2|c198-l3|zai-small|Odoo", "prompt": "c198-l3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: SMBs and growing companies seeking a highly customizable, open-source ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Dynamics 365 is often the top choice for large enterprises due to its flexible licensing models"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|Oracle Fusion Cloud ERP", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Scale & Standardized Processes"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Want Fixed Infrastructure Costs"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|Workday Financial Management", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Many Users Are Non-Finance/HR"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|NetSuite", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a multi-tenant SaaS model similar to NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|alibaba-small|Acumatica", "prompt": "c198-l4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Acumatica** deserves special mention if you want extreme cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|anthropic-small|SAP S/4HANA", "prompt": "c198-l4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a significant TCO differentiator against SAP's consumption-based AI pricing"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|anthropic-small|Oracle ERP Cloud", "prompt": "c198-l4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Oracle ERP Cloud** or **Microsoft Dynamics 365**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|anthropic-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Oracle ERP Cloud** or **Microsoft Dynamics 365**\\u2014both offer transparent per-user pricing models"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|anthropic-small|Workday", "prompt": "c198-l4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HR-led ones to Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|anthropic-small|Odoo", "prompt": "c198-l4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Odoo's enterprise terms cap annual renewal price increases at 7%"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|challenger-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Dynamics 365 Finance & Operations** or **Acumatica** are usually the strongest cost-predictability candidates"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|challenger-small|Acumatica", "prompt": "c198-l4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Acumatica** is explicitly called out as a fit for \"many users\" and \"fixed cost,\" which is the closest match"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|challenger-small|SAP S/4HANA", "prompt": "c198-l4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you can accept a higher, less predictable program cost"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|challenger-small|Oracle ERP Cloud", "prompt": "c198-l4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "note that enterprise programs commonly run into the **$500K–$10M+** range overall"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|challenger-small|Workday", "prompt": "c198-l4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the broader enterprise shortlists in the results are **SAP S/4HANA, Oracle ERP Cloud, Dynamics 365 Finance & Operations, and Workday**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|deepseek-small|SAP S/4HANA Cloud", "prompt": "c198-l4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "for very large global enterprises with heavy process complexity, **SAP S/4HANA** and **Oracle Fusion** tend to deliver the best *per-user economics* at scale"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c198-l4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle Fusion** tend to deliver the best *per-user economics* at scale through volume discounts \\u2014 just with less upfront pricing transparency"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|deepseek-small|Microsoft Dynamics 365 Finance", "prompt": "c198-l4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the most transparent, linearly predictable cost at thousands of users, **Microsoft Dynamics 365 Finance** offers published per-user pricing that's the easiest to model."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|Acumatica", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acumatica** is widely considered the gold standard for cost predictability."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|SAP S/4HANA", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Tier-1 Enterprise Strategy: **SAP S/4HANA or Oracle Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|Oracle Cloud ERP", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Tier-1 Enterprise Strategy: **SAP S/4HANA or Oracle Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|IFS Cloud", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "IFS Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IFS Cloud** is a premier enterprise ERP that continues to heavily support **concurrent (floating) licensing**."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|ERPNext", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ERPNext** (or Odoo Community) has **$0 per-user licensing fees**."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|Odoo Community", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo Community", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Self-Hosted/Open-Source Option: **ERPNext** (or Self-Hosted Odoo Community)"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|google-small|Epicor Kinetic", "prompt": "c198-l4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**IFS Cloud** or **Epicor Kinetic** | **Concurrent-User Licensing**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|meta-small|SAP S/4HANA", "prompt": "c198-l4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ERP system for a large company that needs predictable total cost across thousands of users is SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|minimax-small|SAP S/4HANA", "prompt": "c198-l4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "However, SAP's pricing complexity can make predictability challenging."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|minimax-small|Microsoft Dynamics 365", "prompt": "c198-l4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Generally offers lower TCO... One advantage is more predictable pricing since it's tiered more simply"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|minimax-small|Oracle ERP Cloud", "prompt": "c198-l4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Targets large enterprises, particularly those already using Oracle platforms. Pricing ranges $300-$450/user/mo."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|minimax-small|Workday", "prompt": "c198-l4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another major player for large enterprises, though less commonly discussed in these specific search results."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|mistral-small|SAP S/4HANA", "prompt": "c198-l4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA Public Cloud** is the leading choice"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|mistral-small|Oracle Fusion Cloud ERP", "prompt": "c198-l4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by Oracle Fusion Cloud ERP and Microsoft Dynamics 365 F&O"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|mistral-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also provide predictable cloud pricing models and are widely adopted by large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|mistral-small|Workday", "prompt": "c198-l4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday is another strong contender, especially for organizations already using its HCM suite"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|moonshot-small|SAP S/4HANA Public Cloud", "prompt": "c198-l4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Public Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP S/4HANA Public Cloud** if you need deep manufacturing/operational capabilities and can accept standardized processes"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|moonshot-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Dynamics 365 F&O** if you want the best balance of predictable subscription pricing, lower TCO, and enterprise functionality"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|moonshot-small|Oracle ERP Cloud (Fusion)", "prompt": "c198-l4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle ERP Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Note:** Higher entry point (~$150K/year minimum)"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|openai-small|SAP S/4HANA Cloud ERP", "prompt": "c198-l4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable ERP cost at very large scale:** **SAP S/4HANA Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|openai-small|Microsoft Dynamics 365", "prompt": "c198-l4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can also be very cost-predictable for large deployments, especially if you already use Microsoft heavily"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|openai-small|Oracle Fusion", "prompt": "c198-l4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist ranked by predictable 3-year TCO** for **SAP vs Oracle Fusion vs Dynamics 365**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|xai-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c198-l4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **SAP S/4HANA Cloud Public Edition**"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|xai-small|Microsoft Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-l4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynamics 365 F&O** if you're in the Microsoft stack (Azure/Power Platform)—often lowest negotiated TCO"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|xai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Oracle** if finance-led, but less predictable without strong negotiation."}, {"id": "mai-20260917-1752-baseline-2|c198-l4|zai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Fusion Cloud ERP** or **SAP S/4HANA Cloud (Public Edition)** are the two most \"budget-friendly\" enterprise choices"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|zai-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c198-l4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two most \"budget\\u2011friendly\" enterprise choices, because they charge a per-user subscription"}, {"id": "mai-20260917-1752-baseline-2|c198-l4|zai-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong third option, especially if you already run on the Microsoft stack, but its pricing is more modular and can be less predictable"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|deepseek-small|SAP", "prompt": "c198-l5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comparing specific ERP vendors (SAP, Oracle, NetSuite, Dynamics 365, Workday, etc.) against these criteria"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|deepseek-small|Oracle", "prompt": "c198-l5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparing specific ERP vendors (SAP, Oracle, NetSuite, Dynamics 365, Workday, etc.) against these criteria"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|deepseek-small|NetSuite", "prompt": "c198-l5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparing specific ERP vendors (SAP, Oracle, NetSuite, Dynamics 365, Workday, etc.) against these criteria"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|deepseek-small|Dynamics 365", "prompt": "c198-l5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing specific ERP vendors (SAP, Oracle, NetSuite, Dynamics 365, Workday, etc.) against these criteria"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|deepseek-small|Workday", "prompt": "c198-l5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing specific ERP vendors (SAP, Oracle, NetSuite, Dynamics 365, Workday, etc.) against these criteria"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|google-small|Workday", "prompt": "c198-l5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workday: Excellent for service-oriented, people-heavy organizations (tech, healthcare, finance). World-class SSO/SCIM, strong security/SOC 2 posture"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|google-small|Oracle Fusion Cloud ERP", "prompt": "c198-l5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A heavyweight suitable for complex global operations, manufacturing, or heavy supply chains. Extremely robust security"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|google-small|SAP S/4HANA Cloud", "prompt": "c198-l5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The industry standard for massive supply chains... but requires a very mature IT team to manage."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|google-small|Microsoft Dynamics 365 (Finance & Supply Chain Management)", "prompt": "c198-l5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 (Finance & Supply Chain Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly customizable, integrates natively with Azure AD... Excellent if you are already a Microsoft shop."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|google-small|NetSuite (Oracle)", "prompt": "c198-l5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Typically sits on the lower end of the enterprise scale, but highly customized NetSuite deployments easily support 5,000-person companies"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|moonshot-small|Oracle NetSuite", "prompt": "c198-l5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Oracle NetSuite** | Fast-growing companies, multi-subsidiary, SaaS/subscription models | ~$99/user/mo |"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|moonshot-small|SAP S/4HANA", "prompt": "c198-l5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **SAP S/4HANA** (Cloud or Private) | Complex manufacturing, global operations, regulated industries | Custom quote |"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|moonshot-small|Microsoft Dynamics 365 F&O", "prompt": "c198-l5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 F&O", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Microsoft Dynamics 365 F&O** | Microsoft-aligned orgs, hybrid cloud needs | From $210/user/mo |"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|moonshot-small|Workday", "prompt": "c198-l5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "optionally Workday if HR-heavy"}, {"id": "mai-20260917-1752-baseline-2|c198-l5|xai-small|NetSuite", "prompt": "c198-l5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 5-8 vendors (e.g., NetSuite/Oracle/SAP/Workday/Infor – check scale)."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|xai-small|Oracle", "prompt": "c198-l5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 5-8 vendors (e.g., NetSuite/Oracle/SAP/Workday/Infor – check scale)."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|xai-small|SAP", "prompt": "c198-l5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 5-8 vendors (e.g., NetSuite/Oracle/SAP/Workday/Infor – check scale)."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|xai-small|Workday", "prompt": "c198-l5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 5-8 vendors (e.g., NetSuite/Oracle/SAP/Workday/Infor – check scale)."}, {"id": "mai-20260917-1752-baseline-2|c198-l5|xai-small|Infor", "prompt": "c198-l5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 5-8 vendors (e.g., NetSuite/Oracle/SAP/Workday/Infor – check scale)."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Workday", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday historically lacks the native depth required for heavy **Operations**... Large manufacturers... should avoid"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Microsoft Dynamics 365 Business Central / NAV", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central / NAV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Designed for SMBs to lower mid-market... often hits performance ceilings or requires excessive customization"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|NetSuite", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for a *massive* enterprise, they can lack the granular configurability needed for highly complex regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Acumatica", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for a *massive* enterprise, they can lack the granular configurability needed"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Sage Intacct", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a *massive* enterprise, they can lack the granular configurability needed"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|SAP S/4HANA", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Systems to Be Cautious About Due to Implementation Risk... SAP is the gold standard for complex global manufacturing but comes with immense friction."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Oracle Fusion Cloud", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Oracle offers immense power but notoriously difficult user interfaces and complex upgrade paths"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|alibaba-small|Infor", "prompt": "c198-l6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look at **Infor** (often industry-specific) or hybrid models"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|anthropic-small|SAP", "prompt": "c198-l6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SAP**: Hershey implemented three separate ERP solutions from SAP, Siebel, and Manugistics, which proved too complicated and disjointed"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|anthropic-small|Oracle", "prompt": "c198-l6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While major platforms like SAP, Oracle, and Microsoft Dynamics are widely used, they have been involved in notable failures"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|anthropic-small|Microsoft Dynamics", "prompt": "c198-l6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "While major platforms like SAP, Oracle, and Microsoft Dynamics are widely used, they have been involved in notable failures"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|anthropic-small|NetSuite", "prompt": "c198-l6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users often point out a steep learning curve, complex reporting, high costs for smaller teams, and spotty customer support"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|QuickBooks", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SMB-first systems** such as **QuickBooks, SAP Business One, and similar small-business tools**, which are generally listed for SMB or budget-constrained use rather than enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|SAP Business One", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**SMB-first systems** such as **QuickBooks, SAP Business One, and similar small-business tools**"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|NetSuite", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Mid-market-only systems** such as **NetSuite** in many comparisons, which are often described as better for mid-market or upper-mid-market firms"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|Sage Intacct", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Finance-first or function-limited ERPs** such as **Sage Intacct** or **Workday** when the business needs deep manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|Workday", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as **Sage Intacct** or **Workday** when the business needs deep manufacturing, shop-floor, or inventory complexity"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|SAP S/4HANA", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the systems that commonly appear on the *safe shortlist* are **SAP S/4HANA**, **Oracle ERP Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|Oracle ERP Cloud", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "safe shortlist* are **SAP S/4HANA**, **Oracle ERP Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|challenger-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-l6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "and sometimes **Microsoft Dynamics 365 Finance & Operations** or **Workday**, depending on the business model"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|SAP ECC", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: SAP has confirmed mainstream maintenance ends December 31, 2027."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Infor Legacy On-Premise (LN, Baan, XA, SX.e, LX)", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor Legacy On-Premise (LN, Baan, XA, SX.e, LX)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "these platforms are effectively a dead end"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Epicor", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid Legacy SAP ECC, legacy Infor on-prem, and Epicor (due to PE churn)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Infor (CloudSuite)", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor (CloudSuite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Infor's global support and localization often lag behind SAP and Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|SAP S/4HANA", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be extremely cautious with SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its implementations are notoriously complex and rigid when it comes to process flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Sage X3 / Sage 300", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage X3 / Sage 300", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "never deploy mid-market tools like Sage or Acumatica at your scale"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|deepseek-small|Acumatica", "prompt": "c198-l6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "never deploy mid-market tools like Sage or Acumatica at your scale"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|QuickBooks Enterprise", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tier 3 & Entry-Level ERPs (Avoid Entirely)... Examples: QuickBooks Enterprise, Odoo, Zoho One, Sage 50/100, and ERPNext."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Odoo", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large enterprises should entirely avoid deploying them as their core, corporate-wide system of record."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Zoho One", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Zoho One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: QuickBooks Enterprise, Odoo, Zoho One, Sage 50/100, and ERPNext."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Sage 50/100", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage 50/100", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tier 3 systems rarely have the granular permissions required to prevent internal fraud."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|ERPNext", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tier 3 & Entry-Level ERPs (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Oracle NetSuite", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "relying on it as a single global system for a massive, asset-heavy enterprise can lead to performance bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Sage Intacct", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they lack the deeply integrated, global, multi-site manufacturing and warehouse management capabilities that Tier 1 platforms provide"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Acumatica", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Sage Intacct / Acumatica: ... they lack the deeply integrated, global, multi-site manufacturing and warehouse management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Epicor Kinetic", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tier 2 ERPs (Proceed with Extreme Caution) ... Examples: Oracle NetSuite, Sage Intacct, Acumatica, and Epicor Kinetic."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|SAP S/4HANA", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ensure the specific product is rated for Tier 1 enterprise scale (e.g., SAP S/4HANA, Oracle Fusion Cloud, Dynamics 365 F&SCM, or Infor CloudSuite)."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Microsoft Dynamics 365 Business Central (BC)", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central (BC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Business Central, however, is designed for small-to-mid-sized businesses ... it lacks the global scalability"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Dynamics 365 Finance & Supply Chain Management (F&SCM)", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Finance & Supply Chain Management (F&SCM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Microsoft Dynamics 365 F&SCM is a true, heavy-duty Tier 1 enterprise ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|SAP ECC 6.0", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC 6.0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "SAP ECC, for example, faces a mainstream maintenance end-date of 2027 ... Buying into or remaining on these systems is highly risky"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Oracle JD Edwards", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle JD Edwards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Legacy, On-Premises, and Sunsetting ERPs (Avoid for New Implementations)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Oracle PeopleSoft", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Examples: SAP ECC 6.0, Oracle JD Edwards, Oracle PeopleSoft, and older on-premises versions of Infor"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Infor (like LN or M3)", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor (like LN or M3)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "older on-premises versions of Infor (like LN or M3) ... Avoid for New Implementations"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Oracle Fusion Cloud", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "rated for Tier 1 enterprise scale (e.g., SAP S/4HANA, Oracle Fusion Cloud, Dynamics 365 F&SCM, or Infor CloudSuite)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|google-small|Infor CloudSuite", "prompt": "c198-l6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "rated for Tier 1 enterprise scale (e.g., SAP S/4HANA, Oracle Fusion Cloud, Dynamics 365 F&SCM, or Infor CloudSuite)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|meta-small|SAP S/4HANA", "prompt": "c198-l6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ERP systems that large enterprises should be cautious about or avoid. Some of the ERP systems mentioned include SAP S/4HANA, Oracle ERP Cloud, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|meta-small|Oracle ERP Cloud", "prompt": "c198-l6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some of the ERP systems mentioned include SAP S/4HANA, Oracle ERP Cloud, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|meta-small|Microsoft Dynamics 365", "prompt": "c198-l6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some of the ERP systems mentioned include SAP S/4HANA, Oracle ERP Cloud, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|minimax-small|Oracle NetSuite", "prompt": "c198-l6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Outdated user interface... Aggressive contract renewal practices with surprise price hikes"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|minimax-small|Infor CloudSuite", "prompt": "c198-l6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Product portfolio complexity creates significant buyer confusion"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|minimax-small|SAP", "prompt": "c198-l6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Extremely high total cost of ownership (requires \"limitless IT budget\" per some users)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|mistral-small|SAP S/4HANA", "prompt": "c198-l6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For large enterprises, these are actually top choices, but for mid-sized or smaller companies, they may be overkill and thus risky"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|mistral-small|Oracle ERP Cloud", "prompt": "c198-l6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ERP solutions like SAP S/4HANA and Oracle ERP Cloud are designed for large enterprises... For large enterprises, these are actually top choices"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|SAP S/4HANA", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP S/4HANA (Proceed with Extreme Caution)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Oracle ERP", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Oracle ERP (Mixed Reputation)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Infor CloudSuite", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution for Non-Manufacturing/Specialized Use"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|NetSuite", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "strong mid-market player but **risky for large enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Workday", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Service-centric enterprise (not manufacturing) | Infor CloudSuite | Oracle Fusion, Workday, SAP"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|SAP ECC", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Old on-premise SAP ECC (maintenance deadline 2027)... should be avoided or replaced"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Microsoft Dynamics GP", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy/End-of-Life ERP Systems... should be avoided or replaced"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Sage", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "aging Sage deployments... should be avoided or replaced"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Acumatica", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "typically lack the depth for large, complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|SAP Business One", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "typically lack the depth for large, complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Odoo", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "typically lack the depth for large, complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Dynamics 365 Business Central", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "typically lack the depth for large, complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Microsoft Dynamics 365", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Need fast, low-cost implementation | SAP S/4HANA, Oracle | Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|Oracle Fusion", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Consider Instead... Oracle Fusion, Workday, SAP"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|moonshot-small|IFS", "prompt": "c198-l6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "IFS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Complex global manufacturing... Oracle Fusion, IFS"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|NetSuite", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems to **Approach with High Caution or Avoid** for Large Enterprises: Midmarket-Focused ERPs (e.g., NetSuite, Microsoft Dynamics 365 Business Central)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Dynamics BC is similar—great for agility but often needs augmentation ... for Fortune 500 complexity."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternatives:** Stick to their enterprise siblings like Dynamics 365 Finance & Operations (F&O) or SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Older JD Edwards", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Older JD Edwards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy/End-of-Life On-Prem Systems (e.g., Older JD Edwards, Infor M3, older SAP ECC) ... they're not future-proof"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Infor M3", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor M3", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Infor has been called out for reducing efficiency in high-volume ops like cross-docking."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|older SAP ECC", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "older SAP ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Poor cloud scalability, high maintenance costs, security vulnerabilities"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|SAP S/4HANA", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Market leaders for large enterprises ... but **highest risk if mismanaged**"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Oracle Fusion Cloud ERP", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Oracle suits upper-mid but balloons for globals."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|xai-small|Workday", "prompt": "c198-l6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Top Fits:** ... Workday (HR-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|SAP ECC (legacy)", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC (legacy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** legacy systems, MACH-only ERPs with poor support, and any ERP that cannot handle the scale"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|NetSuite", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Approach with caution** NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|SAP S/4HANA", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if your firm is not at that scale, or if you lack the IT budget and change-management capacity, SAP can become a liability rather than an enabler."}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|Infor", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"Infor reduced our picking efficiency by 30 % right from the start.\""}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|MACH", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "MACH", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "\"Avoid MACH with a 50 ft pole, the worst ERP system I have ever seen, terrible support too.\""}, {"id": "mai-20260917-1752-baseline-2|c198-l6|zai-small|Oracle", "prompt": "c198-l6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "large enterprises often gravitate toward SAP or Oracle for broader scale"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|Oracle NetSuite", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSuite is widely considered the gold standard for mid-market organizations."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|Acumatica", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is increasingly becoming the favorite alternative to NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company lives inside Excel, Outlook, and PowerBI, this is likely your best option."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|QuickBooks", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "bridges the gap between basic accounting software (like QuickBooks) and heavy enterprise ERPs"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|Sage Intacct", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Professional Services (PSA): Sage Intacct ... often beats the \"heavy hitters\" on financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|alibaba-small|Infor CloudSuite Industrial", "prompt": "c198-m1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite Industrial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Discrete Manufacturing: Infor CloudSuite Industrial or MFG."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|NetSuite", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**NetSuite**: Cloud-based, strong in financials and multi-subsidiary management"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Infor", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Infor**: Industry-specific solutions with good mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Plex", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Plex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Plex**: Cloud-based manufacturing ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|SAP Business One", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Business One**: Good balance of functionality and cost, popular in distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Epicor", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Epicor**: Strong in manufacturing and distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Deltek", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Deltek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Professional Services: NetSuite, Deltek, FinancialForce"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|FinancialForce", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "FinancialForce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Professional Services: NetSuite, Deltek, FinancialForce"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Viewpoint", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Viewpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Construction: Viewpoint, Bridger Systems"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Bridger Systems", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Bridger Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Construction: Viewpoint, Bridger Systems"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Microsoft Dynamics 365**: Strong integration with Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|anthropic-small|Acumatica", "prompt": "c198-m1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Acumatica**: Mid-market cloud solution"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|challenger-small|Oracle NetSuite", "prompt": "c198-m1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** is the most commonly recommended all-rounder for fast-growing mid-market B2B firms"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your company is deeply invested in Microsoft 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|challenger-small|Acumatica", "prompt": "c198-m1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for distribution, manufacturing, and companies that want flexible cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|challenger-small|Sage Intacct", "prompt": "c198-m1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for finance-led organizations that need strong accounting and multi-entity financial management"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|challenger-small|SAP S/4HANA Public Cloud", "prompt": "c198-m1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Public Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for larger mid-market firms that need enterprise-grade scale"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Dynamics 365 Business Central** is the safest and most cost-effective default"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|deepseek-small|Oracle NetSuite", "prompt": "c198-m1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex financials & multi-entity"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|deepseek-small|SAP Business One / S/4HANA Public Cloud", "prompt": "c198-m1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One / S/4HANA Public Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for manufacturing & supply chain"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|deepseek-small|Acumatica", "prompt": "c198-m1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for cost flexibility & unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|google-small|Oracle NetSuite", "prompt": "c198-m1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite: Best All-Rounder for Fast-Growing & Multi-Entity B2B ... remains the most widely deployed mid-market system"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Ecosystem & Flexiblity ... is a powerhouse for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|google-small|Acumatica", "prompt": "c198-m1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Distribution, Logistics, & Unlimited User Licensing"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|google-small|Epicor Kinetic", "prompt": "c198-m1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Heavy B2B Manufacturing ... specifically engineered for mid-market manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|google-small|Sage Intacct", "prompt": "c198-m1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B Services, SaaS, & Financial-First Companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|meta-small|Oracle NetSuite", "prompt": "c198-m1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ERP system for a mid-market B2B company is Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|meta-small|Acumatica", "prompt": "c198-m1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include ... Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|meta-small|SAP Business One", "prompt": "c198-m1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include ... and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|minimax-small|Oracle NetSuite", "prompt": "c198-m1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **NetSuite** and **Dynamics 365 Business Central** as starting points, as they consistently rank highest for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **NetSuite** and **Dynamics 365 Business Central** as starting points"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|minimax-small|SAP Business One", "prompt": "c198-m1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Manufacturing and product-focused companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|minimax-small|Sage Intacct", "prompt": "c198-m1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Finance-led service companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|minimax-small|Workday", "prompt": "c198-m1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Larger mid-market companies focused on human capital management"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|mistral-small|Oracle NetSuite", "prompt": "c198-m1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** is widely considered the best overall ERP for mid-market B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Microsoft Dynamics 365 Business Central, Acumatica, and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|mistral-small|Acumatica", "prompt": "c198-m1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Microsoft Dynamics 365 Business Central, Acumatica, and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|mistral-small|SAP Business One", "prompt": "c198-m1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Microsoft Dynamics 365 Business Central, Acumatica, and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Oracle NetSuite", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose NetSuite** if you're cloud-first, growing fast, and value modern UX"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Dynamics 365 Business Central** if you're Microsoft-centric and want flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|SAP Business One", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP Business One** if manufacturing/warehouse operations are core to your business"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Acumatica", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Acumatica** | Project-based B2B | Unlimited user pricing model |"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Epicor", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Epicor** | Manufacturing/Distribution | Deep industry vertical expertise |"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Sage Intacct", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Sage Intacct** | Financial-first companies | Best-in-class accounting |"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|moonshot-small|Odoo", "prompt": "c198-m1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Odoo** | Budget-conscious | Open-source flexibility |"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|openai-small|NetSuite", "prompt": "c198-m1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite** is often the safest \"best overall\" answer"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|openai-small|Microsoft Dynamics 365", "prompt": "c198-m1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good choice if you already use Microsoft tools and want flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|openai-small|SAP Business ByDesign / SAP S/4HANA Cloud", "prompt": "c198-m1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business ByDesign / SAP S/4HANA Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong for process rigor and international operations, but can be heavier to implement"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|openai-small|Epicor", "prompt": "c198-m1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a strong fit for manufacturing, distribution, and supply-chain-heavy businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|openai-small|Sage Intacct", "prompt": "c198-m1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for finance-led organizations, but not a full operational ERP in the same way"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynamics 365 Business Central** edges out as a frequent \"best overall\" for mid-market B2B due to affordability and integration"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Oracle NetSuite", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scaling B2B (multi-entity, e-commerce, global) ... All-in-one cloud (finance, CRM, inventory)"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Upper-midmarket B2B product-centric (manufacturing) ... Gartner Leader"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Epicor Kinetic", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "B2B manufacturing/distribution ... Gartner Leader for product-centric midmarket"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Acumatica", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unlimited users/pay-per-transaction, strong distribution/manufacturing, good TCO"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Sage Intacct", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Finance-heavy B2B services/nonprofit ... Cloud accounting excellence"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Oracle Fusion", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gartner 2024 Leaders (Cloud ERP for Product-Centric: Oracle Fusion, Microsoft Dynamics, SAP S/4HANA, Infor, Epicor"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Infor", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Manufacturing? Epicor/Infor."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|xai-small|Workday", "prompt": "c198-m1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Services? Workday/Intacct."}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Oracle NetSuite", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, Oracle NetSuite remains the top recommendation"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "#2 Most Widely Adopted"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|SAP S/4HANA Cloud (Public Edition)", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Cloud (Public Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#3 Enterprise-Grade Option"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Sage Intacct", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#4 Finance-First Choice"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Acumatica", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "#5 Flexible & Cost-Effective"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Infor", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Manufacturing: SAP S/4HANA, Acumatica, Infor"}, {"id": "mai-20260917-1752-baseline-2|c198-m1|zai-small|Workday", "prompt": "c198-m1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Services/Professional: Workday, Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|QuickBooks", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "You are likely outgrowing QuickBooks or NetSuite Lite"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|SAP S/4HANA", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not have the budget for a massive implementation like SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|Sage Intacct", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your primary goal is to get a \"CFO’s tool,\" Sage Intacct is often the winner."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|Acumatica", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Acumatica has become the fastest-growing player in the mid-market space"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Companies already heavily invested in the Microsoft Ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|Dynamics GP", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Dynamics GP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "bridges the gap between entry-level software (like Dynamics GP)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|alibaba-small|Oracle NetSuite", "prompt": "c198-m2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "it is the gold standard for scaling"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|NetSuite", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**NetSuite** - Cloud-based, scalable, strong financial management features"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|SAP S/4HANA Cloud", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP S/4HANA Cloud** - Enterprise-grade but has mid-market editions"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Integrates well with Microsoft ecosystem, flexible"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|Odoo", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Odoo** - More affordable, customizable, good for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|Infor CloudSuite", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Purpose-built for mid-market manufacturers and distributors"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|anthropic-small|Epicor ERP", "prompt": "c198-m2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Epicor ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Epicor ERP** - Solid for mid-sized manufacturing and distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Microsoft Dynamics 365 Business Central** as the best default choice"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|challenger-small|Oracle NetSuite", "prompt": "c198-m2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Oracle NetSuite** as the strongest alternative if you need deeper multi-entity and consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|challenger-small|Sage Intacct", "prompt": "c198-m2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is **finance and accounting depth** rather than full ERP breadth"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|challenger-small|Acumatica", "prompt": "c198-m2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you want **flexibility** and cloud scalability for a mid-sized business modernizing systems"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|challenger-small|SAP S/4HANA Public Cloud", "prompt": "c198-m2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Public Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you are a more standardized, higher-complexity mid-market company ready for a larger implementation"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Dynamics 365 Business Central — *Best Overall*\nBest for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|deepseek-small|Sage Intacct", "prompt": "c198-m2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Finance-First Option ... arguably the best finance platform available"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|deepseek-small|Oracle NetSuite", "prompt": "c198-m2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Scaling & Multi-Entity Growth ... Weakness: Most expensive"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|deepseek-small|Acumatica", "prompt": "c198-m2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also consider **Acumatica** (excellent industry-specific operations)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|SAP S/4HANA", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "agile enough to avoid the multi-million dollar, multi-year implementation cycles of Tier-1 enterprise systems (like SAP S/4HANA or Oracle Fusion)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|Oracle Fusion", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the multi-million dollar, multi-year implementation cycles of Tier-1 enterprise systems (like SAP S/4HANA or Oracle Fusion)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|Sage Intacct", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sage Intacct is widely regarded as the premier financial-management-first ERP... this is often the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|Oracle NetSuite", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite is the most dominant mid-market ERP in the world... NetSuite is the default market leader."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Business Central (BC) is a natural and highly cost-effective step up"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|google-small|Acumatica Cloud ERP", "prompt": "c198-m2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Acumatica is a modern, cloud-native ERP designed from the ground up for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|meta-small|Oracle NetSuite", "prompt": "c198-m2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best enterprise resource planning software for finance for a mid-sized B2B company are:\n\n1. Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|meta-small|Acumatica", "prompt": "c198-m2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|meta-small|Flow ERP", "prompt": "c198-m2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Flow ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|meta-small|Sage Intacct", "prompt": "c198-m2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|minimax-small|Oracle NetSuite", "prompt": "c198-m2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite** if you anticipate needing CRM, e-commerce, or broader operations management soon"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|minimax-small|Sage Intacct", "prompt": "c198-m2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Intacct** if financial management, reporting, and accounting controls are paramount—it's purpose-built for finance teams"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Microsoft ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|minimax-small|Acumatica", "prompt": "c198-m2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for flexible pricing)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|mistral-small|Oracle NetSuite", "prompt": "c198-m2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite** and **Microsoft Dynamics 365 Business Central** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Oracle NetSuite** and **Microsoft Dynamics 365 Business Central** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|mistral-small|Sage Intacct", "prompt": "c198-m2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If finance is the primary focus, **Sage Intacct** is also highly regarded."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|mistral-small|Acumatica", "prompt": "c198-m2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Acumatica** is a good alternative for companies seeking flexibility and cloud-native solutions."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|moonshot-small|Oracle NetSuite", "prompt": "c198-m2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting your evaluation with **Oracle NetSuite** if you need a comprehensive operational ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Microsoft Ecosystem Fit"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|moonshot-small|Sage Intacct", "prompt": "c198-m2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Sage Intacct** if finance/accounting is your primary pain point"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|moonshot-small|Acumatica", "prompt": "c198-m2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Acumatica** — Best Flexible Licensing"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|moonshot-small|SAP Business One", "prompt": "c198-m2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**SAP Business One** is generally not recommended for true mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|openai-small|Sage Intacct", "prompt": "c198-m2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a more general business management ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|openai-small|Oracle Cloud ERP", "prompt": "c198-m2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you have more complex finance needs like multi-entity, multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|openai-small|SAP Cloud ERP / S/4HANA finance", "prompt": "c198-m2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Cloud ERP / S/4HANA finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you expect more complexity, tighter controls"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|openai-small|Sage X3 / Sage ERP", "prompt": "c198-m2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage X3 / Sage ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better fit if you're more distribution- or manufacturing-oriented"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|xai-small|Oracle NetSuite", "prompt": "c198-m2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Oracle NetSuite as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|xai-small|Sage Intacct", "prompt": "c198-m2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sage Intacct as a strong alternative if your needs are purely financial"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft ecosystem users | ~$80–$180/user/month | Power BI integration"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|xai-small|Acumatica", "prompt": "c198-m2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Distribution/manufacturing B2B ... Less finance depth than Intacct/NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|xai-small|Sage 100/X3", "prompt": "c198-m2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage 100/X3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Legacy mid-market upgrade | Quote-based (~$140K first year)"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|zai-small|Oracle NetSuite", "prompt": "c198-m2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite – **Top Overall Recommendation**"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|zai-small|Microsoft Dynamics 365 Finance & Supply Chain", "prompt": "c198-m2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance & Supply Chain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Dynamics 365 Finance** is a compelling alternative with predictable pricing and strong analytics"}, {"id": "mai-20260917-1752-baseline-2|c198-m2|zai-small|SAP S/4HANA Cloud", "prompt": "c198-m2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill if your primary need is a straightforward finance and accounting system."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|zai-small|Sage Intacct", "prompt": "c198-m2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for organizations that want a strong financial suite without the complexity of a full-blown ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-m2|zai-small|Acumatica Cloud ERP", "prompt": "c198-m2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gains traction as a cloud-native ERP for small-to-mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|SAP S/4HANA", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It is widely considered the most robust and capable system on the market... However, it comes with a very high price tag"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Oracle Fusion ERP", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for its powerful analytics and AI capabilities... can have a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a unique advantage in integration with other Microsoft tools."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Oracle NetSuite", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is the pioneer of cloud-native ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Acumatica", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Acumatica charges based on resource usage (compute/storage), allowing you to add unlimited users for the same price"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|SAP Business One", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Essentially a scaled-down version of SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Odoo", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highly modular and open-source roots."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|alibaba-small|Sage Intacct", "prompt": "c198-m3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "celebrated for its superior General Ledger and multi-entity consolidation features"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Dynamics 365 brings ERP and CRM capabilities in a single platform to help SMBs and global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|SAP S/4HANA", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "biggest, most widely deployed ERP software platforms globally are Microsoft Dynamics 365, SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Oracle NetSuite", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oracle NetSuite, Microsoft Dynamics 365 Business Central, and Acumatica are well-suited to SMBs."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Oracle Fusion Cloud ERP", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Fusion Cloud ERP, Infor CloudSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Infor CloudSuite", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Infor CloudSuite, Epicor Kinetic"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Epicor Kinetic", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Epicor Kinetic is the top pick for manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Sage Intacct", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sage Intacct excels in financial management with deep accounting functionality"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Acumatica", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Acumatica are well-suited to SMBs"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Odoo", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Odoo, and Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|anthropic-small|Workday", "prompt": "c198-m3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Odoo, and Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|SAP S/4HANA", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep enterprise capability, advanced analytics, global scale | Large enterprises with complex operations"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Oracle Cloud ERP / NetSuite", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Cloud ERP / NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong financials, multi-entity/global management, unified cloud suite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tight Microsoft ecosystem integration, flexibility, broad industry coverage"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Infor CloudSuite / M3", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite / M3", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Industry-specific functionality, especially manufacturing and distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Workday", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finance and HR / people analytics"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Acumatica", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Flexible cloud ERP, often more adaptable pricing and configuration"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Epicor Kinetic", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Manufacturing and supply chain depth"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Sage Intacct", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong finance and accounting"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|challenger-small|Odoo", "prompt": "c198-m3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modular, open-source, highly customizable, lower-cost entry"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|SAP", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large global enterprises with complex, regulated, multinational operations"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Oracle (Oracle Fusion Cloud ERP + NetSuite)", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle (Oracle Fusion Cloud ERP + NetSuite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle actually runs **two** ERP brands for different market segments"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Microsoft-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Workday", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Large enterprises that prioritize unified **HR + finance**"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Infor (CloudSuite)", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor (CloudSuite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Industry-specific manufacturing, healthcare, distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Odoo", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Startups and small businesses; custom business processes"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|deepseek-small|Acumatica", "prompt": "c198-m3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NetSuite, Dynamics 365 Business Central, Acumatica, or SAP Business One are the leading candidates"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|SAP S/4HANA", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The undisputed global heavyweight for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Oracle Fusion Cloud ERP", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP\ndelete\ns primary enterprise-grade competitor."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Microsoft Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft's enterprise-tier ERP. It handles massive scale"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Oracle NetSuite", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the market leader for fast-growing mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Microsoft Dynamics 365 Business Central (BC)", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central (BC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft's SMB-to-mid-market ERP. Extremely cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Acumatica", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A modern, highly flexible cloud-native ERP designed for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|IFS Cloud", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "IFS Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The dominant choice for asset-intensive and project-centric industries."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Infor CloudSuite", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for \"micro-vertical\" functionality."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|google-small|Odoo", "prompt": "c198-m3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The leading open-source, modular ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|SAP S/4HANA Public Cloud", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA Public Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ERP systems include SAP S/4HANA Public Cloud, Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Oracle NetSuite", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ERP systems include SAP S/4HANA Public Cloud, Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|SAP S/4HANA Private Cloud", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA Private Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP S/4HANA Private Cloud, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Acumatica", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP S/4HANA Private Cloud, Acumatica, Brightpearl"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Brightpearl", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Brightpearl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Acumatica, Brightpearl, Deltek Vantagepoint"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Deltek Vantagepoint", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Deltek Vantagepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Brightpearl, Deltek Vantagepoint, Infor CloudSuite Industrial"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Infor CloudSuite Industrial", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite Industrial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Infor CloudSuite Industrial, Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft Dynamics 365 Business Central, NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|NetSuite", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NetSuite, SAP Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|SAP Cloud ERP", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SAP Cloud ERP, Odoo ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Odoo ERP", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Odoo ERP, SAP ECC"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|SAP ECC", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP ECC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "SAP ECC, TallyPrime"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|TallyPrime", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "TallyPrime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "TallyPrime, Deltek Costpoint"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|Deltek Costpoint", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Deltek Costpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Deltek Costpoint, and SAP ByD"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|meta-small|SAP ByD", "prompt": "c198-m3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP ByD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Deltek Costpoint, and SAP ByD"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|SAP S/4HANA", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises requiring real-time data and advanced analytics"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** SMBs needing Microsoft integration"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|NetSuite", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Unified business management"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Oracle Cloud ERP", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Key features:** Strong financial management, parallel ledgers, good for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Acumatica", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Mid-sized businesses seeking flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Sage Intacct", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Financial management focus"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Workday", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|Odoo", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|minimax-small|ERPNext", "prompt": "c198-m3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Odoo, Sage Intacct, ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|SAP S/4HANA", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large enterprises, especially in manufacturing, finance, and complex global operations."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Oracle NetSuite", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Growing small to mid-sized businesses (SMBs) and global operations."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Mid-market and enterprise companies, especially those already using Microsoft products."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Oracle Fusion Cloud ERP", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Large enterprises, finance, and process industries."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Workday", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in human capital management (HCM) and financial management."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Odoo", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Startups, small businesses, and custom business processes."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Infor CloudSuite", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Manufacturing, healthcare, and distribution."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|Acumatica", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Mid-market companies seeking a modern user experience."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|ERPNext", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: DIY ERP users and SMBs."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|mistral-small|QuickBooks Enterprise", "prompt": "c198-m3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: On-premises ERP for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|SAP", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large-scale global operations ... **Enterprise Scale** | SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Oracle", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle Fusion ERP (large enterprises), NetSuite (small to large businesses)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|NetSuite", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cloud-Native/Mid-Market** | NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most cohesive ecosystem ... Lowest Total Cost of Ownership (TCO)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Acumatica", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Manufacturing Specialization** | Acumatica or D365 F&O"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Sage Intacct", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sage Intacct**: Strong financial focus"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Deltek", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Deltek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deltek**: Project-based businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Odoo", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Odoo**: Open-source option"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|moonshot-small|Workday", "prompt": "c198-m3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workday**: Human capital management focus"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|SAP S/4HANA / SAP Cloud ERP", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA / SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large, complex global enterprise → SAP or Oracle Fusion"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Oracle Fusion Cloud ERP", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "broad enterprise suite, especially strong for large-scale finance and business applications"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Oracle NetSuite", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fast-growing midmarket → NetSuite or Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly chosen by organizations already invested in Microsoft tools"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Workday", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finance + HR-centric org → Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Infor", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Industry-specific manufacturing/distribution → Infor"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|openai-small|Sage Intacct", "prompt": "c198-m3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Accounting/finance-led organization → Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|SAP S/4HANA", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP S/4HANA** (market leader ~6-10% share in enterprise; top for large corps)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Oracle offerings", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle offerings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle offerings** (Fusion Cloud ERP + NetSuite; ~7% combined share)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Dynamics 365** (Business Central for SMBs, Finance & Operations for mid-large"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Workday", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday** (HR/finance-focused; strong in services"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Acumatica", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Acumatica** (rising mid-market cloud leader)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Sage Intacct", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sage Intacct** (finance-centric for SMB/mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Odoo", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Odoo** (open-source, affordable for small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Epicor", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Epicor, IFS, Infor (industry-specific"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|IFS", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "IFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Epicor, IFS, Infor (industry-specific"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Infor", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like Epicor, IFS, Infor (industry-specific, e.g., manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Intuit/QuickBooks", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Intuit/QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Market leaders by revenue (2025 est.): Oracle ($9.7B), SAP ($9.6B), Intuit/QuickBooks ($6.5B)"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|Oracle NetSuite", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Oracle NetSuite** | Mid-market growth, e-comm, multi-subsidiary"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|xai-small|ERPNext", "prompt": "c198-m3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "SMB ones (Odoo/ERPNext) are modular/open-source but lighter"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|SAP S/4HANA Public Cloud", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP S/4HANA Public Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **SAP S/4HANA Public Cloud** | Mid‑market & large enterprises needing standardized, best‑practice processes"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Oracle NetSuite", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** excels for fast‑growing mid‑market companies that need a unified, cloud‑native suite"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Microsoft Dynamics 365", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Dynamics 365** is ideal for organizations already embedded in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Oracle ERP Cloud", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle ERP Cloud** and **Workday** target large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Workday", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workday shines in HR and professional services"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Acumatica", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| 6 | **Acumatica** | Mid‑market with manufacturing focus, flexible cloud deployment"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Sage Intacct", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| 7 | **Sage Intacct** | SMBs, mid‑market finance‑focused"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Odoo ERP", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| 8 | **Odoo ERP** | Startups, small businesses, DIY implementation"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|D365 F&O", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "D365 F&O", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| 10 | **D365 F&O** (Finance & Operations) | Large enterprises, end‑to‑end business processes"}, {"id": "mai-20260917-1752-baseline-2|c198-m3|zai-small|Deltek Costpoint", "prompt": "c198-m3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Deltek Costpoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Construction/Engineering** | SAP S/4HANA, Oracle ERP Cloud, Deltek Costpoint |"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|alibaba-small|Odoo", "prompt": "c198-m4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Odoo** ... widely considered the king of low-budget ERPs"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|alibaba-small|Zoho One", "prompt": "c198-m4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Startups: **Zoho One**"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|alibaba-small|Microsoft Dynamics 365 Business Central (Starter Edition)", "prompt": "c198-m4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central (Starter Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Finance-Focused SMBs: **Microsoft Dynamics 365 Business Central (Starter Edition)**"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|alibaba-small|ERPNext", "prompt": "c198-m4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Open-Source (Truly Free): **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|alibaba-small|Acumatica", "prompt": "c198-m4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "slightly more expensive than the others ... Implementation partners can be pricey; it is designed for mid-sized businesses, so it might be overkill"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|Odoo", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Odoo** - Highly flexible, modular, and scalable with both free and paid versions"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|ERPNext", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ERPNext** - Built on Frappe framework, open-source, and designed for small to medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|OpenBravo", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "OpenBravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OpenBravo** - Good for retail and distribution businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|Zoho One", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho One** - Affordable, comprehensive suite with various modules"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|Netsuite", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Netsuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Netsuite** - Better for growing companies, but has entry-level options"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Microsoft Dynamics 365** - Scalable pricing based on usage"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|SAP Business One", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SAP Business One** - Designed specifically for small/medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|anthropic-small|Infor CloudSuite", "prompt": "c198-m4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Infor CloudSuite** - Modular and cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|Odoo", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest general recommendation is **Odoo**"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|ERPNext", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ERPNext** is the lowest-cost open-source option"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company already uses Microsoft tools and can stretch the budget a bit further"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|SAP Business One", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP Business One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually costs more than Odoo and is less budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|Zoho One", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering for very tight budgets or finance-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|challenger-small|Sage", "prompt": "c198-m4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho One / Sage options — worth considering for very tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|ERPNext", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your budget is *extremely* tight and you have technical staff, **ERPNext** (free/open-source) offers the lowest total cost."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Odoo", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Odoo** is usually the safest all-round pick"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Zoho One", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want maximum software for a flat price, **Zoho One** is unbeatable value."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you expect to scale ($80\\u2013$110/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Sage 50cloud", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sage 50cloud**: good entry-level accounting-focused ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Katana", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Katana**: excellent for inventory-heavy manufacturing at an affordable price"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Cetec ERP", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Cetec ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cetec ERP**: only ~$40/user/month for manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Cin7", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Manufacturing/retail (inventory-heavy):** Katana, Cin7, Cetec"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|deepseek-small|Sage Intacct", "prompt": "c198-m4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Finance/accounting-first:** Sage Intacct or Sage 50cloud"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|google-small|ERPNext", "prompt": "c198-m4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose ERPNext if you want a complete, 100% free ERP (no paywalled features) and have someone on your team who understands basic software deployment/hosting."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|google-small|Odoo (Community Edition)", "prompt": "c198-m4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Odoo (Community) if you want a beautiful, modern user experience"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|google-small|Dolibarr", "prompt": "c198-m4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Dolibarr if you are a very small company or startup that needs simple, lightweight invoicing"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|google-small|Zoho One", "prompt": "c198-m4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Zoho One if you want an easy-to-use cloud suite that you don't have to self-host"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|google-small|Acumatica", "prompt": "c198-m4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Upfront implementation and licensing costs are higher than Zoho or open-source solutions"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|meta-small|Odoo", "prompt": "c198-m4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Odoo - a popular open-source ERP system that is highly customizable and has a wide range of features."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|meta-small|Zoho One", "prompt": "c198-m4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Zoho One - a cloud-based ERP system that offers a comprehensive suite of business applications."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|meta-small|ERPNext", "prompt": "c198-m4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. ERPNext - an open-source ERP system that is designed for small and medium-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|meta-small|Sage Intacct", "prompt": "c198-m4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Sage Intacct - a cloud-based ERP system that is known for its financial management capabilities."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Microsoft Dynamics 365 Business Central - a cloud-based ERP system that offers a range of features"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|minimax-small|Odoo", "prompt": "c198-m4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses with limited budgets, Odoo** offers the best balance of affordability, features, and flexibility."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|minimax-small|ERPNext", "prompt": "c198-m4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Open-source, affordable, good for small teams"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|minimax-small|Zoho One", "prompt": "c198-m4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive suite of applications, affordable pricing"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|minimax-small|QuickBooks", "prompt": "c198-m4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Small businesses prioritizing financial management"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|minimax-small|Katana", "prompt": "c198-m4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Manufacturing or inventory-heavy small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|Odoo", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Odoo is praised for its balance of cost, flexibility, and scalability for growing businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|ERPNext", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free, open-source option if you self-host... one of the most affordable options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|Zoho One", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a comprehensive suite of business applications for a flat monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|Sage 50cloud", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice for small businesses needing basic accounting and inventory management"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|Katana", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for inventory-heavy retail or manufacturing, with entry-tier pricing under $50K/year."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For slightly larger budgets or more advanced needs, Microsoft Dynamics 365 Business Central or NetSuite may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|mistral-small|NetSuite", "prompt": "c198-m4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For slightly larger budgets or more advanced needs, Microsoft Dynamics 365 Business Central or NetSuite may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|moonshot-small|ERPNext", "prompt": "c198-m4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **ERPNext** (Best for \"Free\" Option)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|moonshot-small|Odoo", "prompt": "c198-m4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2. **Odoo** (Best Balance of Features & Price)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|moonshot-small|Zoho One", "prompt": "c198-m4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Zoho One** (Best for Non-Technical Teams)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|moonshot-small|Sage 50cloud / Sage Intacct", "prompt": "c198-m4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud / Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Sage 50cloud / Sage Intacct** (Best for Finance-First)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|openai-small|Odoo", "prompt": "c198-m4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often a top pick for budget-sensitive companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|openai-small|ERPNext", "prompt": "c198-m4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very tight budget + willing to use open source:** **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|openai-small|Zoho One / Zoho ERP-style stack", "prompt": "c198-m4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One / Zoho ERP-style stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Not a traditional ERP in the strictest sense, but very cost-effective for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More expensive than the open-source options, but still manageable for many small and mid-sized firms"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|ERPNext", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under $10K Year 1**: Go ERPNext or Odoo Community—truly free software"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|Odoo", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go ERPNext or Odoo Community—truly free software, pay only for hosting/support"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|Zoho One", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$10K-50K**: Odoo Enterprise or Zoho for easier setup/polish."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|Sage 50cloud", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Accounting-first small biz | Low entry... Limited full ERP (add-ons needed); not ideal for growth."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|QuickBooks Enterprise", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Accounting-first small biz | Low entry; cloud accounting + basics"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|Dynamics 365 BC", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Dynamics 365 BC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pricier ones like Dynamics 365 BC ($70/user/month, $50K+ TCO)"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|xai-small|NetSuite", "prompt": "c198-m4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pricier ones like Dynamics 365 BC ... or NetSuite unless scaling fast."}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|ERPNext", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ERPNext** if you have basic IT skills and want maximum cost savings"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|Odoo", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Odoo** if you want more support and broader app ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|Zoho One", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Zoho One** if you need integrated business apps beyond just ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|Acumatica", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Higher monthly minimums, may not suit very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|Sage 50cloud", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Limited functionality beyond finance, less scalable"}, {"id": "mai-20260917-1752-baseline-2|c198-m4|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$50K-150K/year: ... Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|QuickBooks", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You have outgrown the tools used by small businesses (like basic QuickBooks or Tally)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|Tally", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Tally", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You have outgrown the tools used by small businesses (like basic QuickBooks or Tally)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|SAP S/4HANA", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you might still find traditional Enterprise suites (like full SAP S/4HANA) to be overly complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|NetSuite", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**NetSuite:** Highly popular for technology companies, e-commerce, and distributors. Very scalable cloud platform."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|Acumatica", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gaining traction rapidly due to its \"User-licensed\" model (unlimited users for one price) and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you are already deep inside the Microsoft Office/Teams ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|Sage X3", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage X3", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A strong contender for complex manufacturing and distribution with multiple entities."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|alibaba-small|IFS", "prompt": "c198-m5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "IFS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stronger focus on industries like field services, construction, and aerospace."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|SAP S/4HANA", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need (or want to pay for) the complexity of tier-1 enterprise systems like full SAP S/4HANA, which is typically overkill below ~1,000 employees"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for mid-market; strong MS ecosystem fit, familiar interface, flexible modules"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Oracle NetSuite", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**NetSuite** is frequently highlighted for the 50–1,000 employee range"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Acumatica", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Acumatica, Epicor, Sage Intacct, and SAP Business One** are all credible depending on your industry."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Epicor Kinetic", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Epicor Kinetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Discrete / manufacturing focus"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Sage Intacct", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Financials-heavy, services businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|SAP Business One", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mature financials, industry localization, SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|deepseek-small|Dynamics 365 F&O", "prompt": "c198-m5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Dynamics 365 F&O", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dynamics 365 F&O** targets 200+ employees up to thousands"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|google-small|NetSuite", "prompt": "c198-m5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite (Oracle):** Widely used in the mid-market; excellent for multi-entity, global financial consolidation"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|google-small|Microsoft Dynamics 365", "prompt": "c198-m5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very flexible, heavily customizable... Excellent for composable ERP setups."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|google-small|Acumatica", "prompt": "c198-m5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Known for its modern cloud-native architecture, flexible API layer, and unique consumption-based pricing model"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|google-small|Sage Intacct", "prompt": "c198-m5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for pure-play financial management and professional services companies, though often integrated with other tools"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|google-small|IFS / Infor CloudSuite", "prompt": "c198-m5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "IFS / Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavy-duty options if you are in complex manufacturing, distribution, or asset-intensive industries."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m5", "model": "minimax-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "common options for 500 employees include Microsoft Dynamics 365 Business Central, NetSuite, Acumatica, SAP Business One, or Oracle EBS"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|minimax-small|NetSuite", "prompt": "c198-m5", "model": "minimax-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common options for 500 employees include Microsoft Dynamics 365 Business Central, NetSuite, Acumatica, SAP Business One, or Oracle EBS"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|minimax-small|Acumatica", "prompt": "c198-m5", "model": "minimax-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common options for 500 employees include ... Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|minimax-small|SAP Business One", "prompt": "c198-m5", "model": "minimax-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common options for 500 employees include ... SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|minimax-small|Oracle EBS", "prompt": "c198-m5", "model": "minimax-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle EBS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common options for 500 employees include ... or Oracle EBS"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|SAP S/4HANA", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Tier 1:** SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Oracle ERP Cloud", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Tier 1:** SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Microsoft Dynamics 365", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tier 1:** SAP S/4HANA, Oracle ERP Cloud, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Infor", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tier 2:** Infor, IFS, Epicor, QAD (for manufacturing), NetSuite (for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|IFS", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "IFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tier 2:** Infor, IFS, Epicor, QAD"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Epicor", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tier 2:** Infor, IFS, Epicor, QAD"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|QAD", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "QAD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "QAD (for manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|NetSuite", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NetSuite (for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Odoo", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Tier 3:** Odoo, Acumatica, Unit4 (for service industries)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Acumatica", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Tier 3:** Odoo, Acumatica, Unit4"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|mistral-small|Unit4", "prompt": "c198-m5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Unit4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Unit4 (for service industries)"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|NetSuite", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Tier 2 ERPs** (NetSuite, Sage Intacct, Microsoft Dynamics 365, Acumatica, Epicor) often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|Sage Intacct", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Tier 2 ERPs** (NetSuite, Sage Intacct, Microsoft Dynamics 365, Acumatica, Epicor) often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|Microsoft Dynamics 365", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tier 2 ERPs** (NetSuite, Sage Intacct, Microsoft Dynamics 365, Acumatica, Epicor) often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|Acumatica", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tier 2 ERPs** (NetSuite, Sage Intacct, Microsoft Dynamics 365, Acumatica, Epicor) often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|Epicor", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tier 2 ERPs** (NetSuite, Sage Intacct, Microsoft Dynamics 365, Acumatica, Epicor) often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|SAP", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|moonshot-small|Oracle", "prompt": "c198-m5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often fit better than SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|Microsoft Dynamics 365", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on systems proven for 250–1,000 employee organizations, such as Microsoft Dynamics 365, NetSuite, SAP S/4HANA (mid-market editions), Epicor, Infor, or Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|NetSuite", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Microsoft Dynamics 365, NetSuite, SAP S/4HANA (mid-market editions), Epicor, Infor, or Acumatica—popular options based on recent analyst reviews"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|SAP S/4HANA (mid-market editions)", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA (mid-market editions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP S/4HANA (mid-market editions), Epicor, Infor, or Acumatica—popular options based on recent analyst reviews"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|Epicor", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Epicor, Infor, or Acumatica—popular options based on recent analyst reviews"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|Infor", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Epicor, Infor, or Acumatica—popular options based on recent analyst reviews"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|xai-small|Acumatica", "prompt": "c198-m5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Epicor, Infor, or Acumatica—popular options based on recent analyst reviews"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|zai-small|NetSuite", "prompt": "c198-m5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud‑native platforms (e.g., NetSuite, D365 BC, Acumatica) update automatically, scale easily, and reduce IT overhead."}, {"id": "mai-20260917-1752-baseline-2|c198-m5|zai-small|D365 BC", "prompt": "c198-m5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "D365 BC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud‑native platforms (e.g., NetSuite, D365 BC, Acumatica) update automatically"}, {"id": "mai-20260917-1752-baseline-2|c198-m5|zai-small|Acumatica", "prompt": "c198-m5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud‑native platforms (e.g., NetSuite, D365 BC, Acumatica) update automatically"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Sage MAS", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage MAS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy On-Premise Systems (e.g., old versions of Sage MAS, PeopleSoft, or J.D. Edwards Classic)... Systems to Generally AVOID"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|PeopleSoft", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "PeopleSoft", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Systems to Generally AVOID ... old versions of Sage MAS, PeopleSoft, or J.D. Edwards Classic"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|J.D. Edwards Classic", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "J.D. Edwards Classic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "They lack native mobile support, modern APIs, and cloud security standards."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|QuickBooks Enterprise Advanced", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Enterprise Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"Spreadsheet ERPs\" / Advanced Spreadsheets (e.g., QuickBooks Enterprise Advanced...) accounting software is not an ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Oracle E-Business Suite", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle E-Business Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Vendor-Specific Hardware Lock-Ins (e.g., certain lines of Oracle E-Business Suite configurations)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|SAP (S/4HANA)", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP (S/4HANA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Danger: \"Gold-plating\" and Complexity... For mid-market companies, they are often \"over-engineered.\""}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Oracle Fusion", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The Tier 1 Giants: SAP (S/4HANA) and Oracle Fusion ... When to Avoid: If you have less than $50M–$100M in annual revenue"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The Danger: The \"Partner\" Lottery... Your success is 90% dependent on the partner you hire."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Odoo", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The \"App Store\" License Trap... the license fees stack up rapidly"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Acumatica", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The Danger: Growing Pains... rapid expansion can sometimes lead to inconsistent release management"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Sage Cloud", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "The Danger: Fragmentation... retains the clunky logic of the desktop version"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Sage Intacct", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Small Business (<$10M): ... Look at Kronos, Acumatica, or Sage Intacct."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|Kronos", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Kronos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Small Business (<$10M): Stay away from SAP/Oracle. Look at Kronos, Acumatica, or Sage Intacct."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|alibaba-small|NetSuite", "prompt": "c198-m6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "NetSuite is strong but requires a disciplined implementation."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|anthropic-small|Oracle Fusion", "prompt": "c198-m6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some newer modules within Oracle Fusion are not yet fully stabilized"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|anthropic-small|Oracle Flexcube", "prompt": "c198-m6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Flexcube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Citibank lost over $500 million in a failed Oracle Flexcube ERP implementation"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|SAP ECC", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mainstream support ends December 31, 2027... Avoid any system heading toward end-of-life (SAP ECC, Dynamics GP/AX)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Microsoft Dynamics GP (Great Plains)", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics GP (Great Plains)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "widely seen as legacy products you should be migrating off of"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Microsoft AX", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft AX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid any system heading toward end-of-life (SAP ECC, Dynamics GP/AX)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Oracle PeopleSoft", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle PeopleSoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less urgent, but still a legacy system many are migrating away from"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Odoo", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The caution is around over-customization and low-cost implementations"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|SAP S/4HANA", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notoriously complex, expensive, and demanding of a large in-house IT team"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Epicor", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mixed reviews. Some users report poor support (offshored call centers), extensive customization being required, and steep learning curves."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|deepseek-small|Oracle", "prompt": "c198-m6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SAP S/4HANA and Oracle are overkill and high-risk for small/mid-size companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|SAP S/4HANA", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The \"Overkill Giants\" (Avoid if you are a Small or Mid-Sized Business)... SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Oracle Fusion Cloud", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tier 1 ERPs designed for massive, multi-national organizations... highly rigid and overengineered"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are Tier 1 ERPs... Implementation costs can easily soar to 3x to 5x the cost of the software licenses"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Oracle NetSuite", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "NetSuite can become a financial black hole if you are a complex manufacturer or distributor requiring highly customized workflows"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Odoo", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are \"developer-first.\" If you do not have strong in-house developers... you will quickly build \"customization debt\""}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|ERPNext", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Odoo / ERPNext: These open-source or open-core systems... rendering the system unstable"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Infor", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "outdated versions of Infor, Epicor, and Microsoft Dynamics (like older NAV/AX versions)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Epicor", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "outdated versions of Infor, Epicor, and Microsoft Dynamics (like older NAV/AX versions)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|QuickBooks Enterprise", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "bloated accounting platforms (like QuickBooks Enterprise) trying to act as ERPs"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "For mid-market ERPs (like Microsoft Dynamics 365 Business Central, Sage, or Acumatica)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Sage", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For mid-market ERPs (like Microsoft Dynamics 365 Business Central, Sage, or Acumatica)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|google-small|Acumatica", "prompt": "c198-m6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For mid-market ERPs (like Microsoft Dynamics 365 Business Central, Sage, or Acumatica)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|MACH", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "MACH", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "MACH - as mentioned in a Reddit post, it is considered one of the worst ERP systems with terrible support."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|Macola", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Macola", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Macola, SAP R3/ECC, and Point.Man - these are outdated ERP systems that may no longer be supported by their publishers."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|SAP R3/ECC", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP R3/ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Macola, SAP R3/ECC, and Point.Man - these are outdated ERP systems that may no longer be supported by their publishers."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|Point.Man", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Point.Man", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Macola, SAP R3/ECC, and Point.Man - these are outdated ERP systems that may no longer be supported by their publishers."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|Syteline", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Syteline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Older versions of Syteline and Epicor - these are also outdated ERP systems that may no longer be supported."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|meta-small|Epicor", "prompt": "c198-m6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Older versions of Syteline and Epicor - these are also outdated ERP systems that may no longer be supported."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|minimax-small|SAP (R3/ECC)", "prompt": "c198-m6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP (R3/ECC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Systems like older versions of SAP (R3/ECC), Macola, Point.Man, and older Syteline editions may fall into this category."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|minimax-small|Macola", "prompt": "c198-m6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Macola", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Systems like older versions of SAP (R3/ECC), Macola, Point.Man, and older Syteline editions may fall into this category."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|minimax-small|Point.Man", "prompt": "c198-m6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Point.Man", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Systems like older versions of SAP (R3/ECC), Macola, Point.Man, and older Syteline editions may fall into this category."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|minimax-small|Syteline", "prompt": "c198-m6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Syteline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "older Syteline editions may fall into this category"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|minimax-small|Oracle", "prompt": "c198-m6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Systems that work well for large enterprises (like SAP or Oracle) may be overly complex for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Macola", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Macola", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Macola, SAP R3/ECC, Point.Man, older versions of Syteline and Epicor** are highlighted as legacy systems that may no longer be supported"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|SAP R3/ECC", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP R3/ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "highlighted as legacy systems that may no longer be supported or actively developed by their publishers"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Point.Man", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Point.Man", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "highlighted as legacy systems that may no longer be supported or actively developed"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Syteline", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Syteline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "older versions of Syteline and Epicor** are highlighted as legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Epicor", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "older versions of Syteline and Epicor** are highlighted as legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Sage", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Other legacy systems from Sage, IBM, Oracle, and Microsoft may also fall into this category if they are no longer supported"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|IBM", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Other legacy systems from Sage, IBM, Oracle, and Microsoft may also fall into this category"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Oracle", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Other legacy systems from Sage, IBM, Oracle, and Microsoft may also fall into this category"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|mistral-small|Microsoft", "prompt": "c198-m6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Other legacy systems from Sage, IBM, Oracle, and Microsoft may also fall into this category"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|moonshot-small|SAP ECC", "prompt": "c198-m6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP ECC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SAP ECC** - Mainstream support ends December 2027 (extended support available but limited)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|SAP", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tops \"worst ERP\" lists on Reddit and complaint volumes... Avoid if you're SMB/mid-market or risk-averse."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Oracle Legacy (E-Business Suite, PeopleSoft, JD Edwards)", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Legacy (E-Business Suite, PeopleSoft, JD Edwards)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Labeled \"legacy dinosaurs\" in analyst reports; high maintenance fees with diminishing updates... Migrate if stuck."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Infor (e.g., CloudSuite, LN)", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Infor (e.g., CloudSuite, LN)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Lowest satisfaction in KLAS 2020/2023 reports due to poor implementations, communication, and support."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Epicor", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-tier ratings... Complaints on customization rigidity and support in reviews."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Dynamics NAV/GP", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics NAV/GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Anything pre-cloud like SAP R/3, Oracle 11i, Dynamics NAV/GP (unsupported)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Baan IV", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Baan IV", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Outdated/Legacy Versions: Anything pre-cloud like... Baan IV, Lawson M3 10.1, SYSPRO 6.0. They drain budgets"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Lawson M3 10.1", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Lawson M3 10.1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Baan IV, Lawson M3 10.1, SYSPRO 6.0. They drain budgets on maintenance without innovation"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|SYSPRO 6.0", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "SYSPRO 6.0", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Baan IV, Lawson M3 10.1, SYSPRO 6.0. They drain budgets on maintenance without innovation"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|NetSuite", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Safer Bets: ... Acumatica/NetSuite (cloud-native, 4.3-4.4/5)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Acumatica", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Acumatica/NetSuite (cloud-native, 4.3-4.4/5)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Odoo", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Safer Bets: Odoo (affordable, high G2/Capterra)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|xai-small|Dynamics 365 BC", "prompt": "c198-m6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 BC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Dynamics 365 BC (4.4/5)"}, {"id": "mai-20260917-1752-baseline-2|c198-m6|zai-small|SAP S/4HANA", "prompt": "c198-m6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**High cost and complexity** – Licensing and implementation services are among the most expensive in the ERP market... Mid‑sized companies may find it overkill."}, {"id": "mai-20260917-1752-baseline-2|c198-m6|zai-small|Oracle ERP Cloud", "prompt": "c198-m6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Feature-rich but complex** – Wide array of options can overwhelm users during selection and configuration."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Oracle NetSuite", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSuite is often cited as the \"gold standard\" for cloud ERPs.... Best For: Fast-growing B2B firms ready to scale"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft Ecosystem Users ... natural fit"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Odoo", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexibility & Budget-Conscious Teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Zoho One", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One Operations"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Katana", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Light Manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|Cin7 Core", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "Cin7 Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you use Xero, look at Cin7 Core."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|alibaba-small|SAP", "prompt": "c198-s1", "model": "alibaba-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "may lack the depth of NetSuite or SAP"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|NetSuite", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**NetSuite** - Cloud-based, scalable, but higher cost"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|Odoo", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Odoo** - Open-source, flexible, lower cost, good for customization"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Microsoft Dynamics 365** - If you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|SAP S/4HANA Cloud", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP S/4HANA Cloud** - Enterprise-grade but has solutions for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|Infor CloudSuite", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Infor CloudSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Infor CloudSuite** - Mid-market focused"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|Plex", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Plex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Netsuite alternatives** like Plex, Celeris, or SYSPRO for specific industries"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|Celeris", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "Celeris", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like Plex, Celeris, or SYSPRO for specific industries"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|anthropic-small|SYSPRO", "prompt": "c198-s1", "model": "anthropic-small", "cat": "erp-systems", "variant": "direct", "raw": "SYSPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "like Plex, Celeris, or SYSPRO for specific industries"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynamics 365 Business Central** is the safest general pick"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Oracle NetSuite", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for high-growth or multi-entity companies that expect to scale quickly"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Acumatica", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for distribution, manufacturing, and businesses that want cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|SAP Business One", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong fit for product-centric or inventory-heavy B2B companies, especially distributors"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Sage Intacct", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when finance and accounting are the main priority"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Odoo", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious, simpler needs:** Odoo or ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|ERPNext", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Budget-conscious, simpler needs:** Odoo or ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Epicor Kinetic", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Epicor Kinetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Manufacturing or job shop:** Epicor Kinetic, MRPeasy, or Cetec ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|MRPeasy", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Manufacturing or job shop:** Epicor Kinetic, MRPeasy, or Cetec ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|challenger-small|Cetec ERP", "prompt": "c198-s1", "model": "challenger-small", "cat": "erp-systems", "variant": "direct", "raw": "Cetec ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Manufacturing or job shop:** Epicor Kinetic, MRPeasy, or Cetec ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies today, **Microsoft Dynamics 365 Business Central** is the strongest all-around pick"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|Odoo", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is the main constraint, **Odoo** gives excellent flexibility for less money."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|SAP Business One", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Distributor/wholesaler that values reliability:** SAP Business One or Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|NetSuite", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful and integrated, but can be expensive/overkill for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|Acumatica", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for B2B distribution with strong reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|Sage Intacct", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great if finance/accounting is your core concern."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|ERPNext", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cost-effective for lean startups, but needs IT support."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|deepseek-small|MRPeasy", "prompt": "c198-s1", "model": "deepseek-small", "cat": "erp-systems", "variant": "direct", "raw": "MRPeasy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "MRPeasy or similar | Small manufacturers"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Odoo", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Odoo is an open-source, highly modular ERP that has become incredibly popular for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Business Central is Microsoft\"s flagship ERP for small-to-midmarket businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Acumatica", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acumatica is a modern, cloud-native ERP known for its unique pricing model."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Cin7 Core", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Cin7 Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "\"operational ERPs\" like **Cin7 Core** (formerly DEAR Systems) ... are excellent options"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Katana", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Katana Cloud Manufacturing** are excellent options"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|google-small|Oracle NetSuite", "prompt": "c198-s1", "model": "google-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Very expensive upfront and ongoing costs; implementation takes months and is highly consultant-dependent."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|Oracle NetSuite", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite - Best cloud ERP for growing small businesses (SuiteSuccess Starter)"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Microsoft Dynamics 365 Business Central - General-purpose small business use"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|Cin7", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Cin7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cin7 - Retail and manufacturing - Lower cost"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|Katana", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Katana - Retail and manufacturing - Lower cost"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|Odoo", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Odoo - Budget-conscious teams - Under $50K/year"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|meta-small|ERPNext", "prompt": "c198-s1", "model": "meta-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ERPNext - Budget-conscious teams - Under $50K/year"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|minimax-small|NetSuite ERP", "prompt": "c198-s1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "NetSuite ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **NetSuite** or **Microsoft Dynamics 365 Business Central** as top choices"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **NetSuite** or **Microsoft Dynamics 365 Business Central** as top choices"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|minimax-small|SAP Business One", "prompt": "c198-s1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for companies prioritizing financial control"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|minimax-small|Odoo", "prompt": "c198-s1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if budget is a primary concern, **Odoo** offers excellent value with its modular approach"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|minimax-small|ERPNext", "prompt": "c198-s1", "model": "minimax-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another open-source option - Strong for small businesses with straightforward needs"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|Oracle NetSuite", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite** and **Dynamics 365 Business Central** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NetSuite** and **Dynamics 365 Business Central** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|Odoo", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a concern, **Odoo** or **ERPNext** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|ERPNext", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, **Odoo** or **ERPNext** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|Katana", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better suited for retail and manufacturing B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|mistral-small|Cin7", "prompt": "c198-s1", "model": "mistral-small", "cat": "erp-systems", "variant": "direct", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "better suited for retail and manufacturing B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|moonshot-small|Odoo", "prompt": "c198-s1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value & Flexibility: Odoo ... Best for: Most small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|moonshot-small|Oracle NetSuite", "prompt": "c198-s1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast-Growing/Multi-Entity B2B: Oracle NetSuite ... More expensive"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|moonshot-small|Dynamics 365 Business Central", "prompt": "c198-s1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with Odoo or Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|moonshot-small|SAP Business One", "prompt": "c198-s1", "model": "moonshot-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Manufacturing/Distribution B2B: SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ERP is usually **Microsoft Dynamics 365 Business Central** if you want the safest all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|openai-small|Odoo", "prompt": "c198-s1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Odoo** is often the best alternative for small startups and smaller B2B firms"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|openai-small|Sage Intacct", "prompt": "c198-s1", "model": "openai-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** is also worth considering"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|xai-small|Odoo", "prompt": "c198-s1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Odoo edges out for pure small B2B affordability"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|xai-small|Oracle NetSuite", "prompt": "c198-s1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for fast-growing B2B"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|xai-small|SAP Business One", "prompt": "c198-s1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for distributors/manufacturers"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|xai-small|Acumatica", "prompt": "c198-s1", "model": "xai-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flexible deployment for B2B services/manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for Microsoft‑heavy organizations:** **Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Oracle NetSuite", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for fast‑growing, multi‑entity B2B:** **Oracle NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Odoo", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Most versatile, budget‑friendly choice:** **Odoo** or **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|ERPNext", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Most versatile, budget‑friendly choice:** **Odoo** or **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Sage Intacct", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for finance‑focused, compliance‑heavy firms:** **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Acumatica", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**You're a small manufacturer/distributor** | **Acumatica** or **Katana**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Zoho One", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Zoho One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Not a true ERP for complex manufacturing; limited scalability beyond 300 users."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Cin7", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Cin7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for inventory‑first, B2B order workflows:** **Cin7**"}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|Katana", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Acumatica** or **Katana** | Strong inventory + production planning, modern UI."}, {"id": "mai-20260917-1752-baseline-2|c198-s1|zai-small|SAP Business One", "prompt": "c198-s1", "model": "zai-small", "cat": "erp-systems", "variant": "direct", "raw": "SAP Business One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Steeper learning curve, higher implementation cost, not as \"modern\" as cloud‑only ERPs."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Dynamics 365 Business Central** is widely considered the strongest fit."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|QuickBooks", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It bridges the gap between simple accounting software (like QuickBooks) and massive enterprise systems (like SAP)."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|SAP", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "massive enterprise systems (like SAP)"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|Oracle NetSuite", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative 1: Oracle NetSuite (Best for High-Growth & Multi-Entity)"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|Acumatica", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternative 2: Acumatica (Best for Distributors & Large Sales Teams)"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|alibaba-small|Odoo", "prompt": "c198-s2", "model": "alibaba-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternative 3: Odoo (Best for Budget-Conscious Startups)"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|Oracle NetSuite", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Oracle NetSuite, Microsoft Dynamics 365 Business Central, Acumatica, and SAP Business One are the most commonly adopted ERP platforms among small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is already embedded in Microsoft tools, Dynamics 365 Business Central is worth evaluating."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|Acumatica", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acumatica Cloud ERP consistently stands out with its cloud-native approach, consumption-based pricing with no per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|SAP Business One", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the most commonly adopted ERP platforms among small and mid-sized businesses in 2026"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|Sage Intacct", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For finance-first companies in services or nonprofit, Sage Intacct is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|anthropic-small|Odoo", "prompt": "c198-s2", "model": "anthropic-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Odoo is a modular ERP made up of dozens of integrated apps that all share the same database"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recommend Microsoft Dynamics 365 Business Central** as the safest all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|NetSuite", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect **rapid growth, multiple entities, or multi-currency operations**, **NetSuite** is often the better long-term fit."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|Acumatica", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "listed among the top small-business ERP options alongside NetSuite, Acumatica, and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|SAP Business One", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "listed among the top small-business ERP options alongside NetSuite, Acumatica, and SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|Sage Intacct", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** is the stronger finance-first option"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|challenger-small|Odoo", "prompt": "c198-s2", "model": "challenger-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Odoo** is a common lower-cost choice for small and growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|Sage Intacct", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a B2B **finance-first** small business, **Sage Intacct** is my top pick."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|NetSuite", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **NetSuite** (if you also need inventory/supply chain)... Can be overkill and pricey for a very small business"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Microsoft Dynamics 365 Business Central** is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|QuickBooks Enterprise", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks** works well for very small, budget-conscious operations"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|Odoo", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Odoo / ERPNext** \\u2014 Budget-friendly options for teams under $50K/year."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|ERPNext", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Odoo / ERPNext** \\u2014 Budget-friendly options for teams under $50K/year."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|deepseek-small|Cin7", "prompt": "c198-s2", "model": "deepseek-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Do you sell physical products with inventory?** \\u2192 NetSuite, Business Central, or Cin7"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|google-small|Sage Intacct", "prompt": "c198-s2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Intacct is widely considered the gold standard for \"finance-first\" ERPs."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for B2B Wholesalers & Product Distributors... Business Central is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|google-small|Intuit Enterprise Suite (IES)", "prompt": "c198-s2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Intuit Enterprise Suite (IES)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Upgrading from QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|google-small|Odoo", "prompt": "c198-s2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modular & Budget-Friendly Option"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|google-small|Oracle NetSuite", "prompt": "c198-s2", "model": "google-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Highly expensive ... and requires a major implementation process (3 to 9 months)."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|meta-small|SAP Business One", "prompt": "c198-s2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SAP Business One and S/4HANA for SMBs with 200 to 5,000+ employees"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|meta-small|S/4HANA", "prompt": "c198-s2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP Business One and S/4HANA for SMBs with 200 to 5,000+ employees"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|meta-small|Odoo", "prompt": "c198-s2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Odoo and Business Central for companies under 50 employees"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|meta-small|Business Central", "prompt": "c198-s2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Odoo and Business Central for companies under 50 employees"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|meta-small|Sage Intacct", "prompt": "c198-s2", "model": "meta-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sage Intacct for SMBs requiring strong financial controls"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Microsoft Dynamics 365 Business Central** or **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|minimax-small|NetSuite", "prompt": "c198-s2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-based, enterprise-grade finance management, strong for growing SMBs, though can be pricier"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|minimax-small|Sage Intacct", "prompt": "c198-s2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sage Intacct is specifically strong in financial management"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|minimax-small|Odoo", "prompt": "c198-s2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget constraints → Odoo or ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|minimax-small|ERPNext", "prompt": "c198-s2", "model": "minimax-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source, cost-effective, solid financial modules"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|mistral-small|Sage Intacct", "prompt": "c198-s2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded as the best finance platform for small service businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|mistral-small|Odoo", "prompt": "c198-s2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a flexible, budget-friendly option, go with **Odoo**."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "mistral-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate rapid growth and want a scalable system, consider **Microsoft Dynamics 365 Business Central**."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a **product-selling B2B business** ... go with **Dynamics 365 Business Central**."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|moonshot-small|Sage Intacct", "prompt": "c198-s2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a **services-based B2B business** ... go with **Sage Intacct**."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|moonshot-small|Oracle NetSuite", "prompt": "c198-s2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often considered the most expensive and complex to implement."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|moonshot-small|Odoo", "prompt": "c198-s2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is tight and you need a \"start small, expand later\" approach: go with **Odoo**."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|moonshot-small|QuickBooks Online (Advanced)", "prompt": "c198-s2", "model": "moonshot-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "QuickBooks Online (Advanced)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a true ERP—you'll need third-party apps for inventory, CRM, and advanced reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for most small B2B companies, I'd say: **Microsoft Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|openai-small|Sage Intacct", "prompt": "c198-s2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Sage Intacct if finance is the main pain point"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|openai-small|SAP Business One", "prompt": "c198-s2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose SAP Business One if you want a more traditional small-business ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|openai-small|Acumatica", "prompt": "c198-s2", "model": "openai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Acumatica if you expect to grow and want flexible cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (QBO) as the top starting point"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|Xero", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global B2B with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|Zoho Books", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget + integrated CRM/sales"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|Dynamics 365 Business Central", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing B2B needing full ERP (finance + ops) ... More robust but pricier."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|Odoo", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ultra-affordable modular ERP ... Good if tech-savvy."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|xai-small|Sage Intacct", "prompt": "c198-s2", "model": "xai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "overkill for tiniest businesses (~$50K+ TCO)"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|zai-small|Sage Intacct", "prompt": "c198-s2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sage Intacct** as your primary pick—especially if you care about audit‑grade financials"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the better fit if you're already deep in Microsoft 365"}, {"id": "mai-20260917-1752-baseline-2|c198-s2|zai-small|Odoo", "prompt": "c198-s2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Odoo** (Community edition) is the most budget‑friendly option, though it will require more internal IT effort."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|zai-small|NetSuite", "prompt": "c198-s2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **NetSuite** (enterprise‑grade finance, scalability), even if it costs more."}, {"id": "mai-20260917-1752-baseline-2|c198-s2|zai-small|Cin7", "prompt": "c198-s2", "model": "zai-small", "cat": "erp-systems", "variant": "paraphrase", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at **Cin7** (inventory‑first, starts around $349/month) as a leaner option alongside a finance ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for small-to-midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Oracle NetSuite", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud-native leader that scales from small startup to enterprise level very quickly."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Odoo", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Teams wanting total control over cost; it is often cheaper than competitors"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Zoho One", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bundles dozens of apps (including an ERP core) into one subscription"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|ERPNext", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A popular open-source option."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Katana", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Small manufacturers, artisans, and DTC brands."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Cin7 Core", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Cin7 Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "specialized ERPs focused almost entirely on inventory, production orders, and e-commerce integration"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|SAP Business One", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High Risk: SAP Business One and NetSuite often require a partner consultant, costing anywhere from $15k to $50k+"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|alibaba-small|Epicor Kinetic", "prompt": "c198-s3", "model": "alibaba-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Odoo or Epicor Kinetic might serve you well for years before requiring a migration."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|Oracle NetSuite", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Oracle NetSuite, Microsoft Dynamics 365 Business Central, Acumatica and SAP Business One lead."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This makes it ideal if your team already uses Microsoft products."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|Acumatica", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the best ERP systems for businesses focused on growth, scalability, and operational visibility"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|SAP Business One", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle NetSuite, Microsoft Dynamics 365 Business Central, Acumatica and SAP Business One lead."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|JobBOSS²", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "JobBOSS²", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "JobBOSS² is purpose-built for small-to-medium job shops, custom manufacturers, and fabricators."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|anthropic-small|ERPNext", "prompt": "c198-s3", "model": "anthropic-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a serious open-source option worth shortlisting if your team is technically comfortable enough to self-host"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best general-purpose option for small teams... Choose **Business Central** if you want the safest all-around pick for a small team"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|Odoo", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want **broad functionality at a lower entry cost**"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|NetSuite", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **fast-growing or multi-entity businesses**"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|Sage Intacct", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **finance-first teams**"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|SAP Business One", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for small businesses that want an SAP ecosystem product, especially in **distribution or manufacturing**"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|Acumatica", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for teams that expect lots of users, since pricing is typically **resource-based rather than per-seat**"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|challenger-small|QuickBooks Enterprise", "prompt": "c198-s3", "model": "challenger-small", "cat": "erp-systems", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for smaller businesses that want an **accounting-led** system without moving immediately to a full ERP suite"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Odoo", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Odoo** — Best Overall Value / Modular Flexibility ... For a team of 5–20 people with relatively simple needs, **Odoo** or **Zoho One** is usually the sweet spot."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Zoho One", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Odoo** or **Zoho One** is usually the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|ERPNext", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you have no in-house technical person, avoid self-hosted ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Microsoft Shops ... Excellent as a long-term growth platform"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Oracle NetSuite", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Much more expensive** ... Overkill for very small teams (5–15 people) with simple needs."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Sage Intacct", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a full operational ERP — weaker on inventory, manufacturing, and HR. Cost can be prohibitive for micro-teams."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|SAP Business One", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Small Distributors/Manufacturers Wanting SAP Ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Katana", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Retail/inventory-heavy → Katana, Cin7, or Odoo"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|deepseek-small|Cin7", "prompt": "c198-s3", "model": "deepseek-small", "cat": "erp-systems", "variant": "comparative", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Retail/inventory-heavy → Katana, Cin7, or Odoo"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|QuickBooks", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "outgrows basic spreadsheets and entry-level accounting tools like QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|Odoo", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Odoo if you have a tight budget, want to get up and running quickly"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Business Central if your team lives in Outlook and Excel"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|Acumatica", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Acumatica if you have 10-20 core staff but need to give warehouse workers... access"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|Oracle NetSuite", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is often overkill for a truly \"small\" team... steep learning curve and high ongoing administration costs."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|google-small|Sage Intacct", "prompt": "c198-s3", "model": "google-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Sage Intacct if your small team is strictly service- or contract-based"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Microsoft Dynamics 365 Business Central is a good choice for Microsoft-centric businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|NetSuite", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite is suitable for fast-growing, multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|SAP Business One", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top ERP systems for a small team include ... SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|Odoo", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Odoo is a good option for budget-conscious teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|Acumatica", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Acumatica is a good choice for distribution businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|meta-small|ERPNext", "prompt": "c198-s3", "model": "meta-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ERPNext is a good option for multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best balance of features & price**: Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Odoo", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lowest cost**: Zoho One or Odoo"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|NetSuite", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Growth-oriented**: Microsoft Dynamics 365 Business Central, NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Zoho One", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lowest cost**: Zoho One or Odoo"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|ERPNext", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Open-source preference**: Odoo or ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Sage Intacct", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Finance-focused**: Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|SAP Business One", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Premium**: NetSuite, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Cin7", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Inventory/Retail**: Cin7, Katana"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Katana", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Inventory/Retail**: Cin7, Katana"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|minimax-small|Epicor Kinetic", "prompt": "c198-s3", "model": "minimax-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Manufacturing**: Epicor Kinetic"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Microsoft Dynamics 365 Business Central**\n- **Best for:** Small to medium-sized businesses needing an all-in-one solution"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|Odoo", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Startups and small businesses on a budget, or those wanting modular, customizable solutions."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|NetSuite", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Growing small businesses needing a comprehensive, cloud-based ERP."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|SAP Business One", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small businesses with complex operations or those planning to scale."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|Zoho One", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Very small teams or startups wanting an affordable, integrated suite."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|Katana", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Small manufacturers or inventory-heavy retail."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|Sage Intacct", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Finance-first small businesses needing strong accounting and financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|mistral-small|ERPNext", "prompt": "c198-s3", "model": "mistral-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Budget-conscious teams wanting open-source flexibility."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall small business use, especially if already using Microsoft products"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|NetSuite (Oracle)", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "May be overkill for very small teams (better for 10+ employees)"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|Odoo", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Startups and budget-conscious teams under $50K/year"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|SAP Business One", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Manufacturing and distribution businesses wanting SAP reliability"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|QuickBooks (Enterprise)", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "QuickBooks (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations:** Less comprehensive than true ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|Sage Intacct", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Finance-first teams needing strong accounting/reporting"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|Zoho One", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Very small budgets"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|ERPNext", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Under $50K/year budget → Odoo, Zoho One, or ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|moonshot-small|Epicor Kinetic", "prompt": "c198-s3", "model": "moonshot-small", "cat": "erp-systems", "variant": "comparative", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Need strong manufacturing → SAP Business One or Epicor Kinetic"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Business Central if you want the best fit for a small team that already lives in Microsoft 365."}, {"id": "mai-20260917-1752-baseline-2|c198-s3|openai-small|SAP Business One", "prompt": "c198-s3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP Business One if you want a purpose-built small-business ERP with strong core accounting"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|openai-small|Odoo", "prompt": "c198-s3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tiny team / startup: Odoo or Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|openai-small|Acumatica", "prompt": "c198-s3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Acumatica if your business is growing and you care about APIs, deployment flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|openai-small|Oracle NetSuite", "prompt": "c198-s3", "model": "openai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually pricier and may be more than a very small team needs"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|Odoo", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "e.g., Odoo for cost/flex, Dynamics if Microsoft-heavy"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless MS integrations, AI tools, scalability to mid-market | Higher cost; best if already in MS stack"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|Oracle NetSuite", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive (TCO $100K+ yr1); overkill for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|SAP Business One", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Robust inventory/CRM, SAP ecosystem path | Complex setup; higher implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|Sage Intacct", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finance-first (services, nonprofits) ... Advanced accounting, reporting"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|Zoho One", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one for very small teams ... 45+ apps (CRM, projects, books), cheap"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|QuickBooks Enterprise", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not full ERP (limited CRM/ops); scales poorly beyond basics"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|xai-small|ERPNext", "prompt": "c198-s3", "model": "xai-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Odoo/Zoho/ERPNext (open-source alternative) win for low budgets"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|Odoo", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Odoo** — Best Overall for Budget-Conscious Teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft-Integrated Teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|NetSuite", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Fast-Growing, Multi-Entity Companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|Sage Intacct", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Finance-First Teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|SAP Business One", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Manufacturing & Multi-Country SMBs"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|Katana Manufacturing ERP", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "Katana Manufacturing ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Inventory-Heavy Retail"}, {"id": "mai-20260917-1752-baseline-2|c198-s3|zai-small|ERPNext", "prompt": "c198-s3", "model": "zai-small", "cat": "erp-systems", "variant": "comparative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for DIY, Low-Budget Teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|Odoo (Community Edition)", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Odoo is widely considered the best entry-level ERP because it is modular—you only pay for what you use."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|Zoho One", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho One is arguably the highest-value bundle in the market."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|Dolibarr", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want total control and zero monthly licensing fees, Dolibarr is a powerful open-source alternative."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|Wave Accounting", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Recommendation:** **Wave Accounting** or **QuickBooks Online**."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|QuickBooks Online", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Recommendation:** **Wave Accounting** or **QuickBooks Online**."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|alibaba-small|Xero", "prompt": "c198-s4", "model": "alibaba-small", "cat": "erp-systems", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Xero/Wave**| Monthly Fee or Free | Service-only businesses | Easy |"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|anthropic-small|ERPNext", "prompt": "c198-s4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ERPNext is free to download, with Frappe Cloud hosting starting at $5/month... This puts it well under NetSuite for a company consolidating several entities on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|anthropic-small|Odoo", "prompt": "c198-s4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Odoo appeals to small businesses that want modular functionality and an open-source-friendly approach, especially when budgets are tight"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|anthropic-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tight integration with the Microsoft 365 ecosystem makes it especially well-suited for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|anthropic-small|SAP Business One", "prompt": "c198-s4", "model": "anthropic-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong option for small and mid-sized businesses in construction, manufacturing, and distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Odoo", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Odoo** for most small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|ERPNext", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ERPNext** is often the best fit because it can be free if self-hosted"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Zoho One", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist **ERPNext, Odoo, Zoho One, or Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Sage Intacct", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist **ERPNext, Odoo, Zoho One, or Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Cin7", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a product or inventory-heavy business:** **Cin7** or **Cetec ERP** may fit better"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Cetec ERP", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Cetec ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cetec cited around **$40/user/month** and no separate implementation fee"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|Business Central", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "higher-end systems like **Business Central** or **NetSuite** are usually better only if your budget is larger"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|challenger-small|NetSuite", "prompt": "c198-s4", "model": "challenger-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "higher-end systems like **Business Central** or **NetSuite** are usually better only if your budget is larger"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Odoo (Community Edition)", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo (Community Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Odoo Community** and **ERPNext** offer the strongest value (both effectively free to start)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|ERPNext", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Odoo Community** and **ERPNext** offer the strongest value (both effectively free to start)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Zoho One", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho One** at ~$30/user/month is the smartest budget pick under $50K/year"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Acumatica", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for flexible pricing"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|QuickBooks Online Advanced", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're finance-first"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Cin7", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Retail/inventory-heavy? Look at Cin7, Katana, or Odoo."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Katana", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Retail/inventory-heavy? Look at Cin7, Katana, or Odoo."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Epicor Kinetic", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Epicor Kinetic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Manufacturing? Epicor Kinetic or Odoo."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Sage 50cloud", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Under $50K/year all-in: Odoo, Zoho One, ERPNext, Sage 50cloud, Katana"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|Dynamics 365 Business Central", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "$50K\\u2013$150K/year: Dynamics 365 Business Central, NetSuite (small deployment), Acumatica, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|NetSuite", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "$50K\\u2013$150K/year: Dynamics 365 Business Central, NetSuite (small deployment), Acumatica, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|deepseek-small|SAP Business One", "prompt": "c198-s4", "model": "deepseek-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "$50K\\u2013$150K/year: Dynamics 365 Business Central, NetSuite (small deployment), Acumatica, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|SAP", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional tier-1 ERPs (like SAP or NetSuite) typically cost tens of thousands of dollars to implement and license."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|NetSuite", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional tier-1 ERPs (like SAP or NetSuite) typically cost tens of thousands of dollars to implement and license."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Odoo", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Odoo (Best All-Around & Most Scalable) ... start a free trial of **Odoo**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|ERPNext", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have **technical skills** ... go with **ERPNext**."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Zoho One", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a **simple, low-IT setup** to run a service or retail business, go with **Zoho One**."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Dolibarr", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Dolibarr (Best for Micro-Budgets)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|QuickBooks Online", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Core Accounting:** QuickBooks Online or Xero"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Xero", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Core Accounting:** QuickBooks Online or Xero"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Qoblex", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Qoblex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Connect a specialized tool like **Qoblex**, **Katana**, or **Cin7**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Katana", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Connect a specialized tool like **Qoblex**, **Katana**, or **Cin7**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Cin7", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Connect a specialized tool like **Qoblex**, **Katana**, or **Cin7**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|HubSpot Free", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "HubSpot Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Connect a free or cheap CRM (like HubSpot Free or Bigin by Zoho)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|google-small|Bigin by Zoho", "prompt": "c198-s4", "model": "google-small", "cat": "erp-systems", "variant": "budget", "raw": "Bigin by Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Connect a free or cheap CRM (like HubSpot Free or Bigin by Zoho)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|Odoo", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ERP system for a small company with a tight budget is Odoo, as it offers the best balance of cost, flexibility, and results."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|ERPNext", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ERPNext, Zoho One, and Sage Intacct, which are also budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|Zoho One", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ERPNext, Zoho One, and Sage Intacct, which are also budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|Sage Intacct", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include ERPNext, Zoho One, and Sage Intacct, which are also budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are also good options, but they are more expensive and may not be suitable for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|meta-small|NetSuite", "prompt": "c198-s4", "model": "meta-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are also good options, but they are more expensive and may not be suitable for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|Odoo", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My suggestion for a tight budget:** Start with **Odoo Community Edition** (free)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|ERPNext", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **ERPNext** if you have technical resources"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|Zoho Books + Zoho CRM", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho Books + Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Zoho One** if you want a fully managed cloud solution"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|SAP Business One", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "SAP Business One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be expensive for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can get expensive with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|HubSpot CRM", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "HubSpot CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Services/Consulting:** Zoho One, HubSpot CRM"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|Lightspeed", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Lightspeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Retail:** Lightspeed, Shopify POS (as ERP add-on)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|minimax-small|Shopify POS", "prompt": "c198-s4", "model": "minimax-small", "cat": "erp-systems", "variant": "budget", "raw": "Shopify POS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shopify POS (as ERP add-on)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|mistral-small|Odoo", "prompt": "c198-s4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Odoo and Zoho One are frequently recommended as the best value for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|mistral-small|Zoho One", "prompt": "c198-s4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Odoo and Zoho One are frequently recommended as the best value for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|mistral-small|ERPNext", "prompt": "c198-s4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another open-source option with a low total cost, suitable for budget-conscious teams."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|mistral-small|Sage 50cloud", "prompt": "c198-s4", "model": "mistral-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A good choice for small businesses needing robust accounting and basic ERP features."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|moonshot-small|ERPNext", "prompt": "c198-s4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Extremely tight budget, technical team** | **ERPNext** (free, self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|moonshot-small|Odoo", "prompt": "c198-s4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Odoo** - Best Balance of Features & Price ... (best value long-term)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|moonshot-small|Zoho One", "prompt": "c198-s4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho One** - Best All-in-One Suite"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|moonshot-small|Sage 50cloud", "prompt": "c198-s4", "model": "moonshot-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage 50cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage 50cloud** - Best for Finance-First Companies"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|openai-small|Odoo", "prompt": "c198-s4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **Odoo**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|openai-small|ERPNext", "prompt": "c198-s4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best open-source value:** **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|openai-small|Zoho Finance / Zoho One", "prompt": "c198-s4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho Finance / Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want the simplest low-cost business suite:** **Zoho One**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually more expensive than the open-source options"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|openai-small|QuickBooks + add-ons", "prompt": "c198-s4", "model": "openai-small", "cat": "erp-systems", "variant": "budget", "raw": "QuickBooks + add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if accounting is the main need:** **QuickBooks with integrations**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|ERPNext", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ERPNext (Best Overall for Tight Budgets)**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|Odoo", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Odoo (Best Modular/Free Tier Option)**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|Zoho One", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho One (Best All-in-One Bundle)**"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|Dolibarr", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dolibarr (free for <20 users, very basic)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|Dynamics 365 BC", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "Dynamics 365 BC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid pricier ones like Dynamics 365 BC ($50+/user, $50K+ TCO)"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|xai-small|NetSuite", "prompt": "c198-s4", "model": "xai-small", "cat": "erp-systems", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid pricier ones like Dynamics 365 BC ... or NetSuite unless scaling fast"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|ERPNext", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ERPNext** – Best Overall for Tight Budgets"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Odoo", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Odoo** – Best Modular, Budget-Conscious Option"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Zoho One", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a flat-rate, all-in-one solution: Consider **Zoho One**."}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Cetec ERP", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Cetec ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Cetec ERP** | $50/user/month | Small manufacturers |"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Cin7", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Cin7** | $349/month | Inventory-heavy product sellers |"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Katana", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Katana** | $399/quarter | Retail with strong inventory needs |"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Sage Intacct", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Sage Intacct** | Custom pricing | Finance-first businesses |"}, {"id": "mai-20260917-1752-baseline-2|c198-s4|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s4", "model": "zai-small", "cat": "erp-systems", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Microsoft Dynamics 365 Business Central** | $70/user/month | Microsoft-centric businesses (still affordable) |"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|QuickBooks Online", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too large for simple accounting software (like QuickBooks Online) to manage efficiently"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|SAP S/4HANA", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ready (or willing to pay) for massive enterprise suites like SAP S/4HANA or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|Oracle", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not ready (or willing to pay) for massive enterprise suites like SAP S/4HANA or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Highly recommended if you are already in the Microsoft ecosystem (Office 365/Azure). Great balance of power and usability."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|Acumatica", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gaining huge market share recently... makes scaling from 30 to 50+ people cheaper. Very flexible."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|Epicor Kinetic", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Epicor Kinetic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong if you are a mid-sized manufacturer."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|NetSuite (Intacct)", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite (Intacct)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "gold standard for cloud ERPs, though it can be pricey for a startup environment"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|alibaba-small|Sage Intacct", "prompt": "c198-s5", "model": "alibaba-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent if you are primarily a service firm or wholesaler and the core need is advanced financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|NetSuite", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cloud-based mid-market**: NetSuite, Microsoft Dynamics 365, Sage Intacct, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|Microsoft Dynamics 365", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cloud-based mid-market**: NetSuite, Microsoft Dynamics 365, Sage Intacct, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|Sage Intacct", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cloud-based mid-market**: NetSuite, Microsoft Dynamics 365, Sage Intacct, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|Acumatica", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cloud-based mid-market**: NetSuite, Microsoft Dynamics 365, Sage Intacct, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|Zoho ERP", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "Zoho ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lower-cost options**: Zoho ERP, IFS, or industry-specific solutions"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|anthropic-small|IFS", "prompt": "c198-s5", "model": "anthropic-small", "cat": "erp-systems", "variant": "scale", "raw": "IFS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lower-cost options**: Zoho ERP, IFS, or industry-specific solutions"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Dynamics 365 Business Central** — strongest all-around choice if you're a Microsoft shop"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|Oracle NetSuite", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** — if you expect rapid growth or multi-entity needs"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|Odoo", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Odoo** — best if budget is tight (<$50K total first year)"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|SAP Business One", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Business One** | Want SAP reliability | ~$95/user/mo"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|Acumatica", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Acumatica** | Teams with many light/occasional users"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|ERPNext", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ERPNext** | Open-source, budget <$50K/yr"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|deepseek-small|Zoho One/ERP", "prompt": "c198-s5", "model": "deepseek-small", "cat": "erp-systems", "variant": "scale", "raw": "Zoho One/ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zoho One/ERP** | Ultra-budget | ~$30/user/mo | Very small teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|QuickBooks", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you have likely outgrown spreadsheets and basic accounting tools (like QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|SAP S/4HANA", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "still too small for heavy enterprise systems like SAP S/4HANA or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|Oracle", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "still too small for heavy enterprise systems like SAP S/4HANA or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|NetSuite", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Most ERPs (like NetSuite or Microsoft Business Central) charge per-user, per-month"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|Odoo", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Odoo (Best for lean budgets and starting small):**"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Microsoft-centric offices"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|Acumatica", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for growing distributors, manufacturers, or builders"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|Katana ERP", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "Katana ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you are a light-to-medium manufacturer"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|google-small|MRPeasy", "prompt": "c198-s5", "model": "google-small", "cat": "erp-systems", "variant": "scale", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Katana and MRPeasy are modern \"MRP-first\" systems"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|QuickBooks Enterprise", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Small Business Focus:** QuickBooks Enterprise, Odoo, Zoho ERP, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Odoo", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Small Business Focus:** QuickBooks Enterprise, Odoo, Zoho ERP, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Zoho ERP", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Zoho ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Small Business Focus:** QuickBooks Enterprise, Odoo, Zoho ERP, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Acumatica", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Small Business Focus:** QuickBooks Enterprise, Odoo, Zoho ERP, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|NetSuite", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-Market:** NetSuite, Microsoft Dynamics 365 Business Central, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-Market:** NetSuite, Microsoft Dynamics 365 Business Central, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|SAP Business One", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-Market:** NetSuite, Microsoft Dynamics 365 Business Central, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|JobBOSS", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "JobBOSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Industry-Specific:** JobBOSS (job shops)"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Fishbowl", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Fishbowl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fishbowl (inventory)"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|mistral-small|Kenandy", "prompt": "c198-s5", "model": "mistral-small", "cat": "erp-systems", "variant": "scale", "raw": "Kenandy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Kenandy (manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft shops, AI features | Mid-range | Strong growth path, Copilot AI"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|moonshot-small|NetSuite", "prompt": "c198-s5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Growth-stage companies | Higher | Best for multi-subsidiary, deep scalability"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|moonshot-small|Odoo", "prompt": "c198-s5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget-conscious | ~$39/user/month | Modular, open-source option"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|moonshot-small|SAP Business One", "prompt": "c198-s5", "model": "moonshot-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Manufacturing/distribution | Mid-range | Strong for inventory-heavy businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Microsoft Dynamics 365 Business Central, NetSuite, Odoo, Sage Intacct, Acumatica, SAP Business One, Zoho One, and ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|NetSuite", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include Microsoft Dynamics 365 Business Central, NetSuite, Odoo..."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|Odoo", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include ... Odoo, Sage Intacct, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|Sage Intacct", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include ... Sage Intacct, Acumatica, SAP Business One"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|Acumatica", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include ... Acumatica, SAP Business One, Zoho One, and ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|SAP Business One", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options include ... SAP Business One, Zoho One, and ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|Zoho One", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "Zoho One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options include ... Zoho One, and ERPNext"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|ERPNext", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Popular options include ... and ERPNext—shortlist 3-5 based on your industry and budget"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|xai-small|SAP S/4HANA", "prompt": "c198-s5", "model": "xai-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid Overkill**: Skip enterprise giants like SAP S/4HANA—too costly/complex."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|Odoo", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Odoo** | Flexible, modular, budget‑conscious | Cloud / On‑prem | ~$25–$30/user/month | Low cost, many modules"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|ERPNext", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Quick‑start cloud solutions:** 1–4 months (e.g., Odoo, ERPNext, Acumatica)."}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|Acumatica", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Acumatica** | Cloud‑first, mid‑market | Cloud | ... Strong financials, flexible, fast implementation"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|SAP Business One", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP Business One** | Complex GL, manufacturing, multi‑company | robust for manufacturing/distribution | Higher implementation cost; steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep integration with Office 365, strong analytics | Licensing can get expensive as you add modules"}, {"id": "mai-20260917-1752-baseline-2|c198-s5|zai-small|Oracle NetSuite", "prompt": "c198-s5", "model": "zai-small", "cat": "erp-systems", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive for small teams; customization limited"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|SAP S/4HANA", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large Enterprise ERPs **Examples:** SAP S/4HANA, Oracle Fusion Cloud **Why to avoid:** ... enormously expensive"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Oracle Fusion Cloud", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** SAP S/4HANA, Oracle Fusion Cloud **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|QuickBooks Online", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Pure Accounting Tools as Long-Term ERPs **Examples:** QuickBooks Online, Excel spreadsheets **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Excel spreadsheets", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Excel spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples:** QuickBooks Online, Excel spreadsheets **Why to avoid:** ... they eventually become severe bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|NetSuite", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very high costs ($235K–$470K upfront; $999/month base + per-user fees). Best for larger SMBs ($10M+ revenue)."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Acumatica", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Acumatica** – User-unlimited licensing model, strong for distributors"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Odoo", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Odoo** – Flexible, modular, affordable"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Microsoft Dynamics 365 B&C", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 B&C", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Microsoft Dynamics 365 Business Central** – Great if you already use Office 365"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Sage 50cloud Pastel", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage 50cloud Pastel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Desktop-centric architecture with clunky interfaces, aggressive anti-piracy measures limiting usability, antiquated email integration"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Xero", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Better Alternatives | Xero, QuickBooks Advanced, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|QuickBooks Advanced", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Xero, QuickBooks Advanced, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Sage Intacct", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Xero, QuickBooks Advanced, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|ERPNext", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**ERPNext** – Open-source option with strong community support"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Blue Link", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Blue Link", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**BlueLink / Cetec** – Industry-specific options for manufacturing/distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|alibaba-small|Cetec", "prompt": "c198-s6", "model": "alibaba-small", "cat": "erp-systems", "variant": "negative", "raw": "Cetec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**BlueLink / Cetec** – Industry-specific options for manufacturing/distribution"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|anthropic-small|SAP S/4HANA", "prompt": "c198-s6", "model": "anthropic-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP's flagship S/4HANA involves implementation complexity with long project timelines... its breadth can be overkill for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|SAP S/4HANA", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The clearest \"avoid unless you have a strong reason\" category includes **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"avoid unless you have a strong reason\" category includes **SAP S/4HANA**, **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|Sage X3", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage X3", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned as **mid-market**, and small companies may find it more complex than needed"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|QuickBooks Enterprise", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "sources caution against it if you expect **rapid growth**, **more complexity**, **advanced reporting**, or **multi-entity** needs"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|Dynamics 365 Business Central", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "small-business-friendly options mentioned in the results include **Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|NetSuite", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "small-business-friendly options mentioned in the results include ... **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|SAP Business One", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SAP's own small-business ERP is Business One, not S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|Odoo", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "small-business-friendly options mentioned in the results include ... **Odoo**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|challenger-small|ERPNext", "prompt": "c198-s6", "model": "challenger-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "small-business-friendly options mentioned in the results include ... **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Oracle NetSuite", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid NetSuite** unless you have $100K+ budget and legal review of the contract."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|SAP Business One", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid SAP B1** unless you're a $20M+ manufacturer."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with Dynamics BC**\"\"excellent if you have Microsoft expertise in-house; disastrous if you're doing it alone."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Epicor ERP", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Epicor** unless you have dedicated IT and a complex manufacturing need."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|QuickBooks", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with accounting software (QuickBooks, Xero) + simple inventory tools."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Xero", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with accounting software (QuickBooks, Xero) + simple inventory tools."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Zoho One", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Zoho One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "consider modern lightweight options like **Zoho One, Odoo (Community/Standard), or ERPNext**\"\"these are affordable, cloud-native"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|Odoo", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "consider modern lightweight options like **Zoho One, Odoo (Community/Standard), or ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|deepseek-small|ERPNext", "prompt": "c198-s6", "model": "deepseek-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "consider modern lightweight options like **Zoho One, Odoo (Community/Standard), or ERPNext**\"\"these are affordable"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|SAP S/4HANA", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tier 1 Enterprise Giants (Avoid)... Examples: SAP S/4HANA, Oracle Fusion Cloud ERP, Workday."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Oracle Fusion Cloud ERP", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tier 1 Enterprise Giants (Avoid)... Oracle Fusion Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Workday", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tier 1 Enterprise Giants (Avoid)... Workday"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|SAP Business One", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Exception: If you want to use SAP, look specifically at SAP Business One, which is a separate product built from the ground up for small-to-midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Oracle NetSuite", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavyweight SaaS Cloud ERPs (Approach with High Caution)... NetSuite implementations are notoriously prone to running over budget"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Microsoft Dynamics (like GP, SL, or NAV)", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics (like GP, SL, or NAV)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy and On-Premises ERPs (Avoid)... Older versions of Microsoft Dynamics (like GP, SL, or NAV)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Sage 100/300 on-premise", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage 100/300 on-premise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "older Sage products (Sage 100/300 on-premise)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Syspro", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Syspro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Legacy and On-Premises ERPs (Avoid)... or Syspro."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Odoo Community Edition", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo Community Edition", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "\"Free\" Open-Source ERPs (Avoid unless you have in-house developers)... Odoo Community Edition"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|ERPnext", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPnext", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "\"Free\" Open-Source ERPs (Avoid unless you have in-house developers)... ERPnext"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look for systems built specifically for mid-market/small businesses, such as Microsoft Dynamics 365 Business Central, Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Acumatica", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "such as Microsoft Dynamics 365 Business Central, Acumatica, or the enterprise (paid/supported) versions of Odoo or Zoho One"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Odoo", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "the enterprise (paid/supported) versions of Odoo or Zoho One"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|google-small|Zoho One", "prompt": "c198-s6", "model": "google-small", "cat": "erp-systems", "variant": "negative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "the enterprise (paid/supported) versions of Odoo or Zoho One"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|SAP S/4HANA", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some of the ERP systems that are considered overkill for small businesses include SAP S/4HANA, which is best suited for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|NetSuite", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other ERP systems that may be too complex or expensive for small businesses include NetSuite and Acumatica."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|Acumatica", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be too complex or expensive for small businesses include NetSuite and Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|Odoo", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ERP systems like Odoo, ERPNext, and SAP Business One are considered more suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|ERPNext", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ERP systems like Odoo, ERPNext, and SAP Business One are considered more suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|meta-small|SAP Business One", "prompt": "c198-s6", "model": "meta-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ERP systems like Odoo, ERPNext, and SAP Business One are considered more suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|SAP S/4HANA", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ERP Systems to Avoid or Be Cautious About ... **SAP S/4HANA** - Designed for companies with £200M+ in revenue"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Oracle ERP Cloud (Fusion)", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP Cloud (Fusion)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Built for large enterprises ... Excessive administration overhead for small teams"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Workday Financial Management", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Workday Financial Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Targets large enterprises exclusively - Minimum deal sizes put it out of reach for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Microsoft Dynamics 365 Finance and Operations (F/O)", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance and Operations (F/O)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the full F&O is enterprise-level - Overkill for businesses under 100 employees"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Odoo", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Odoo** (best for small businesses with limited budgets)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|QuickBooks Online", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuickBooks Online** (for accounting-focused needs)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Xero", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Xero** (another accounting-led platform)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Acumatica", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Acumatica** (cloud-native with scalable pricing)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|minimax-small|Zoho One", "prompt": "c198-s6", "model": "minimax-small", "cat": "erp-systems", "variant": "negative", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zoho One** (affordable all-in-one)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|mistral-small|SAP", "prompt": "c198-s6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems designed for large corporations (such as SAP, Oracle ERP, or Microsoft Dynamics AX) are typically overkill for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|mistral-small|Oracle ERP", "prompt": "c198-s6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Systems designed for large corporations (such as SAP, Oracle ERP, or Microsoft Dynamics AX) are typically overkill for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|mistral-small|Microsoft Dynamics AX", "prompt": "c198-s6", "model": "mistral-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics AX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Systems designed for large corporations (such as SAP, Oracle ERP, or Microsoft Dynamics AX) are typically overkill for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|SAP S/4HANA", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SAP S/4HANA and Oracle Cloud ERP (Enterprise Editions)** **Why to avoid for small businesses:**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|Oracle Cloud ERP", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SAP S/4HANA and Oracle Cloud ERP (Enterprise Editions)** **Why to avoid for small businesses:**"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better Alternatives for Small Businesses ... **Microsoft Dynamics 365 Business Central** | Microsoft ecosystem users (~$80/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|Sage Intacct", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** | Finance-focused businesses"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|Acumatica", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Acumatica** | SMBs needing cloud ERP flexibility"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|NetSuite", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**NetSuite** | Growing businesses with moderate complexity"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|moonshot-small|Odoo", "prompt": "c198-s6", "model": "moonshot-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Odoo** | Modular, flexible needs (~$39/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|openai-small|SAP S/4HANA", "prompt": "c198-s6", "model": "openai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples: SAP S/4HANA, Oracle Fusion/NetSuite tiers that are aimed at larger or more complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|openai-small|Oracle Fusion", "prompt": "c198-s6", "model": "openai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples: SAP S/4HANA, Oracle Fusion/NetSuite tiers that are aimed at larger or more complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|openai-small|NetSuite", "prompt": "c198-s6", "model": "openai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle Fusion/NetSuite tiers that are aimed at larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|SAP S/4HANA", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems to Avoid or Approach with Extreme Caution: SAP S/4HANA ... poor fit for SMBs—it's \"overkill\""}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|Oracle Cloud ERP (Fusion/JD Edwards)", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Cloud ERP (Fusion/JD Edwards)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Geared toward mid-to-large enterprises ... it's not ideal for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|NetSuite (Oracle NetSuite)", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite (Oracle NetSuite)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why caution? ... complaints focus on high costs ... \"prohibitively expensive\" for <10-25 users"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|Odoo", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives for Small Businesses ... Odoo | Budget/flexible all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft ecosystem, AI | $85K-$170K | 4.4-4.5/5"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|Acumatica", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unlimited users, growth | $115K-$235K"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|ERPNext", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open-source, free core | Low (self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|xai-small|SAP Business One", "prompt": "c198-s6", "model": "xai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SAP branding, small distrib/manufac. | Varies, mid-range | High for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|SAP S/4HANA", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These are designed for multinational corporations... For a small business, it is \"overkill.\""}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Oracle Fusion Cloud ERP", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It is designed for large enterprises and typically requires significant third-party customization... drastically increasing the Total Cost of Ownership"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|SAP R3/ECC", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "SAP R3/ECC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should avoid systems like SAP R3/ECC, Macola, Point.Man, older versions of Syteline, or older versions of Epicor"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Macola", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Macola", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should avoid systems like SAP R3/ECC, Macola, Point.Man"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Point.Man", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Point.Man", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should avoid systems like SAP R3/ECC, Macola, Point.Man"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Syteline", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Syteline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid ... older versions of Syteline"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Epicor", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Epicor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid ... older versions of Epicor"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Dynamics 365 Finance & Operations (F&O)", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Finance & Operations (F&O)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "F&O is a common trap for growing businesses that think they need the \"premium\" tier but cannot afford the implementation time"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Dynamics 365 Business Central", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Small businesses should look at Dynamics 365 Business Central instead."}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Sage Intacct", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it is often not a full operational ERP... may require expensive third-party add-ons"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|Odoo", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "look for modular, cloud-native systems like Odoo, NetSuite, or Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c198-s6|zai-small|NetSuite", "prompt": "c198-s6", "model": "zai-small", "cat": "erp-systems", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look for modular, cloud-native systems like Odoo, NetSuite, or Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|alibaba-small|BlackLine", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest bet with the largest talent pool, go with **BlackLine**."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|alibaba-small|Numeric", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a faster implementation and a more modern experience, try a demo of **Numeric**."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|alibaba-small|Workiva (Wdesk)", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva (Wdesk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workiva offers a robust Financial Close solution."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|alibaba-small|Trintech (Cadency)", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong player that focuses heavily on automation and efficiency"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|alibaba-small|OneStream", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OneStream combines financial consolidation/close with Corporate Performance Management (CPM)."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|anthropic-small|BlackLine", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine pioneered the financial close software category and remains a market leader"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|anthropic-small|OneStream", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneStream unifies close, consolidation, reporting, and planning on a single enterprise CPM platform"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|anthropic-small|Oracle FCCS", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle FCCS is built for enterprises managing global operations"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|anthropic-small|HighRadius", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-to-large enterprises with heavy AR volumes, especially in B2B distribution, manufacturing, and SaaS"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|anthropic-small|Workiva", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The strongest reason to pick Workiva for close is when you already use Workiva for reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|BlackLine", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|OneStream", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneStream** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|Workiva", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your close process is closely tied to reporting, controls, and compliance documentation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|Trintech Adra", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering for enterprise close and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|SAP Cloud ERP / SAP ecosystem", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Cloud ERP / SAP ecosystem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest if you want close management tightly aligned with an existing SAP stack"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|challenger-small|FloQast", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BlackLine vs OneStream vs FloQast** comparison"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|BlackLine", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine — *Best overall for enterprise close automation*"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|OneStream", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** (for deep close/reconciliation automation) or **OneStream** (for unified close + consolidation) are the top enterprise choices"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|Workiva", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if close feeds external reporting / compliance... Not primarily a close-management tool"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|FloQast", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong mid-market alternative... generally positioned as mid-market rather than deep enterprise"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|Oracle HFM/FCCS", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle HFM/FCCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong if you're migrating off legacy tools like Oracle HFM/FCCS, SAP BPC, or IBM Cognos Controller."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|SAP BPC", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "migrating off legacy tools like Oracle HFM/FCCS, SAP BPC, or IBM Cognos Controller"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|deepseek-small|IBM Cognos Controller", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "IBM Cognos Controller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "migrating off legacy tools like Oracle HFM/FCCS, SAP BPC, or IBM Cognos Controller"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|google-small|BlackLine", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine: The Enterprise Gold Standard for Reconciliations & SOX ... BlackLine** is the industry heavyweight."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|google-small|OneStream", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Unified CPM (Close + Consolidation + Planning) ... **OneStream** is a premier choice."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|google-small|FloQast", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** is the market leader in user satisfaction."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|google-small|Wolters Kluwer (CCH Tagetik)", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Wolters Kluwer (CCH Tagetik)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CCH Tagetik** is an incredibly powerful platform for global B2B enterprises."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|google-small|Oracle Fusion Cloud EPM", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Oracle Ecosystems ... **Oracle EPM** is the most natural fit."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|HighRadius", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - Known for its comprehensive automation capabilities across close, reconciliation, and related finance workflows."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|BlackLine", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine - A popular choice among enterprise teams"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|Workiva", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workiva - Offers a range of financial close and consolidation solutions"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|SAP Cloud ERP", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A robust ERP system that includes financial close and consolidation capabilities."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|OneStream", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides a unified platform for financial close, consolidation, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|meta-small|Numeric", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A financial close software that prioritizes native, real-time integration with ERPs"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|minimax-small|HighRadius", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HighRadius** or **BlackLine** for comprehensive needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|minimax-small|BlackLine", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **HighRadius** or **BlackLine** for comprehensive needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|minimax-small|Workiva", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Workiva** if compliance is a primary concern"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|minimax-small|Vena", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vena** - Best for Excel-Native Teams"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|minimax-small|Numeric", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Numeric** - Best for Modern AI-Driven Close"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|mistral-small|HighRadius", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is often highlighted as the best overall choice for end-to-end automation powered by AI"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|mistral-small|Workiva", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** and **BlackLine** are also top contenders, particularly in compliance-driven environments"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|mistral-small|BlackLine Financial Close Management", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine Financial Close Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workiva** and **BlackLine** are also top contenders, particularly in compliance-driven environments"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|moonshot-small|BlackLine", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** — Best for Large-Scale Enterprise Operations... Considered the \"enterprise standard\""}, {"id": "mai-20260917-1752-baseline-2|c199-l1|moonshot-small|Trintech (Cadency/Adra)", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Cadency/Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI-Powered Close Planning"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|moonshot-small|OneStream", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified Close & Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|moonshot-small|Workiva", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Governance & Reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|BlackLine", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **BlackLine** if your primary need is **financial close management** specifically"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|OneStream", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a stronger fit if you also want **close + consolidation + broader EPM** in one platform"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|SAP Advanced Financial Closing", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Advanced Financial Closing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already deep in the **SAP ecosystem** and want native integration"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|Workiva", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your close process is tightly connected to **reporting, disclosure, audit, and ESG workflows**"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|Trintech", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also strong enterprise options, especially for organizations that want close plus broader finance transformation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|openai-small|CCH Tagetik", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also strong enterprise options, especially for organizations that want close plus broader finance transformation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|BlackLine", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine stands out as the top choice for most large enterprises due to its market leadership, proven scalability"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|OneStream", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluate BlackLine or OneStream if you're ERP-agnostic and need robust close + consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|Oracle EPM/FCCS", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle EPM/FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ERP users; full consolidation ... Seamless if on Oracle stack"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|Trintech (Adra/Cadency)", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Adra/Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-entity governance & AI forecasting ... Complex global B2B ops"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|CCH Tagetik", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Reporting & statutory compliance ... Finance transformation emphasis"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|xai-small|FloQast", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Scaling B2B but less for ultra-complex"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|BlackLine", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **BlackLine** is the most widely‑adopted, scalable, and feature‑rich financial‑close platform."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|OneStream", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary need is consolidation and you're willing to invest in a major implementation → OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|Numeric", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a modern, AI‑first platform and your ERP is NetSuite/Sage → Numeric"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|Workiva", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If governance, SEC compliance, and live disclosures are your top priorities → Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|Trintech Cadency", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a dedicated close admin team and need a platform built for very large shared‑service centers → Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|FloQast", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you want a lighter, more \"finance‑team‑friendly\" tool with a shallow learning curve."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|Vena", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your close process is still largely manual and you need a bridge to modern automation."}, {"id": "mai-20260917-1752-baseline-2|c199-l1|zai-small|LiveFlow", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you want quick wins with minimal IT involvement and your ERP is smaller‑scale."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|alibaba-small|BlackLine", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the gold standard for the Fortune 500."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|alibaba-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trintech ... is a massive player, particularly strong in the banking and insurance sectors"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|alibaba-small|OneStream", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is the top contender... Note: OneStream is often more expensive and slower to implement than BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|alibaba-small|FloQast Enterprise", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast has expanded its \"Enterprise\" offering to compete with BlackLine."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|anthropic-small|BlackLine", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|anthropic-small|FloQast", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer easier adoption and strong task management, FloQast is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|anthropic-small|Trintech", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech offers a suite of tools designed to manage the entire financial close process from start to finish"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|challenger-small|BlackLine", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|challenger-small|Trintech Cadency", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better suited for **global enterprises** with heavy **intercompany volume**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|challenger-small|OneStream", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better when you need a broader **consolidation + close** platform"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|challenger-small|CCH Tagetik", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneStream** or **CCH Tagetik** — better when you need a broader **consolidation + close** platform"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|deepseek-small|BlackLine", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely regarded as the gold standard for financial close automation"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|deepseek-small|Workiva", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for companies with heavy governance, audit, and SEC compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A solid choice for large enterprises running complex multi-ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|deepseek-small|OneStream", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you need not just close management but unified EPM"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|deepseek-small|FloQast", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often seen as better suited to mid-market teams; it can still scale for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|BlackLine", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the industry standard"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|FloQast (Enterprise)", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Rapid Adoption & Lean Finance Teams: **FloQast (Enterprise)**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|OneStream", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Consolidation + Close: **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|Finance Automation by Redwood", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finance Automation by Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For SAP-First Enterprises:** **Finance Automation by Redwood**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a direct competitor to BlackLine... highly regarded by global risk-and-compliance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|google-small|Workiva", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Note that Workiva is *not* a transaction reconciliation tool."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|meta-small|BlackLine", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine - Offers a full-stack solution designed to centralize the financial close for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|meta-small|NetSuite", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite - Best overall for most teams, offers a close workflow system"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|meta-small|PivotXL", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PivotXL - The most cost-effective enterprise-grade month-end close software, starting at just $100/month."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|minimax-small|BlackLine", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BlackLine** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|minimax-small|NetSuite", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|minimax-small|BlueCopа", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlueCopа", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent for multi-entity organizations needing standardized reconciliation and variance analysis"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|minimax-small|DataRails", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for FP&A-focused organizations"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|mistral-small|BlackLine", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the top choice for month-end close software"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|mistral-small|NetSuite", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **NetSuite** (best overall for workflow and reporting)"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|mistral-small|FloQast", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** (popular for task management and collaboration)"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|BlackLine", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Trintech (Cadency)**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|Workiva", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Also Worth Considering ... Public companies needing integrated reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|HighRadius", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Organizations wanting close automation bundled with AR/Order-to-Cash automation"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|OneStream", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies wanting close management unified with financial planning/consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|FloQast", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What I'd Avoid for Your Use Case: **FloQast** – Excellent for mid-market ... not robust enough"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|moonshot-small|Numeric", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Numeric** – Designed more for startups and high-growth companies, not mature enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|openai-small|BlackLine", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** for a large B2B enterprise, I'd usually start with **BlackLine** for close operations"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Oracle Cloud EPM** if you need a more complete enterprise performance management and consolidation suite"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|openai-small|SAP Accounting and Financial Close", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "SAP Accounting and Financial Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you're already deep in the **SAP ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|xai-small|BlackLine", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend BlackLine as the top month-end close software."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|xai-small|Trintech Cadency", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong contender if your focus is ultra-high-volume ops recs; comparable to BlackLine but slightly more specialized."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|xai-small|OneStream", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you need integrated FP&A; overkill if close automation is the sole priority."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|xai-small|FloQast", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Too lightweight for thousands of employees/multi-ERP complexity."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|BlackLine", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B with thousands of employees, I'd recommend BlackLine as the primary month-end close solution"}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If intercompany complexity dominates, consider Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|HighRadius", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If AI-first automation and a modern UI are top priorities, HighRadius or Numeric are worth a look."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|OneStream", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a unified planning-close-reporting platform, OneStream is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|FloQast", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you want a lower-friction onboarding experience and your ERP is NetSuite or QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|Numeric", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong option if you want AI insights and can live with a slightly smaller ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|Datarails", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best if your analysts live in Excel and you want to automate close without abandoning spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c199-l2|zai-small|Adra (Trintech)", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra (Trintech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Useful as a complement to Cadency or BlackLine for document-heavy close processes."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|BlackLine", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the gold standard for financial close automation, particularly in **account reconciliation**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|Trintech (Cadency & Adra)", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency & Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BlackLine/Trintech** if your main pain point is **compliance risk** and messy reconciliations."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|OneStream Software", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OneStream** if you want to ... consolidate your Finance function into one platform."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|Workiva", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workiva** if your team spends weeks formatting **Excel decks for the board**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|FloQast", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **FloQast** if you need to quickly professionalize your close **checklist process**."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|Aico (formerly Pacera)", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Aico (formerly Pacera)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Aico builds its platform on **Artificial Intelligence**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|alibaba-small|Cube", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| FloQast / Cube |"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|BlackLine", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine covers reconciliations, transaction matching, intercompany accounting, journal entry management, and close task orchestration, with deep compliance and audit controls"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trintech offers AI-based close planning and predictive bottleneck forecasting"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|FloQast", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is a common mid-market choice for close management with strong visibility and controls"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|OneStream", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneStream serves as an enterprise suite option for organizations with complex consolidation and close needs."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|Oracle EPM", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise suites like BlackLine, Oracle EPM, or OneStream often take 4 to 12 months"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|anthropic-small|Workiva", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise tools like BlackLine and Workiva need dedicated admins"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|Salesforce Sales Cloud", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesforce is the deepest and broadest"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|Microsoft Dynamics 365 Sales", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Microsoft Dynamics 365** if your company already runs on **Microsoft 365, Teams, Outlook, and Power Platform**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|HubSpot Sales Hub Enterprise", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot Sales Hub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HubSpot Enterprise** if you want **faster adoption, cleaner UX, and simpler administration**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|Oracle Fusion Cloud Sales / Oracle CX", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Sales / Oracle CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Oracle** if your business is already standardized on **Oracle ERP / OCI**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|SAP Sales Cloud", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when SAP is already strategic"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|Creatio", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Creatio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Creatio** if your close process is **workflow-heavy**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|Zoho CRM Enterprise/Ultimate", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM Enterprise/Ultimate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Experience can fragment as usage scales"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|challenger-small|SugarCRM", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SugarCRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Usually needs more technical expertise"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|BlackLine", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a large SAP-based enterprise needing deep reconciliation and controls automation, **BlackLine** or **Trintech** lead."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** or **Trintech** lead"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|Workiva", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a public company where audit traceability to SEC filings is paramount, **Workiva** wins."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|OneStream", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want to unify close with planning, look at **OneStream** or **CCH Tagetik**."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "unified consolidation and close platform that also handles planning, budgeting, and disclosure management"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|FloQast", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're a growth-stage company that wants a faster, easier implementation with strong coordination UX, **FloQast** ... is the modern pick"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|deepseek-small|Numeric", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer AI-native entrants like **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|BlackLine", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the most established player in the enterprise close management space"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|FloQast", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** or modern workflow tools will yield the fastest ROI"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Trintech Cadency", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cadency is built strictly for high-governance, complex corporate structures."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Adra", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trintech offers two primary tools: *Adra* (for the mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|OneStream", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you need a CPM tool like **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Oracle Cloud EPM", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CPM tool like **OneStream**, **Oracle EPM**, or **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Wolters Kluwer - CCH Tagetik", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Wolters Kluwer - CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A leading platform in the Gartner Magic Quadrant for Financial Close and Consolidation Solutions"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Workiva", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a close-orchestration or reconciliation tool."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Numeric", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "emerging AI-native close systems (such as *Numeric* or *Maxima*)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|google-small|Maxima", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "emerging AI-native close systems (such as *Numeric* or *Maxima*)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|BlackLine", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|Trintech", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|FloQast", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|Numeric", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|OneStream", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|Workiva", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|meta-small|CCH Tagetik", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools include BlackLine, Trintech, FloQast, Numeric, OneStream, Workiva, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|BlackLine", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Enterprise close and reconciliation... Deep, proven reconciliation across multiple ERPs"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|Workiva", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Governance-driven reporting and SEC compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|OneStream", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Unified corporate performance management (CPM) with financial close"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|FloQast", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Mid-market teams (though moving upmarket)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Large, regulated, multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|minimax-small|Numeric", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: AI-forward close management"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|BlackLine Financial Close Management", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine Financial Close Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprises, BlackLine and OneStream are the leading choices due to their scalability, depth of features, and proven track records"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|OneStream - Unified EPM (Enterprise Performance Management)", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream - Unified EPM (Enterprise Performance Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine and OneStream are the leading choices due to their scalability, depth of features"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|Workiva", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Collaborative close management, reporting, and compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|FloQast", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market to enterprise accounting teams"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|Adra by Trintech", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often recommended for large, multinational enterprises."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|SAP Cloud ERP", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Large enterprises already using SAP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|mistral-small|Numeric", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "noted for AI-driven close automation ... but is more suited to mid-sized to enterprise teams rather than the largest global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|BlackLine", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tier 1: Enterprise Leaders ... 1. BlackLine ... Choose BlackLine if you're a global enterprise with ... heavy SOX requirements, and need the most comprehensive controls"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "2. Trintech (Cadency) ... Best for: Enterprises needing AI-powered close planning and predictive bottleneck forecasting"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|OneStream", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 2: Strong Enterprise Contenders ... 3. OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|Workiva", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Considerations: Close management features solid but not as deep as BlackLine/Trintech on reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|FloQast", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Considerations: Excel-dependent; less robust for complex enterprise scenarios"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|moonshot-small|Numeric", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Considerations: Newer player; enterprise scalability still being proven"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|BlackLine", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BlackLine** if your biggest pain is **reconciliations, controls, and close discipline**."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Oracle", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle** or **OneStream** if you want **close + consolidation + planning/reporting** in a single platform."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|OneStream", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Oracle** or **OneStream** if you want **close + consolidation + planning/reporting** in a single platform."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Board", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes vendors such as **BlackLine, Oracle, OneStream, Board, Anaplan, Planful..."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Anaplan", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors such as **BlackLine, Oracle, OneStream, Board, Anaplan, Planful, Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Planful", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendors such as ... Anaplan, Planful, Prophix, Wolters Kluwer, Vena, IBM"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Prophix", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prophix, Wolters Kluwer, Vena, IBM, Infor, insightsoftware"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Wolters Kluwer", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Prophix, Wolters Kluwer, Vena, IBM, Infor, insightsoftware"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Vena", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Wolters Kluwer, Vena, IBM, Infor, insightsoftware, HighRadius, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|IBM", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vena, IBM, Infor, insightsoftware, HighRadius, Jedox, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Infor", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "IBM, Infor, insightsoftware, HighRadius, Jedox, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|insightsoftware", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Infor, insightsoftware, HighRadius, Jedox, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|HighRadius", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Choose **HighRadius** if you want close automation as part of a **broader finance transformation**."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Jedox", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "HighRadius, Jedox, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|SAP Financial Close / SAP ecosystem tools", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Financial Close / SAP ecosystem tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Choose **SAP-aligned tools** if your finance backbone is already **SAP** and you want embedded workflow."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|FloQast", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Choose **FloQast** if you want **fast adoption and team-level close visibility** more than deep consolidation."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|openai-small|Aico", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Choose **Aico** if you care about **ERP-native automation and intercompany/accounting operations**."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|xai-small|BlackLine", "prompt": "c199-l3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For financial close (e.g., month-end accounting), leaders are BlackLine (reconciliation/audit)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|xai-small|FloQast", "prompt": "c199-l3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leaders are BlackLine (reconciliation/audit), Trintech (AI planning), FloQast (checklists)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|xai-small|Trintech", "prompt": "c199-l3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trintech (AI planning)"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|BlackLine", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely recognized as the category standard; 4,300+ customers and $500M+ ARR."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|OneStream", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneStream** and **CCH Tagetik** excel when consolidation, planning, and reporting are tightly coupled with close."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech** and **HighRadius** differentiate with AI‑driven planning, intercompany hubs, and AR integration."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|HighRadius", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Close bundled with AR/O2C and treasury"}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|FloQast", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FloQast** is the go‑to for mid‑market teams seeking a simple, collaborative close experience."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|Workiva", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**BlackLine** and **Workiva** lead in audit‑first, disclosure‑heavy environments."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|CCH Tagetik", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large multinationals with complex consolidation and regulatory reporting needs."}, {"id": "mai-20260917-1752-baseline-2|c199-l3|zai-small|Insightsoftware", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Insightsoftware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Insightsoftware** offers a flexible, ERP‑agnostic approach for large organizations with diverse systems."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|alibaba-small|OneStream Financial Cloud", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream Financial Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: OneStream Financial Cloud"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|alibaba-small|BlackLine", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Industry Standard (but costly): BlackLine ... their cost model can be difficult to predict."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|alibaba-small|Oracle NetSuite", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Native Solution: Oracle NetSuite (ERP-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|alibaba-small|Trintech", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some platforms (like older versions of Trintech) may charge based on the number of subsidiaries"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|anthropic-small|BlackLine", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request detailed, module-by-module quotes from BlackLine and OneStream specifying your user count and transaction volume upfront"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|anthropic-small|OneStream", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Request detailed, module-by-module quotes from BlackLine and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|anthropic-small|Trintech (Cadency)", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech offers Cadency for large enterprises and delivers comprehensive financial close management"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|anthropic-small|FloQast", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mid-market platforms like FloQast reportedly start around $125/user/month... However, this may not cover enterprise-scale needs."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|challenger-small|BlackLine", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the strongest default choice among the options in your results"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|challenger-small|Trintech Cadency", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech Cadency** is the main alternative to compare"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|challenger-small|Workiva", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "RFP scorecard** for BlackLine vs. Trintech vs. Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|BlackLine", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BlackLine** or **Trintech Cadency** \\u2014 but be prepared to fight for a \"viewer license\" tier"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|FloQast", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "predictable but the cost at thousands of users becomes commercially irrational for most companies"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|Trintech's Adra", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech's Adra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Predictable but expensive; Adra is mid-market, not full enterprise."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|OneStream", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Unlimited users at a fixed cost** | **OneStream** or **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|Workiva (Wdesk)", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva (Wdesk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**OneStream** or **Workiva** (platform/module pricing, negotiate unlimited user licenses)"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Quote-based, enterprise license ... user count is a minor factor versus modules and entities."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|Numeric", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Predictable, but not designed for enterprise complexity (limited multi-entity support)."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|deepseek-small|Trintech Cadency", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**BlackLine** or **Trintech Cadency** \\u2014 but be prepared to fight for a \"viewer license\" tier"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|google-small|FloQast", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|google-small|BlackLine", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine's standard pricing can become incredibly expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|google-small|OneStream", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneStream** is the top enterprise choice"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|google-small|HighRadius", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius's AI-driven matching engine is incredibly strong"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|meta-small|BlackLine", "prompt": "c199-l4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial close management software for a large company with thousands of users and predictable total cost is BlackLine."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|minimax-small|FloQast", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the most transparent solution – it publishes a per‑user price range"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|minimax-small|Numeric", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is the cheapest, but its enterprise‑grade features are limited"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|minimax-small|BlackLine", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "price **custom‑quotes** based on modules, legal entities and transaction volume, which makes total cost much harder to forecast"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|minimax-small|Trintech", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "price **custom‑quotes** ... which makes total cost much harder to forecast for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|minimax-small|Cadency", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "price **custom‑quotes** ... which makes total cost much harder to forecast for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|mistral-small|Numeric", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** and **FloQast** stand out as the best options based on recent reviews and pricing transparency."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|mistral-small|FloQast", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** is another strong contender, especially for companies that want to avoid per-user pricing complexity."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|mistral-small|BlackLine", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rely on custom, quote-based pricing, which can be less predictable for large deployments with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|mistral-small|Workiva", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "rely on custom, quote-based pricing, which can be less predictable for large deployments with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|moonshot-small|FloQast", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: FloQast"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|moonshot-small|Ledge", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start your evaluation with **FloQast** or **Ledge**, as they have the clearest value-based (rather than per-user) pricing philosophies"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|moonshot-small|BlackLine", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deeper enterprise capabilities ... **BlackLine** or **OneStream** are the leaders—but you'll need to negotiate aggressively"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|moonshot-small|OneStream", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlackLine** or **OneStream** are the leaders"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|moonshot-small|Trintech Cadency", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Six figures annually | Comparable to BlackLine for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Cloud EPM Financial Consolidation and Close** if you want the best balance of enterprise scale, close functionality, and budget predictability."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|openai-small|Oracle Hyperion Financial Close Management", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle Hyperion Financial Close Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest fit is usually **Oracle Cloud EPM Financial Consolidation and Close** or **Oracle Hyperion Financial Close Management**"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|openai-small|SAP Advanced Financial Closing", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "SAP Advanced Financial Closing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "only if you are already deeply standardized on SAP and are comfortable with its object-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|openai-small|BlackLine", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A second strong candidate is **BlackLine**."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|BlackLine", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine stands out as the top recommendation for large companies"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|Trintech (Cadency)", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Complex compliance, high-volume matching"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|FloQast", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "explicitly no per-user fees—value/scope-based"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|OneStream", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fortune 500 favorite (G2 4.6/5) | Heavier for pure close; high impl. costs"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|Oracle FCCS", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bundled subscription (~$200K–$600K/yr); predictable if on Oracle Cloud"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|xai-small|Numeric", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Numeric at $30/user/mo) become unpredictable/expensive at thousands of users ($360K+/mo), so avoid for your scale"}, {"id": "mai-20260917-1752-baseline-2|c199-l4|zai-small|Numeric", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** is the best fit for a large company that wants a **predictable, per‑user pricing model** across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|zai-small|BlackLine", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Cons:** Higher total cost of ownership, longer implementation, less transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c199-l4|zai-small|FloQast", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cons:** Less predictable at massive scale; pricing negotiations can be complex, and module add‑ons can increase total cost significantly."}, {"id": "mai-20260917-1752-baseline-2|c199-l5|alibaba-small|BlackLine", "prompt": "c199-l5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When sending the RFP to vendors (e.g., BlackLine, Workiva, Trullion, FloQast), include these three specific questions"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|alibaba-small|Workiva", "prompt": "c199-l5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When sending the RFP to vendors (e.g., BlackLine, Workiva, Trullion, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|alibaba-small|Trullion", "prompt": "c199-l5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When sending the RFP to vendors (e.g., BlackLine, Workiva, Trullion, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|alibaba-small|FloQast", "prompt": "c199-l5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When sending the RFP to vendors (e.g., BlackLine, Workiva, Trullion, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|FloQast", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "pull a comparison of the leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|BlackLine", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|Trintech", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|Workiva", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|Adra", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|deepseek-small|Planful", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "leading vendors (e.g., FloQast, BlackLine, Trintech, Workiva, Adra, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|google-small|BlackLine", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine:** The legacy heavyweight for large enterprises. Exceptionally strong if you run complex ERPs like SAP or Oracle, have massive transaction matching volume"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|google-small|Trintech (Cadency)", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine\\u2019s primary enterprise competitor. \"Cadency\" is their enterprise suite, built for complex, controls-first environments"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|google-small|FloQast", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Historically a mid-market leader but rapidly scaling into the enterprise space... Trade-off: Traditionally lacks the heavy-duty transaction matching capabilities"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|google-small|Workiva", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often brought in if you want to bundle your month-end close with broader corporate performance management (CPM), FP&A, or SEC reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|google-small|OneStream", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva / OneStream: Often brought in if you want to bundle your month-end close with broader corporate performance management (CPM)"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|meta-small|BlackLine", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A comprehensive platform with unmatched depth in reconciliation, intercompany, and journal entry controls, suitable for large, complex, multi-entity environments."}, {"id": "mai-20260917-1752-baseline-2|c199-l5|meta-small|CloseCore", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "CloseCore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered financial close management platform that standardizes, automates, and accelerates the month-end close"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|meta-small|FloQast", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-based platform that centralizes and streamlines the close process"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|meta-small|Trintech", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A comprehensive close-to-disclose platform with deep controls, strong reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|meta-small|Workiva", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A compliance and reporting leader with strong close management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|BlackLine", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider these leading financial close management platforms:\n- **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|Adaptive Insights (Workday)", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Adaptive Insights (Workday)**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|Oracle Account Reconciliation Cloud", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Oracle Account Reconciliation Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|SAP Financial Close cockpit", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "SAP Financial Close cockpit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **SAP Financial Close cockpit**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|Trintech Cadency", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Trintech Cadency**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|Vena Solutions", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Vena Solutions**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|mistral-small|Workiva", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Workiva (for disclosure management + close workflows)**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|BlackLine", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the proven enterprise standard but expect $200K-$500K+ annual investment and a 6+ month implementation."}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|Trintech Cadency", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Trintech Cadency** | Complex multi-entity | Custom (enterprise) | 6-9 months |"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|OneStream", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need full EPM (planning + close)**: Consider **OneStream** or **Oracle FCCS**"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|FloQast", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** can scale to your size (Fortune 500 customers) with much faster deployment and lower TCO, though it may lack some deep enterprise features."}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|Workiva", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Workiva** | Compliance/reporting focus | ~$15K+/yr | Weeks |"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|moonshot-small|Oracle FCCS", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **OneStream** or **Oracle FCCS** for unified platform approach."}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|FloQast", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|BlackLine", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|Workiva", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|Trintech", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|Prophix", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l5|xai-small|Numeric", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top players like FloQast, BlackLine, Workiva, Trintech, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Cube", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main tools to **avoid or scrutinize closely** are: - **FP&A platforms used as close tools** such as **Cube, Datarails, Vena, and Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Datarails", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "do **not replace a dedicated close engine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Vena", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "do **not replace a dedicated close engine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Drivetrain", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "do **not replace a dedicated close engine**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|FloQast", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**FloQast** or **Numeric** if your enterprise has complex multi-entity, SOX-heavy, or intercompany requirements; sources describe them as faster to deploy, but also note limitations"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Numeric", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "note limitations or tradeoffs versus enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|BlackLine", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "versus enterprise platforms like BlackLine, Trintech, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Trintech", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "enterprise platforms like BlackLine, Trintech, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|OneStream", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "enterprise platforms like BlackLine, Trintech, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Monday.com", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Generic project-management tools** such as **Monday.com** or **Asana** for core close execution; they ... lack reconciliation features"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|challenger-small|Asana", "prompt": "c199-l6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "they lack reconciliation features, ERP integration, variance analysis, and accounting-specific audit trails"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|FloQast", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid entirely for large enterprises: mid-market/SMB tools (FloQast at scale, Numeric, checklist apps...)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|Synder", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Synder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Mid-Market Tools (FloQast, Synder, Numeric, etc.) — **Avoid for large scale**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|Numeric", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "if you're standardized on SAP, Oracle, or Microsoft Dynamics, it's simply not a fit"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|BlackLine", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with: BlackLine (complexity/cost)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|Trintech", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trintech (Cadency / Adra) — Caution: governance & rollout complexity"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|Workiva", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Workiva (wrong primary use case)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|deepseek-small|OneStream", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "OneStream (integration fragmentation)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|FloQast", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution:** *FloQast, Numeric, Finlens*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Numeric", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution:** *FloQast, Numeric, Finlens*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Finlens", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to approach with caution:** *FloQast, Numeric, Finlens*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|BlackLine", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "You need a platform with a heavy-duty matching engine (like BlackLine, Trintech Cadency, or HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Trintech", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "They lack the heavy-duty matching engines found in platforms like BlackLine or Trintech."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Planful", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples to approach with caution:** *Planful, Vena Solutions, DataRails, Prophix*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Vena Solutions", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples to approach with caution:** *Planful, Vena Solutions, DataRails, Prophix*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|DataRails", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "DataRails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Examples to approach with caution:** *Planful, Vena Solutions, DataRails, Prophix*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Prophix", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Examples to approach with caution:** *Planful, Vena Solutions, DataRails, Prophix*"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|SAP Group Reporting", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Group Reporting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "ERP-native tools become a massive bottleneck"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Oracle ARCS", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle ARCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Forcing a subsidiary running NetSuite or Microsoft Dynamics to feed data into Oracle ARCS or SAP Group Reporting requires heavy, custom ETL"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|Workiva", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Using it to manage the preparation stage of the close is a massive misapplication of a very expensive tool."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|HighRadius", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "a platform with a heavy-duty matching engine (like BlackLine, Trintech Cadency, or HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|OneStream", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "avoid tools that don't natively handle consolidation alongside the close (such as OneStream or CCH Tagetik)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|google-small|CCH Tagetik", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "avoid tools that don't natively handle consolidation alongside the close (such as OneStream or CCH Tagetik)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|meta-small|BlackLine", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BlackLine is a popular choice for large enterprises, but it requires dedicated admins and has high setup costs."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|meta-small|Workiva", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workiva is another tool that is suitable for large enterprises, but it also requires dedicated admins."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|meta-small|Numeric", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Numeric is a tool that is suitable for mid-sized to enterprise teams and offers transaction-level visibility and AI-driven close."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|meta-small|FloQast", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FloQast is a tool that is suitable for enterprise teams with deep GL needs and dedicated IT resources."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|minimax-small|BlackLine", "prompt": "c199-l6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools to Be Cautious About ... BlackLine - High cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|minimax-small|Workiva", "prompt": "c199-l6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive for organizations without compliance needs ... Not a true close management tool"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|minimax-small|FloQast", "prompt": "c199-l6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Mid-Market Tools (Avoid for Large Enterprises) Tools like **FloQast** ($30k-$80k/year) are designed for mid-market companies and often lack the scalability"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|mistral-small|Close", "prompt": "c199-l6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some tools, like Close, are criticized for missing critical features such as mobile app support, WhatsApp integration, and advanced customization options."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|Excel", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "continuing to rely on Excel for close management is the #1 thing to avoid"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|FloQast", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**FloQast** - Exercise caution if you're a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|Oracle Fusion", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle Fusion implementations, for example, often show 12-day close times in year one instead of promised 3-day closes"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|BlackLine", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**BlackLine** or **Trintech Cadency** for complex, large-scale reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|Trintech Cadency", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**BlackLine** or **Trintech Cadency** for complex, large-scale reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|OneStream", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OneStream** or **Oracle FCCS** for deep consolidation needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|Oracle FCCS", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OneStream** or **Oracle FCCS** for deep consolidation needs"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|moonshot-small|Workiva", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Workiva** for governance-driven reporting and SEC compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Cube", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Spreadsheet-heavy or basic FP&A tools like Cube, Datarails, or Vena repurposed for close (they excel in planning, not orchestration)."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Datarails", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "basic FP&A tools like Cube, Datarails, or Vena repurposed for close"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Vena", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "basic FP&A tools like Cube, Datarails, or Vena repurposed for close"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|BlackLine", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-heavy platforms like BlackLine, Trintech, or Workiva ... Long setup times ... High complexity & opaque pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Trintech", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-heavy platforms like BlackLine, Trintech, or Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Workiva", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-heavy platforms like BlackLine, Trintech, or Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|FloQast", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer alternatives: Mid-market scalable tools like FloQast or Numeric for faster wins"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|xai-small|Numeric", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer alternatives: Mid-market scalable tools like FloQast or Numeric for faster wins"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Basecamp", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Basecamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid **Basecamp** (for security/features)"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Trello", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Trello** (for scalability)... \"falters when scaling up.\""}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Jira", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with **Jira** ... unless you have a dedicated PMO to manage the complexity."}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Monday.com", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious with ... **Monday.com** unless you have a dedicated PMO"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Notion", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic All-in-One Tools (e.g., Notion, ClickUp acting as CRM): **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|ClickUp", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Generic All-in-One Tools (e.g., Notion, ClickUp acting as CRM): **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c199-l6|zai-small|Salesforce", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why be cautious:** Salesforce is powerful but notorious for becoming a \"Frankenstein system\""}, {"id": "mai-20260917-1752-baseline-2|c199-m1|alibaba-small|FloQast", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is widely considered the best financial close management software for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|alibaba-small|Trintech Adra", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **Trintech Adra** and **Prophix** depending on specific needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|alibaba-small|Prophix", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Prophix if:** You want close management bundled with FP&A planning"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|alibaba-small|BlackLine", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider BlackLine or Adra if:** Your close bottleneck is complex multi-way transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|alibaba-small|OneStream", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **OneStream** | Unified EPM with close capabilities | Enterprise timeline |"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|anthropic-small|Prophix One", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prophix One leads for mid-market teams that want a controlled, audit-ready close, rated #1 in North America"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|anthropic-small|FloQast", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast is the mid-market favorite—built by accountants, known for fast implementation"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|anthropic-small|Adra by Trintech", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong reconciliation and task management at a price point accessible to companies between $50M–$500M in revenue"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|anthropic-small|HighRadius", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius delivers out-of-the-box automation to eliminate Excel dependency and manual process risk"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|anthropic-small|DOKKA", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trintech (Adra), HighRadius, or DOKKA are suitable"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|challenger-small|FloQast", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most consistently recommended choice in the results is **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|challenger-small|Prophix One", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prophix One** is a strong alternative and is explicitly called out as best for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|challenger-small|Adra by Trintech", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adra by Trintech** is also presented as a good mid-market option"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|FloQast", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **FloQast** is the strongest and most widely recommended option"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|Adra by Trintech", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adra by Trintech** and **Numeric** as strong runners-up"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|Numeric", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric \\u2014 Best Modern/AI-Native Option"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|BlackLine", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Mid-Market - **BlackLine** and **Workiva** ... generally **overkill for mid-market**"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|Workiva", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Mid-Market - **BlackLine** and **Workiva** ... generally **overkill for mid-market**"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|deepseek-small|Double", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the lightweight tools (FloQast, Numeric, Double) are ideal"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|google-small|BlackLine", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "for most standard mid-market companies, BlackLine is overkill.**"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|google-small|FloQast", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "FloQast: *The Mid-Market Default (Best for Excel-Heavy Teams)* ... most widely adopted close management software in the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|google-small|Numeric", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric is a rapidly growing, modern alternative to FloQast."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|google-small|Adra by Trintech", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adra** is their dedicated mid-market suite... Best For: Mid-market companies with complex transaction matching needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|google-small|Planful", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Planful: *The Combined FP&A + Close Option (Best for Strategic Finance Teams)*"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|meta-small|Adra by Trintech", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Adra by Trintech: Best for mid-market teams with high-volume transaction matching needs."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|meta-small|FloQast", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. FloQast: Best for mid-market companies (100–2,000 employees) looking for fast implementation, high user adoption"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|meta-small|DOKKA Close", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. DOKKA Close: Best for mid-market teams (2–10 person finance functions)"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|minimax-small|FloQast", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is widely considered the best financial close management software for mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|minimax-small|BlackLine", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More enterprise-focused, but more complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|minimax-small|Adra by Trintech", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for high-volume transaction matching needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|minimax-small|Numeric", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Newer competitor at the mid-market level"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|minimax-small|Workiva", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Used by both mid-market and enterprise teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|mistral-small|FloQast", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **FloQast** is the top choice due to its ease of use and strong mid-market focus."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|mistral-small|Adra by Trintech", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adra by Trintech** is a strong alternative for those needing advanced reconciliation and transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|mistral-small|HighRadius", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** is ideal for companies looking for AI-driven automation and scalability"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|moonshot-small|FloQast", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the standout choice because it was purpose-built for this segment"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|moonshot-small|Adra by Trintech", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adra by Trintech** is worth strong consideration"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|moonshot-small|Numeric", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lightweight Implementation"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|moonshot-small|BlackLine", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid - **BlackLine** – While excellent, it's primarily designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|moonshot-small|OneStream/SAP", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream/SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**OneStream/SAP** – Typically overkill and overpriced for mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|openai-small|BlackLine", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market close automation: BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|openai-small|Trintech Adra", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best mid-market-focused alternative: Trintech Adra"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|openai-small|Workiva", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need reporting/controls plus close: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|openai-small|Oracle", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes BlackLine, Trintech, Workiva-related products, Oracle, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|openai-small|OneStream", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes BlackLine, Trintech, Workiva-related products, Oracle, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|xai-small|FloQast", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast stands out as the top recommendation for most mid-market B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|xai-small|Numeric", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AI-native, growth-stage B2B (NetSuite/Sage focus)"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|xai-small|Adra by Trintech", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume reconciliations/transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|xai-small|Prophix One", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Audit-ready close + consolidation (North America B2B)"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|xai-small|BlackLine", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-oriented; overkill/expensive for pure mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|FloQast", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** and **Prophix One** are the most consistently recommended starting points"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|Prophix One", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** and **Prophix One** are the most consistently recommended starting points"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|Adra by Trintech", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost\\u2011effective version of Trintech\\u2019s flagship, strong reconciliation & task management."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|Numeric", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** or **Numeric** | Quick implementation (<\\u202f1\\u202fmonth), low admin, strong UX"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|Planful", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Planful** or **Workiva** become compelling options"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|Workiva", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workiva** | Governance\\u2011driven, live data connections, SEC\\u2011ready disclosures."}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|BlackLine", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Large enterprises with dedicated admin teams (mid\\u2011market may outgrow setup cost before ROI)"}, {"id": "mai-20260917-1752-baseline-2|c199-m1|zai-small|OneStream", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Organizations that want a unified EPM (close + planning + reporting)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|alibaba-small|FloQast", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"Middle Ground\" Choice: **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|alibaba-small|BlackLine", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Scalable Enterprise Choice: **BlackLine** ... Caveat: Implementation is more intensive and expensive"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|alibaba-small|Adra (by Trintech)", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Direct Mid-Market Competitor: **Adra (by Trintech)**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|alibaba-small|Numeric", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are heavy on NetSuite: Look closely at **Numeric** or **Adra**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|BlackLine", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best-of-breed close solutions**: BlackLine, Workiva, OneStream (if you need consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|Workiva", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best-of-breed close solutions**: BlackLine, Workiva, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|OneStream", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OneStream (if you need consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|NetSuite", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Midmarket ERP add-ons**: NetSuite, Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Midmarket ERP add-ons**: NetSuite, Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|Certify", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Certify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lighter-weight tools**: Certify, RealPage Financial Management"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|anthropic-small|RealPage Financial Management", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "RealPage Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lighter-weight tools**: Certify, RealPage Financial Management"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|challenger-small|FloQast", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FloQast** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|challenger-small|Numeric", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|challenger-small|Datarails", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** is the better fit"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|challenger-small|Prophix", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for companies closing several entities each month"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|FloQast", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **FloQast** is the strongest fit."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|Numeric", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|BlackLine", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more expensive, and overkill for most mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|Vena", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More relevant if your bottleneck is budgeting, forecasting, and consolidation rather than the close workflow itself."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|Prophix", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More relevant if your bottleneck is budgeting, forecasting, and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|deepseek-small|Lucanet", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Lucanet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More relevant if your bottleneck is budgeting, forecasting, and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|google-small|BlackLine", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex, multi-million-dollar enterprise tools (like BlackLine or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|google-small|Oracle EPM", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complex, multi-million-dollar enterprise tools (like BlackLine or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|google-small|FloQast", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. FloQast (Best Overall / The Mid-Market Standard)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|google-small|Numeric", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "2. Numeric (Best for Tech-Forward Teams & AI-Driven Automation)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|google-small|Adra by Trintech", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "3. Adra by Trintech (Best for High-Volume B2B Transaction Matching)"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|meta-small|Numeric", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric - Best for mid-sized to enterprise teams needing transaction-level visibility and AI-driven close."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|meta-small|FloQast", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-size companies that need reconciliation automation and close task management without enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|meta-small|BlackLine", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for enterprise teams with complex, high-volume reconciliation needs. Pricing is custom and typically starts at $50,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|minimax-small|FloQast", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **FloQast** or **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|minimax-small|BlackLine", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **FloQast** or **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|minimax-small|Numeric", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers transaction-level visibility with AI-driven close features"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|minimax-small|Trintech", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for complex global teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|mistral-small|FloQast", "prompt": "c199-m2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is often recommended as a top choice for month-end close software"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|mistral-small|Datarails", "prompt": "c199-m2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Datarails**, which is Excel-native and combines FP&A with close workflows"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|moonshot-small|FloQast", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend starting with **FloQast**."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|moonshot-small|Numeric", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want cutting-edge AI automation and don't mind a newer player, **Numeric** is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c199-m2|moonshot-small|DataRails", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DataRails** is worth evaluating"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|moonshot-small|BlackLine", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid - **BlackLine:** ... designed for large enterprises with annual costs of $50K–$250K+"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|moonshot-small|Workiva", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... **Workiva:** Better suited for public companies with SEC reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|openai-small|FloQast", "prompt": "c199-m2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **FloQast first** because it's very aligned with mid-market close management needs and tends to be simpler to adopt"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|openai-small|BlackLine", "prompt": "c199-m2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** may be the better long-term platform"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|xai-small|FloQast", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend FloQast as the top month-end close software"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|xai-small|Trintech Adra", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adra by Trintech | Rec-heavy teams on Dynamics/SAP; lower-cost Trintech option"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|xai-small|BlackLine", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine | Scaling to enterprise; high-volume matching | Quote-only (median $40K/year) | 6-12 months"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|xai-small|Numeric", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric | Tech-savvy B2B on NetSuite/QuickBooks; AI variance analysis"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|zai-small|FloQast", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** – the most practical month‑end close platform for a mid‑sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|zai-small|BlackLine", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with a lighter footprint than enterprise tools like BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|zai-small|Numeric", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric is ideal if your main pain point is manual variance explanations"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|zai-small|Prophix One", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prophix is a better fit if you want a comprehensive financial performance platform"}, {"id": "mai-20260917-1752-baseline-2|c199-m2|zai-small|Adra by Trintech", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adra is an excellent choice if your primary bottleneck is manual matching and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|alibaba-small|BlackLine", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the \"gold standard\" for enterprise close automation."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|alibaba-small|FloQast", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the go-to choice for mid-sized companies that need powerful close management without heavy IT overhead"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|alibaba-small|Numeric", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for companies looking to solve both close tasks and broader accounting data integrity issues simultaneously"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|alibaba-small|Trintech", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Its strength lies in **predictive close management**."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|alibaba-small|OneStream", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose OneStream if you want to unify financial planning and closing processes."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|Workiva", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The eight best platforms include Workiva, FloQast, BlackLine Financial Close Management, SAP Cloud ERP, Adra by Trintech, OneStream - Unified EPM, LiveFlow, and CCH Tagetik Software"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|FloQast", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "quick to adopt for accounting teams and a lightweight layer over existing systems, but functions as a management layer rather than a full consolidation and reporting platform"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|BlackLine Financial Close Management", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine Financial Close Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Implementation typically requires substantial IT support, and pricing targets enterprise budgets, making it less suitable for small senior finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|SAP Cloud ERP", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The eight best platforms include ... SAP Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|Adra by Trintech", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The eight best platforms include ... Adra by Trintech"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|OneStream - Unified EPM", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream - Unified EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The eight best platforms include ... OneStream - Unified EPM"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|LiveFlow", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The eight best platforms include ... LiveFlow"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|CCH Tagetik Software", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CCH Tagetik, for example, centralizes consolidation, budgeting, forecasting, and reporting with flexible workflows and built-in analytics"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|Numeric", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Numeric is an AI-native close and reconciliation tool aimed at modern accounting teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|anthropic-small|Bluecopa", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bluecopa unifies Order-to-Cash, Procure-to-Pay, and Record-to-Report on one AI-native data layer"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Salesforce", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesforce Sales Cloud**: Best for **enterprise depth and customization**; it's repeatedly positioned as the strongest choice for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|HubSpot", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **usability and all-in-one versatility**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Pipedrive", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **visual pipeline management**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Zoho CRM", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **budget-conscious teams**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Freshsales", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams that want **built-in calling and sales productivity**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Close CRM", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **all-in-one sales outreach**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|challenger-small|Microsoft Dynamics 365", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **Microsoft-centric enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|BlackLine", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "large enterprise** with massive reconciliation volume → **BlackLine or Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|FloQast", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're **mid-market** and want accounting-team-friendly simplicity → **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|Trintech (Cadency/Adra)", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency/Adra)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "large enterprise** with massive reconciliation volume → **BlackLine or Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|Workiva", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you're a **public company** needing SEC-grade reporting → **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|OneStream", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you're a **global enterprise** with complex consolidation needs → **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|Numeric", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you want **AI-native innovation** and modern ERP integration → **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|deepseek-small|Planful", "prompt": "c199-m3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unified **close + planning** platform — rare in the market."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|BlackLine", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **BlackLine** if you are a multi-entity, global public enterprise running **SAP or Oracle**"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|FloQast", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **FloQast** if you are a mid-market team that loves Excel but needs a central \"command center\""}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|Numeric", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Numeric** if you are a fast-growing tech company"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|Workiva", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workiva** if you already have a functional close process but are drowning in the manual pain of preparing audit-ready board decks"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|Trintech (Cadency & Adra)", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency & Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trintech offers **Cadency** for large global enterprises ... and **Adra** for mid-market teams."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|Maxima", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "As relatively new platforms, they require a high degree of trust in AI-native ledger handling"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|google-small|Nominal", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Maxima / Nominal (The Emerging AI-Agent Platforms)"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|Planful", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast, Numeric, Bluecopa, OneStream, HighRadius, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|BlackLine", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|Trintech", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|FloQast", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast, Numeric..."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|Numeric", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FloQast, Numeric, Bluecopa, OneStream, HighRadius, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|Bluecopa", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Numeric, Bluecopa, OneStream, HighRadius, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|OneStream", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bluecopa, OneStream, HighRadius, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|HighRadius", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OneStream, HighRadius, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|meta-small|CCH Tagetik", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighRadius, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|BlackLine", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large-scale reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|Workiva", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Governance-driven reporting and SEC compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|FloQast", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Checklist-based close management"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|OneStream", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Consolidation and close teams needing workflow-controlled reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|Solver", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Solver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Budget-friendly close workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|Redwood", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Redwood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** SAP-focused mid-size groups"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|Adra (by Trintech)", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** User-friendly reconciliation workflows"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|minimax-small|Corcentric", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Corcentric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Accounts payable and procure-to-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|BlackLine", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises with audit-heavy close requirements. It offers the deepest close-management feature set"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|OneStream", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for consolidation and close teams needing workflow-controlled reporting outputs"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|FloQast", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Works best for accountant-led checklist execution with review states"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|Trintech (Adra)", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suits complex, multi-entity organizations needing controlled close steps with sign-off evidence"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|Redwood", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A budget-friendly option for SAP-focused mid-size groups"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|Numeric", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Offers AI-assisted flux analysis and reconciliation modules, making it a good fit for mid-market corporate finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|DataRails", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SMB finance teams wanting traceable, Excel-friendly close workflows"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|mistral-small|Workiva", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for its strong compliance and audit readiness features"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|BlackLine", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** - The Enterprise Standard ... Deepest close-management feature set with AI-based journal risk scoring"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|FloQast", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** - The Mid-Market Favorite ... Fastest implementation (2-4 weeks)"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|Trintech", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large, multi-entity enterprises with complex governance needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|Numeric", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern AI-native platform with transaction-level visibility"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|OneStream", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Close folded into a unified EPM (Enterprise Performance Management) platform"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|Workiva", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Governance-driven reporting and SEC compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|moonshot-small|Planful", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Checklist discipline with entity-based close milestones"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|BlackLine", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine and FloQast frequently top lists for enterprises and mid-market, respectively"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|Trintech (Adra)", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises need BlackLine/Trintech."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|FloQast", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For startups/SMBs, start with FloQast (fastest value)."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|Numeric", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Overall best for most teams | Full-stack automation with ERP sync"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|OneStream", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise with FP&A integration"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|Bluecopa", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMBs automating reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|HighRadius", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ties close to AR/AP; less general-purpose."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|xai-small|CCH Tagetik", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Complex consolidations | Advanced financial planning and statutory reporting."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|Numeric", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Numeric** if: You want AI‑driven, transaction‑level visibility into the close."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|BlackLine", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BlackLine** if: You’re a large enterprise with complex multi‑entity structures and heavy compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|FloQast", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FloQast** if: You want a user‑friendly, workflow‑centric close tool with strong automation and fast onboarding."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|Planful", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Planful** if: You need close, consolidation, and planning in a single platform."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|OneStream", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **OneStream** if: You need continuous performance management ... for large, sophisticated finance organizations."}, {"id": "mai-20260917-1752-baseline-2|c199-m3|zai-small|Cube", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Cube** if: You prefer a spreadsheet‑like experience and want lightweight close automation."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Double", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Double** if you need a balanced mix of affordability and automation."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|BlackLine", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid FloQast/BlackLine** unless your close process is highly complex"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|FloQast", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid FloQast/BlackLine** unless your close process is highly complex"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Kasisto", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Kasisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A lightweight close management tool designed for small teams. It's simpler than FloQast and often more affordable."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Excel/Smartsheet", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Excel/Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Use Excel/Smartsheet** if your budget is extremely tight and your close process is simple."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|QuickBooks Online Advanced", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Includes built-in report customization and some checklist capabilities. Good for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Xero", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers good reporting and workflow features"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Numeric", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More flexible pricing, starting around **$30/user/month**, but still an investment."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|alibaba-small|Nominal", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "comparing specific features between **Double** and **Nominal**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|anthropic-small|Numeric", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric's Starter tier offers the lowest entry point"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|anthropic-small|FloQast", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "FloQast is priced at roughly $125 per user per month, though this is still reasonable for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|anthropic-small|Datarails", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "tools like Datarails and Planful provide solid functionality specifically designed for smaller finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|anthropic-small|Planful", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "generally positioned as one of the more affordable options on this list"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|challenger-small|Numeric", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** is the strongest overall pick in the results because it has the clearest low starting price"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|challenger-small|Planful", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good budget-conscious mid-market option if you want close management and FP&A together"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|challenger-small|Redwood", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget-friendly according to one comparison, especially for SAP-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|FloQast", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**FloQast** is the best balance of affordability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|Numeric", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick for a limited budget:** **Numeric** (at ~$30/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|Joiin", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Joiin** (~$24/month) is the cheapest viable option"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|Cube", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube** — Best for FP&A-focused close"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|DOKKA Close", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for mid-market lean teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|BlackLine", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget ... Built for large enterprises with dedicated admin teams; ~6-month rollout"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|OneStream", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "prohibitively expensive ... $200K–$1M+ Enterprise-scale consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|Trintech", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid on a Tight Budget ... Enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|deepseek-small|Workiva", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to Avoid on a Tight Budget ... $100K+ Public-company SEC reporting"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|BlackLine", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level financial close management software (FCMS) like **BlackLine**, **OneStream**, or **Workiva** is generally out of reach"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|OneStream", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally out of reach, often costing $50,000 to over $100,000 annually"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|Workiva", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally out of reach, often costing $50,000 to over $100,000 annually"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|FloQast", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even mid-market platforms like **FloQast** can cost between $30,000 and $80,000 per year."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|PivotXL", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Go with PivotXL** if you want to keep using Excel but desperately need automated task checklists"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|Numeric", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Modern AI & Continuous Close"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|SkyStem ART", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "SkyStem ART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly focused and cost-effective alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|Joiin", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Joiin is the cheapest way to handle the consolidation aspect of your close"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|google-small|NetClose by Netgain", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "NetClose by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best if you are on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|meta-small|OneStream", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated options include OneStream, SAP Cloud ERP, BlackLine, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|meta-small|SAP Cloud ERP", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated options include OneStream, SAP Cloud ERP, BlackLine, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|meta-small|BlackLine", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated options include OneStream, SAP Cloud ERP, BlackLine, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|meta-small|Workiva", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top-rated options include OneStream, SAP Cloud ERP, BlackLine, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|meta-small|Xenett", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xenett", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Xenett, which is designed specifically for accounting firms and automates financial reviews"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|minimax-small|Numeric", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** (Best Overall for Small Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|minimax-small|Planful", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** (Best for Tight Budgets)"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|minimax-small|MODLR", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Under $1,000/month**: Consider **Planful** or **MODLR**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|mistral-small|Numeric", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** and **DOKKA** are the top recommendations for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|mistral-small|DOKKA", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Numeric** and **DOKKA** are the top recommendations for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|mistral-small|FloQast", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "willing to consider a slightly higher price point, **FloQast** is also a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|mistral-small|Cube", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube is another budget-friendly option, especially for FP&A teams"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Numeric", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Numeric** if you have $100\\u2013300/month to spend and use a modern cloud ERP."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Dokka Close", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Dokka Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you\\u2019re under 5 people and want close + AP in one tool, **get a quote from Dokka**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Prophix", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entry pricing reported around **$30/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|BlackLine", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid BlackLine, FloQast, and Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|FloQast", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid BlackLine, FloQast, and Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Trintech/Cadency", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech/Cadency", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid BlackLine, FloQast, and Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Excel/Google Sheets with templates", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Excel/Google Sheets with templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "It\\u2019s manual but free."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|NetSuite", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NetSuite, QuickBooks Advanced, and Sage Intacct have basic period-end task lists"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|QuickBooks Advanced", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "have basic period-end task lists and reconciliation features"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Sage Intacct", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "have basic period-end task lists and reconciliation features"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Asana", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some finance teams adapt these for close checklists at a fraction of the cost."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|Monday", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Monday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some finance teams adapt these for close checklists at a fraction of the cost."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|moonshot-small|ClickUp", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some finance teams adapt these for close checklists at a fraction of the cost."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|openai-small|FloQast", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best fit is usually FloQast** for a mid-market accounting team"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|openai-small|BlackLine", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "stronger enterprise-grade breadth, but often a bigger investment and usually better suited to larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Numeric", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** stands out as the best financial close management software option for a company with a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|FloQast", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "FloQast, for example, is checklist-focused but typically $30k+/year with add-ons."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|BlackLine", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "uses custom pricing, often starting at $1,000\\u2013$3,000/month ... too steep for limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Cube", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most dedicated financial close software (e.g., FloQast, BlackLine, Cube, Prophix) uses custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Prophix", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most dedicated financial close software (e.g., FloQast, BlackLine, Cube, Prophix) uses custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Easy Month End", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Easy Month End | $45\\u2013$89/mo | Basic reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Financial Cents", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If Even Tighter Budget**: Financial Cents (~$5/client/mo add-on)"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|xai-small|Datarails", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Datarails (Excel-based, custom but SMB-friendly) for ultra-basics"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|PivotXL", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PivotXL is the standout choice."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|Numeric", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Numeric if you want high-quality automation and transparent pricing starting at $30/user/month."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|FloQast", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is a market leader in the small-to-mid-market space."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|BlackLine", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid BlackLine or Workiva for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|Xenett", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xenett", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Xenett: Starts at roughly $7.50–$10 per user per month."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|Double", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Double: Starts at roughly $10–$50 per client per month."}, {"id": "mai-20260917-1752-baseline-2|c199-m4|zai-small|Workiva", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid BlackLine or Workiva for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|alibaba-small|BlackLine", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally want to avoid \"Enterprise-only\" heavyweights (like BlackLine or Oracle), as they often require expensive implementation consultants"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|alibaba-small|Oracle", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You generally want to avoid \"Enterprise-only\" heavyweights (like BlackLine or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|alibaba-small|FloQast", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The market leader for this segment. Excellent UI, very strong ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|alibaba-small|Thurly", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Thurly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you already use their cloud accounting solution, though they are expanding into mid-market close management."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|alibaba-small|HighRadius", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stronger focus if you have complex cash application/receivables issues alongside the close."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|BlackLine", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't necessarily need (or want to pay for) the heavy enterprise platforms like BlackLine... BlackLine often ~6 months"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|FloQast", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The strongest mid-market fits where you'll likely land your shortlist: **FloQast** (accounting-led, broad ERP support, strong SOX controls)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|Numeric", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** (AI-native, fast setup, modern ERPs, but limited multi-entity)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|Adra", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Adra** (good for ~$50M\\u2013$500M revenue, strong reconciliation)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|DOKKA", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DOKKA** (unified AP + close)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|Planful", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market tools** (FloQast, Numeric, Adra, DOKKA, Planful)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|deepseek-small|Trintech", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "then **BlackLine** or **Trintech** are the enterprise-grade options"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|google-small|FloQast", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Extremely popular for mid-market companies (including 500-person firms)... has a very fast implementation time"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|google-small|Adra (by Trintech)", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specifically designed as a mid-market close management solution. It's highly modular, affordable, and quick to implement."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|google-small|BlackLine", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it can be expensive, complex, and has a much longer implementation cycle."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|google-small|SkyStem (ART)", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "SkyStem (ART)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another solid mid-market contender focused on reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|minimax-small|FloQast", "prompt": "c199-m5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** (best mid-market fit)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|minimax-small|BlackLine", "prompt": "c199-m5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** (enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|minimax-small|Trintech", "prompt": "c199-m5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech** (strong for complex scenarios)"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|minimax-small|Workiva", "prompt": "c199-m5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Also consider **Workiva** if you have SEC reporting needs."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|BlackLine", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Based on your ERP and key requirements (e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM)."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|Trintech", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|Vena", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|FloQast", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|Oracle FCCS", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle FCCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|mistral-small|SAP FCM", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "SAP FCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., BlackLine, Trintech, Vena, FloQast, Oracle FCCS, SAP FCM"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|BlackLine", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools (e.g., BlackLine, Workiva in complex deployments) often need full-time admins. Mid-market teams rarely see ROI"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|Workiva", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools (e.g., BlackLine, Workiva in complex deployments) often need full-time admins."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|FloQast", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**FloQast** is the most referenced leader here; known for rapid deployment and accountant-friendly UI."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|Prophix One", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prophix One** ranks well for North American mid-market teams needing controlled, audit-ready workflows."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|Adra by Trintech", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Adra by Trintech** focuses on matching and reconciliation automation without enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|Lucanet", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Lucanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lucanet** is commonly cited for mid-market European ERP stacks."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|moonshot-small|Numeric", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Numeric** and similar modern tools emphasize automation-first close for lean teams."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|FloQast", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include FloQast, BlackLine, Numeric, Vena, Planful, Adra by Trintech, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|BlackLine", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If multi-ERP or complex, lean enterprise (BlackLine)."}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|Numeric", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Numeric | Transaction visibility, AI | $30/user/mo | NetSuite, Sage, Xero | <1 mo |"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|Vena", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Vena | Spreadsheet-heavy teams | Custom | Excel-integrated | 1-2 mo |"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|Planful", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Planful | Governed workflows | Custom | Mid-market ERPs | 2-3 mo |"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|Adra by Trintech", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options include ... Adra by Trintech, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-m5|xai-small|OneStream", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options include ... and OneStream—shortlist 3-5 based on your ERP and pain points"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|alibaba-small|Hubstaff", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequently criticized for its \"active time\" tracking and random screenshot technology. It has been subject to lawsuits regarding wage-and-hour compliance"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|alibaba-small|ActivTrak", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "They are powerful but extremely invasive, offering deep visibility into application usage and file transfers."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|alibaba-small|Teramind", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They are powerful but extremely invasive, offering deep visibility into application usage and file transfers."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|alibaba-small|Time Doctor", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Time Doctor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has faced criticism in the past for \"policing\" habits (like slow typing) rather than measuring output quality."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|alibaba-small|RescueTime (Business/Social Plan)", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "RescueTime (Business/Social Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Historically controversial because early versions of their \"Social Plan\" allowed users to share their activity levels publicly"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|challenger-small|BlackLine", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like BlackLine, Trintech, OneStream, and CCH Tagetik can require meaningful configuration and admin effort, so they are risky if you need something simple or fast to implement"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|challenger-small|Trintech", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like BlackLine, Trintech, OneStream, and CCH Tagetik can require meaningful configuration and admin effort, so they are risky"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|challenger-small|OneStream", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like BlackLine, Trintech, OneStream, and CCH Tagetik can require meaningful configuration and admin effort, so they are risky"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|challenger-small|CCH Tagetik", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like BlackLine, Trintech, OneStream, and CCH Tagetik can require meaningful configuration and admin effort, so they are risky"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|BlackLine", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or Be Cautious If: You are a mid-market company... implementation is notorious for being incredibly long and expensive"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Trintech Cadency", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BlackLine and Trintech are the \"heavyweights\" of the enterprise world... it will likely become \"shelfware\""}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|FloQast", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious If: You are a fast-growing, multi-entity international company... you may outgrow a checklist-centric tool very quickly"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|NetSuite", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ERP-native close features are usually clunky, non-intuitive, and treated as afterthoughts"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Sage Intacct", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ERP-native close features are usually clunky, non-intuitive, and treated as afterthoughts"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Microsoft Dynamics", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ERP-native close features are usually clunky, non-intuitive, and treated as afterthoughts"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Datarails", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "CPM or FP&A Tools Masquerading as Close Management (e.g., Datarails, Cube, Vena) * Avoid If: Your primary bottleneck is transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Cube", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid If: Your primary bottleneck is transaction matching, ledger-to-subledger reconciliations, and strict accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Vena", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These tools are built for FP&A (financial planning & analysis), not core accounting"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Numeric", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern close management (pioneered by tools like Numeric, Nominal, or modern cloud integrations of Trintech and BlackLine) relies on continuous close models"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|google-small|Nominal", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "pioneered by tools like Numeric, Nominal, or modern cloud integrations of Trintech and BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|Double", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|Numeric", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|FloQast", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|BlackLine", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|Trintech Cadency", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|Nominal", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|meta-small|Workiva", "prompt": "c199-m6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the tools mentioned in the search results include Double, Numeric, FloQast, BlackLine, Trintech Cadency, Nominal, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c199-m6|minimax-small|BlackLine", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BlackLine specifically has faced: Implementation difficulties and long integration processes... Complexity and clunky admin interfaces"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|minimax-small|Workiva", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**BlackLine** and **Workiva** are enterprise-focused solutions... Mid-market teams often **outgrow the setup cost before seeing ROI**"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|minimax-small|FloQast", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better Alternatives to Consider- **FloQast** — mid-market focused, faster implementation (4-6 weeks), lower cost"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|minimax-small|Numeric", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeric** — newer AI-driven option"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|minimax-small|Trintech", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trintech** — for automation-focused needs"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|BlackLine", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BlackLine (best for enterprises with dedicated admins)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|Workiva", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Workiva (complex setup, best for large teams)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|OneStream", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "OneStream (can be overkill for smaller teams)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|Adra by Trintech", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Adra by Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Adra by Trintech (steep learning curve, best for mature finance teams)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|FloQast", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "starting with simpler tools like **FloQast** or **Numeric** is often more effective and easier to adopt"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|mistral-small|Numeric", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools that are generally safer for fast adoption: FloQast, Numeric"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|moonshot-small|Excel/Google Sheets", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on Excel/Google Sheets for close management is widely recognized as problematic"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|moonshot-small|FloQast", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While popular, users report several concerns: Pricing is not transparent and described as \"steep relative to what the platform delivers\""}, {"id": "mai-20260917-1752-baseline-2|c199-m6|moonshot-small|BlackLine", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade but comes with significant caveats: Steep learning curve and complex setup requiring extensive training"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|moonshot-small|Close (CRM)", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close (CRM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Note: This is a sales CRM tool, NOT financial close software — common confusion"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|BlackLine", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BlackLine can take 5-6 months and cost $77K–$340K/year... Mid-market teams... often report poor ROI"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|FloQast", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For mid-market, start with FloQast (fast setup, Excel-friendly) or Numeric (AI flux analysis)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|Workiva", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workiva needs dedicated admins... Complexity: Require IT involvement"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|Numeric", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with FloQast (fast setup, Excel-friendly) or Numeric (AI flux analysis)"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|Asana", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Checklist-only or basic trackers (e.g., generic project tools like Asana/Monday.com repurposed for closes)... Avoid if"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|Monday.com", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generic project tools like Asana/Monday.com repurposed for closes... No native ERP sync, audit trails"}, {"id": "mai-20260917-1752-baseline-2|c199-m6|xai-small|Close CRM (close.io)", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM (close.io)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Common complaints... Limited reporting/customization... Avoid if: Not heavy on outbound calls/SMS"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|alibaba-small|Numeric", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Most Small Companies ... start with **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|alibaba-small|FloQast", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Checklist-Based Workflows ... Better if you're growing rapidly and want a platform that scales"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|alibaba-small|Finlens", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on QuickBooks specifically, try **Finlens** first for its low cost and immediate impact"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|alibaba-small|Datarails", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Spreadsheet-Loyal Teams ... Runs inside Excel, so there's minimal learning curve"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|Sage Intacct", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** appears to be the most suitable for small B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|FloQast", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** and **Numeric** are also strong contenders for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|Numeric", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric is one of the newer AI-native close platforms"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|Datarails", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Datarails is ideal for small to mid-size companies that aren't ready for a massive, complex financial system"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|BlackLine", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid enterprise solutions** like BlackLine and Workiva unless you plan to scale significantly"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|anthropic-small|Workiva", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid enterprise solutions** like BlackLine and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|challenger-small|Numeric", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation for a small B2B company, I'd pick **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|challenger-small|DOKKA", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you specifically need AP automation, in which case **DOKKA** is the stronger fit"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|challenger-small|Datarails", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if your team is Excel-heavy:** **Datarails** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|challenger-small|Vena", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if your team is Excel-heavy:** **Datarails** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|challenger-small|FloQast", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if your main issue is task orchestration, not deep reconciliation:** **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|FloQast", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the safest, most feature-complete choice — but be prepared for the higher price tag"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|DOKKA Close", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**DOKKA Close** offers the best balance of close automation + AP + fast deployment at the most accessible price point"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|Datarails", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you refuse to leave Excel** or also need strong FP&A/planning: **Datarails**."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|MODLR", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "MODLR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all have small-business-appropriate tiers, though some skew mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|LucaNet", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "LucaNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all have small-business-appropriate tiers, though some skew mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|Prophix", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all have small-business-appropriate tiers, though some skew mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|deepseek-small|Vena Solutions", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "all have small-business-appropriate tiers, though some skew mid-market"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|BlackLine", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-grade tools (like BlackLine or Trintech) ... far too complex ... too expensive for small B2B teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|Trintech", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade tools (like BlackLine or Trintech) are built for massive corporations"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|Numeric", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Numeric: Best Overall for Growing Small B2B Companies"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|Mayday", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Mayday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mayday or ScaleXP: Best for B2B SaaS & Companies with Complex Revenue"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|ScaleXP", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Mayday** or **ScaleXP**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|Xenett", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Xenett", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Xenett: Best for Transaction Review & Error Detection"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|FloQast", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It is a premium product and quite expensive for a true \"small\" business."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|google-small|Double", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ask them if they use **Double** or **Xenett**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|PivotXL", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PivotXL - Best for small-to-mid sized companies who want full control without enterprise pricing."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|Double", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Double - A close management system that offers a range of features for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|FloQast", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FloQast - A financial close software that is used by 77% of small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|Dext", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dext - A financial close software that offers a range of features for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|Numeric", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Numeric - A financial close software that offers native, real-time integration with ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|Canopy", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Canopy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Canopy - A financial close software that offers a range of features for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|meta-small|BlackLine", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BlackLine - A financial close software that offers a range of features for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|minimax-small|Numeric", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall** for small businesses wanting AI-powered automation"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|minimax-small|FloQast", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Numeric** (if you want AI-powered automation) or **FloQast** (if you prefer checklist-based management)"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|minimax-small|DOKKA", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|minimax-small|PivotXL", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for small-to-mid-sized companies** wanting full control without enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|minimax-small|LiveFlow", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for real-time spreadsheet-connected workflows**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|mistral-small|DOKKA Close", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most automation and AI-driven features, choose **DOKKA**."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|mistral-small|PivotXL", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a budget-friendly, Excel-integrated solution with strong reporting, go with **PivotXL**."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|mistral-small|Double", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deep ERP integration and AI that executes close work for you, **Double** is a top pick."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|moonshot-small|Numeric", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** – Best Overall Value"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|moonshot-small|FloQast", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose FloQast** if you want a proven solution with strong QuickBooks integration"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|moonshot-small|Easy Month End", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with Easy Month End** if you're budget-conscious and have simple needs"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|moonshot-small|Double", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Double** – Good QuickBooks Integration"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|moonshot-small|BlackLine", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid BlackLine** unless you're a larger enterprise—it's typically overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|openai-small|FloQast", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "then **FloQast is the safest \"best financial close management software\" pick**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|openai-small|LiveFlow", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want lightweight, spreadsheet-first reporting:** **LiveFlow**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|openai-small|BlackLine", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually too heavy/expensive for small business:** **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|Numeric (numeric.io)", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric (numeric.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric (numeric.io) - Often the top pick for small B2B teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|FloQast", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast - Strong all-rounder, widely used by SMBs"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|DataRails", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DataRails - Excel-friendly for spreadsheet-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|DOKKA Close", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "DOKKA Close: AI automations for AP/close; ~$12k/year starting."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|Finlens", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Finlens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finlens: QBO overlay ($49/month); auto-categorization/reconciliations."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|xai-small|PivotXL", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PivotXL: $100/month flat; Excel-based checklists/approvals."}, {"id": "mai-20260917-1752-baseline-2|c199-s1|zai-small|Numeric", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** stands out as the best overall choice"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|zai-small|Double", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Double** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|zai-small|Easy Month End", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For very small teams on a tight budget, **Easy Month End** provides simple, effective reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|zai-small|FloQast", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often seen as expensive for small teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s1|zai-small|BlackLine", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overkill for most small B2Bs"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Flow.io", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Flow.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Flow.io... is the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|FloQlik", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQlik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add FloQlik only if you find yourself spending more than 10 hours a month doing manual reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Reconcilio", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Reconcilio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Pick: FloQlik** (or **Reconcilio**)"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Billtrust", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Billtrust or HighRadius (Lite version)"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|HighRadius", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: High-end versions can be expensive, so look for their \"SME\" or specific integrations"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Float", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Float** (Cash Flow) + **ApproACH**"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|ApproACH", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "ApproACH", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ApproACH manages the complex close workflow"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Datarails", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **NetSuite** | **Datarails** or **Flare** |"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Flare", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Flare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Datarails** or **Flare**"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Anaplan", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Sage Intacct** | **Anaplan** or **Prophix** |"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|alibaba-small|Prophix", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Anaplan** or **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|anthropic-small|Numeric", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** is an excellent option for small, fast-moving teams that need to get organized quickly without a complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|anthropic-small|Datarails", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** connects directly to Excel... allowing finance teams to automate reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|anthropic-small|Double", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Double** is AI-powered, ledger-integrated close management software"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|anthropic-small|Sage Intacct", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** is a cloud financial management system popular with growing small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|challenger-small|DOKKA", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with DOKKA if you want an end-to-end close tool"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|challenger-small|Numeric", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Numeric if your main pain is reconciliations and close coordination on a modern cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|challenger-small|Datarails", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business is more spreadsheet-centric, **Datarails** is a strong option"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|challenger-small|FloQast", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your biggest issue is *orchestrating* the close rather than deep reconciliation, **FloQast** is often recommended."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|QuickBooks Online", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with QuickBooks Online (Plus or Advanced) — it gives you receivables, payables, reconciliation, and close all in one affordable package"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|Xero", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is a great, modern alternative with clean bank-feed-driven bookkeeping and unlimited-user flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|FloQast", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The closest thing to a category standard for close management... Great for a scaling team."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|Numeric", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A more affordable option (from ~$30/user/month) that works with QuickBooks and Xero"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|Zoho Books", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable, integrated accounting with a strong dedicated AP module."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|BILL AP/AR", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Automates bill, invoice approval, and payment processing, syncing with your accounting software."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|Ramp Bill Pay", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free tier available; good for autonomous AP automation."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|Sage Intacct", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Both are more expensive and typically a jump in complexity, so I'd only recommend them once you genuinely outgrow the lower tiers."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|deepseek-small|NetSuite", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Both are more expensive and typically a jump in complexity, so I'd only recommend them once you genuinely outgrow the lower tiers."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|google-small|Double (formerly Keeper)", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Double** (which rebranded from Keeper after raising its Series A) is the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|google-small|Numeric", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast-Growing, Venture-Backed B2B Startups"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|google-small|LiveFlow", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LiveFlow** is the perfect middle ground"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|google-small|FloQast", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often too expensive and over-engineered for a very small business"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|meta-small|KashFlow", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "KashFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "KashFlow - suitable for small and mid-sized B2B teams that need a controlled invoice-to-ledger workflow with clear approval discipline."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|meta-small|MYOB", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "MYOB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MYOB - suitable for accounting teams that need local AP, AR, and month-end close control in Australia or New Zealand."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|minimax-small|QuickBooks Online (QBO)", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **QuickBooks Online** or **Xero** as your core accounting software"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|minimax-small|Xero", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **QuickBooks Online** or **Xero** as your core accounting software"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|minimax-small|FloQast", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider adding **Double** or **FloQast** as overlays"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|minimax-small|Double", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider adding **Double** or **FloQast** as overlays"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|minimax-small|Easy Month End", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Easy Month End", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for:** Very small teams (1-20 users)... **Consideration:** Limited to QBO or Xero integration"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|mistral-small|KashFlow", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "KashFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, KashFlow or Spendesk are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|mistral-small|MYOB", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "MYOB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A good fit for B2B businesses, especially those in Australia or New Zealand"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|mistral-small|Spendesk", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B businesses, KashFlow or Spendesk are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|mistral-small|Numeric", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on integration depth with your ERP, which is crucial for accurate and efficient financial close."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|Numeric", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** — Best Overall Value for Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|Finlens", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Finlens (free or $49/month)** if you're on QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|Double", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Double** — Best for Bookkeeping Firms & CAS Teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|FloQast", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overkill and overpriced for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|BlackLine", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-grade with enterprise pricing. Built for large, complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|moonshot-small|Sage Intacct / NetSuite", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Sage Intacct / NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Full ERP replacements, not just close tools. Expensive and complex to implement."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|openai-small|BlackLine", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "I'd usually **not start with heavyweight enterprise close software** like BlackLine unless you already have a fairly complex accounting operation"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|openai-small|Asana", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "plus a task checklist in something lightweight like Asana, Monday, or Notion"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|openai-small|Monday", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Monday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a task checklist in something lightweight like Asana, Monday, or Notion"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|openai-small|Notion", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a task checklist in something lightweight like Asana, Monday, or Notion"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|xai-small|Numeric", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Numeric** as the top month-end close software"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|xai-small|FloQast", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent (4.9/5 ratings), but pricier (~$30K+/year) and better for slightly larger teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|xai-small|Finlens", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is solo or outsourced, Finlens could be a cheaper starter"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|xai-small|Datarails", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excel lovers + FP&A | Custom (~mid-market)| Partial| 1-3 weeks | Less B2B-specific"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|xai-small|BlackLine", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like BlackLine (too heavy/costly)"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|zai-small|Double (formerly Keeper)", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Double (formerly Keeper)"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|zai-small|Datarails Month‑End Close", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails Month‑End Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Datarails Month‑End Close"}, {"id": "mai-20260917-1752-baseline-2|c199-s2|zai-small|FloQast", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Mid‑market and enterprise focus** — overkill for most small B2B businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s2|zai-small|Numeric", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Mid‑market to enterprise focus** — not ideal for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|Salesforce", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools like Salesforce are often overkill"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|Pipedrive", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Pipedrove**. It is the easiest for your team to adopt immediately."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|Close", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a \"Telemarketer\" style workforce:** Choose **Close**. You cannot beat its dialer capabilities."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|Dubsado", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Dubsado", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are selling a service requiring signatures/deposits:** Choose **Dubsado**."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|HubSpot", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HubSpot (Best for Marketing-to-Sales Alignment)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|alibaba-small|Copper", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Copper (Best for Google Workspace Users)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|anthropic-small|FloQast", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It tracks work but does not execute it... pricing is user-based, and multi-year commitments are standard, which can make it a substantial line item for lean finance teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|anthropic-small|Numeric", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a reasonable fit for mid-market companies that have outgrown spreadsheets but aren't ready for an enterprise rollout"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|anthropic-small|Datarails", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for small to mid-size companies that aren't ready for a massive, complex financial system"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|anthropic-small|Double", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For small to mid-size teams that want a faster close without adding headcount, Double is worth a serious look"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Close", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Phone-heavy teams overwhelmingly prefer Close"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Pipedrive", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pipedrive is the clearest starting point for small teams moving beyond spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|HubSpot", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HubSpot is the safest default for cross-functional teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Freshsales", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small team, tight budget, want phone + chat + email bundled: Freshsales"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Copper", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Your team lives in Gmail/Google Workspace and hates manual entry: Copper"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Zoho CRM", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Maximum value and flexibility per dollar, willing to configure: Zoho"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|deepseek-small|Salesforce", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "For teams under ~20 reps, going beyond these (e.g., Salesforce) is usually overkill."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|BlackLine", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise close management solutions (like BlackLine or Trintech Cadency) are usually too expensive, overly complex"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|Trintech Cadency", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise close management solutions (like BlackLine or Trintech Cadency) are usually too expensive, overly complex"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|Double (formerly Keeper)", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Double** if you are a lean team or accounting firm running **QuickBooks Online/Xero**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|Numeric", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Numeric** if you are a fast-growing team on QBO or NetSuite looking to automate **flux analysis and reporting**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|FloQast", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **FloQast** if your team is already heavily reliant on **complex Excel workpapers**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|google-small|Adra (by Trintech)", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Adra** if your biggest month-end headache is **reconciling massive quantities of transactions**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|DOKKA", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DOKKA is best for 2-10 person finance teams and offers a custom pricing model"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|Datarails", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top close management tools for a small team are DOKKA, Datarails, FloQast, LucaNet, Numeric, Prophix, and Vena Solutions."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|FloQast", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FloQast is best for checklist orchestration on top of existing workpapers and has a custom pricing model"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|LucaNet", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "LucaNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top close management tools for a small team are DOKKA, Datarails, FloQast, LucaNet, Numeric, Prophix, and Vena Solutions."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|Numeric", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Numeric is best for modern cloud ERP teams and has a custom pricing model."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|Prophix", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Prophix is best for combining close with FP&A on one platform"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|meta-small|Vena Solutions", "prompt": "c199-s3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vena Solutions offers customized close workflows."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|minimax-small|Double", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum automation + affordable pricing: **Double** or **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|minimax-small|FloQast", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For teams that love spreadsheets: **FloQast** (lighter touch)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|minimax-small|Numeric", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For maximum automation + affordable pricing: **Double** or **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|minimax-small|BlackLine", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BlackLine** (overkill for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|mistral-small|Double", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Double** and **FloQast** are top choices due to their balance of features, ease of use, and integration capabilities."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|mistral-small|FloQast", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Double** and **FloQast** are top choices"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|mistral-small|Numeric", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced analytics, **Numeric** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|mistral-small|BlackLine", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlackLine** is best for teams with more complex or compliance-heavy close processes"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|mistral-small|Easy Month End", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Easy Month End", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, checklist-based approach; can be more cost-effective for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|moonshot-small|Double", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most affordable with AI**: **Double** (per-client pricing scales well)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|moonshot-small|Numeric", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for high-growth startups**: **Numeric** (transaction-level AI insights)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|moonshot-small|FloQast", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Pricing not transparent, can be expensive for small teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|moonshot-small|Financial Cents", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bookkeeping firms**: **Financial Cents** (workflow + client management combined)"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|moonshot-small|BlackLine", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid BlackLine unless you're planning to grow into an enterprise-level operation"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|zai-small|FloQast", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast is widely considered the leader for mid-market teams... **Choose FloQast** if you want to modernize your close process quickly"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|zai-small|BlackLine", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While it can be used by smaller teams, it is generally overkill"}, {"id": "mai-20260917-1752-baseline-2|c199-s3|zai-small|Numeric", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric has emerged as a strong contender specifically for smaller corporate finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|zai-small|Workiva", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Teams with strict regulatory reporting and audit requirements."}, {"id": "mai-20260917-1752-baseline-2|c199-s3|zai-small|LiveFlow", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose LiveFlow** if your team lives in Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|Finlens", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **Finlens**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|PivotXL", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "PivotXL is widely regarded as the high-value alternative to expensive enterprise tools"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|FloQast", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the multi-thousand dollar price tag of tools like FloQast or BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|BlackLine", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the multi-thousand dollar price tag of tools like FloQast or BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|QuickBooks Online (Advanced)", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "QuickBooks Online (Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "upgrading to \"Plus\" or \"Premium\" plans ($65–$99/month) may provide enough automation"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|Xero (Premium)", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xero (Premium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "QuickBooks Online (Advanced) / Xero (Premium): For very simple closes"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|alibaba-small|Excel / Google Sheets", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While not a \"management platform,\" many small companies manage via a shared tracker"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|Datarails Month-End Close", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails Month-End Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This platform was built around how small finance teams actually work—in Excel... ideal for small to mid-size companies"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|Cube", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is already heavily invested in Excel, Datarails or Cube might be the best fit."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|Planful", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Planful is generally positioned as one of the more affordable options"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|Sage Intacct", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sage Intacct or Planful are good alternatives"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|BlackLine", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "willing to work with smaller budgets compared to enterprise-level solutions like BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|anthropic-small|OneStream", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-level solutions like BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|challenger-small|Numeric", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Numeric** if you want a modern close-management tool with fast setup and a published starting price"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|challenger-small|Datarails", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already live in Excel and want a lighter transition"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|challenger-small|Vena", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** or **Vena** are the better budget-conscious choices because they work around existing spreadsheet workflows"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|challenger-small|FloQast", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|challenger-small|DOKKA", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if you want an end-to-end close-plus-AP platform that can deploy in under 4 weeks"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|Finlens", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value ... I'd start with **Finlens** (especially its free tier) if you're on QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|PivotXL", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a dedicated close-management tool with clear flat pricing, **PivotXL at $100/month** is your best budget-friendly pick."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|Easy Month End", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, affordable option for small teams (1–20 users) focused on close checklists and workflow"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|FloQast", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid (too expensive for a tight budget) ... Overkill for most small companies."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|BlackLine", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise-focused, custom pricing, ~6 month implementation"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|deepseek-small|Planful", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "roughly **$800–$1,250/month** and up"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|BlackLine", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade financial close software like **BlackLine** (which can cost $70,000+ per year) ... is usually cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|FloQast", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**FloQast** (which typically starts around $1,000/month) is usually cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Numeric", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Close Management Tool: **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Finlens", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for QuickBooks Online Automation: **Finlens**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Financial Cents", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Pure Task & Checklist Tracking: **Financial Cents**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Coefficient", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair your spreadsheet with a connector like **Coefficient**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|G-Accon", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a connector like **Coefficient** or **G-Accon**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Adra by Trintech", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Mid-Market Step Up: **Adra by Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|google-small|Cadency", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "significantly cheaper and faster to implement than BlackLine or Cadency"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|meta-small|MODLR", "prompt": "c199-s4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include MODLR, a cloud-based financial planning and analysis solution"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|minimax-small|Finlens", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you use QuickBooks Online**: Try **Finlens** first — the free tier or $49/month is very affordable"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|minimax-small|Easy Month End", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need simple reconciliations**: **Easy Month End** at $45–$89/month is straightforward and budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|minimax-small|PivotXL", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want predictable flat pricing**: **PivotXL** at $100/month (regardless of users) can be cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|minimax-small|Numeric", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Numeric** (Good for scaling) - **Pricing**: $30/user/month"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|mistral-small|PivotXL", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PivotXL** – Best for value and simplicity, offering a flat $100/month fee with no per-user charges."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|mistral-small|Numeric", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PivotXL** and **Numeric** stand out as the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|mistral-small|DOKKA", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DOKKA** and **FloQast** are also strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|mistral-small|FloQast", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DOKKA** and **FloQast** are also strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|moonshot-small|Finlens", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Finlens**—the free tier covers many small businesses, and the $49/month plan is very affordable"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|moonshot-small|PivotXL", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PivotXL at $100/month** offers excellent value with no per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|moonshot-small|Numeric", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** – Best for AI-Driven Close"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|moonshot-small|Cube", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube** – Best for Combined FP&A and Close"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|openai-small|BlackLine", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice is usually **not** the biggest enterprise tool like BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|openai-small|OneStream", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the best choice is usually **not** the biggest enterprise tool like BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|openai-small|FloQast", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "FloQast is the best overall pick for a small company that wants serious close-management software without going fully enterprise."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|openai-small|LiveFlow", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your budget is extremely tight, **LiveFlow or a manual workflow** may be the better short-term choice."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|openai-small|Workiva", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose **Workiva** only if: you also need stronger reporting/compliance features, and budget is less of a concern."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|Easy Month End", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Easy Month End** (Best Overall for Simplicity & Affordability)"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|Finlens", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Finlens** (Best for AI Automation on a Shoestring)"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|PivotXL", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PivotXL** (Best Free/Flat-Rate Option)"}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|FloQast", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools like FloQast/BlackLine/Numeric start at $800-3,000+/mo (custom, often per-user)—too pricey for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|BlackLine", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise tools like FloQast/BlackLine/Numeric start at $800-3,000+/mo ... too pricey for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|Numeric", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise tools like FloQast/BlackLine/Numeric start at $800-3,000+/mo ... too pricey for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|xai-small|DOKKA", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid custom-quote tools (e.g., DOKKA ~$12k/year) unless scaling soon."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|GnuCash", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Budget‑tightest (zero cost):** GnuCash, Akaunting, or ZipBooks."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|Akaunting", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget‑tightest (zero cost):** GnuCash, Akaunting, or ZipBooks."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|Bigcapital", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Bigcapital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open‑source ERP/accounting for SMBs... Needs IT resources to run; less polished UI than commercial tools."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|ZipBooks / Wave / NCH Express Accounts", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "ZipBooks / Wave / NCH Express Accounts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Limited close automation, no checklists, no close workflows."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|Numeric", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best value for true close automation:** **Numeric** (~$30/user/month)."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|FloQast", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you can afford a higher‑ticket solution:** **FloQast** (strong close checklists, no per‑user fees, but quote‑based pricing)."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|Cube", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If you need FP&A + close + consolidation:** Cube or MODLR."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|Workiva", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Small companies with strict regulatory or control requirements."}, {"id": "mai-20260917-1752-baseline-2|c199-s4|zai-small|MODLR", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**If you need FP&A + close + consolidation:** Cube or MODLR."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|alibaba-small|BlackLine", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small for heavy enterprise tools (like BlackLine) intended for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|alibaba-small|FloQast", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast:** Very popular for cloud-native ERPs; great usability."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|alibaba-small|Corrodata", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Corrodata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Corrodata:** Strong workflow automation; very flexible."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|alibaba-small|Trullion", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trullion:** AI-driven, great for reducing manual matching effort."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|alibaba-small|AccountantView", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "AccountantView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you use QBO/Xero and are looking for a lighter touch."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|BlackLine", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Skip (at least initially):** BlackLine, Workiva, Trintech, OneStream — these are enterprise tools designed for much larger finance teams and budgets."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|Workiva", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Skip (at least initially):** BlackLine, Workiva, Trintech, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|Trintech", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Skip (at least initially):** BlackLine, Workiva, Trintech, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|Numeric", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Strong candidates to evaluate first:** Numeric, FloQast, and DOKKA Close."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|FloQast", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Strong candidates to evaluate first:** Numeric, FloQast, and DOKKA Close."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|DOKKA", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Strong candidates to evaluate first:** Numeric, FloQast, and DOKKA Close."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|Datarails", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Automation-first close** | **DOKKA Close**, **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|deepseek-small|OneStream", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Skip (at least initially):** BlackLine, Workiva, Trintech, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Numeric", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric is widely considered one of the best modern, lightweight close tools on the market... (Highly Recommended for Growing Teams)"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|FloQast", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Mid-Market Gold Standard... (Note: It can be pricier than newer, AI-first platforms, so push for small-business pricing)"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Double", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-Native & Budget-Friendly... newer-generation, highly automated close tools"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Clay", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Clay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-Native & Budget-Friendly... target small businesses, startups, and bookkeeping firms"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|NetClose by Netgain", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "NetClose by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only if you are on NetSuite... a close-management module that lives directly inside NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Notion", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Try setting up a free, highly structured Notion, Asana, or Monday.com board"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Asana", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Try setting up a free, highly structured Notion, Asana, or Monday.com board"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|google-small|Monday.com", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Try setting up a free, highly structured Notion, Asana, or Monday.com board"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|meta-small|Numeric", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular financial close management software options for small to mid-sized companies include:\n\n1. Numeric"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|meta-small|FloQast", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. FloQast"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|meta-small|BlackLine", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|meta-small|Workiva", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Workiva"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|meta-small|DOKKA Close", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. DOKKA Close"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|minimax-small|FloQast", "prompt": "c199-s5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast is frequently recommended as the top mid-market leader, built specifically for accounting-led teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|minimax-small|Numeric", "prompt": "c199-s5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market needing transaction-level visibility | Affordable ($30/mo/user), modern interface"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|minimax-small|Vena", "prompt": "c199-s5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workflow-driven close orchestration | Excellent for consolidation"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|minimax-small|Adra (Trintech)", "prompt": "c199-s5", "model": "minimax-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra (Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Dynamics shops | Task management + reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|moonshot-small|BlackLine", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools (BlackLine, Workiva, etc.) often take 4–6 months... likely overkill and overpriced for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|moonshot-small|Workiva", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BlackLine / Workiva — Enterprise-grade; powerful but likely overkill and overpriced for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|moonshot-small|FloQast", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "FloQast — Market leader for mid-market; strong adoption, good for accounting-led teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|moonshot-small|Numeric", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric — Priced lower (~$30/mo/user Essentials); good ERP sync depth; newer AI-native approach"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|moonshot-small|Adra", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adra by Trintech — Known for user-friendly reconciliation workflows; strong mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|xai-small|FloQast", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "top SMB picks per G2/Gartner-like reviews: FloQast, Numeric for speed; BlackLine for depth."}, {"id": "mai-20260917-1752-baseline-2|c199-s5|xai-small|Numeric", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top SMB picks per G2/Gartner-like reviews: FloQast, Numeric for speed"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|xai-small|BlackLine", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume recon (if growing fast) | Quote-based ... BlackLine for depth"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|xai-small|Adra by Trintech", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Compliance-heavy | Quote-based | Enterprise-leaning | 2+ months"}, {"id": "mai-20260917-1752-baseline-2|c199-s5|xai-small|Workiva", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Compliance-heavy | Quote-based | Enterprise-leaning | 2+ months"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|BlackLine", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Examples:** BlackLine, Workiva, or other enterprise-focused solutions. - **Why to Avoid/Be Cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Workiva", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Examples:** BlackLine, Workiva, or other enterprise-focused solutions. - **Why to Avoid/Be Cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Asana", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General Task Management Tools Misused as Close Software - **Examples:** Asana, Trello, Monday.com"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Trello", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples:** Asana, Trello, Monday.com (when used alone without specialized financial integrations)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Monday.com", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise giants with long implementations, generic task managers lacking financial depth"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|DOKKA", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Recommended Categories:** Mid-market or SMB-focused platforms like DOKKA, FloQast (for simpler setups), Double, or Numeric"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|FloQast", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "FloQast (for simpler setups)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Double", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like DOKKA, FloQast (for simpler setups), Double, or Numeric"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|alibaba-small|Numeric", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Numeric (if you have some complexity but don’t want enterprise overhead)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|anthropic-small|BlackLine", "prompt": "c199-s6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BlackLine is a comprehensive suite designed for larger enterprises... Small businesses should be wary of over-investing in platforms designed for complexity they don't need."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|Excel", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A shared Excel or Google Sheets checklist can work for straightforward accounting, but as soon as reconciliations, approvals, or audit trails matter, spreadsheets become fragile"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|Google Sheets", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "spreadsheets become fragile compared with purpose-built close software"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|Monday.com", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "General project-management tools like Monday.com or Asana for the core accounting close... they lack accounting-specific features"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|Asana", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they lack accounting-specific features such as reconciliations, ERP integration, variance analysis, and audit trails"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|BlackLine", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise close-management suites such as BlackLine or FloQast if your business is small and simple... unnecessary implementation effort, higher cost"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|FloQast", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "designed for more complex finance teams, so smaller businesses may face unnecessary implementation effort, higher cost, and more process overhead"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|challenger-small|Close CRM", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Close CRM is built for outbound sales workflows, not post-sale customer management, compliance-heavy environments, or deep customization"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Salesforce", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Salesforce** (especially Salesforce Essentials) — The classic trap.... It's \"too heavy,\" not merely expensive."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|HubSpot CRM", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**HubSpot CRM** — Be cautious if you only need deal tracking."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Close", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the tool literally called **Close** is one to be careful about for many small businesses, even though it's excellent for its niche"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Pipedrive", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pipedrive** or **Fluid CRM** for simple visual pipeline tracking."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Fluid CRM", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Fluid CRM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Pipedrive** or **Fluid CRM** for simple visual pipeline tracking."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Zoho", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zoho** or **Freshsales** if you need an affordable all-in-one."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|deepseek-small|Freshsales", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zoho** or **Freshsales** if you need an affordable all-in-one."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|BlackLine", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Record-to-Report (R2R) Suites (Avoid)... they are generally a terrible fit for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|Trintech (Cadency)", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Record-to-Report (R2R) Suites (Avoid)... generally a terrible fit for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|Workiva", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workiva is not a day-to-day task manager or balance sheet reconciliation tool for small teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|OneStream", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "All-in-One Corporate Performance Management (CPM) Suites (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|Anaplan", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "All-in-One Corporate Performance Management (CPM) Suites (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|Solver", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Solver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "All-in-One Corporate Performance Management (CPM) Suites (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|Numeric", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Numeric: Highly rated for high-growth, smaller teams... implements in days to weeks."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|FloQast", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A very popular \"mid-market\" option... incredibly user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|CloseTheBooks", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "CloseTheBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Designed specifically to offer simpler, affordable task management and reconciliation for smaller finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|google-small|HubiFi", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Designed specifically to offer simpler, affordable task management and reconciliation for smaller finance teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|meta-small|Double", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Double: Offers close management for internal finance teams with ERP integration and AI automation."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|meta-small|Numeric", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Provides deep insights at enterprise pricing, but may be too expensive for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|meta-small|FloQast", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "FloQast: Organizes tasks but requires Excel."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|meta-small|BlackLine", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "An enterprise tool that may be too complex and expensive for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|meta-small|Workiva", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "An enterprise tool that may be too complex and expensive for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|BlackLine", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These require dedicated admins and are designed for large enterprises. The setup cost and complexity often outweigh benefits for small teams."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Workiva", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BlackLine** and **Workiva** \\u2013 These require dedicated admins and are designed for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|OneStream", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These mid-market enterprise tools often have steep learning curves and high price tags"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Lucanet", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Lucanet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These mid-market enterprise tools often have steep learning curves and high price tags"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Planful", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These mid-market enterprise tools often have steep learning curves and high price tags"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Easy Month End", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lightweight tools** like Easy Month End or task-specific solutions"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|QuickBooks Online", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Simple cloud accounting software** (QuickBooks Online, Xero) with built-in close features"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Xero", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Simple cloud accounting software** (QuickBooks Online, Xero) with built-in close features"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|minimax-small|Close CRM", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be cautious with CRM solutions that lock you into specific features (like VoIP)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|BlackLine", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Platforms (BlackLine, Workiva, Trintech)... **Why to avoid:** These are built for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|Workiva", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Platforms (BlackLine, Workiva, Trintech)... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|Trintech", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Platforms (BlackLine, Workiva, Trintech)... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|FloQast", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution:** Frequently flagged as **overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|Vena Solutions", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution:** These are primarily FP&A/budgeting platforms with close features added on"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|Planful", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution:** These are primarily FP&A/budgeting platforms with close features added on"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|moonshot-small|Datarails", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution:** These are primarily FP&A/budgeting platforms with close features added on"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|xai-small|BlackLine", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Enterprise-focused (BlackLine, Workiva)** | High cost ($thousands/year+), complex setup (needs admins/IT), designed for 50+ employee teams"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|xai-small|Workiva", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Enterprise-focused (BlackLine, Workiva)** | High cost ($thousands/year+), complex setup (needs admins/IT)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|xai-small|Floqast", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Floqast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Financial Close Management Software (e.g., BlackLine, Workiva, Floqast, Numeric)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|xai-small|Numeric", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Financial Close Management Software (e.g., BlackLine, Workiva, Floqast, Numeric)"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|xai-small|ScaleSuite", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "ScaleSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "low-cost starters like ScaleSuite for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Salesforce (unlimited or larger editions)", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce (unlimited or larger editions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise‑Scale CRMs with Heavy Overhead ... Why to avoid or use cautiously"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Microsoft Dynamics 365 (Sales/Marketing)", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Dynamics 365 (Sales/Marketing)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise‑Scale CRMs with Heavy Overhead ... High monthly cost per user, steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Oracle CX / SAP CRM", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle CX / SAP CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise‑Scale CRMs with Heavy Overhead ... Why to avoid or use cautiously"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|HubSpot Sales Hub (paid tiers), HubSpot Marketing Hub, HubSpot Service Hub", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot Sales Hub (paid tiers), HubSpot Marketing Hub, HubSpot Service Hub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Heavy “All‑In‑One” Suites with Feature Overload ... Feature bloat"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Zoho One, Zoho CRM + Zoho Desk + Zoho Campaigns", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Zoho One, Zoho CRM + Zoho Desk + Zoho Campaigns", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavy “All‑In‑One” Suites with Feature Overload ... Heavy admin overhead"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Apptivo", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Apptivo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Apptivo, Agile CRM, Bitrix24 ... Why to avoid or use cautiously"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Agile CRM", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Agile CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Apptivo, Agile CRM, Bitrix24 ... Why to avoid or use cautiously"}, {"id": "mai-20260917-1752-baseline-2|c199-s6|zai-small|Bitrix24", "prompt": "c199-s6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Bitrix24", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Apptivo, Agile CRM, Bitrix24 ... Why to avoid or use cautiously"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|BlackLine", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the gold standard for large-scale enterprise financial close and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|Fathom (formerly ReconArt)", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Fathom (formerly ReconArt)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fathom is the strongest specialized competitor"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|Vena Solutions", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "many enterprise B2B companies use Vena... cloud-based FP&A and planning solution that runs on top of Excel"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|Copper Mountain Systems", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Copper Mountain Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Copper Mountain is a distinct leader in this niche"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|SAP/Oracle Modules", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "SAP/Oracle Modules", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ERP Native Integration"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|alibaba-small|Blue Ridge", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Blue Ridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you run NetSuite, look into Blue Ridge or native extensions"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|anthropic-small|BlackLine", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is consistently recognized as a leader for enterprise needs."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|anthropic-small|Trintech", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trintech is another strong enterprise option."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|anthropic-small|OneStream", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is particularly well-suited if you want integrated financial planning and reporting."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|challenger-small|BlackLine", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|challenger-small|Trintech Cadency", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Repeatedly positioned alongside BlackLine for enterprise certification, SOX, and audit-heavy use cases."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|challenger-small|OneStream", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when you also need EPM and consolidation, not just reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|challenger-small|Numeric", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Numeric** if you value speed and usability over legacy-depth"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|deepseek-small|BlackLine", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the safest, most proven default for large enterprises needing robust compliance and close automation."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|deepseek-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex, high-volume transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|deepseek-small|HighRadius", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your focus is automated AR/cash application"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|deepseek-small|FloQast", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Trade-off:** Less depth for truly massive enterprise close-and-compliance workloads."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|deepseek-small|Oracle or OneStream", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle or OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already standardized on Oracle or OneStream | Embedded modules of those platforms"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|BlackLine", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the industry standard for financial close management and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Runs on **SAP/Oracle**, is **publicly traded**... | **BlackLine** or **Trintech (Cadency)**"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|HighRadius (Autonomous Accounting)", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius (Autonomous Accounting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: B2B enterprises where cash application and accounts receivable (AR) are the primary reconciliation bottlenecks."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|FloQast", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: High-growth B2B companies... looking for collaborative, user-friendly workflows."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|Ledge", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built specifically for continuous, automated, multi-system transaction matching without massive IT overhead."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|google-small|Maxima AI", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Maxima AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "#### **Ledge & Maxima AI** ... these platforms deploy autonomous AI agents."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|meta-small|Prophix", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated account reconciliation software tools for 2026 include Prophix, HighRadius, Maxima, Numeric, and Ramp."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|meta-small|HighRadius", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated account reconciliation software tools for 2026 include Prophix, HighRadius, Maxima, Numeric, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|meta-small|Maxima", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Prophix, HighRadius, Maxima, Numeric, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|meta-small|Numeric", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Prophix, HighRadius, Maxima, Numeric, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|meta-small|Ramp", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Prophix, HighRadius, Maxima, Numeric, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|HighRadius", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest focusing on **HighRadius**, **BlackLine**, or solutions that integrate with your existing ERP"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|BlackLine", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest focusing on **HighRadius**, **BlackLine**, or solutions that integrate with your existing ERP"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|SAP Reconciliation", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "SAP Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use SAP, their reconciliation tools integrate seamlessly"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|Oracle NetSuite", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides reconciliation features as part of their broader ERP platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|Tipalti", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for B2B payments and supplier reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|minimax-small|Trulioo", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trulioo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specializes in global identity verification and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|mistral-small|BlackLine", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, BlackLine is the top choice due to its scalability, automation, and compliance features"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|mistral-small|Oracle Account Reconciliation Cloud Service (ARCS)", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud Service (ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises in the Oracle ecosystem: Oracle ARCS"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|mistral-small|ReconArt", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong alternative for enterprises that need a user-friendly, high-volume reconciliation platform."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|moonshot-small|BlackLine", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **BlackLine** or **Trintech Cadency** first"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|moonshot-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Trintech** if you want faster ROI, stronger AI capabilities, and more modern automation"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|moonshot-small|FloQast", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market to upper-mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|moonshot-small|Workiva", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises needing connected reporting and compliance"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|openai-small|BlackLine", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|openai-small|Trintech", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also strong for enterprise reconciliation, especially if you want a dedicated financial close/reconciliation suite"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|openai-small|FloQast", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a good fit if your team wants a simpler close-management workflow and reconciliations, especially for mid-market to lower-enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|BlackLine", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** (Most frequently cited as #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|Trintech (Cadency/Adra)", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency/Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ties with BlackLine in capability scores; high Gartner/G2 marks."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|Oracle Account Reconciliation Cloud", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless if you're in Oracle/SAP ecosystems... Drawbacks: Less ideal outside Oracle stack."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|HighRadius", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Autonomous AI for AR/order-to-cash heavy B2B... great for invoice-heavy firms."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|ReconArt", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Transaction matching specialist for millions of B2B payments/minute."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|OneStream", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If embedded in broader EPM/consolidation (Gartner Leaders in financial close)."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If embedded in broader EPM/consolidation (Gartner Leaders in financial close)."}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|BlackLine", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most comprehensive enterprise solution: BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|Trintech Cadency", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AI‑driven, multi‑entity, global close: Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|HighRadius", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high‑volume, multi‑ERP environments: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|OneStream", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unified CPM & Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|Prophix One", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget‑conscious but still enterprise‑scale → Prophix One"}, {"id": "mai-20260917-1752-baseline-2|c200-l1|zai-small|Oracle Cloud EPM", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Oracle‑Centric Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|alibaba-small|BlackLine", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BlackLine** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|alibaba-small|Trintech Cadency", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Alternative: Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|alibaba-small|HighRadius", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Alternative for High Volume Focus: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|anthropic-small|BlackLine", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: BlackLine ... **BlackLine remains the safest choice**"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|anthropic-small|Trintech Cadency", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for Multinational Enterprises: Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|anthropic-small|HighRadius", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-Volume Transaction Option: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|challenger-small|BlackLine", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the first choice for bank reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|challenger-small|Trintech", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech** and **ReconArt** are the strongest alternatives to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|challenger-small|ReconArt", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ReconArt is repeatedly positioned for large, high-volume reconciliation workflows"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|BlackLine", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is consistently ranked as the best bank reconciliation automation platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|Trintech Cadency", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong governance/controls; SAP, Oracle, Workday capable"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|ReconArt", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair it with **ReconArt** (or **HighRadius**) if the primary pain point is very high-volume transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|HighRadius", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AR-driven reconciliation / order-to-cash"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|FloQast", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally below the scale requirement of a thousands-employee enterprise"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|deepseek-small|AutoRek / SmartStream", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "AutoRek / SmartStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill unless you're in banking/fintech"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|google-small|BlackLine", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the undisputed \"gold standard\" for enterprise financial close and account reconciliation... BlackLine is typically the default choice."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|google-small|Trintech (Cadency / T-Recs)", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech (Cadency / T-Recs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trintech is BlackLine’s primary competitor in the enterprise space."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|google-small|HighRadius", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B Accounts Receivable & Cash Application... HighRadius is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|google-small|FloQast", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast is a highly popular alternative to the more rigid BlackLine and Trintech ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|meta-small|BlackLine", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best options are BlackLine and FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|meta-small|FloQast", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best options are BlackLine and FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|meta-small|Vic.ai", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Vic.ai, Nomentia, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|meta-small|Nomentia", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Vic.ai, Nomentia, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|meta-small|HighRadius", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Vic.ai, Nomentia, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|minimax-small|BlackLine", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BlackLine** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|minimax-small|HighRadius", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** - Excellent for automated bank statement ingestion and works well with multiple ERPs"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|minimax-small|BlueCopa", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlueCopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlueCopa** - Specifically designed for large enterprises and global companies managing complex multi-entity reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|minimax-small|SAP FIM", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "SAP FIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP FIM** - If you're already on SAP, their native financial reconciliation module integrates seamlessly"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|mistral-small|HighRadius", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HighRadius** as the top bank reconciliation automation solution"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|mistral-small|Nomentia", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include:\n- **Nomentia**: Suitable for mid-to-large businesses and multinational corporations"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|mistral-small|BlackLine", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlackLine**: Best for SOX-compliant enterprises with multi-entity books"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|moonshot-small|BlackLine", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for a large B2B company with thousands of employees is BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|moonshot-small|Trintech Cadency", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Trintech Cadency**"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|moonshot-small|HighRadius", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emerging Option: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|moonshot-small|NetSuite's native Account Reconciliation", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite's native Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If You're Already on NetSuite: Consider **NetSuite's native Account Reconciliation** module"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|openai-small|BlackLine Transaction Matching", "prompt": "c200-l2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine Transaction Matching", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BlackLine Transaction Matching** or **HighRadius Bank Reconciliation** as the first products to evaluate."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|openai-small|HighRadius Bank Reconciliation", "prompt": "c200-l2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius Bank Reconciliation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **BlackLine Transaction Matching** or **HighRadius Bank Reconciliation** as the first products to evaluate."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|xai-small|BlackLine", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend BlackLine as the top bank reconciliation automation solution."}, {"id": "mai-20260917-1752-baseline-2|c200-l2|xai-small|Trintech (Cadency/Adra)", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech (Cadency/Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-volume transaction matching, multinationals | 90%+ auto-rates"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|xai-small|HighRadius", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B AR/cash app + bank rec | 80-99% automation for high-volume B2B"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|xai-small|ReconArt", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pure high-volume bank matching | Affordable (~$300-500/mo start)"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|zai-small|BlackLine", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is: ### **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|zai-small|HighRadius", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius (Best for SAP & Oracle Environments)... is a formidable competitor"}, {"id": "mai-20260917-1752-baseline-2|c200-l2|zai-small|Trintech", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech (Best for Multi-ERP Complexity) ... Trintech is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|BlackLine", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the market leader for \"mature multi-agent close ecosystems.\" It offers the deepest feature set for standard financial reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "purpose-built for massive, global, publicly traded companies"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|OneStream", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream offers an **embedded** reconciliation environment within a unified Enterprise Performance Management (EPM) platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|HighRadius", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius leans heavily into **Agentic AI**"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SmartStream is the gold standard for the **financial services industry**"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|FloQast", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a \"lighter\" layer for simple account reconciliations, though it lacks the transaction-matching power of BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|Workiva", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for organizations whose primary pain point is **compliance and reporting** (SEC filings) rather than the physical act of matching transactions"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|alibaba-small|Aico", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A strong competitor focusing specifically on \"rule-driven\" matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|BlackLine", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine and Trintech dominate enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|Trintech", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine and Trintech dominate enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|FloQast", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast excels at collaboration-heavy closes"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|QuickBooks Online", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Online and Xero serve SMBs"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|Xero", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "QuickBooks Online and Xero serve SMBs"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|Sage Intacct", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sage Intacct serves mid-market organizations juggling multiple ledgers across regions or business units"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|NetSuite", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sage Intacct and NetSuite handle multi-entity complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|anthropic-small|HighRadius", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "HighRadius is an enterprise, AI-driven autonomous accounting platform with account reconciliation and transaction matching modules"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|BlackLine", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the most established *general enterprise* choice for account reconciliation and financial close"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|Trintech Cadency", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often positioned as the enterprise alternative for organizations that want broader *close governance*"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|OneStream", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OneStream** if reconciliation should live inside a broader EPM standardization effort."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|HighRadius", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **HighRadius** if reconciliation is tightly coupled to AR, cash, or payment operations."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|SmartStream", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **SmartStream/AutoRek** if you are in banking or another regulated financial-services setting."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|challenger-small|AutoRek", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focused on controlled, regulated reconciliation workflows."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|BlackLine", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most established and broadly deployed platform — often considered the category-defining tool."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine's closest competitor, distinguished by matching depth and governance."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|HighRadius", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The AI/agentic automation leader, strongest on high-volume order-to-cash scenarios."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|OneStream", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want to consolidate consolidation + rec + planning into one system → OneStream."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|FloQast", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The usability/speed champion, though enterprise-flavored."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|Aico (by Pacera)", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico (by Pacera)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A rising enterprise contender, especially in Europe."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|deepseek-small|Numeric", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FloQast / Numeric / Aico: ~1 week–3 months implementation, lower cost, good for mid-market."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|BlackLine", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the undisputed heavyweight in enterprise financial close automation."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose BlackLine or Trintech** if you are a large, public, multi-ERP enterprise"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|FloQast", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose FloQast if you are a fast-growing, mid-market enterprise with an accounting team that is highly reliant on Excel"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|Duco", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Duco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Duco if you operate in Fintech, Capital Markets, or Banking, have messy/unstructured data sources"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|ReconArt", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ReconArt or SmartStream if your core requirement is sheer transaction volume processing"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|google-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the legacy standard inside global tier-1 investment banks and multinational financial institutions"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|BlackLine", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlackLine is known for its deep enterprise-grade reconciliation and close platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|Trintech", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trintech is known for its purpose-built products for enterprise and mid-market"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|FloQast", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FloQast is known for its accountant-friendly reconciliation with high review-backed satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|Bluecopa", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bluecopa is known for its AI-native reconciliation unified with Order-to-Cash and Procure-to-Pay"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|OneStream", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneStream is known for its reconciliation embedded inside a full EPM and consolidation platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|HighRadius", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HighRadius is known for its agentic AI reconciliation with guaranteed operational KPIs"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|Numeric", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top enterprise-grade reconciliation tools include ... Numeric, and ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|ReconArt", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top enterprise-grade reconciliation tools include ... Numeric, and ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|meta-small|Aico", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Aico is considered the best fit for close teams that want traceable, rule-driven matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|BlackLine", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise scale + SAP/Oracle → BlackLine or Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|Trintech Cadency", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise scale + SAP/Oracle → BlackLine or Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|FloQast", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market with fast growth → FloQast or Adra"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|SmartStream", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Financial services/treasury → SmartStream or AutoRek"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|HighRadius", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius for AR"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|Solvexia", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Solvexia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Multi-entity complexity → Solvexia or Trintech"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|OneStream", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Embedded reconciliation within broader financial planning"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|AutoRek", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Financial services/treasury → SmartStream or AutoRek"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|Workiva", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "some like Workiva focus on connected data platforms"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|Osfin", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Osfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "High-volume payments → Osfin or Trintech"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|minimax-small|Adra", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Mid-market with fast growth → FloQast or Adra"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|BlackLine", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for account-to-account and high-volume reconciliations in complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large, global, public companies needing robust record-to-report (R2R) automation."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|OneStream", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for organizations already using OneStream for EPM, seeking a unified solution."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|HighRadius", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentic R2R at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep domain expertise in financial services"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|AutoRek", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Particularly suited for banks, insurers, and other highly regulated entities."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|FloQast", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More focused on the close process and collaboration, rather than just reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|Osfin", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Osfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Optimized for digital-first financial institutions with high transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|Solvexia", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Solvexia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Solvexia stands out for no-code customization"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|mistral-small|Bluecopa", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unified O2C + P2P + R2R reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|BlackLine", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Differentiator:** The category leader for enterprise financial close lifecycle management with the most mature governance and certification capabilities."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|Trintech", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Complex multi-entity reconciliation with dual-market coverage"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|FloQast", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market teams wanting fast implementation and accountant-friendly workflows"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|HighRadius", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** AI-driven automation with guaranteed operational outcomes"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|OneStream", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations wanting reconciliation embedded in a full EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|moonshot-small|ReconArt", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** High-volume, configurable matching requirements"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|BlackLine", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose BlackLine if you want the most recognizable enterprise close/reconciliation specialist."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|Trintech", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trintech if you want a strong close platform with broad ERP integration and reconciliation depth."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|Oracle Account Reconciliation Cloud Service (ARCS) / Oracle EPM Close", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation Cloud Service (ARCS) / Oracle EPM Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oracle ARCS if you are heavily invested in Oracle."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|SAP Financial Close / Intercompany and close tooling", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SAP Financial Close / Intercompany and close tooling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SAP tooling / BlackLine + SAP if SAP is the center of gravity."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|HighRadius", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose HighRadius if AR/cash operations are the main issue."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|ReconArt", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Typically less comprehensive than the enterprise close suites above."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|LucaNet", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "LucaNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose OneStream / Tagetik / LucaNet if reconciliation should sit inside a broader finance performance suite."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|CCH Tagetik", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose OneStream / Tagetik / LucaNet if reconciliation should sit inside a broader finance performance suite."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|openai-small|OneStream", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose OneStream / Tagetik / LucaNet if reconciliation should sit inside a broader finance performance suite."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|BlackLine", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** - Market leader for comprehensive financial close and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|Trintech Cadency", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in global, multi-ERP environments."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|OneStream", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Embedded in a full EPM/consolidation platform."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|FloQast", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scales to enterprise but excels in collaborative, accountant-friendly workflows."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|ReconArt", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume transaction matching specialist."}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tailored for financial services/banking"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|AutoRek", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tailored for financial services/banking"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|HighRadius", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: HighRadius (AI-driven R2R)"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|xai-small|Bluecopa", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bluecopa (unified O2C/P2P/R2R)"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|BlackLine", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** and **Trintech (Cadency)** are the go‑to choices for large, highly regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** and **Trintech (Cadency)** are the go‑to choices for large, highly regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|OneStream", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers the deepest integration when reconciliation is embedded within a unified EPM platform"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|HighRadius", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excels when reconciliation is part of a broader autonomous R2R suite"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|Bluecopa", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides a unified view across the entire order‑to‑cash and procure‑to‑pay cycle"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|FloQast", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "prioritizes usability and audit trails for accountant‑first teams"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SmartStream** and **AutoRek** are specialized for financial services and regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|AutoRek", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "specialized for financial services and regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|Solvexia", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Solvexia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "offer strong alternatives for mid‑market or no‑code scenarios"}, {"id": "mai-20260917-1752-baseline-2|c200-l3|zai-small|Prophix One", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "offer strong alternatives for mid‑market or no‑code scenarios"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|alibaba-small|BlackLine", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the market leader for large-scale automation... it offers the most predictable long-term model for massive organizations."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|alibaba-small|OneStream", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneStream is gaining traction among large multinationals because it combines Reconciliation with Consolidation and Planning."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|alibaba-small|SAP Analytics Cloud", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already deeply embedded in the SAP ecosystem... native reconciliation via SAP's modules... often provides the highest cost predictability."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|anthropic-small|Xero", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary concern is predictable total cost across thousands of users, **Xero's unlimited user model** is the clearest answer"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|anthropic-small|Oracle Cloud EPM Account Reconciliation", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle's per-user pricing model** ($120/user/month) also provides transparent, predictable scaling."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|anthropic-small|BlackLine", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BlackLine pricing ranges from $77K\\u2013$340K/year, which means costs vary significantly based on configuration."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|anthropic-small|Trintech Cadency", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most other enterprise solutions like BlackLine and Trintech Cadency use custom, quote-based pricing that makes total cost less predictable upfront."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|challenger-small|BlackLine", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|challenger-small|Oracle Cloud EPM Account Reconciliation", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another strong enterprise option if you want it integrated into a broader EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|challenger-small|Trintech Cadency", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a similar enterprise governance focus:** **Trintech Cadency**"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|insightsoftware JustPerform", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "insightsoftware JustPerform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The practical winning move: Go with **insightsoftware JustPerform** on an annual contract with a **hard cap on accounts reconciled**"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|Oracle EPM Cloud – Account Reconciliation (ARCS)", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle EPM Cloud – Account Reconciliation (ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Published per-user rate gives full predictability, but ... It's predictable, but not affordable at that scale."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|Reconciler", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat monthly fee with **unlimited team members** ... Only two vendors publicly support this"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|BlackLine", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid these if you have thousands of users ... No published rates—you're at the mercy of sales negotiations."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|Trintech (Cadency/Adra)", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech (Cadency/Adra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid these if you have thousands of users ... No seat-based transparency."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|deepseek-small|HighRadius", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid these if you have thousands of users ... $150K–$600K+/year at scale; volume and module-driven"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|google-small|Trintech Cadency", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Because Cadency's pricing is tied to the complexity of your financial structure ... you can scale to thousands of users ... without a per-seat penalty."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|google-small|Adra", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While Trintech’s mid-market tool (*Adra*) is priced on a per-user basis"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|google-small|ReconArt", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ReconArt’s volume-centric pricing ensures your software costs remain flat and predictable."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|google-small|BlackLine", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "getting to \"predictable total cost\" with BlackLine requires intense upfront negotiation, and renewals can be subject to steep hikes"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|meta-small|BlackLine", "prompt": "c200-l4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a large company that needs predictable total cost across thousands of users is BlackLine or Trintech Cadency."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|meta-small|Trintech Cadency", "prompt": "c200-l4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is BlackLine or Trintech Cadency... Both are designed for large enterprises with complex requirements"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|Oracle EPM", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Published: $250–$500/user/month (hosted named user) ... **High** (published)"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|Numeric", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Published: $30/user/month (Starter) | But reconciliation starts at higher tier | Moderate"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|Insightsoftware (JustPerform)", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Insightsoftware (JustPerform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Per-GL account: $20/account/month | Volume-based | Moderate"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|BlackLine", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most enterprise platforms—**BlackLine, FloQast, Trintech, HighRadius**—are **quote-only**"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|FloQast", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "quote-only, with pricing driven by: Modules selected"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|Trintech", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "quote-only, with pricing driven by: Modules selected"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|HighRadius", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**HighRadius** (modular, volume-based)"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|minimax-small|Nanonets", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Nanonets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Nanonets** (AI-driven, transaction-based pricing)"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|mistral-small|BlackLine", "prompt": "c200-l4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a clear, predictable total cost of ownership, BlackLine is generally the safer bet due to its more transparent published pricing tiers"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|mistral-small|Trintech Cadency", "prompt": "c200-l4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trintech Cadency is another leading option, often described as \"BlackLine’s bigger cousin.\""}, {"id": "mai-20260917-1752-baseline-2|c200-l4|moonshot-small|BlackLine", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** if you can negotiate a flat enterprise rate"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|moonshot-small|Trintech Cadency", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise Close Automation Leader"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|moonshot-small|Oracle Cloud EPM (Account Reconciliation)", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM (Account Reconciliation)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Oracle Cloud EPM** if you prioritize pricing transparency over absolute cost"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|moonshot-small|OneStream", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified Platform Alternative"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|moonshot-small|Numeric", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternatives like Numeric that offer published per-user pricing ($30/user/month) for comparison"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|openai-small|BlackLine", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the best default choice for a very large company that wants predictable enterprise-scale reconciliation costs."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|openai-small|Trintech Cadency", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech Cadency** is the strongest alternative."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|openai-small|CCH Tagetik", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "describes CCH Tagetik and Adra as subscription-based and often priced by user count... seat-based growth can make spend less predictable"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|openai-small|Adra", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Adra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "describes CCH Tagetik and Adra as subscription-based and often priced by user count or organizational requirements"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|xai-small|Oracle Account Reconciliation Cloud (ARCS)", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Account Reconciliation Cloud (ARCS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best fit for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|xai-small|BlackLine", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Market leader (G2 4.5/5), but less transparent... its user+complexity model can lead to cost creep for thousands."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|xai-small|Trintech Cadency", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low\\u2014custom, implementation-heavy | Strong AI/close workflows, but unpredictable."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|xai-small|ReconArt", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Affordable entry, but unproven for 1,000s users."}, {"id": "mai-20260917-1752-baseline-2|c200-l4|xai-small|Trintech Adra", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Adra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Medium\\u2014more predictable than Cadency, but not enterprise-scale"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|zai-small|Oracle Account Reconciliation (ARCS)", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Account Reconciliation (ARCS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best account reconciliation software is **Oracle Account Reconciliation (ARCS)**"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|zai-small|Numeric", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric offers the most transparent and affordable pricing"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|zai-small|BlackLine", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it lacks the price predictability of Oracle... you cannot easily predict the cost for 5,000 users"}, {"id": "mai-20260917-1752-baseline-2|c200-l4|zai-small|HighRadius", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the pricing is opaque and project-based, making it difficult to budget for thousands of users accurately"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|BlackLine", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** — strongest on SOX controls, audit readiness, and unified platform for record-to-report."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|Trintech Cadency", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech (Cadency/Adra)** — transaction matching depth; note it splits across two products (you'd want Cadency at your scale)."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|HighRadius", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** — if the use case is order-to-cash / AR reconciliation at high volume."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|FloQast", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast / Numeric** — if your bottleneck is close coordination rather than matching."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|Numeric", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FloQast / Numeric** — if your bottleneck is close coordination rather than matching."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|Reconciler", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast, light-weight entrants (FloQast, Numeric, Reconciler, reconcile.one, Rexi)"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|reconcile.one", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "reconcile.one", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast, light-weight entrants (FloQast, Numeric, Reconciler, reconcile.one, Rexi)"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|deepseek-small|Rexi", "prompt": "c200-l5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Rexi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fast, light-weight entrants (FloQast, Numeric, Reconciler, reconcile.one, Rexi)"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|BlackLine", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise platforms (like BlackLine or Trintech Cadency) can require extensive, high-cost external consulting firms to implement over 6–12 months."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|Trintech Cadency", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Implementation is rigorous and expensive, but they are built for extreme scale."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|FloQast", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Upper-Mid-Market to Agile Enterprise (FloQast, Trintech Adra): Highly popular for 1,000–5,000 person organizations"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|Trintech Adra", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Highly popular for 1,000–5,000 person organizations because they are extremely accountant-friendly, have faster implementation times"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|Numeric", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern AI-First Challengers (Numeric, Maxima, HighRadius): Newer players leveraging deep AI-native matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|Maxima", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern AI-First Challengers (Numeric, Maxima, HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|google-small|HighRadius", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern AI-First Challengers (Numeric, Maxima, HighRadius): Newer players"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|meta-small|BlackLine", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine, Trintech (Cadency), and OneStream are highlighted as strong options for large, multi-entity finance teams."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|meta-small|Trintech (Cadency)", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine, Trintech (Cadency), and OneStream are highlighted as strong options for large, multi-entity finance teams."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|meta-small|OneStream", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BlackLine, Trintech (Cadency), and OneStream are highlighted as strong options for large, multi-entity finance teams."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|meta-small|Numeric", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric, for example, offers transaction-level ERP integration with real-time monitoring."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|meta-small|Ottimate", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ottimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ottimate, for instance, supports SSO and MFA."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|minimax-small|BlackLine", "prompt": "c200-l5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BlackLine** | Mature ecosystem, strong SOX/SOC 2 pedigree"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|minimax-small|Trintech Cadency", "prompt": "c200-l5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Trintech Cadency** | Enterprise global deployments, strong controls"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|minimax-small|OneStream", "prompt": "c200-l5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OneStream** | Integrated with EPM, good for complex orgs"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|minimax-small|HighRadius", "prompt": "c200-l5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HighRadius** | AI-powered matching, strong for high volumes"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|minimax-small|FloQast", "prompt": "c200-l5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**FloQast** | Strong NetSuite integration, accountant-friendly"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|BlackLine", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors: BlackLine, ReconArt, Trintech, Adra, HighRadius, SAP Reconciliation, Oracle Account Reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|ReconArt", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors: BlackLine, ReconArt, Trintech, Adra, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|Trintech", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist vendors: BlackLine, ReconArt, Trintech, Adra, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|Adra", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist vendors: BlackLine, ReconArt, Trintech, Adra, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|HighRadius", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist vendors: ... HighRadius, SAP Reconciliation, Oracle Account Reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|SAP Reconciliation", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "SAP Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Reconciliation, Oracle Account Reconciliation, or industry-specific tools"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|mistral-small|Oracle Account Reconciliation", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Account Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Oracle Account Reconciliation, or industry-specific tools"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|moonshot-small|BlackLine", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine and Trintech are the safest bets for complex enterprise needs, but scrutinize their user provisioning limitations closely."}, {"id": "mai-20260917-1752-baseline-2|c200-l5|moonshot-small|Trintech Cadency", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine and Trintech are the safest bets for complex enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|moonshot-small|FloQast", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** – if you want faster implementation and have NetSuite/Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|xai-small|BlackLine", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine (leader for enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|xai-small|OneStream", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist (2-4 vendors)**: BlackLine (leader for enterprises), Trintech, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|xai-small|Trintech Cadency", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist (2-4 vendors)**: BlackLine (leader for enterprises), Trintech, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|xai-small|Prophix", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top options from recent reviews include **BlackLine**... **Prophix**, and **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c200-l5|xai-small|Numeric", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top options from recent reviews include ... **Numeric**—all SOC 2 certified"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|alibaba-small|Microsoft Excel", "prompt": "c200-l6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid using spreadsheets for calculation logic. Acceptable only as a final layer for ad-hoc visualization."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|anthropic-small|Microsoft Excel", "prompt": "c200-l6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using spreadsheets like Microsoft Excel for reconciliation poses significant risks, including errors, inefficiencies, and potential regulatory and audit issues"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|DOKKA", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "DOKKA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main tools to **avoid or scrutinize closely** are:\n\n- **Mid-market platforms** like **DOKKA, Numeric, and FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|Numeric", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Mid-market platforms** like **DOKKA, Numeric, and FloQast** if the enterprise has complex consolidation"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|FloQast", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Mid-market platforms** like **DOKKA, Numeric, and FloQast** ... not as the best fit for large regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|BlackLine", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safer short list is usually **BlackLine, Trintech Cadency, HighRadius, OneStream, or CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|Trintech Cadency", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the safer short list is usually **BlackLine, Trintech Cadency, HighRadius, OneStream, or CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|HighRadius", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "depending on whether the priority is close governance, high-volume matching, AR/cash application"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|OneStream", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the safer short list is usually **BlackLine, Trintech Cadency, HighRadius, OneStream, or CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|challenger-small|CCH Tagetik", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or consolidation-led finance architecture"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|deepseek-small|Spreadsheets (Excel)", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Spreadsheets (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel) as a Permanent Solution — This is the most common trap. At enterprise scale, spreadsheets fail across virtually every dimension"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|deepseek-small|BlackLine", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** and **Trintech (Cadency)** — as the safest choices for large, multi-entity, often public companies"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|deepseek-small|Trintech (Cadency)", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BlackLine** and **Trintech (Cadency)** — as the safest choices for large, multi-entity, often public companies"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|QuickBooks/Xero add-ons", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks/Xero add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid: Tools built primarily for Small-and-Medium Businesses (SMBs) or the lower-mid-market (e.g., standard QuickBooks/Xero add-ons"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|Trintech’s Adra", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech’s Adra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "mid-market sub-products like Trintech’s *Adra*—which Trintech itself positions below its enterprise suite, *Cadency*"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|Cadency", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "which Trintech itself positions below its enterprise suite, *Cadency*"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|FloQast", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "What to Avoid: Using generic close-management tools (like basic modules in FloQast, Numeric, or standard ERP close checkers) to run daily, high-volume transactional matching."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|Numeric", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "like basic modules in FloQast, Numeric, or standard ERP close checkers) to run daily, high-volume transactional matching"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|BlackLine's specialized Transaction Matching module", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine's specialized Transaction Matching module", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "always ensure the platform has a dedicated, high-performance transactional matching engine (such as BlackLine's specialized Transaction Matching module, Gresham, or ReconArt)"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|Gresham", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Gresham", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as BlackLine's specialized Transaction Matching module, Gresham, or ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|google-small|ReconArt", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "such as BlackLine's specialized Transaction Matching module, Gresham, or ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Hevo", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Hevo: A no-code ELT platform with real-time anomaly detection, automated exception handling, and full pipeline visibility."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|ReconArt", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ReconArt: A high-volume transaction matching and exception management tool for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|BlackLine", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BlackLine: An enterprise financial close platform with automated reconciliations, transaction matching, and SOX-ready reporting."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Planful", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Planful: An end-to-end financial close and planning platform with automated error detection and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Simetrik", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Simetrik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simetrik: A reconciliation software that matches transactions at the level and volume that businesses operate at."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Osfin", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Osfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Osfin: A reconciliation software that automates the matching and validation of financial records across multiple source systems at scale."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Solvexia", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Solvexia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Solvexia: A complex multi-entity reconciliation tool with no-code flexibility."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|Trintech Cadency", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trintech Cadency: A record-to-report automation tool for regulated enterprises."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|meta-small|HighRadius", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighRadius: An account reconciliation tool that uses Agentic AI to achieve 99% accuracy and 100% GL account coverage."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|moonshot-small|Excel", "prompt": "c200-l6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Reconciliation (Excel)\nThis is the #1 tool to avoid for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|BlackLine", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve, admin-gated changes, expensive add-ons/licensing, modules not fully integrated"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|Workiva", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not purpose-built for reconciliation (reporting-focused), steep curve for data structuring, cumbersome certifications, premium pricing"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|Adra (Trintech)", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Adra (Trintech)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slow with large datasets, limited self-service config (needs vendor support), reporting customization gaps."}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|Excel", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid?** Excel/email chains are error-prone (typos, version issues), insecure, non-scalable, and fraud-vulnerable"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|FloQast", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives often praised: Tools like FloQast, Numeric, or Prophix for balanced enterprise fit"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|Numeric", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives often praised: Tools like FloQast, Numeric, or Prophix for balanced enterprise fit"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|xai-small|Prophix", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives often praised: Tools like FloQast, Numeric, or Prophix for balanced enterprise fit"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|zai-small|Excel", "prompt": "c200-l6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Workflows (Excel/Google Sheets)... using it as the primary system of record for reconciliation is a major risk"}, {"id": "mai-20260917-1752-baseline-2|c200-l6|zai-small|Google Sheets", "prompt": "c200-l6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Based Workflows (Excel/Google Sheets)... **Why to Avoid:** Spreadsheets lack native version control, robust permission settings, and immutable audit trails."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|alibaba-small|Trintech Adra", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trintech Adra (Best Overall for Depth & Automation)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|alibaba-small|FloQast", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast (Best for Collaboration & Speed)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|alibaba-small|Numeric", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric (Best Modern User Experience)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|alibaba-small|Prophix One", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prophix One (Best for Consolidation & Reporting)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|anthropic-small|Adra by Trintech", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers strong automation without enterprise complexity, making it a popular choice specifically designed for mid-market needs."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|anthropic-small|Prophix One", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Designed for mid-market finance teams that need to remove their finance processes from Excel"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|anthropic-small|FloQast", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for mid-market accounting teams moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|anthropic-small|HighRadius", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius delivers out-of-the-box Agentic AI automation to close books 30% faster"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|anthropic-small|Numeric", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best suited to fast-growing startups and mid-market companies that need modern automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|challenger-small|FloQast", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more details, I'd pick **FloQast** for most mid-market B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|challenger-small|Numeric", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** if you want **faster implementation with strong transaction-level visibility**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|challenger-small|Prophix One", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prophix One** is a strong mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|challenger-small|Trintech Adra", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Positioned as the mid-market option when complexity exceeds simpler tools."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|challenger-small|BlackLine", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful, but generally more implementation-heavy than mid-market-first tools."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|deepseek-small|Numeric", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Modern, fast, transaction-level visibility + reasonable pricing → **Numeric** (especially on NetSuite/Sage Intacct)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|deepseek-small|Trintech Adra", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Complex, high-volume multi-way matching with strong controls** → **Trintech Adra**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|deepseek-small|FloQast", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Team adoption, Excel-centric workflow, close management** → **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|deepseek-small|BlackLine", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often **overkill and overpriced** for mid-market ... Usually not worth it unless you're IPO-bound"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|QuickBooks", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too many complex transactions ... to rely on basic accounting software (like QuickBooks or Xero)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|Xero", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too many complex transactions ... to rely on basic accounting software (like QuickBooks or Xero)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|BlackLine", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they lack the massive IT departments and nine-month implementation budgets required for enterprise-grade giants like BlackLine or Trintech Cadency"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|Trintech Cadency", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Trintech's *Cadency* platform is built for global Fortune 500 enterprises"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|ZoneReconcile (by Zone&Co)", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ZoneReconcile (by Zone&Co)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If your B2B company runs on Oracle NetSuite, **ZoneReconcile** is arguably the most efficient option."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|Numeric", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Numeric** has quickly emerged as a favorite for modern, agile mid-market finance teams."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|FloQast", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**FloQast** is widely considered the most accountant-friendly close management platform on the market."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|Adra by Trintech", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Adra by Trintech** is specifically designed and priced for mid-market businesses."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|google-small|HighRadius", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**HighRadius** is a power player."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|meta-small|Prophix One", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prophix One - A financial performance platform that includes account reconciliation as a module"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|meta-small|Adra by Trintech", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Adra by Trintech - A mid-market suite that offers balance sheet reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|meta-small|Ramp", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp - A tool that offers auto-coding and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|meta-small|FloQast", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FloQast - A close management tool that is accountant-friendly"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|meta-small|Trintech (Adra and Cadency)", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Adra and Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trintech (Adra and Cadency) - A platform that offers structured close workflows across two products"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|Trintech Adra", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trintech Adra** is often highlighted as the *top choice for mid-market*"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|Numeric", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** is a strong runner-up"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|Ramp", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** (or **Numeric** for NetSuite) can give you instant auto-coding and real-time reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|FloQast", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FloQast** is frequently cited as the \"spreadsheet-killer\" for mid-market close management"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|Prophix One", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Prophix One** ties reconciliation to budgeting/forecasting"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|minimax-small|Cadency", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike the enterprise-focused Cadency (the other Trintech product), Adra is sized for companies that have outgrown basic spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|mistral-small|Prophix One", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** and **HighRadius** are top choices due to their automation, AI capabilities, and integration with financial close processes."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|mistral-small|HighRadius", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prophix One** and **HighRadius** are top choices due to their automation, AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|mistral-small|Adra by Trintech", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high-volume transaction matching, consider **Adra by Trintech**."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|mistral-small|Sage Intacct", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a full ERP with reconciliation built-in, **Sage Intacct** is a strong option."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|mistral-small|FloQast", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for mid-market accounting teams transitioning from spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|moonshot-small|FloQast", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **FloQast** ⭐ Most Popular ... **FloQast** if you have a traditional accounting team that works heavily in Excel"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|moonshot-small|Numeric", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Numeric** if you want a modern, affordable solution with fast implementation and transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|moonshot-small|Trintech Adra", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech Adra** if you have complex, high-volume matching requirements"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|moonshot-small|Prophix One", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams wanting reconciliation integrated with close, consolidation, budgeting, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|openai-small|FloQast", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **FloQast** if your priority is a fast, accounting-team-friendly close"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|openai-small|BlackLine", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mature finance teams that want a very robust enterprise-grade reconciliation and close platform"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|openai-small|Oracle Account Reconciliation Cloud", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you\\u2019re standardized on Oracle:** **Oracle Account Reconciliation Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|openai-small|Trintech", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another solid enterprise/mid-market option, especially for teams with higher control and audit requirements"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|FloQast", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest adoption/usability (G2 Leader in Financial Close/Reconciliation, 4.9/5 Capterra); ... #1 Mid-Market G2 Grid"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|Numeric", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite/Sage users; AI-driven flux analysis & transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|Trintech Adra", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume, multi-way matching (e.g., intercompany B2B)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|Prophix One", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated close/consolidation/recon in one platform"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|BlackLine", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BlackLine (if scaling to enterprise, but heavier for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|Sage Intacct", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sage Intacct (if you need full ERP with built-in recon, $25K–$35K/year)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|xai-small|HighRadius", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HighRadius (AI for lean teams closing 30% faster)"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Numeric", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best All‑Round Mid‑Market Choice:** **Numeric** (fast, transparent, AI‑driven, NetSuite‑friendly)."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|FloQast", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Close‑Centric Workflows:** **FloQast** (accountant‑friendly, checklist‑driven, strong exception handling)."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Trintech Adra", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for High‑Volume Transaction Matching:** **Trintech Adra** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|HighRadius", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for High‑Volume Transaction Matching:** **Trintech Adra** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Prophix One", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Integrated Close/Consolidation:** **Prophix One** or **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|BlackLine", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "compliance controls; more complex to implement. | 6‑12 months"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Oracle Account Reconciliation Cloud", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already heavily invested in Oracle ERP** | Oracle Account Reconciliation Cloud | Deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|OneStream", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Integrated Close/Consolidation:** **Prophix One** or **OneStream** (unified FP&A + reconciliation)."}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Ramp", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for Spend‑Control & Real‑Time Coding:** **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c200-m1|zai-small|Trintech Cadency", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BlackLine or Trintech Cadency (enterprise) | Industry‑leading audit trails"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|alibaba-small|FloQast (with AutoRec Add-on)", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast (with AutoRec Add-on)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation for Workflow & Close Management\n**Tool:** **FloQast (with AutoRec Add-on)**"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|alibaba-small|Vic.ai", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"AI-First\" Choice (Complex Matching)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|alibaba-small|Sage Intacct Reconciliation Module", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct Reconciliation Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The ERP-Native Choice (Most Cost-Efficient)... Offers robust automated matching rules built directly into the platform."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|alibaba-small|NetSuite OneWorld", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Its modern ERP suite includes sophisticated recurring transactions and automatic matching logic that rivals standalone tools."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|alibaba-small|Tesorio", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tesorio specializes in the unique problem of B2B cash application"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|anthropic-small|Trintech Adra Suite", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Trintech Adra Suite** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|anthropic-small|Numeric", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Numeric** (Modern & AI-Powered)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|anthropic-small|Sage Intacct", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Sage Intacct** (If You Need Integrated ERP)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|challenger-small|FloQast", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the safest default recommendation for most mid-sized B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|challenger-small|Adra by Trintech", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Adra by Trintech** if you want *more direct reconciliation automation with stronger controls*"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|challenger-small|BlackLine", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine is more often described as the best choice for larger, more complex deployments"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|challenger-small|Vic.ai", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want a modern AI layer, **Vic.ai** or **Tesorio** can also be worth a look, but they are more specialized recommendations"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|challenger-small|Tesorio", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vic.ai** or **Tesorio** can also be worth a look, but they are more specialized recommendations"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|FloQast", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** (with its AutoRec module) is the strongest overall recommendation"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|HighRadius", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** as the best alternative if your volumes are high"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|Trintech's Adra Suite", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech's Adra Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trintech Adra** — The dedicated mid-market close platform, though with longer implementation timelines."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|BlackLine", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more accessible than enterprise platforms like BlackLine (~$77K/year average)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|Sage Intacct", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these built-in reconciliation tools are often enough"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|NetSuite", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sage Intacct / NetSuite (native ERP modules)** — If you haven't outgrown them yet"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|Numeric", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A strong AI-native alternative with excellent usability and fast implementation"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|Tesorio", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a dedicated cash-application tool (like Tesorio or Kolleno)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|deepseek-small|Kolleno", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a dedicated cash-application tool (like Tesorio or Kolleno)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|google-small|Numeric", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best AI-Native & Modern Choice: **Numeric** ... is a standout option"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|google-small|FloQast", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** is the mid-market industry favorite"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|google-small|Adra by Trintech", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavy-Duty Controls & Multi-Way Matching: **Adra by Trintech**"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|google-small|HighRadius", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Your Main Pain Point is AR Cash Application: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|google-small|BlackLine", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the massive cost and implementation overhead of enterprise tools like BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|meta-small|FloQast", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bank reconciliation automation for a mid-sized B2B company would be FloQast, Vic.ai, or US Tech Automations. FloQast is best for mid-market finance teams coordinating a close checklist"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|meta-small|Vic.ai", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vic.ai is best for companies seeking AI-first automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|meta-small|US Tech Automations", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "US Tech Automations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "US Tech Automations is best for multi-client firms and mid-size businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|minimax-small|FloQast", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FloQast** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|minimax-small|BlackLine", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More enterprise-focused, but more robust if you need heavy automation. Could be overkill for some mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|minimax-small|Nomentia", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for companies with multi-bank, multi-currency needs"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|minimax-small|HighRadius", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers strong AI matching and is popular for B2B companies with high transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|mistral-small|FloQast", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** and **Nomentia** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|mistral-small|Nomentia", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** and **Nomentia** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|mistral-small|HighRadius", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** or **Trintech Adra Suite** may also be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|mistral-small|Trintech Adra Suite", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another solid choice for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|FloQast", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|Trintech Adra", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Trintech Adra** or **ReconArt** as alternatives"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|ReconArt", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate **Trintech Adra** or **ReconArt** as alternatives"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|Numeric", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native; very fast deployment (days); modern interface"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|BlackLine", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid: - **BlackLine** - Excellent but overkill for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|HighRadius", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-focused; complex implementation (weeks to months)"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|moonshot-small|AutoRek", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "AutoRek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Better suited for regulated financial services firms"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|openai-small|Sage Intacct", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Sage Intacct** as the best first choice for bank reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|openai-small|NetSuite", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** is also a strong option"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|openai-small|QuickBooks/Xero add-ons", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks/Xero add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**3-way comparison** of **Sage Intacct vs NetSuite vs QuickBooks/Xero add-ons**"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|xai-small|FloQast", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend FloQast as the top bank reconciliation automation tool."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|xai-small|Trintech Adra", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-volume transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|xai-small|BlackLine", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance-heavy (e.g., SOX) or multi-entity"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|xai-small|HighRadius", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AR-heavy B2B with cash app needs"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|xai-small|ReconArt", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Configurable, recon-only"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|zai-small|HighRadius", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HighRadius** as the primary solution."}, {"id": "mai-20260917-1752-baseline-2|c200-m2|zai-small|FloQast", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|zai-small|Nomentia", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Specialized Alternative: Nomentia"}, {"id": "mai-20260917-1752-baseline-2|c200-m2|zai-small|Sage Intacct", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sage Intacct is an \"Upper Mid-Market\" ERP that includes robust, native bank reconciliation features."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|Aico", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Aico** if your primary pain point is the sheer volume of transactions and the complexity of matching rules."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|HighRadius", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unlike standalone reconciliation apps, HighRadius often includes AR/AP automation."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|Workiva", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Workiva** if your primary pain point is satisfying external auditors and keeping records pristine."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|Oracle Account Reconciliation Cloud", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If a company already uses Oracle ERP, this tool natively ingests data from the source system"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|FloQast", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **FloQast** if your primary pain point is team coordination, communication, and tracking who is doing what during the close."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|ReconArt", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ReconArt is positioned as a specialist rather than a generalist."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|Reconcify", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconcify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses \"learning algorithms\" to improve matching accuracy over time."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|alibaba-small|Alteryx", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not a dedicated reconciliation tool... It has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|BlackLine", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlackLine leads on enterprise depth and market maturity."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|Trintech", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For large, complex corporations, the Cadency Platform provides a comprehensive system of controls"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|FloQast", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FloQast wins on accountant-friendly UX and user satisfaction."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|Bluecopa", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bluecopa is the only AI-native platform that unifies reconciliation with Order-to-Cash and Procure-to-Pay"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|HighRadius", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HighRadius is an AI-driven platform built for large enterprises managing high transaction volumes"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|OneStream", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream is the right fit if your team already uses EPM for planning and consolidation."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|Numeric", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Numeric is the fastest path to close automation for NetSuite-centric mid-market teams."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|anthropic-small|ReconArt", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ReconArt is a specialist for extremely high-volume transaction environments."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|BlackLine", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BlackLine** if you need enterprise-grade controls, governance, and close management."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|HighRadius", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **HighRadius** if you reconcile lots of transactions and care about matching speed and automation."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Trintech", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Trintech** if you want structured reconciliation plus close workflow depth."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Workiva", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workiva/OneStream** are consistently named"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|OneStream", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reconciliation is embedded inside a **unified planning, consolidation, and reporting platform**."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|FloQast", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **FloQast** if your team wants something close to the spreadsheet/accountant workflow but more automated."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Numeric", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Numeric** if you want a modern, fast-to-deploy option for a growing finance team."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Prophix One", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More of a **broader financial performance platform** than a pure reconciliation point solution."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|ReconArt", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **ReconArt**, **SolveXia**, or **Duco** if your main problem is **transaction matching/data reconciliation**"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|SolveXia", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Emphasizes **no-code automation** and data transformation"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Duco", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Duco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Known for **cloud-native, no-code** reconciliation and strong match rates."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Hevo", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Focuses more on **data reconciliation and pipeline monitoring** than accounting close."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|challenger-small|Oracle Cloud EPM / NetSuite", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Cloud EPM / NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best when you want **native integration** with an Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|BlackLine", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Enterprise high-volume finance close** → BlackLine or Trintech (Cadency)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Trintech", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Enterprise high-volume finance close** → BlackLine or Trintech (Cadency)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|ReconArt", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Banks/fintech with massive transaction counts** → ReconArt or SmartStream"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|FloQast", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mid-market accountant-friendly close** → FloQast or Adra"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|SmartStream", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Banks/fintech with massive transaction counts** → ReconArt or SmartStream"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|OneStream", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Reconciliation is embedded inside a full enterprise performance management platform rather than being standalone."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|HighRadius", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Uses AI agents to auto-match and guarantees operational KPIs."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|SolveXia", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No-code reconciliation workflows with audit-ready governance"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Numeric", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Transparent pricing, fast implementation, real-time matching built around NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Hevo Data", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pipeline/data validation for analytics teams** → Hevo, Talend, or Great Expectations/Soda (code-first)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Informatica Data Quality", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Informatica Data Quality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Enterprise data governance & stewardship** → Informatica, IBM QualityStage, Oracle EDQ"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|IBM InfoSphere QualityStage", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "IBM InfoSphere QualityStage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Enterprise data governance & stewardship** → Informatica, IBM QualityStage, Oracle EDQ"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Talend Data Quality", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Talend Data Quality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Pipeline/data validation for analytics teams** → Hevo, Talend"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Oracle Enterprise Data Quality", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Enterprise Data Quality", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Enterprise data governance & stewardship** → Informatica, IBM QualityStage, Oracle EDQ"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Precisely Data360", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Precisely Data360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Focused on operational use cases needing high data volumes."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Qntrl", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Qntrl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Stands out for *explainable* reconciliation reporting"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Ramp", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**HighRadius** and **Ramp** embed reconciliation into order-to-cash / spend workflows with AI agents."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Adra", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "**Mid-market accountant-friendly close** → FloQast or Adra"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Zoho", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "SMB/startup: FloQast, Zoho, Ramp, Hevo."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Great Expectations", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Great Expectations", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "→ Hevo, Talend, or Great Expectations/Soda (code-first)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|deepseek-small|Soda", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Soda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "→ Hevo, Talend, or Great Expectations/Soda (code-first)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|BlackLine", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine: The Enterprise Gold Standard"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|FloQast", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose FloQast if your primary headache is that your team is unorganized during close week"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|Numeric", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Numeric if you are a scaling mid-market company"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|HighRadius", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HighRadius if your main problem is AR and Order-to-Cash"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|ReconArt", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ReconArt or SolveXia if you ... desperately need to match millions of rows of data"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|google-small|SolveXia", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ReconArt & SolveXia: The High-Volume Matching Engines"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|meta-small|Aico", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Aico, FloQast, BlackLine, HighRadius, and Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|meta-small|FloQast", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Aico, FloQast, BlackLine, HighRadius, and Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|meta-small|BlackLine", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Aico, FloQast, BlackLine, HighRadius, and Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|meta-small|HighRadius", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Aico, FloQast, BlackLine, HighRadius, and Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|meta-small|Trintech (Cadency)", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Aico, FloQast, BlackLine, HighRadius, and Trintech (Cadency)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|BlackLine", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry leader, SAP integration"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|Oracle Fusion Cloud EPM / NetSuite", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM / NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already in Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|Vena", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best fit for teams wanting configurable workflows with rerun control and exception routing"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|Trintech", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in automated matching capabilities"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|FloQast", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lower cost, faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|OneStream / Planful", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream / Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: CPM-focused organizations"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|Alteryx", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Data analytics powerhouse with reconciliation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|minimax-small|ReconArt / TrueReconcile", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt / TrueReconcile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused specifically on reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|Aico", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Highly rated for enterprise use, scoring 9.5/10 in recent rankings."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|Alteryx", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More general-purpose than dedicated reconciliation tools, but powerful for data transformation and automation."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|BlackLine", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "highly regarded for its robust features and user-friendly interface"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|Oracle Fusion Cloud (including Oracle Account Reconciliation Cloud Service - ARCS)", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Fusion Cloud (including Oracle Account Reconciliation Cloud Service - ARCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for lower total cost of ownership over 3–5 years and strong integration with other Oracle products."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|Reconcify", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconcify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recognized in 2024 as a top reconciliation tool, leveraging Robotic Process Automation (RPA) and Artificial Intelligence (AI)."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|mistral-small|Ledge", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Uses a deterministic automation engine with AI for continuous accounting."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|moonshot-small|BlackLine", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "While BlackLine remains the category leader for enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|moonshot-small|Trintech Cadency", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trintech if you need high-volume transaction matching and financial services specialization with faster ROI"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|moonshot-small|FloQast", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast dominates the mid-market with its user-friendly, accountant-centric design"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|moonshot-small|Numeric", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Numeric if you're a NetSuite shop looking for modern, affordable reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|moonshot-small|HighRadius", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: High invoice volume, order-to-cash processes"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|openai-small|BlackLine", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BlackLine or Trintech** if you need enterprise-grade controls and a broader close process."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|openai-small|Trintech Cadency", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **BlackLine or Trintech** if you need enterprise-grade controls and a broader close process."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|openai-small|NetSuite Account Reconciliation / GL matching", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "NetSuite Account Reconciliation / GL matching", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose an **ERP-native module** if you want simpler adoption and your needs are mostly inside one ERP."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|openai-small|Duco", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Duco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose a **no-code ops tool** if you reconcile lots of non-ERP data sources."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|openai-small|Excel", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are cheapest and fastest to start, but they usually lack strong audit trails, workflow controls, and scalable automation."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|QuickBooks Online", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for small businesses needing all-in-one accounting with basic bank recs"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|Xero", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for growing SMBs with scalable bank feeds and rules-based matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|FloQast", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tops for mid-market teams ditching spreadsheets; Mid-market picks FloQast for usability"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|BlackLine", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Market leader for large enterprises; deepest automation, AI (Verity agents), audit controls"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|Trintech", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in complex multi-entity recs, rule-based matching, exception handling"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|HighRadius", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excels in high-volume AR/AP/order-to-cash recs with agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|ReconArt", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly configurable for transaction-heavy matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|Numeric", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others often mentioned: Numeric (fast NetSuite setup)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|OneStream", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others often mentioned: ... OneStream (EPM-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|xai-small|Bluecopa", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bluecopa (AI with O2C/P2P)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|BlackLine", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. BlackLine (Enterprise Leader)\n**Best For:** Large organizations with complex close processes and strict compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|Trintech", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 4. Trintech (Cadency) (Enterprise Specialized)\n**Best For:** Organizations with complex multi-system environments."}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|FloQast", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. FloQast (Accountant-Friendly)\n**Best For:** Mid-market companies and high-growth firms"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|HighRadius", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. HighRadius (AI-Driven Challenger)\n**Best For:** Companies seeking aggressive automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|BlueCopa", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlueCopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. BlueCopa (AI-Native Integrated)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|ReconArt", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specialized tools (BlueCopa, ReconArt)"}, {"id": "mai-20260917-1752-baseline-2|c200-m3|zai-small|Adra", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dual product strategy (Cadency for enterprise, Adra for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|alibaba-small|QuickBooks Online", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. QuickBooks Online (Top Recommendation)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|alibaba-small|Xero", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is the strongest competitor to QuickBooks and is often favored by businesses with larger teams"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|alibaba-small|Ramp", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Ramp (Specifically for Expense & Spend Reconciliation)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|alibaba-small|Spreadsheets", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Spreadsheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Use simple bank statements + Excel/Google Sheets if you can manage the risk."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|anthropic-small|Wave", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Wave offers basic reconciliation functionality at no cost"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|anthropic-small|Zoho Books", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Books contains a robust free tier ideal for startups"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|anthropic-small|Xero", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "while Xero offers lower entry-level pricing with quick setup"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|anthropic-small|QuickBooks Online", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with QuickBooks Online or pairing it with a free add-on like Wave is a practical route"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|anthropic-small|ReconArt", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ReconArt at $300/month is a strong alternative focused specifically on reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|challenger-small|QuickBooks Online", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** is the safest low-budget default for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|challenger-small|Xero", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** if you want an **affordable all-in-one accounting tool** with built-in reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|challenger-small|Wave", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wave** is the cheapest if \"free\" matters more than advanced features"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|challenger-small|Zoho Books", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** if you want a **budget-friendly all-in-one suite**"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Zoho Books", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** is the best overall choice because it provides genuine bank reconciliation (with auto-matching and feeds) at **$0** cost"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Wave", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Note: bank auto-sync requires a paid add-on; manual reconciliation is free"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|NCH Express Accounts", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free offline option - Free bank reconciliation software for manual transaction import"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Xero", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** at ~$25/month offers the best value with unlimited users and strong reconciliation rules"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|QuickBooks Online", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built-in reconciliation in familiar accounting software"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Ledgerler", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ledgerler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A newer tool with a **free browser-based tool**... Priced specifically for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|GnuCash", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free desktop bookkeeping, fully offline"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Akaunting", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free self-hosted accounting system"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|deepseek-small|Odoo Accounting", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Odoo Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free ERP option"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|FloQast", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't have to pay enterprise-level prices (like FloQast or BlackLine) to get automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|BlackLine", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't have to pay enterprise-level prices (like FloQast or BlackLine) to get automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|JustPerform / Lineos (by insightsoftware)", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "JustPerform / Lineos (by insightsoftware)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have complex matching needs but $0 budget: Go with JustPerform (by insightsoftware) Free Plan."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|NCH Express Accounts", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Micro-businesses or teams that prefer an offline, desktop-based, or extremely cheap accounting solution."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|QuickBooks Online (QBO)", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use QuickBooks or Xero: Spend 15 minutes reviewing and setting up your bank rules."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|Xero", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "widely praised for having highly flexible, intuitive bank rules"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|Zoho Books", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An incredibly feature-rich, affordable alternative to QuickBooks and Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|google-small|ReconArt", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have massive transaction volume and a moderate budget: Go with ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|meta-small|Zoho Books", "prompt": "c200-m4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a company with a limited budget is Zoho Books, as it is considered the best budget-friendly all-in-one suite."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|meta-small|Ramp", "prompt": "c200-m4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Ramp, which offers a free plan and paid tiers"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|minimax-small|Wave", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Wave** if you need core reconciliation without any cost"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|minimax-small|Zoho Books", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Zoho Books** if you need more features and qualify for their free tier"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|minimax-small|Ramp", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ramp** (Best for Real-Time Coding)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|minimax-small|QuickBooks Online", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider QuickBooks Online** ($20-30/mo) if you need AI-assisted matching and plan to grow"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|minimax-small|NCH Express Accounts", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitation:** No automatic matching or transaction import"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|mistral-small|QuickBooks Online Advanced", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** – Best for SMBs wanting reconciliation inside familiar accounting software."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|mistral-small|QuickBooks Online (Essentials or Plus)", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online (Essentials or Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For even smaller budgets, QuickBooks Online plans start at $20–$75/month and include robust bank reconciliation features."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|mistral-small|Xero (Growing plan)", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero (Growing plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's a strong alternative for small businesses, especially those outside the US"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|moonshot-small|Wave Accounting", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wave** (completely free core features)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|moonshot-small|Zoho Books", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books paid plan** offers the best value with automatic reconciliation and room to grow"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|moonshot-small|QuickBooks Online", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** is worth the extra cost for compatibility and support"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|moonshot-small|NCH Express Accounts", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitation:** No automatic transaction import or advanced automation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|openai-small|QuickBooks", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks or Xero bank reconciliation** if you mainly need basic bank/GL matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|openai-small|Xero", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks or Xero bank reconciliation** if you mainly need basic bank/GL matching"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|openai-small|Zoho Books", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more automation, look at **Zoho Books** or a comparable SMB accounting suite."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|openai-small|FloQast", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you're a growing accounting team that can justify a custom-priced close/reconciliation platform; it does **not** publish simple per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|openai-small|BlackLine", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "emphasize enterprise-grade capabilities and demo-led sales rather than low-budget positioning"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|xai-small|Wave", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Wave (Free)**"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|xai-small|QuickBooks Online", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Low-Cost Alternatives: 1. **QuickBooks Online (Starts at $30/month)**"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|xai-small|Xero", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero (Starts at $15-55/month)**: Real-time bank feeds, unlimited users, strong auto-reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|xai-small|GnuCash", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not ideal for teams/multi-user."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|BlackLine", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "$77K–$340K/year, enterprise‑grade... far more expensive, so treat them as future upgrades, not immediate picks for a limited‑budget scenario."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Trintech", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "for far less than the enterprise platforms (BlackLine, Trintech, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|QuickBooks Online", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free:** Wave (CSV uploads) or QuickBooks Online’s free 1‑user tier."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Xero", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best overall value:** Xero ($25/mo) for a clean, dedicated reconciliation view with strong bank‑feed support."}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Zoho Books", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lowest entry cost:** Zoho Books Basic ($9/mo)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Sage Business Cloud Accounting", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Sage Business Cloud Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sage Business Cloud ($10/mo)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Wave", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free:** Wave (CSV uploads)"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Reconciler", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A standalone bank‑reconciliation add‑on (e.g., **Reconciler**) might suffice"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|FloQast", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "$30K–$150K+/year... far more expensive, so treat them as future upgrades"}, {"id": "mai-20260917-1752-baseline-2|c200-m4|zai-small|Numeric", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "~$30/month/user, strong ERP integration and transaction‑level visibility"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|alibaba-small|BlackLine", "prompt": "c200-m5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When talking to sales reps for tools like BlackLine, Trullion, DataRails, or specialized fintechs"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|alibaba-small|Trullion", "prompt": "c200-m5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like BlackLine, Trullion, DataRails, or specialized fintechs"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|alibaba-small|DataRails", "prompt": "c200-m5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like BlackLine, Trullion, DataRails, or specialized fintechs"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|challenger-small|Numeric", "prompt": "c200-m5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "mid-market teams often evaluate tools like Numeric or FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|challenger-small|FloQast", "prompt": "c200-m5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "mid-market teams often evaluate tools like Numeric or FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|challenger-small|BlackLine", "prompt": "c200-m5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "more complex organizations ... often compare enterprise platforms such as BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|challenger-small|OneStream", "prompt": "c200-m5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often compare enterprise platforms such as BlackLine or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|deepseek-small|Adra by Trintech", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vendors commonly positioned for your segment include **Adra by Trintech**, **FloQast**, and **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|deepseek-small|FloQast", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vendors commonly positioned for your segment include **Adra by Trintech**, **FloQast**, and **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|deepseek-small|Numeric", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Vendors commonly positioned for your segment include **Adra by Trintech**, **FloQast**, and **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|deepseek-small|BlackLine", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-heavy, may be overkill"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|deepseek-small|Sage Intacct", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** if you want an all-in-one ERP with reconciliation built in"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|google-small|FloQast", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have highly customized Excel reconciliation templates you refuse to give up, **FloQast** is a strong fit."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|google-small|Numeric", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want to get out of Excel entirely and let software auto-reconcile, look at **Numeric**."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|google-small|Adra by Trintech", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for mid-market; strong balance-sheet controls."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|google-small|BlackLine", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Usually overkill for 500 people.** Long, expensive implementations (4–5 months)"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|meta-small|Numeric", "prompt": "c200-m5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Numeric: Offers transaction-level visibility and fast implementation."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|meta-small|BlackLine", "prompt": "c200-m5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BlackLine: Provides comprehensive enterprise platform with extensive ERP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|meta-small|FloQast", "prompt": "c200-m5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FloQast: Offers Excel-native workflows with checklist-driven close management."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|meta-small|Prophix One", "prompt": "c200-m5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prophix One: Offers reconciliation tied to close and consolidation."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|meta-small|Trintech (Adra)", "prompt": "c200-m5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Adra)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trintech (Adra): Offers high-volume transaction matching."}, {"id": "mai-20260917-1752-baseline-2|c200-m5|minimax-small|Prophix One", "prompt": "c200-m5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider vendors like:\n- Prophix One"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|minimax-small|Zone & Co", "prompt": "c200-m5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Zone & Co"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|minimax-small|Numeric", "prompt": "c200-m5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Numeric"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|minimax-small|BlackLine", "prompt": "c200-m5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- BlackLine (enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|mistral-small|BlackLine", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Identify 3–5 vendors that meet your criteria (e.g., BlackLine, ReconArt, Trintech, ...)"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|mistral-small|ReconArt", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BlackLine, ReconArt, Trintech"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|mistral-small|Trintech", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BlackLine, ReconArt, Trintech"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|mistral-small|SAP Account Substantiation and Automation by BlackLine", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "SAP Account Substantiation and Automation by BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Account Substantiation and Automation by BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|mistral-small|Oracle Account Reconciliation Cloud", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle Account Reconciliation Cloud"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|moonshot-small|FloQast", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** | Mid-market, fast implementation | Built \"by accountants for accountants\"; strong NetSuite/Sage Intacct integration"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|moonshot-small|BlackLine", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Larger mid-market, complex needs | Broadest feature set; strong intercompany and global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|moonshot-small|Trintech (Adra)", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market wanting enterprise features | Strong automation; 14-month average ROI"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|moonshot-small|HighRadius", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High transaction volumes | AI agents for 90%+ automation; strong for AR/AP-heavy businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|moonshot-small|Numeric", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern, AI-native approach | Transaction-level drill-down; fast setup; newer entrant"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|Numeric", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast—filter by your ERP"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|Prophix", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|Zone & Co", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|HighRadius", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|BlackLine", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m5|xai-small|FloQast", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top contenders for mid-sized include Numeric, Prophix, Zone & Co, HighRadius, BlackLine, FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|UiPath", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "e.g., DIY UiPath/Automation Anywhere scripts) These \"bots\" mimic human clicks and are notoriously brittle."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|Automation Anywhere", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "DIY UiPath/Automation Anywhere scripts ... Approach with caution unless you have strong IT support to maintain them."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|ReconArt", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most of the well-known tools (ReconArt, FloQast, SmartStream, SolveXia, etc.) have legitimate use cases"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|FloQast", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most of the well-known tools (ReconArt, FloQast, SmartStream, SolveXia, etc.) have legitimate use cases"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|SmartStream", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SmartStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most of the well-known tools (ReconArt, FloQast, SmartStream, SolveXia, etc.) have legitimate use cases"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|deepseek-small|SolveXia", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SolveXia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "most of the well-known tools (ReconArt, FloQast, SmartStream, SolveXia, etc.) have legitimate use cases"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|BlackLine", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like **BlackLine** or **Trintech (Cadency)** are gold standards for Fortune 500 companies. However, they require extreme caution if you are a small to mid-sized business."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Trintech (Cadency)", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they require extreme caution if you are a small to mid-sized business"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|FloQast", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look for agile, modern close-management tools (like FloQast, Numeric, or Leapfin)"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Numeric", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for agile, modern close-management tools (like FloQast, Numeric, or Leapfin)"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Leapfin", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for agile, modern close-management tools (like FloQast, Numeric, or Leapfin)"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|NetSuite", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most ERPs (such as NetSuite, QuickBooks, or SAP) have built-in bank reconciliation modules. While convenient, they are highly limited."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|QuickBooks", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "built-in bank reconciliation modules. While convenient, they are highly limited."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|SAP", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most ERPs (such as NetSuite, QuickBooks, or SAP) have built-in bank reconciliation modules. While convenient, they are highly limited."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|UiPath", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "custom RPA bots (using platforms like UiPath or Automation Anywhere) ... RPA bots are highly \"brittle.\""}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Automation Anywhere", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "custom RPA bots (using platforms like UiPath or Automation Anywhere) ... the RPA bot breaks"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Stripe", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Relying solely on the built-in reconciliation features of your payment processor (e.g., Stripe, Shopify Payments, or PayPal) is a common trap."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Shopify Payments", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Shopify Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "built-in reconciliation features of your payment processor (e.g., Stripe, Shopify Payments, or PayPal) is a common trap"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|PayPal", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "These tools only see their own ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|google-small|Excel", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Excel should be actively phased out of your primary reconciliation workflow"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|moonshot-small|Xero's Auto-Reconciliation (JAX AI)", "prompt": "c200-m6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero's Auto-Reconciliation (JAX AI)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "many advise clients to avoid it entirely"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|moonshot-small|Excel", "prompt": "c200-m6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying on Excel for reconciliation has major red flags"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|moonshot-small|BlackLine", "prompt": "c200-m6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not necessarily \"avoid,\" but be cautious about: Over-complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|BlackLine", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "smaller/mid-market users often complain it *complicates* prep work, has steep implementation, high costs, and doesn't save time"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|FloQast", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "gripes include slow loading during peak times (close week), reconciliation syncing delays, limited customization, missing features"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|Oracle ARCS/HFM", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle ARCS/HFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Called \"garbage\" in accounting forums for poor usability and not delivering efficiency."}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|Embat", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Embat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Integration failures with banks/ERPs, slow syncs, implementation surprises (hidden costs/support dependency)"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|Docyt", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Docyt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Integration failures with banks/ERPs, slow syncs, implementation surprises"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|ReconArt", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize **reputable leaders** like ReconArt, SolveXia, or Hevo for specific needs"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|SolveXia", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SolveXia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize **reputable leaders** like ReconArt, SolveXia, or Hevo"}, {"id": "mai-20260917-1752-baseline-2|c200-m6|xai-small|Hevo", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize **reputable leaders** like ReconArt, SolveXia, or Hevo for specific needs (high-volume, finance teams)—but trial them."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|QuickBooks", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you can do basic bank reconciliations manually in QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Xero", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can do basic bank reconciliations manually in QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|ReconArt", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ReconArt** (Best balance of power and price)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|BlackLine", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "aren't ready for expensive enterprise tools like BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Float", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Recurring Transactions: **Float**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Apica", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Apica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Accounts Payable Matching: **Apica**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Zeiio", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Zeiio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Revenue Recognition: **Zeiio** or **Vendasta**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Vendasta", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Vendasta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for Revenue Recognition: **Zeiio** or **Vendasta**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Intuit's built-in tools", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Intuit's built-in tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Check **Intuit's built-in tools** first (often free/premium feature)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|alibaba-small|Cin7 Core", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Cin7 Core", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Apica** or **Cin7 Core**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|anthropic-small|QuickBooks Online", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies with straightforward reconciliation needs, QuickBooks Online typically offers the best balance of affordability, ease of use, and functionality."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|anthropic-small|FloQast", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your close process is more complex and requires stronger collaboration features, FloQast would be worth considering."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|anthropic-small|Xero", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small businesses under $10M can start with what's built into QuickBooks Online or Xero."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **QuickBooks Online Advanced** if you want the simplest, lowest-friction option"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|Numeric", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** is the strongest SMB-focused step up"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|Xero", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Xero if you want straightforward bank reconciliation plus strong app integrations"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|QuickBooks Online", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For very small teams with minimal volume, Xero or even the built-in reconciliation in QuickBooks Online can be enough."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|BlackLine", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like BlackLine or Trintech unless you have multi-entity complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|challenger-small|Trintech", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like BlackLine or Trintech unless you have multi-entity complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|QuickBooks Online", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Online** (if you already use it or are US-based) or **Xero** ... is the safest starting point."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|Xero", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online** ... or **Xero** (great bank feed + integrations) is the safest starting point."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|Zoho Books", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if cost is critical, **Zoho Books** gives you excellent value."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|Ramp", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider adding a tool like **Ramp** or **Reconciler**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|Reconciler", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Reconciler** (affordable, matches payment processors + ledgers, read-only)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|BlackLine Essentials", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Audit-ready startups/scale-ups | Higher tier | Enterprise-grade controls, built for audit"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|deepseek-small|Versapay", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Versapay** (strong for AR collaboration, but more mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|QuickBooks Online (QBO)", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for standard, straightforward US-based B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|Xero", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for international or growing small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|Numeric", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Numeric** (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|FloQast", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Excel-Heavy Accounting Teams ... can be relatively expensive for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|Airwallex", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global B2B and Multi-Currency"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|Ramp", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Expense & Corporate Card Reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|google-small|Brex", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ramp** or **Brex** (Best for Expense & Corporate Card Reconciliation)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|meta-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a small B2B company is QuickBooks Online Advanced."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|meta-small|HighRadius", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include HighRadius, Prophix, and Numeric."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|meta-small|Prophix", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include HighRadius, Prophix, and Numeric."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|meta-small|Numeric", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include HighRadius, Prophix, and Numeric."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|minimax-small|QuickBooks Online", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, I'd suggest starting with **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|minimax-small|Xero", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|minimax-small|ReconArt", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Comprehensive reconciliation needs"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|minimax-small|HighRadius", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Automated account reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|mistral-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** stands out as a top choice"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|mistral-small|BlackLine", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "better suited for companies with more complex needs ... but may be overkill for very small B2B operations"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|mistral-small|Sage Intacct", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better suited for companies with more complex needs or those outside the US, but may be overkill for very small B2B operations"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|moonshot-small|QuickBooks Online", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with QuickBooks Online or Xero** if you're not already using one - their built-in reconciliation is sufficient for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|moonshot-small|Xero", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with QuickBooks Online or Xero** if you're not already using one"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|moonshot-small|Reconciler", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Reconciler** if you're processing higher volumes or need cross-source matching"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|moonshot-small|Upflow", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at Upflow** if your primary pain point is B2B payment reconciliation and cash application"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|moonshot-small|HighRadius", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though typically better for larger volumes"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|openai-small|Xero", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Xero** if your main need is **straightforward bank and account reconciliation inside a full accounting system**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|openai-small|FloQast", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** is usually the better fit for a small but more finance-process-heavy team"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|openai-small|BlackLine", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very strong, but they're generally better fits for **larger or more complex finance teams**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|openai-small|Trintech", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "very strong, but they're generally better fits for **larger or more complex finance teams**"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|BlackLine", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools like BlackLine or FloQast are overkill (and pricey at $30K+/year)."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|FloQast", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools like BlackLine or FloQast are overkill (and pricey at $30K+/year)."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|QuickBooks Online", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Overall best for most US-based small B2B (widest adoption, accountant support)"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|Xero", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero excels in continuous recon for B2B with frequent invoices/payments"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|Zoho Books", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books is the value pick for startups/SMBs, with free entry and strong basics."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|Ramp", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Alternatives if needed: Ramp (free tier, spend-focused recon) for card-heavy B2B"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|xai-small|Transaction Pro", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Transaction Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "add-ons like Transaction Pro if you outgrow basics"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|QuickBooks Online", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small B2B company:** QuickBooks Online (or Xero) with its built‑in bank reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|Xero", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for a small B2B company:** QuickBooks Online (or Xero) with its built‑in bank reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|Reconciler", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best standalone, self‑serve reconciliation tool (no sales call):** Reconciler – $49, $149, $399/month flat tiers"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|Numeric", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already have a modern ERP (NetSuite, Sage Intacct, etc.):** Numeric"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|FloQast", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you need multi‑entity / mid‑market automation:** FloQast – quote‑based"}, {"id": "mai-20260917-1752-baseline-2|c200-s1|zai-small|BlackLine", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Very expensive and complex ... Overkill for most small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|alibaba-small|Bill.com", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My suggestion:** Start with **Bill.com**."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|alibaba-small|Dext Prepare (formerly Receipt Bank)", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Dext Prepare (formerly Receipt Bank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Expense Management: Dext Prepare"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|alibaba-small|Triplebyte", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Triplebyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Volume (Pure Automation): Triplebyte"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|alibaba-small|QuickBooks", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stick to QuickBooks/Xero** (Native \"Match\" features are sufficient)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|alibaba-small|Xero", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stick to QuickBooks/Xero** (Native \"Match\" features are sufficient)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|anthropic-small|Xero", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bottom line**: Start with Xero or QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|anthropic-small|QuickBooks Online", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For Most Small B2B Businesses: Xero or QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|challenger-small|Xero", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Xero** as the first choice"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|challenger-small|QuickBooks Online", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **QuickBooks Online** if you want the simplest, lowest-friction option"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|challenger-small|FloQast", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is usually more than a very small business needs and is priced much higher"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|challenger-small|HighRadius", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **HighRadius** only if your B2B business has **high transaction volume** and complex matching"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|deepseek-small|QuickBooks Online", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. QuickBooks Online** — Best all-around for US-based B2B small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|deepseek-small|Xero", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **QuickBooks Online** ... or **Xero** (if you value the smoothest automated reconciliation and bulk matching)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|deepseek-small|Ledge", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledge** — automates matching customer payments ... to the correct open invoices"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|deepseek-small|Dost", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Dost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Dost** — smart bank reconciliation plus unified AP & AR"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|BlackLine", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "most enterprise-grade tools (like BlackLine or HighRadius) are too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|HighRadius", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most enterprise-grade tools (like BlackLine or HighRadius) are too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|Xero", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have fewer than 50 invoices a month: Stick with Xero or QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|QuickBooks Online (QBO)", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick with **Xero** or **QuickBooks Online** and take 15 minutes to set up customized \"Bank Rules.\""}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|RemitClear", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "RemitClear", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If customers send bulk ACH/wires and email you messy PDF remittances: Use RemitClear"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|Upflow", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Growing B2B companies that want to automate both invoice chasing (dunning) and payment reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|BILL (formerly Bill.com)", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a trusted, standard industry tool to manage their invoice-to-cash lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|Bill360", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If your customers pay with credit cards or ACH portals: Use Bill360 or Paystand"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|Paystand", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **Bill360** or **Paystand** to eliminate manual reconciliation entirely at the point of payment"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|google-small|Airwallex", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for: B2B small businesses with global clients paying in multiple foreign currencies."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|meta-small|BlackLine", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlackLine - a comprehensive bank reconciliation software that pairs deep, AI-driven auto-matching with audit-ready controls across any general ledger."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|meta-small|Xero", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Xero - a cloud accounting software that offers auto-reconciliation of bank transactions, with pricing starting at $25 per month."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|meta-small|Atlar", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Atlar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Atlar - an AI-powered bank reconciliation software that automates transaction matching, verification, and closing across all banks and entities."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|meta-small|JAX", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "JAX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JAX - a bank reconciliation software that offers AI-assisted matching and automatic reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|minimax-small|QuickBooks Online", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **QuickBooks Online** as the top choice for most small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|minimax-small|Xero", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Xero** as a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|minimax-small|Versapay", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** - Specifically designed for B2B invoice matching with AI"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|minimax-small|Ledge", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ledge** - Focuses on invoice reconciliation with AI that handles partial payments"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|mistral-small|Xero", "prompt": "c200-s2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Xero** or **QuickBooks Online** as the top bank reconciliation automation solutions."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|mistral-small|QuickBooks Online", "prompt": "c200-s2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Xero** or **QuickBooks Online** as the top bank reconciliation automation solutions."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|moonshot-small|Xero", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd recommend **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|moonshot-small|QuickBooks Online", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **QuickBooks Online** (Best for US Ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|openai-small|Xero", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Xero** as the first choice for bank reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|openai-small|QuickBooks", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose QuickBooks** if your accountant already prefers it"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|xai-small|Xero", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Xero as the top bank reconciliation automation tool."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|xai-small|QuickBooks Online", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|xai-small|Dext", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair with Dext (~$10–$30/month add-on) if you deal with lots of supplier invoices/receipts"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|xai-small|BlackLine", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise tools like BlackLine/FloQast (too pricey/complex for SMBs)."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|xai-small|FloQast", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools like BlackLine/FloQast (too pricey/complex for SMBs)."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|Xero", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation – Xero (with Ledge as a complementary invoice‑reconciliation add‑on)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|Ledge", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add **Ledge** (or Rillet/Ambill) as a specialized layer"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|Rillet", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledge (standalone) or Rillet, integrated with Xero/QuickBooks for invoicing"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|QuickBooks Online (QBO)", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative – QuickBooks Online (QBO)"}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|Ambill", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Ambill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Small to mid‑sized businesses wanting a standalone reconciliation module with confidence insights."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|ccMonet", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ccMonet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Singapore/APAC SMEs needing a managed AI bank reconciliation service."}, {"id": "mai-20260917-1752-baseline-2|c200-s2|zai-small|GSI / F6S AI financial close", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "GSI / F6S AI financial close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GSI/F6S AI financial close platform (if your business is slightly larger or you want a unified close solution)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|alibaba-small|QuickBooks Online (QBO)", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have < 5 employees and < $1M annual revenue:** Stick with **QuickBooks Online** or **Xero**."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|alibaba-small|Xero", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stick with **QuickBooks Online** or **Xero**. Their built-in reconciliation is sufficient"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|alibaba-small|FloQast", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have 5\\u201320 employees and use Excel/Google Sheets heavily:** Look at **FloQast**."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|alibaba-small|Blackline (Standard/Team Edition)", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Blackline (Standard/Team Edition)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More enterprise-grade than FloQast, but offers lighter editions for growing companies."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|alibaba-small|Aico", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run an e-commerce business with thousands of SKUs/order fragments:** Consider **Aico**."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|QuickBooks Online", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks is most useful for smaller teams that want straightforward bank and account reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|Xero", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero works well for small businesses that need simple financial tools with strong reporting features and built-in bank reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|Cortex Workspace", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Cortex Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "QuickBooks, Xero, or Cortex Workspace are practical entry points that minimize setup complexity"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|Doxis SpendControl", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Doxis SpendControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for SMEs seeking to automate credit card, invoice, and expense reconciliation with AI-powered OCR"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|BlackLine", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly configurable tools like BlackLine require significant admin maintenance"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|anthropic-small|FloQast", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "intuitive platforms like FloQast deploy quickly but offer less customization"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|QuickBooks Online", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **QuickBooks Online** if you mostly reconcile **bank and card transactions** and want the least setup."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|Xero", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Xero** if you want **more user access and integrations**."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|Zoho Books", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want **an affordable all-in-one accounting suite with built-in reconciliation**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|FloQast", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **FloQast** if your team already has a structured **month-end close** process."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|Ramp", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams that want **reconciliation tied to real-time transaction coding and spend management**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|Airwallex", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for **multi-currency spend and card reconciliation**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|challenger-small|BlackLine", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **BlackLine** if you need **stronger controls and audit trails** than basic accounting software offers."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|QuickBooks Online", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks or Xero are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|Xero", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks or Xero are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|Wave", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave as a free starting point if budget is the top priority"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|FloQast", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast is much pricier but adds close-management and audit-readiness"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|Ramp", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ramp offers a free plan with an Accounting Agent that auto-codes and reconciles"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|Rillet", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Rillet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rillet (AI-native ERP) matches up to 90% of transactions automatically"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|deepseek-small|Numeric", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Numeric ($30/user/month) gives transaction-level ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|BlackLine", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade platforms (like BlackLine or ReconArt) are typically too rigid, expensive, and time-consuming to set up for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|ReconArt", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade platforms (like BlackLine or ReconArt) are typically too rigid, expensive, and time-consuming to set up for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|Numeric", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Numeric** is the best modern choice to automate the execution layer."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|FloQast", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|Reconwizz", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconwizz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Reconwizz** will solve your matching headaches without forcing you into an enterprise-size contract."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|QuickBooks Online", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Micro-teams (1–2 people) with relatively low transaction complexity."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|google-small|Xero", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "refine your **QBO or Xero bank rules** first"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|meta-small|QuickBooks Online Advanced", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online Advanced is best for small businesses wanting built-in reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|meta-small|Ramp", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp is best for mid-market teams wanting reconciliation tied to real-time coding"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|meta-small|FloQast", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is best for small to mid-sized teams heavily invested in Excel/Google Sheets workflows"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|meta-small|Xero", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero is best for small to mid-sized businesses, especially outside the US"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|QuickBooks Online", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Very small teams (1-5 people):** Start with **QuickBooks Online**, **Xero**, or **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|Xero", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **QuickBooks Online**, **Xero**, or **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|FreshBooks", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **QuickBooks Online**, **Xero**, or **FreshBooks** - they offer free/reasonable reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|Zoho Books", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Zoho Books** for cost savings"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|ReconArt", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Evaluate **ReconArt** if transaction volume exceeds what basic tools can handle"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|BlackLine", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade; overkill for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|minimax-small|FloQast", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focused on the accounting close process rather than just reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|mistral-small|QuickBooks Online Advanced", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses wanting built-in reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|mistral-small|Xero", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose QuickBooks or Xero for simplicity and integration"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|mistral-small|FloQast", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is priced per year and may be more suited for slightly larger small teams"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|mistral-small|Ramp", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market teams wanting reconciliation tied to real-time coding."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|mistral-small|Aico", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ranked as a top overall tool in several reviews, but specific details on pricing and features are less commonly highlighted"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|QuickBooks Online Reconcile", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Reconcile", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just starting out** → **Xero** or **QuickBooks Online** (built-in reconciliation is sufficient)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|Xero Bank Reconciliation", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero Bank Reconciliation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Just starting out** → **Xero** or **QuickBooks Online** (built-in reconciliation is sufficient)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|Zoho Books", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cons | Fewer third-party integrations than competitors"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|Reconciler", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growing with complex matching needs** → **Reconciler** (dedicated, affordable, transparent pricing)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|BlackLine Essentials", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need audit-ready controls** → **BlackLine Essentials**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|FloQast AutoRec Lite", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast AutoRec Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already using NetSuite** → **FloQast AutoRec Lite**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|moonshot-small|Ramp", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Want spend management + reconciliation** → **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|QuickBooks Online", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need simplest all-in-one?** QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|Xero", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best if you want strong automation plus collaboration... **Need many collaborators?** Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|Zoho Books", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a lower-cost, automation-friendly option with smart matching."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|Sage", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want more \"accounting-system\" depth and controls."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|FloQast", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for finance teams that need reconciliation workflow, auditability, and close management."}, {"id": "mai-20260917-1752-baseline-2|c200-s3|openai-small|BlackLine", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's usually more than a very small team needs"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|QuickBooks Online (QBO)", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on your location (QBO for US, Xero global)... For teams <10, built-in tools like QBO/Xero suffice"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|Xero", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero edges QBO in bulk/API automation and international feeds; ... Xero offers best value for teams (unlimited users)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|Wave", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave is free but limited; ... great starter but lacks advanced automation"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|Zoho Books", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Budget-conscious teams integrated with Zoho CRM/apps... less specialized in complex matching than QBO/Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|FreshBooks", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lighter on deep reconciliation (more invoicing-focused) compared to others"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|xai-small|FloQast", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "built-in tools like QBO/Xero suffice over pricier dedicated ones (e.g., FloQast for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|QuickBooks Online Advanced", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small business already on QuickBooks** | QuickBooks Online Advanced"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|FloQast", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Accountant-heavy team still using spreadsheets** | FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|Ramp", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Real-time coding & spend management focus** | Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|ReconArt", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budget-conscious, high-volume transactions** | ReconArt"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|Numeric", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fast-growing team needing modern close workflows** | Numeric"}, {"id": "mai-20260917-1752-baseline-2|c200-s3|zai-small|Sage Intacct", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Multi-entity / multi-currency needs** | Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|BlackLine", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standalone reconciliation software (like BlackLine or Numeric) is typically designed for mid-to-large enterprises and can be prohibitively expensive."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|Numeric", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standalone reconciliation software (like BlackLine or Numeric) is typically designed for mid-to-large enterprises and can be prohibitively expensive."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|Wave Accounting", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Zero-Budget Option: **Wave Accounting** ... Wave is the industry standard for free financial management."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|QuickBooks Online (Simple Start or Essentials)", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online (Simple Start or Essentials)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For most small businesses, QuickBooks Online offers the best balance of ease-of-use and automation."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|Xero", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best International/Team Option: **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|alibaba-small|Excel / Google Sheets", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "spreadsheets can become a nightmare ... High risk of human error; difficult to audit"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|anthropic-small|QuickBooks Online", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** is often the most practical choice."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|anthropic-small|Xero", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is another excellent alternative."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|anthropic-small|Zoho", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho is a good fit for small businesses looking for a flexible and affordable cloud accounting tool with automated reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|anthropic-small|ReconArt", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ReconArt at $300/month is a strong alternative focused specifically on reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|challenger-small|Xero", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** is usually the best balance of **price, ease, and scalability** for a small company on a budget."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|challenger-small|QuickBooks Online", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best choice is usually **Xero or QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|challenger-small|Wave", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wave** is the best fit for very small businesses or freelancers because its core accounting and bank reconciliation features are **free**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|challenger-small|NCH Express Accounts", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if you want a **free or very low-cost desktop option** and can live without automatic bank feeds"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|QuickBooks Online", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **QuickBooks Online (Simple Start)** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|Xero", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **QuickBooks Online (Simple Start)** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|Zoho Books", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the **absolute cheapest** and need full accounting features, go with **Zoho Books at $9/month**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|NCH Express Accounts", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NCH Express Accounts** works but is more manual"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|AccountEdge", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AccountEdge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best value desktop software, ~$20–50/month"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|FloQast", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically cost **$30K–$150K+/year** — far beyond a small company's budget"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|BlackLine", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically cost **$30K–$150K+/year** — far beyond a small company's budget"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|deepseek-small|ReconArt", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "typically cost **$30K–$150K+/year** — far beyond a small company's budget"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|BlackLine", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid standalone, enterprise-grade account reconciliation software** (such as BlackLine, FloQast, or ReconArt)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|FloQast", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid standalone, enterprise-grade account reconciliation software** (such as BlackLine, FloQast, or ReconArt)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|ReconArt", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you should avoid standalone, enterprise-grade account reconciliation software** (such as BlackLine, FloQast, or ReconArt)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|Zoho Books", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Zoho Books (Best Overall Value)... If your annual revenue is under $50,000:** Go with **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|Wave Accounting", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a $0 budget but make more than $50,000:** Use **Wave's free Starter plan**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|Xero", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you have a small budget ($25\\u2013$30/mo) and want to save time:** Choose **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|QuickBooks Online - Simple Start", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online - Simple Start", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While slightly pricier than Zoho or Xero, it features a superior **Reconciliation Discrepancy report**"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|google-small|Manager.io", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Manager.io is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|Zoho Books", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books - Best budget-friendly all-in-one suite."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|QuickBooks Online", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a range of pricing plans, including a basic plan for small businesses and freelancers."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|Xero", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a range of pricing plans, including a basic plan for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|Ramp", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan, as well as paid tiers with advanced features."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|NCH Express Accounts", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a free plan for small businesses with less than five employees."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|meta-small|AccountEdge", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AccountEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More affordable than many desktop accounting software, making it ideal for small businesses on a budget."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|Wave", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** or **Zoho Books** if you need completely free software"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|Zoho Books", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wave** or **Zoho Books** if you need completely free software"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|QuickBooks Online", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** ($20/month) if you can invest a little for better automation"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|Xero", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** ($15/month) if you need unlimited user access"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|NCH Express Accounts", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Limitations:** More manual setup required"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|minimax-small|Ledgerler", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ledgerler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ledgerler** ($29/month)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|mistral-small|QuickBooks Online", "prompt": "c200-s4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with QuickBooks Online for its balance of affordability, ease of use, and robust reconciliation features."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|mistral-small|Xero", "prompt": "c200-s4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another scalable and cost-effective solution, especially if you want to grow your business."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|mistral-small|NCH Express Accounts", "prompt": "c200-s4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a free plan and is designed for very small businesses, though it may lack some advanced features"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|moonshot-small|Wave", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need to spend as little as possible, **Wave** is the clear winner."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|moonshot-small|Zoho Books", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** \\u2014 best value full suite"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|moonshot-small|QuickBooks Online", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** offer the best balance of cost and capability"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|moonshot-small|Ramp", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Tool with Real-Time Coding"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|moonshot-small|Xero", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Pricier than Wave/Zoho; no free tier"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|QuickBooks", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already use QuickBooks or Xero: stick with their built-in reconciliation features first."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|Xero", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use QuickBooks or Xero: stick with their built-in reconciliation features first."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|Recifi", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Recifi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recifi looks like the most budget-friendly dedicated choice ... with a free plan and paid tiers starting at $9.99/month"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|TrulySmall Accounting", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "TrulySmall Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TrulySmall Accounting and BILL AP/AR are worth checking, but their starting prices are higher"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|BILL AP/AR", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their starting prices are higher than Recifi's cheapest tier"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|openai-small|Digits", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "something like Digits or BILL AP/AR, but those cost more"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|Zoho Books", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books (Top Pick for Most Small Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|Wave", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wave (Best Truly Free Unlimited Option)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|NCH Express Accounts", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NCH Express Accounts (Best Free Desktop Alternative)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|QuickBooks Online", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but not truly free for robust rec"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|Xero", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$25/month (30-day trial) | Unlimited users, strong rules/auto-matching | Growing teams outside US"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|xai-small|Excel/Google Sheets", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excel/Google Sheets for ultra-basic (free but manual/error-prone)"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|Wave", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** is the best starting point if you just need basic bank reconciliation and invoicing at no cost."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|Zoho Books", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** (Basic plan) is a great next step if you want more automation, better reporting"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|QuickBooks Online", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Familiar, Built‑In Reconciliation ... provide good automation without enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|Xero", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** is ideal if you’re outside the US or need many integrations."}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|Sage Business Cloud Accounting", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Sage Business Cloud Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good Mid‑Range Option ... Fewer automation features than QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s4|zai-small|NCH Express Accounts", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "offers a free version with basic bank reconciliation, but it lacks online feeds and automation"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|BlackLine", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You likely don't need an enterprise platform like BlackLine or Trintech."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|Numeric", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric | Small/mid teams needing transaction-level ERP integration | ~$30/user/month"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|Reconciler", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Reconciler | Simple, self-serve, affordable | $49–$399/month"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|FloQast", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$30K–$150K+/yr (may be pricey for your size)"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|QuickBooks Online / Xero", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online / Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use them, built-in reconciliation may suffice initially"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|Ramp", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Teams wanting reconciliation tied to real-time expense coding"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|deepseek-small|Trintech", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "You likely don't need an enterprise platform like BlackLine or Trintech."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|BlackLine", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise-grade software like BlackLine or Trintech Cadency will be a mismatch—they are overly complex, cost tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|Trintech Cadency", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-grade software like BlackLine or Trintech Cadency will be a mismatch"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|QuickBooks Online", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online (QBO) or Xero: Utilize their native, AI-assisted bank reconciliation tools. If your transaction volume is low to moderate, stick with this."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|Xero", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Online (QBO) or Xero: Utilize their native, AI-assisted bank reconciliation tools."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|FloQast", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "FloQast: Extremely popular for growing mid-market companies. It integrates perfectly with QBO, Xero, and NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|Numeric", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly rated, modern close management tool designed to be much easier to set up than traditional enterprise options."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|Cortex Workspace", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Cortex Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent for smaller teams looking for high-ROI automated transaction matching"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|ReconArt", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ReconArt is a highly focused, cost-effective alternative starting at a lower price tier"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|google-small|insightsoftware (Account Reconciliation)", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "insightsoftware (Account Reconciliation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Offers flexible plans, including a \"free\" tier for very small volume matching"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|Numeric", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top account reconciliation software options for 2026 include:\n\n1. Numeric"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|FloQast", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. FloQast"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|QuickBooks Online", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|Xero", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Xero"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|Ramp", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Ramp"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|BlackLine", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|Trintech (Adra)", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Adra)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Trintech (Adra)"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|OneStream", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|Oracle Cloud EPM", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|meta-small|HighRadius", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|QuickBooks Online Advanced", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular picks for your size include QuickBooks (if already using it) or Numeric for dedicated automation."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|Xero", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Xero | SMBs with multi-currency | $13/user/mo | Easy bank feeds"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|Numeric", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Popular picks for your size include QuickBooks (if already using it) or Numeric for dedicated automation."}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|HighRadius", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius | Growing teams | Custom | AI + ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|Trintech (Cadency)", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trintech (Cadency) | Compliance-heavy | Custom | Full close workflow"}, {"id": "mai-20260917-1752-baseline-2|c200-s5|xai-small|Zone & Co", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zone & Co | Multi-entity | Custom | Intercompany matching"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|alibaba-small|SAP S/4HANA", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid sophisticated enterprise resource planning (ERP) systems designed for large corporations (e.g., SAP S/4HANA or Oracle NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|alibaba-small|Oracle NetSuite", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid sophisticated enterprise resource planning (ERP) systems designed for large corporations (e.g., SAP S/4HANA or Oracle NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|alibaba-small|Excel", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Excel or Google Sheets are industry standards, using them as the *primary* reconciliation tool for anything beyond a few accounts is a major red flag."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|alibaba-small|Google Sheets", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "using them as the *primary* reconciliation tool for anything beyond a few accounts is a major red flag"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|anthropic-small|Oracle", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High costs from tools like Oracle and BlackLine may be prohibitive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|anthropic-small|BlackLine", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High costs from tools like Oracle and BlackLine may be prohibitive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|anthropic-small|Excel", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "manual data entry increases the risk of errors, and Excel has limited scalability"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|anthropic-small|Xero", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Xero or QuickBooks will likely make more sense than an enterprise reconciliation platform"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|anthropic-small|QuickBooks", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Xero or QuickBooks will likely make more sense than an enterprise reconciliation platform"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|BlackLine", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BlackLine** and **FloQast**: one source explicitly flags both as **\"over-engineered\"** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|FloQast", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BlackLine** and **FloQast**: one source explicitly flags both as **\"over-engineered\"** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|OneStream", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Enterprise platforms** such as **OneStream**... positioned for larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|Numeric", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "higher-tier **Numeric** plans: these are positioned for larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|QuickBooks Online", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safer starting point is **built-in reconciliation** in tools like **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|challenger-small|Xero", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the safer starting point is **built-in reconciliation** in tools like **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|BlackLine", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Skip enterprise platforms entirely unless you have multi-entity... don't buy enterprise shelfware (BlackLine, Trintech) if you're small."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Trintech", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "don't buy enterprise shelfware (BlackLine, Trintech) if you're small"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|FloQast", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Cautious: BlackLine, Trintech, FloQast... Skip enterprise platforms entirely"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Excel", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: spreadsheet-based reconciliation at scale"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Google Sheets", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Raw spreadsheets (Excel / Google Sheets) — misuse them at your own risk"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Plaid", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Plaid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "TD actually sued Plaid over deceptive practices; community sentiment is strongly negative."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Flinks", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Flinks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cautious: apps using Plaid, Flinks, or similar screen-scraping / aggregator APIs for bank feeds"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|NCH Express Accounts", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NCH Express Accounts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "NCH Express Accounts has no automatic transaction import, no auto-matching, no workflow automation, and rates very poorly"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Wave", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious (not avoid outright): ... free platforms like Wave"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|QuickBooks Online", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "A risk-free-ish shortlist for small businesses is usually QuickBooks Online or Xero built-in reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|deepseek-small|Xero", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "usually QuickBooks Online or Xero built-in reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|BlackLine", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like **BlackLine, FloQast, Trintech (Cadency), and Workiva**... built for large corporations"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|FloQast", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **BlackLine, FloQast, Trintech (Cadency), and Workiva**... Why to avoid/use caution"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Trintech (Cadency)", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms like **BlackLine, FloQast, Trintech (Cadency), and Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Workiva", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms like **BlackLine, FloQast, Trintech (Cadency), and Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Numeric", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for lightweight, modern mid-market reconciliation tools (such as Numeric or Reconciler)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Reconciler", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Numeric or Reconciler) that start at lower self-serve monthly price points"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Microsoft Excel", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Relying on **Microsoft Excel or Google Sheets** as your primary reconciliation engine... pose significant risks"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Google Sheets", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Relying on **Microsoft Excel or Google Sheets** as your primary reconciliation engine"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|QuickBooks Online", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Use cloud accounting software (like QuickBooks Online or Xero) that automatically imports transactions and matches them electronically."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|google-small|Xero", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Use cloud accounting software (like QuickBooks Online or Xero) that automatically imports transactions and matches them electronically."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|QuickBooks Online Reconcile", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online Reconcile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned include QuickBooks Online Reconcile, Xero Bank Reconciliation, Zoho Books, BlackLine Essentials, Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|Xero Bank Reconciliation", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero Bank Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned include QuickBooks Online Reconcile, Xero Bank Reconciliation, Zoho Books, BlackLine Essentials, Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|Zoho Books", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned include QuickBooks Online Reconcile, Xero Bank Reconciliation, Zoho Books, BlackLine Essentials, Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|BlackLine Essentials", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned include ... BlackLine Essentials, Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|Cube", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned include ... BlackLine Essentials, Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|Ramp", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the tools mentioned include ... Cube, Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|meta-small|Doxis SpendControl", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Doxis SpendControl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the tools mentioned include ... Ramp, and Doxis SpendControl."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|BlackLine", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Designed specifically for enterprise organizations with dozens or hundreds of entities"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|FloQast", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why caution:** Primarily built for mid-market (teams of 5-30 accountants)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|AutoRek", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "AutoRek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** Built for regulated finance functions requiring strong control posture"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|Trintech", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "### 4. **Other Enterprise Tools**\n- Trintech"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|OneStream", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Other Enterprise Tools ... OneStream"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|QuickBooks Online", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**QuickBooks Online** — Basic reconciliation included ($30-$200/month)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|Xero", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Xero** — Bank feed reconciliation with rule learning ($15-$78/month)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|minimax-small|US Tech Automations", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "US Tech Automations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**US Tech Automations** — If outgrowing basic tools"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|moonshot-small|Cointab", "prompt": "c200-s6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Cointab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **Cointab** and similar mid-market/enterprise platforms often have: Pricing and setup requirements that don't fit small operators"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|moonshot-small|QuickBooks Online", "prompt": "c200-s6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "QuickBooks Online starts at ~$20/month but can easily reach $275/month at higher tiers, with numerous add-ons."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|openai-small|QuickBooks", "prompt": "c200-s6", "model": "openai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "QuickBooks recommends matching transactions to existing records rather than blindly adding them."}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|NCH Express Accounts Free Version", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NCH Express Accounts Free Version", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Free or Unknown Reconciliation Tools (e.g., Obscure Free Apps, NCH Express Accounts Free Version) - Why avoid/be cautious?"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|QuickBooks Online", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recommended Alternatives for SMBs: QuickBooks Online, Xero, or Wave"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|Xero", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recommended Alternatives for SMBs: QuickBooks Online, Xero, or Wave"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|BlackLine", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-Focused Tools Overkill for SMBs (e.g., BlackLine, Oracle ARCS, FloQast) - Why cautious? Too complex/expensive"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|Oracle ARCS", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle ARCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-Focused Tools Overkill for SMBs (e.g., BlackLine, Oracle ARCS, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|FloQast", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-Focused Tools Overkill for SMBs (e.g., BlackLine, Oracle ARCS, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|Excel/Google Sheets", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "DIY Spreadsheets or Manual Processes (e.g., Excel/Google Sheets for Reconciliation) - Why avoid? Error-prone"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|xai-small|Wave", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wave (free tier cautious but reputable)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|zai-small|QuickBooks", "prompt": "c200-s6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Generic accounting software with weak reconciliation** (e.g., entry-level QuickBooks...) | • Built for bookkeeping, not dedicated reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|zai-small|Excel", "prompt": "c200-s6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Pure spreadsheet‑only reconciliation tools** (Excel/Google Sheets without safeguards) | • High manual‑entry error risk"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|zai-small|Google Sheets", "prompt": "c200-s6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Pure spreadsheet‑only reconciliation tools** (Excel/Google Sheets without safeguards)"}, {"id": "mai-20260917-1752-baseline-2|c200-s6|zai-small|Wave", "prompt": "c200-s6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Entry‑level or free accounting software** (e.g., basic QuickBooks, Wave...) | • May be fine for very simple setups, but watch for: Limited exception handling"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|alibaba-small|OneStream Software", "prompt": "c201-l1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose OneStream if: You want a modern, unified platform that handles consolidation, close, *and* planning without jumping between apps."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|alibaba-small|Anaplan", "prompt": "c201-l1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Anaplan if: Your organization has unique, complex data needs that require a highly flexible modeling environment."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|alibaba-small|BlackLine", "prompt": "c201-l1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While they offer consolidation features, they are most powerful when used to automate the reconciliation process"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|alibaba-small|Oracle Fusion Cloud EPM", "prompt": "c201-l1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies running Oracle ERP. It offers tight integration, though some users find the interface less intuitive"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|alibaba-small|SAP S/4HANA / SAP Analytics Cloud (SAC)", "prompt": "c201-l1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP S/4HANA / SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies running SAP ECC or S/4HANA. SAC is particularly strong for visual analytics combined with consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|OneStream", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large-scale, complex global enterprises needing a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|Board", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An enterprise planning platform that combines business intelligence, predictive analytics, and financial consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|Oracle EPM", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choices for organizations deeply embedded in specific ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|CCH Tagetik", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong choices for organizations deeply embedded in specific ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|HighRadius", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recognized as a Challenger in the 2026 Gartner Magic Quadrant for Financial Close and Consolidation Solutions"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|anthropic-small|Planful", "prompt": "c201-l1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Planful's consolidation capabilities are widely regarded as among the strongest in the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|challenger-small|OneStream", "prompt": "c201-l1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|challenger-small|Oracle Financial Consolidation and Close", "prompt": "c201-l1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Financial Consolidation and Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|challenger-small|CCH Tagetik", "prompt": "c201-l1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CCH Tagetik** is also a top-tier option"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|deepseek-small|OneStream", "prompt": "c201-l1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **OneStream** is the current market leader and safest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|deepseek-small|Oracle Financial Consolidation and Close Cloud (FCCS)", "prompt": "c201-l1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Financial Consolidation and Close Cloud (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily invested in Oracle, **FCCS** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy statutory/multi-country reporting (especially European operations) | **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|deepseek-small|BlackLine", "prompt": "c201-l1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's not purpose-built for complex multi-entity consolidation the way OneStream or FCCS are"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|google-small|OneStream Software", "prompt": "c201-l1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is widely considered the gold standard for large, complex multinational B2B enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|google-small|Oracle Fusion Cloud EPM", "prompt": "c201-l1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Oracle-Standardized Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|google-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavy Regulatory & Multi-GAAP Compliance"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|google-small|Planful", "prompt": "c201-l1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planful provides a modern, cloud-native alternative"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|google-small|SAP Group Reporting", "prompt": "c201-l1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Group Reporting is the logical selection"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|OneStream", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top contenders include OneStream, Oracle Fusion Cloud EPM, and CCH Tagetik, which are known for their enterprise consolidation depth and ecosystem fit."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|Oracle Fusion Cloud EPM", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top contenders include OneStream, Oracle Fusion Cloud EPM, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|CCH Tagetik", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top contenders include OneStream, Oracle Fusion Cloud EPM, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|Planful", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Planful, Prophix, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|Prophix", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Planful, Prophix, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|meta-small|HighRadius", "prompt": "c201-l1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Planful, Prophix, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|minimax-small|OneStream", "prompt": "c201-l1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** is consistently ranked as the best financial consolidation software for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|minimax-small|SAP Financial Close", "prompt": "c201-l1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP Financial Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Financial Close** - Strong for companies already in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|minimax-small|Oracle Hyperion", "prompt": "c201-l1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Hyperion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Hyperion** - Good for large enterprises with existing Oracle infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|minimax-small|Workday Financial Management", "prompt": "c201-l1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-native option for Workday customers"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|minimax-small|CCH Tagetik", "prompt": "c201-l1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CCH Tagetik** - Strong for complex consolidation and regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|mistral-small|OneStream", "prompt": "c201-l1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is widely regarded as the best for enterprise consolidation depth"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|mistral-small|Oracle Fusion Cloud EPM", "prompt": "c201-l1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong fit for enterprises already using Oracle's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|mistral-small|CCH Tagetik", "prompt": "c201-l1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CCH Tagetik is another leading choice, especially for global companies with complex requirements"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|OneStream", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **OneStream** (Top Pick)"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|Oracle Cloud EPM (FCCS)", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Oracle Cloud EPM** if you're already invested in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|CCH Tagetik (by Wolters Kluwer)", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik (by Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CCH Tagetik** if you're in a heavily regulated industry"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|Planful", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Planful** | Upper mid-market to enterprise | Close task management with real-time visibility |"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|Board", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Board** | Consolidation + built-in analytics | Challenger in Gartner Magic Quadrant"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Workday Adaptive Planning** | Workday ecosystem users |"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|moonshot-small|Prophix One", "prompt": "c201-l1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Prophix One** | Mid-market consolidation tied to planning | Good value for mid-market |"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Cloud EPM Financial Consolidation and Close** is one of the strongest default choices, and in many enterprise evaluations it's the leading contender"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|OneStream", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a top alternative for organizations with very complex finance-driven consolidation and management reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|SAP Group Reporting", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are already heavily standardized on SAP and want tighter ERP alignment"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|Workiva", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually better as a complement than as the consolidation engine"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|FloQast", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for close process management, but not usually the full answer for complex multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|openai-small|BlackLine", "prompt": "c201-l1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "strong for close process management, but not usually the full answer for complex multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|OneStream", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with OneStream** if you're seeking a modern, all-in-one solution for a growing B2B enterprise—it's the consensus top pick"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|Oracle Fusion Cloud EPM (Financial Consolidation and Close)", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Fusion Cloud EPM (Financial Consolidation and Close)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gartner Leader; seamless for Oracle ERP users... Drawbacks: Less flexible outside Oracle stack."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gartner Leader with deep statutory/regulatory reporting (e.g., SEC filings, IFRS)."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|Prophix", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Prophix**    | No             | 4.4-4.6/5          | Mid-to-large, planning tie-in     | Moderate"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|BlackLine", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **BlackLine**  | Yes (adjunct)  | 4.5/5              | Close task mgmt + consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|xai-small|SAP BPC", "prompt": "c201-l1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "considering your ERP (e.g., SAP BPC if you're SAP-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|OneStream", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** is generally the best choice because it can connect to both and provide a unified view."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Regulatory & Statutory Leader: CCH Tagetik (Wolters Kluwer)"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|SAP S/4HANA Finance (Group Reporting)", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "SAP S/4HANA Finance (Group Reporting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **SAP-only** company, **SAP Group Reporting** is the most efficient path."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|BlackLine", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary pain point is **auditability and month-end close speed**, look at **BlackLine**."}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|Anaplan", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often used as an add-on to an ERP or a separate planning tool (like Anaplan or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c201-l1|zai-small|Oracle EPM", "prompt": "c201-l1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a separate planning tool (like Anaplan or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|alibaba-small|OneStream XF", "prompt": "c201-l2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream XF", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **OneStream XF**."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|alibaba-small|Oracle Cloud EPM", "prompt": "c201-l2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strategic Alternative: Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|alibaba-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"All-in-One\" Alternative: NetSuite OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|anthropic-small|NetSuite's OneWorld module", "prompt": "c201-l2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite's OneWorld module", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: NetSuite's OneWorld module is purpose-built for global, multi-entity organizations"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|anthropic-small|BlackLine", "prompt": "c201-l2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine is the market-defining platform for financial close management."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|anthropic-small|OneStream", "prompt": "c201-l2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is best for large-scale, complex global enterprises needing a unified platform."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|anthropic-small|HighRadius", "prompt": "c201-l2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius unifies consolidation, intercompany matching and ERP-to-report data synchronization"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|challenger-small|OneStream", "prompt": "c201-l2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **OneStream** as the first tool to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|challenger-small|Oracle Cloud EPM", "prompt": "c201-l2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "place it at the top end alongside Oracle Cloud EPM for statutory consolidation use cases"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|challenger-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NetSuite OneWorld** or **Oracle Fusion Cloud ERP** become stronger alternatives"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c201-l2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "become stronger alternatives because they combine multi-entity accounting and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|OneStream", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is the strongest general recommendation"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|Oracle Fusion Cloud EPM (FCCS)", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Fusion Cloud EPM (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong enterprise alternatives depending on your ERP environment"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|SAP Group Reporting", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you run SAP — consolidation tightly integrated with the SAP ledger"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|CCH Tagetik", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for complex statutory/regulatory reporting and close automation across jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|SAP BPC", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP Group Reporting / SAP BPC**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|Workiva", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider if AI-driven close automation or connected reporting/audit trail is a priority"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|deepseek-small|HighRadius", "prompt": "c201-l2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider if AI-driven close automation or connected reporting/audit trail is a priority"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|OneStream", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Overall Recommendation: OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|Oracle Cloud EPM (Financial Consolidation and Close - FCCS)", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud EPM (Financial Consolidation and Close - FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Ecosystem Play: Oracle Cloud EPM (Financial Consolidation and Close - FCCS)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company operates extensively in Europe ... CCH Tagetik is a phenomenal choice."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|Planful", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Agile / Finance-Owned Alternative: Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|SAP BPC", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "built specifically to replace legacy, fragmented systems (like Oracle Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|google-small|Oracle Hyperion", "prompt": "c201-l2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "replace legacy, fragmented systems (like Oracle Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top recommendations include:\n\n1. NetSuite OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Sage Intacct", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Flow ERP", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Flow ERP"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|LiveFlow FP&A", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. LiveFlow FP&A"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Fathom", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Joiin", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Joiin"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|OneStream", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Anaplan", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Planful", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Prophix", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Prophix"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Jedox", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Jedox"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Board", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Board"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|JustPerform", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "JustPerform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. JustPerform"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|meta-small|Planir", "prompt": "c201-l2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "14. Planir"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|minimax-small|OneStream", "prompt": "c201-l2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **OneStream**."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|minimax-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good if you also need a full ERP replacement, with 3–6+ month implementation."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|minimax-small|Planful", "prompt": "c201-l2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not fully meet the requirements of larger enterprises with complex statutory consolidation needs"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|mistral-small|OneStream", "prompt": "c201-l2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **OneStream** as the top multi-entity consolidation tool"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|mistral-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **NetSuite OneWorld** and **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|mistral-small|Sage Intacct", "prompt": "c201-l2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders include **NetSuite OneWorld** and **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|moonshot-small|OneStream", "prompt": "c201-l2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** (Highest Recommendation for Most Large Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|moonshot-small|Oracle NetSuite OneWorld", "prompt": "c201-l2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite OneWorld** (Best for Cloud-First Organizations)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|moonshot-small|SAP S/4HANA Finance for Group Reporting", "prompt": "c201-l2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP S/4HANA Finance for Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already standardized on SAP"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|moonshot-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Regulatory Complexity)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|moonshot-small|IBM Cognos Controller", "prompt": "c201-l2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "IBM Cognos Controller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best for IBM Shop) ... Established enterprise consolidation tool"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|openai-small|Workday Financial Management / Workday Close & Consolidation", "prompt": "c201-l2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Workday Financial Management / Workday Close & Consolidation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Workday Financial Management / Workday Close & Consolidation**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|openai-small|SAP Group Reporting", "prompt": "c201-l2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're standardized on SAP:** **SAP Group Reporting**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|openai-small|Oracle Cloud Financials", "prompt": "c201-l2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're standardized on Oracle:** **Oracle consolidation capabilities**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|OneStream", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend OneStream as the top multi-entity consolidation tool."}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|Oracle Cloud EPM (Financial Consolidation and Close Cloud Service - FCCS)", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud EPM (Financial Consolidation and Close Cloud Service - FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already in the Oracle ecosystem (e.g., ERP). Gartner Leader"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|NetSuite OneWorld", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid-to-large if you need full ERP + multi-entity (unlimited subsidiaries, intercompany automation)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|Planful", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider: Planful or Prophix for slightly smaller complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|Prophix", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Planful or Prophix for slightly smaller complexity (still enterprise-capable)"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|xai-small|BlackLine", "prompt": "c201-l2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BlackLine for close/reconciliation focus"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|zai-small|OneStream", "prompt": "c201-l2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑around for a large, complex B2B enterprise:** **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|zai-small|Oracle Fusion Cloud EPM", "prompt": "c201-l2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you're already on Oracle:** **Oracle Fusion Cloud EPM**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|zai-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need AI‑driven automation and broader scope (tax, ESG, disclosure):** **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|zai-small|HighRadius", "prompt": "c201-l2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for a cloud‑native, AI‑first approach:** **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c201-l2|zai-small|SAP S/4HANA Finance – Group Reporting", "prompt": "c201-l2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP S/4HANA Finance – Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you're SAP‑centric:** **SAP S/4HANA Finance – Group Reporting**"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|OneStream", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose OneStream if: You want to eliminate the disconnect between your FP&A (Planning) teams and your Accounting teams"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|Oracle Fusion Cloud EPM (formerly Hyperion)", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM (formerly Hyperion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Oracle or SAP if: Your organization's strategy is already fully aligned with one of these ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|SAP S/4HANA Finance for Group Reporting", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP S/4HANA Finance for Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built directly into the SAP core, allowing for real-time consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Tagetik if: Your biggest pain point is producing accurate, compliant statutory reports"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|BlackLine Financial Close & Consolidation", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine Financial Close & Consolidation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose BlackLine if: Your team struggles most with the process of closing books"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|Prophix", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often preferred by mid-to-large enterprises that find Oracle/SAP too rigid"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|alibaba-small|Planful", "prompt": "c201-l3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While technically capable of enterprise consolidation, it is often chosen for its ease of use and rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|OneStream", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream**: Best for large-scale, complex global enterprises needing a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Oracle EPM Cloud", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong choices for organizations deeply embedded in specific ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choices for organizations deeply embedded in specific ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Fluence Technologies", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fluence Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The major players include OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Fluence Technologies, Vena Solutions, Datarails, and Centage"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Vena Solutions", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Provides cloud-based financial consolidation capabilities while maintaining the Excel interface your team already knows"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Datarails", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The major players include ... Vena Solutions, Datarails, and Centage"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Centage", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The major players include ... Datarails, and Centage"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|NetSuite", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "full ERP platforms that manage accounting across all entities in a single system (like NetSuite, Sage Intacct, Flow ERP)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Sage Intacct", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "full ERP platforms ... (like NetSuite, Sage Intacct, Flow ERP)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Flow ERP", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Flow ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "full ERP platforms ... (like NetSuite, Sage Intacct, Flow ERP)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|LiveFlow FP&A", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "consolidation add-on tools that sit on top of existing GLs ... (like LiveFlow FP&A, Fathom, Joiin)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Fathom", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "consolidation add-on tools ... (like LiveFlow FP&A, Fathom, Joiin)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Joiin", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "consolidation add-on tools ... (like LiveFlow FP&A, Fathom, Joiin)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Integrates financial consolidation with comprehensive enterprise financial planning and budgeting, designed for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|anthropic-small|Prophix", "prompt": "c201-l3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Focuses on mid-market companies that need enterprise-grade consolidation functionality without enterprise-level complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|OneStream", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream**: broadest enterprise consolidation/CPM platform for very complex groups."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|Oracle Fusion Cloud EPM (FCCS)", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle FCCS**: strongest choice when Oracle alignment matters most."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|SAP Group Reporting / SAP BPC", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP Group Reporting / SAP BPC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest choice for SAP-centered environments"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|CCH Tagetik", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for statutory, regulatory, and disclosure-heavy consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|BlackLine", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for governance, reconciliations, and controlled close operations"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|challenger-small|Workiva", "prompt": "c201-l3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when the priority is reporting and disclosure tied to consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|OneStream", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The current market leader for large, complex global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Oracle Cloud EPM / FCCS (and legacy Hyperion HFM)", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM / FCCS (and legacy Hyperion HFM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Oracle-aligned enterprises with deep, complex group structures."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "especially strong in the EU market and for finance teams under heavy compliance pressure"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|SAP Consolidation (SAP BFC / SAP Group Reporting)", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP Consolidation (SAP BFC / SAP Group Reporting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice for organizations deeply embedded in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Prophix One", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market consolidation tied tightly to planning and close"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Planful", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "mid-market to enterprise with configurable consolidation and traceable close-cycle reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Vena", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excel-native, ideal for finance teams that want a full Microsoft 365 workflow"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Board", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "unified planning plus consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|deepseek-small|Anaplan", "prompt": "c201-l3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "primarily a connected planning platform with consolidation functionality"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|OneStream Software", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single, unified platform** to handle strict financial close and forward-looking FP&A, go with **OneStream**."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Oracle Fusion Cloud EPM (specifically FCCS)", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM (specifically FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are already **running Oracle ERP** and need rock-solid, audited statutory compliance, go with **Oracle Cloud EPM**."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you face **intense European/global regulatory burdens** (ESG, IFRS 17, complex tax), choose **CCH Tagetik**."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|SAP S/4HANA Finance for Group Reporting", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP S/4HANA Finance for Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a **pure SAP shop** and want to eliminate manual data transfers, choose **SAP Group Reporting**."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Anaplan", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you care more about **collaborative, real-time business planning** than complex statutory ledger mechanics, choose **Anaplan**."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Prophix One", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These platforms act as a bridge, offering robust multi-currency, intercompany elimination, and close orchestration workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Planful", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms act as a bridge, offering robust multi-currency, intercompany elimination, and close orchestration workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|google-small|Nominal", "prompt": "c201-l3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An emerging, **AI-native consolidation tool** designed for modern CFOs managing multi-entity structures."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|OneStream", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is considered the top pick for large, complex groups wanting consolidation and close in one platform."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|CCH Tagetik", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CCH Tagetik is considered best for enterprises needing consolidation plus regulatory and statutory depth."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Prophix", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix is considered the best overall financial consolidation software."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Quick Consols", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Quick Consols", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quick Consols is considered the best intercompany eliminations tool."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Vena", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vena is considered best for journal entry automation."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Limelight", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Limelight is considered best for financial modeling."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|DataRails", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DataRails is considered best for Excel users."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Planful", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Planful is considered the best EPM suite."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Workday Adaptive Planning", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday Adaptive Planning is considered best for integrations."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|meta-small|Anaplan", "prompt": "c201-l3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Anaplan is considered best for collaboration tools."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|OneStream", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream offers single-platform approach vs. modular approaches ... OneStream leads in agentic AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|Oracle Fusion Cloud EPM", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already standardized on Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CCH Tagetik leads in regulatory complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|SAP S/4HANA Group Reporting", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP S/4HANA Group Reporting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Integrated with SAP ERP, though implementations can be complex"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|Prophix", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for mid-market consolidation + planning"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|Planful", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market with consolidation and FP&A"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|Vena", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-friendly with governed consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|minimax-small|Workday Adaptive Planning", "prompt": "c201-l3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday ecosystem integration"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|OneStream", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a unified platform for consolidation, planning, and reporting, OneStream is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|Oracle Hyperion Financial Management (HFM) & Oracle Fusion Cloud EPM", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Hyperion Financial Management (HFM) & Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For deep regulatory and statutory reporting, CCH Tagetik or Oracle HFM are best."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialist CPM platform with exceptional depth in statutory, regulatory, and disclosure reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|SAP S/4HANA Finance for Group Reporting", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP S/4HANA Finance for Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using SAP, SAP S/4HANA Group Reporting is the natural fit."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|BlackLine", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For close management and audit trails, BlackLine is strong."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|mistral-small|Planful", "prompt": "c201-l3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid-market or cloud-first organizations, Planful offers a more approachable solution."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|OneStream", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** (Leader) - **Best for:** Large global enterprises needing unified close, planning, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Oracle Cloud EPM / Hyperion", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM / Hyperion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Organizations already deep in Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose CCH Tagetik** if regulatory compliance, audit trails, and multi-GAAP reporting are your top priorities"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|SAP BPC (Business Planning and Consolidation)", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP BPC (Business Planning and Consolidation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration:** Being phased into SAP S/4HANA Group Reporting; roadmap uncertainty"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Workiva Wdesk", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva Wdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Workiva** if your primary pain point is the last mile of regulatory filing and external reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Informatica PowerCenter / IDMC", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Informatica PowerCenter / IDMC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Consideration:** Steep learning curve, high cost, recent acquisition discussions created roadmap uncertainty"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Qlik Talend (formerly Talend Data Fabric)", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Qlik Talend (formerly Talend Data Fabric)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Consideration:** Open Studio free edition discontinued (Jan 2024); complex UI"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Fivetran", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Modern cloud-first organizations wanting **fully-managed ELT**"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|moonshot-small|Airbyte", "prompt": "c201-l3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Considerations:** Requires more technical expertise than fully-managed alternatives"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|OneStream", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: very large, complex enterprises needing a broad finance platform. ... Most powerful / complex: OneStream, Oracle FCCS"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Oracle Fusion Cloud EPM / Financial Consolidation and Close (FCCS)", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM / Financial Consolidation and Close (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Oracle FCCS if: You want cloud-native consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|SAP S/4HANA Finance for group reporting", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP S/4HANA Finance for group reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best SAP-native option: SAP Group Reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|IBM Controller", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "IBM Controller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for classic enterprise consolidation: IBM Controller"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Workiva", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "may not be the deepest standalone consolidation engine for highly complex ownership structures"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Board", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "may not be first pick for the most demanding statutory consolidation environments"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Planful", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: mid-market to upper-mid-market enterprises, or large organizations with a strong preference for usability."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Prophix", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Typically easier to adopt than heavyweight enterprise suites."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|BlackLine", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "not usually the core choice for full consolidation modeling by itself"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Vena", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for easier adoption / mid-market enterprise: Planful, Prophix, Vena, Board"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Lucanet", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Lucanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for classic enterprise consolidation: IBM Controller, Lucanet, CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Wolters Kluwer / CCH Tagetik", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Wolters Kluwer / CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Good fit for legal consolidation, disclosure, and compliance-heavy reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|Anaplan", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "usually not the first choice if your main need is statutory group consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|openai-small|HighRadius", "prompt": "c201-l3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "usually not the first choice if your main need is statutory group consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|OneStream", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Gartner; top-rated for unified platforms (4.7/5 Gartner FCCS)... Gartner notes Leaders like OneStream excel in vision/execution for complex, global ops."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|Oracle Financial Consolidation and Close (FCC)", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Financial Consolidation and Close (FCC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader; strong in Oracle ecosystems... Vendor lock-in; higher complexity/cost if not Oracle-aligned."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader; excels in regulatory compliance (4.3-4.4/5)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|BlackLine", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader; focused on close automation... Narrower on pure consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|Workiva", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not a full consolidation engine (pairs with others); reporting-focused."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|SAP Group Reporting", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native in S/4HANA; ownership accounting/minority interests. High cost/complexity; SAP-dependent."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|Prophix One", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong mid-to-enterprise; ties consolidation to planning (4.4-4.6/5)"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|Planful", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mid-enterprise; continuous forecasting... Moderate for heaviest regulatory needs."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|xai-small|Vena", "prompt": "c201-l3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excel-native with growing consolidation (4.5/5)... Newer to full enterprise consolidation scale."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Fivetran", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Fivetran** if you have a massive volume of data and want the least amount of engineering maintenance."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Airbyte", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Airbyte** if you have strict compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Hevo Data", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A no-code, fully managed ELT platform designed for speed and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Alteryx", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excels at complex data blending and preparation workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|VMware vSphere", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "VMware vSphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose VMware vSphere** if you have a complex mix of operating systems and hardware"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Nutanix", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Nutanix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Nutanix** if you want to modernize your data center by reducing the number of vendors you manage"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|PlateSpin (Broadcom)", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "PlateSpin (Broadcom)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose PlateSpin** if you have a physical server room full of underutilized machines"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Apache Airflow", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Apache Airflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Data Orchestration (e.g., Apache Airflow, Dagster, Prefect):**"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Dagster", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Dagster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Data Orchestration (e.g., Apache Airflow, Dagster, Prefect):**"}, {"id": "mai-20260917-1752-baseline-2|c201-l3|zai-small|Prefect", "prompt": "c201-l3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prefect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Data Orchestration (e.g., Apache Airflow, Dagster, Prefect):**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|OneStream", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "points to **OneStream** as the leading choice"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|Oracle EPM Cloud", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Oracle EPM Cloud (SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|legacy Hyperion", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "legacy Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike older systems (like legacy Hyperion or Tagetik) that are composed of separate applications"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|Tagetik", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike older systems (like legacy Hyperion or Tagetik) that are composed of separate applications"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|SAP Business Analytics", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP Business Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: These are often insufficient for true \"large company\" complexities"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|alibaba-small|Microsoft Dynamics 365 F&O Consolidation Modules", "prompt": "c201-l4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Microsoft Dynamics 365 F&O Consolidation Modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: These are often insufficient for true \"large company\" complexities"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|anthropic-small|OneStream", "prompt": "c201-l4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream** (Top Choice for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|anthropic-small|Oracle Fusion EPM (Enterprise Performance Management)", "prompt": "c201-l4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Fusion EPM (Enterprise Performance Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** and **Oracle EPM** are the industry leaders"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|anthropic-small|Board", "prompt": "c201-l4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Board is an enterprise planning platform that combines business intelligence, predictive analytics, and financial consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|anthropic-small|CCH Tagetik", "prompt": "c201-l4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle EPM & CCH Tagetik are strong choices for organizations deeply embedded in specific ERP ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|challenger-small|OneStream", "prompt": "c201-l4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **OneStream** *if you want enterprise consolidation depth on a single platform*"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|challenger-small|Oracle Financial Consolidation and Close (FCCS)", "prompt": "c201-l4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Financial Consolidation and Close (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "especially if you are already in the Oracle ecosystem; it is consistently listed as a leading enterprise option alongside OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|challenger-small|CCH Tagetik", "prompt": "c201-l4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often shortlisted for governance and regulatory reporting depth"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|challenger-small|SAP Group Reporting", "prompt": "c201-l4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP Group Reporting** if your company is SAP-centric"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|Oracle EPM", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Oracle EPM at $250–$500/user/month) becomes financially prohibitive and inherently unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|OneStream", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OneStream is the best strategic choice for a large enterprise needing predictable costs across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|Oracle FCCS (Enterprise Tier)", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle FCCS (Enterprise Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Powerful, but the default pricing model is the worst fit for your \"thousands of users\" constraint"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|SAP Group Reporting", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-Avoidance Option: SAP Group Reporting (via S/4HANA)"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|Planful", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Your Use Case - Planful — Best for mid-market; per-user pricing makes scale expensive."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|Joiin", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "not enterprise-grade for complex multi-GAAP consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|deepseek-small|Konsolidator", "prompt": "c201-l4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Konsolidator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "aimed at SMB/mid-market, not large-global-enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Oracle Cloud EPM (FCCS)", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Cloud EPM (FCCS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Anaplan and Oracle Cloud EPM (without an ELA)"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Workday Adaptive Planning", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Oracle Cloud EPM (FCCS), Workday Adaptive Planning, and Anaplan—rely on **per-seat (per-user) subscription models**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Anaplan", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Anaplan and Oracle Cloud EPM (without an ELA)"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|OneStream", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "OneStream negotiated under a flat-rate **Enterprise License Agreement (ELA)** is the industry standard for securing predictable total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Board", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "select **OneStream** or **Board**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Acumatica", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Acumatica's defining market differentiator is its **consumption-based (resource-based) pricing model**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Joiin", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Small-to-Mid-Market \"Unlimited\" Tools:** Platforms like **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|BrizoConsol", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "BrizoConsol", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these are *not* designed for \"large\" enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|google-small|Konsolidator", "prompt": "c201-l4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Konsolidator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid Small-to-Mid-Market \"Unlimited\" Tools"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|meta-small|OneStream", "prompt": "c201-l4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial consolidation software for a large company that needs predictable total cost across thousands of users is OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|OneStream", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "all price by user count — typically $99+ per user/month for named users. With thousands of users, costs become massive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|CCH Tagetik", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Starts ~$50K/year, scales with users/modules"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|Planful", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "$50K–$500K+ annually, often $41K median"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|Oracle EPM", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-hosted named user, per module, minimum commitments"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|Joiin", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers unlimited users, unlimited reports, priced by number of *companies* consolidated ... However, this is really a **mid-market tool**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|Acumatica", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Uses consumption-based (unlimited users) model, but it's more of a general ERP, not a dedicated consolidation/CPM platform"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|NetSuite", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Use an ERP-native solution (NetSuite, SAP BPC) where you might get more predictable licensing"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|minimax-small|SAP BPC", "prompt": "c201-l4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use an ERP-native solution (NetSuite, SAP BPC) where you might get more predictable licensing"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|mistral-small|OneStream", "prompt": "c201-l4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** consistently emerges as the top choice for financial consolidation software"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|mistral-small|Oracle EPM", "prompt": "c201-l4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing models ... can be less predictable for very large deployments"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|mistral-small|Sage Intacct", "prompt": "c201-l4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their pricing models ... can be less predictable for very large deployments"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|mistral-small|NetSuite", "prompt": "c201-l4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often cited for variable pricing ... may not suit the need for strict cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|moonshot-small|OneStream", "prompt": "c201-l4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|moonshot-small|IBM Planning Analytics (TM1)", "prompt": "c201-l4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Worth Considering: **IBM Planning Analytics (TM1)**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|moonshot-small|Oracle FCCS", "prompt": "c201-l4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle FCCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Options to Avoid for Your Use Case ... costs scale linearly and unpredictably with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|moonshot-small|Anaplan", "prompt": "c201-l4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Options to Avoid ... complex to predict at scale"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|moonshot-small|CCH Tagetik/Planful", "prompt": "c201-l4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik/Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Options to Avoid ... Quote-based with less pricing transparency"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|openai-small|Oracle Fusion Cloud EPM", "prompt": "c201-l4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would lean **Oracle Fusion Cloud EPM** first, because its subscription model is more naturally aligned with cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|openai-small|OneStream Platform", "prompt": "c201-l4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the better fit if you want enterprise-grade consolidation at scale ... but you'll want to confirm commercial terms carefully"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|openai-small|BlackLine", "prompt": "c201-l4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side shortlist of Oracle vs OneStream vs BlackLine vs SAP vs Wolters Kluwer"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|openai-small|SAP", "prompt": "c201-l4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side shortlist of Oracle vs OneStream vs BlackLine vs SAP vs Wolters Kluwer"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|openai-small|Wolters Kluwer", "prompt": "c201-l4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "side-by-side shortlist of Oracle vs OneStream vs BlackLine vs SAP vs Wolters Kluwer"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|xai-small|OneStream", "prompt": "c201-l4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Workiva** or **OneStream** demos for their balance of enterprise scale, unlimited/scaled user models"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|xai-small|Oracle Financial Consolidation and Close (FCCS)", "prompt": "c201-l4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Financial Consolidation and Close (FCCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For thousands, costs could exceed $3M-$6M+/year—**least predictable** for your scale."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|xai-small|SAP BPC/Financial Consolidation", "prompt": "c201-l4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP BPC/Financial Consolidation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often bundled in ERP licenses... Best if you're in SAP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|xai-small|CCH Tagetik", "prompt": "c201-l4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$50K-$500K/year typical, 25-40% cheaper than OneStream/Oracle in TCO. Predictable via 3-year contracts"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|xai-small|Workiva", "prompt": "c201-l4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Workiva is particularly noteworthy for cost predictability:** ... explicitly offering **unlimited users per solution/workspace**"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|zai-small|Oracle Cloud EPM (Financial Consolidation and Close)", "prompt": "c201-l4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Cloud EPM (Financial Consolidation and Close)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Cloud EPM (Financial Consolidation and Close)** is generally the best fit due to its transparent, per-user licensing model"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|zai-small|OneStream", "prompt": "c201-l4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneStream** is the industry leader, provided you can absorb the complexity and higher implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c201-l4|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c201-l4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses Microsoft 365... this is the most cost-effective and predictable option."}, {"id": "mai-20260917-1752-baseline-2|c201-l4|zai-small|HighRadius", "prompt": "c201-l4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose HighRadius if:** You want to minimize the risk of implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|deepseek-small|BlackLine", "prompt": "c201-l5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some major vendors like BlackLine historically lack SCIM, which is a red flag for IT ownership."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|deepseek-small|OneStream", "prompt": "c201-l5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** (Best for complex global consolidation, 50+ entities, unified platform)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c201-l5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(If you are heavily embedded in the Oracle/SAP ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|deepseek-small|CCH Tagetik", "prompt": "c201-l5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for statutory/disclosure reporting, multi-jurisdiction compliance"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|google-small|Oracle FCCS", "prompt": "c201-l5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle FCCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "an established giant (like Oracle FCCS, Workday Adaptive, or OneStream)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|google-small|Workday Adaptive", "prompt": "c201-l5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "an established giant (like Oracle FCCS, Workday Adaptive, or OneStream)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|google-small|OneStream", "prompt": "c201-l5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an established giant (like Oracle FCCS, Workday Adaptive, or OneStream)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|HighRadius Agentic AI Consolidation Software", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "HighRadius Agentic AI Consolidation Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|Aleph", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|Cube Software", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cube Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|Anaplan", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|Oracle EPM Cloud", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|OneStream", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|meta-small|BlackLine", "prompt": "c201-l5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some top financial consolidation software options to consider are:"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|BlackLine", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors**: Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|Vena", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|Workiva", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|OneStream", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|Oracle Hyperion", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|SAP BPC", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|mistral-small|Adaptive Insights", "prompt": "c201-l5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider BlackLine, Vena, Workiva, OneStream, Oracle Hyperion, SAP BPC, or Adaptive Insights."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|OneStream", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**OneStream** - Advanced consolidation, strong compliance features"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|CCH Tagetik", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CCH Tagetik** - Comprehensive, audit-ready"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|Prophix One", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prophix One** - Strong audit reporting (140+ built-in reports)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|NetSuite Financial Management", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "NetSuite Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NetSuite Financial Management** - Multi-GAAP, currency translation"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|Vena Solutions", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vena Solutions** - Excel-native (good for finance teams)"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|moonshot-small|Planful", "prompt": "c201-l5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** - Workflow management, audit trails"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|openai-small|BlackLine", "prompt": "c201-l5", "model": "openai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlackLine and Anaplan both publicly describe enterprise security and compliance programs, including SOC 2 and SSO support."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|openai-small|Anaplan", "prompt": "c201-l5", "model": "openai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BlackLine and Anaplan both publicly describe enterprise security and compliance programs, including SOC 2 and SSO support."}, {"id": "mai-20260917-1752-baseline-2|c201-l5|xai-small|OneStream", "prompt": "c201-l5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top players like OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Vena, and HighRadius often check enterprise boxes"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|xai-small|Oracle EPM Cloud", "prompt": "c201-l5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top players like OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Vena, and HighRadius often check enterprise boxes"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players like OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Vena, and HighRadius often check enterprise boxes"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|xai-small|Vena", "prompt": "c201-l5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top players like OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Vena, and HighRadius often check enterprise boxes"}, {"id": "mai-20260917-1752-baseline-2|c201-l5|xai-small|HighRadius", "prompt": "c201-l5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top players like OneStream, Oracle EPM Cloud, Wolters Kluwer CCH Tagetik, Vena, and HighRadius often check enterprise boxes"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Oracle Hyperion (HFM/EPM)", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle Hyperion (HFM/EPM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid this if you are starting new**, and if you are on it, plan a migration immediately."}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|SAP BPC (Business Planning and Consolidation)", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP BPC (Business Planning and Consolidation)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid this for new implementations.**"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Prophix", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid them if you have more than 25+ entities with complex ownership chains.**"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Planful", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid them if you have more than 25+ entities with complex ownership chains.**"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Excel", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid this entirely**—it introduces manual errors, lacks audit trails, and fails compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|SAP S/4HANA Group Reporting", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP S/4HANA Group Reporting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are a trap for large enterprises running a heterogeneous ERP landscape"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Oracle NetSuite", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Be cautious** unless you have standardized your entire global footprint on one ERP."}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|OneStream", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Do not avoid these**—they are the correct choice for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Oracle FCCS", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle FCCS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the modern enterprise-tier platforms (OneStream, Oracle FCCS, Tagetik) are the right calls"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|CCH Tagetik", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Do not avoid these**—they are the correct choice for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Vena", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Be cautious** | Mid-market tools (Prophix, Planful, Vena, Cube) | Overwhelmed by complex intercompany/equity structures"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|deepseek-small|Cube", "prompt": "c201-l6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Be cautious** | Mid-market tools (Prophix, Planful, Vena, Cube) | Overwhelmed by complex intercompany/equity structures"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|google-small|SAP", "prompt": "c201-l6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Monolithic ERP vendors (like SAP or Oracle) pushing their native financial consolidation and close modules as the default solution... Why to be Cautious"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|google-small|Oracle", "prompt": "c201-l6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Monolithic ERP vendors (like SAP or Oracle) pushing their native financial consolidation and close modules as the default solution"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|google-small|OneStream", "prompt": "c201-l6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "What to Look for Instead: Agnostic, next-generation Corporate Performance Management (CPM) / Financial Consolidation tools (such as OneStream..."}, {"id": "mai-20260917-1752-baseline-2|c201-l6|google-small|Wolters Kluwer CCH Tagetik", "prompt": "c201-l6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as OneStream, Wolters Kluwer CCH Tagetik, or Planful) that sit *on top* of the ERP layer"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|google-small|Planful", "prompt": "c201-l6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as OneStream, Wolters Kluwer CCH Tagetik, or Planful) that sit *on top* of the ERP layer and ingest data seamlessly from diverse GLs via out-of-the-box APIs"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|xai-small|Excel add-ons", "prompt": "c201-l6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tier 1 \"consolidation-only overlays\"** (e.g., lightweight tools like basic Excel add-ons or simple aggregators): ... they crumble under complex intercompany eliminations"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|xai-small|OneStream", "prompt": "c201-l6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Examples of Safer Bets**: Multi-tier financial tools like OneStream or Workiva (for complex groups)"}, {"id": "mai-20260917-1752-baseline-2|c201-l6|xai-small|Workiva", "prompt": "c201-l6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Multi-tier financial tools like OneStream or Workiva (for complex groups)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Sage Intacct", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is widely considered the gold standard for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Vena Solutions", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Vena** if your finance team loves Excel and requires granular control"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Fathom", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: CFOs who need high-level performance dashboards"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Fluente", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fluente", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Fluente or Dataroma** if you already have a great ERP"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Trintech (CAP / ELITE)", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Trintech (CAP / ELITE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market companies with highly complex consolidation structures"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|alibaba-small|Dataroma", "prompt": "c201-m1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Dataroma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Fluente or Dataroma** if you already have a great ERP"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|anthropic-small|Planful", "prompt": "c201-m1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Planful's consolidation capabilities are widely regarded as among the strongest in the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|anthropic-small|Prophix", "prompt": "c201-m1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prophix focuses on mid-market companies that need enterprise-grade consolidation functionality without enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|anthropic-small|HighRadius", "prompt": "c201-m1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized as a Challenger in the 2026 Gartner Magic Quadrant for Financial Close and Consolidation Solutions"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|anthropic-small|Trintech Adra", "prompt": "c201-m1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trintech offers two platforms: Cadency for large enterprises and Adra for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|Prophix One", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick in the results is **Prophix One**"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|Datarails", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** is the better fit for lighter-weight adoption and faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|Planful", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planful** and **Vena** are also strong mid-market options"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|Vena", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with Vena especially appealing for Excel-first teams"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|FloQast", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better fit if your main need is a **governed close workflow**... rather than consolidation as the core platform"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|BlackLine", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "skew more **enterprise** and are generally heavier than most mid-market B2B teams need"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|OneStream", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "skew more **enterprise** and are generally heavier than most mid-market B2B teams need"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|challenger-small|CCH Tagetik", "prompt": "c201-m1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "skew more **enterprise** and are generally heavier than most mid-market B2B teams need"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|deepseek-small|Prophix One", "prompt": "c201-m1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prophix One is the consensus top pick"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|deepseek-small|Planful", "prompt": "c201-m1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Upper-Mid-Market / Continuous Planning"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|deepseek-small|Vena", "prompt": "c201-m1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Excel-Native B2B Teams"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|deepseek-small|Cube", "prompt": "c201-m1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube is the smart choice for straightforward consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|deepseek-small|Fluence Technologies", "prompt": "c201-m1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fluence Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Post-M&A / High-Growth B2B"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|OneStream", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you lack the massive IT department and budget required to implement heavyweight enterprise systems like *OneStream* or *Oracle Cloud EPM*"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Oracle Cloud EPM", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you lack the massive IT department and budget required to implement heavyweight enterprise systems like *OneStream* or *Oracle Cloud EPM*"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Planful", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Planful (Best Overall for Upper Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Prophix One", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prophix One (Best \"Value-for-Power\" Pick)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Vena Solutions", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vena gives you the best of both worlds."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Datarails", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Datarails is a lighter, faster-to-implement alternative to Vena."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Pigment", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pigment is a highly visual, modern platform where planning and consolidation converge natively."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|LucaNet", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "LucaNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "LucaNet is highly regarded as a gold standard for strict compliance, statutory consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Fluence Technologies", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fluence Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fluence is built specifically to address the mid-market \"consolidation gap.\""}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|NetSuite", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you run on a single ERP (like NetSuite or Sage Intacct), native ERP consolidation modules might suffice."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Sage Intacct", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "If you run on a single ERP (like NetSuite or Sage Intacct), native ERP consolidation modules might suffice."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|google-small|Anaplan", "prompt": "c201-m1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Platforms like Anaplan or OneStream require almost a full-time internal admin."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|meta-small|Prophix One", "prompt": "c201-m1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prophix One is particularly notable for its ability to connect consolidation to the close and planning in one platform."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|meta-small|Planful", "prompt": "c201-m1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like Planful and Vena also offer robust consolidation and planning capabilities."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|meta-small|Vena", "prompt": "c201-m1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options like Planful and Vena also offer robust consolidation and planning capabilities."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|meta-small|Board", "prompt": "c201-m1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prophix One, Planful, Vena, or Board. These software options are designed for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|minimax-small|Planful", "prompt": "c201-m1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Planful** and **Prophix One** are the most frequently evaluated and shortlisted options in 2024–2025"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|minimax-small|Prophix One", "prompt": "c201-m1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Planful** and **Prophix One** are the most frequently evaluated and shortlisted options in 2024–2025"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|minimax-small|Vena", "prompt": "c201-m1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd suggest requesting demos from both along with Vena to compare fit"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|minimax-small|HighRadius", "prompt": "c201-m1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HighRadius** offers AI-powered consolidation specifically designed for fast-growing mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|mistral-small|Prophix One", "prompt": "c201-m1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** and **Planful** are the leading choices due to their robust consolidation features"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|mistral-small|Planful", "prompt": "c201-m1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prophix One** and **Planful** are the leading choices"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|mistral-small|Finalyzer", "prompt": "c201-m1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Finalyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company has complex global operations or multi-ERP environments, **Taxilla** or **Finalyzer** may be more suitable."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|mistral-small|Taxilla", "prompt": "c201-m1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Taxilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best suited for companies with multi-ERP, multi-entity global operations"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|moonshot-small|Prophix One", "prompt": "c201-m1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Prophix** if you want the best balance of consolidation depth, planning integration, and mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|moonshot-small|Planful", "prompt": "c201-m1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Planful** if you have a larger budget and want best-in-class close/consolidation with AI forecasting"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|moonshot-small|Vena Solutions", "prompt": "c201-m1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Vena** if your team is Excel-dependent and you want lower cost with strong governance"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|moonshot-small|Lucanet", "prompt": "c201-m1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Lucanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market with multi-entity complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|moonshot-small|OneStream", "prompt": "c201-m1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Less depth than enterprise platforms like OneStream for very complex needs"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|openai-small|Workday", "prompt": "c201-m1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd say **Workday** is the best default choice for a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|openai-small|Oracle Cloud EPM", "prompt": "c201-m1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more classic enterprise consolidation suite:** **Oracle Cloud EPM Financial Consolidation and Close**"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|openai-small|BlackLine", "prompt": "c201-m1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if close controls and process orchestration are your biggest issue:** **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Prophix One", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** (Top pick for most mid-market B2B teams)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Vena", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excel-native (Microsoft 365 integrated), great for B2B teams attached to spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Planful", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud FP&A platform with robust mid-market consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Cube", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fast setup, modeling focus."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|OneStream", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Powerful but heavier rollout."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|BlackLine", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Close automation + task mgmt | 4.5/5 | Pairs well with existing ERPs."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Datarails", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-heavy SMB/mid-market ... Quick 4-6 week impl."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Oracle EPM", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise tools like Oracle EPM or Workiva are overkill for most mid-market (too heavy/costly)."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|xai-small|Workiva", "prompt": "c201-m1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise tools like Oracle EPM or Workiva are overkill for most mid-market (too heavy/costly)."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Prophix One", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** – best if you want close, planning, and consolidation in one platform with strong governance."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Planful", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** – excellent if you need continuous planning and IFRS/US GAAP conversion."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|OneStream", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For strong FP&A integration: OneStream, Vena, CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Finalyzer", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Finalyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Finalyzer** – a strong mid-market favorite when multi-GAAP, multi-currency, and fast implementation are priorities."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|HighRadius", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HighRadius** – ideal for AI-driven automation and high elimination accuracy."}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|CCH Tagetik", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For strong FP&A integration: OneStream, Vena, CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Vena", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For strong FP&A integration: OneStream, Vena, CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Oracle Cloud EPM", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're Oracle-centric: Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Taxilla", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Taxilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Visual taxonomy mapper (e.g., Taxilla, HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|LucaNet", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "LucaNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Option for Excel-style reporting (LucaNet, Finalyzer, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c201-m1|zai-small|Datarails", "prompt": "c201-m1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Spreadsheet-native UX (Vena, Datarails, Finalyzer)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|Planful", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Planful is highly rated for mid-sized companies because it bridges the gap between planning and reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|Prophix", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prophix is excellent at integrating directly with existing systems"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|JustPerform", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "JustPerform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically marketed toward the mid-market... It offers rapid implementation"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|OneStream", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is more expensive but future-proofs the business"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|NetSuite / Oracle NetSuite", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite / Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its native consolidation engine is powerful enough for most mid-market B2B needs"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|Sage Intacct", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers robust consolidated reporting and intercompany management capabilities natively"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|Board", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Prophix** or **Board**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|alibaba-small|Oracle/Hyperion", "prompt": "c201-m2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle/Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "finds enterprise solutions (like Oracle/Hyperion) too expensive and complex"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|Workiva", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular mid-market consolidation tools include:\n- **Workiva** (broad consolidation suite with strong compliance features)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|OneStream", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneStream** (unified planning and consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|Anaplan", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Anaplan** (SAP-owned, strong planning and consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|Equity", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Equity** (formerly Vena, focused on mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|Host Analytics", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Host Analytics** (now Certent, consolidation-focused)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|anthropic-small|BlackLine", "prompt": "c201-m2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BlackLine** (accounting automation including consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Planful", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Planful** if you want a true consolidation engine with mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Prophix", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prophix One** if you want consolidation tightly tied to **planning and close**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Vena", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "alongside Prophix and Vena, rather than an enterprise-only platform"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Sage Intacct", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** or **NetSuite OneWorld** if your bigger problem is really **multi-entity ERP/accounting**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** or **NetSuite OneWorld** if your bigger problem is really **multi-entity ERP/accounting**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Fathom", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fathom** or **Joiin/LiveFlow** if you mainly need **faster reporting and lightweight multi-entity consolidation**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|Joiin", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Joiin/LiveFlow** if you mainly need faster reporting and lightweight multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|challenger-small|LiveFlow", "prompt": "c201-m2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Joiin/LiveFlow** if you mainly need faster reporting and lightweight multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|Sage Intacct", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd start with **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|NetSuite", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose NetSuite** if you're a product- or operations-heavy B2B company"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|Prophix", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix and Vena are strong mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|Vena", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prophix and Vena are strong mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|OneStream", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OneStream leans toward the upper mid-market / enterprise"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|deepseek-small|FloQast", "prompt": "c201-m2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Close management is the bottleneck** \\u2192 consider FloQast on top of your existing GL"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Sage Intacct", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Intacct is widely regarded as the gold standard for finance-led, mid-market organizations."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Oracle NetSuite OneWorld", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite is the undisputed market leader for mid-market ERPs. Its \"OneWorld\" module is specifically designed to handle global, multi-subsidiary organizations."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Planful", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Planful is a leading Corporate Performance Management (CPM) platform that connects to your existing ERPs and GLs"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Anaplan Financial Consolidation / formerly Fluence Technologies", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan Financial Consolidation / formerly Fluence Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built engine for complex statutory consolidation rules"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|SAP BPC", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "without the enterprise bloat of systems like SAP BPC or Oracle HFM"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Oracle HFM", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle HFM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the enterprise bloat of systems like SAP BPC or Oracle HFM"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|google-small|Nominal", "prompt": "c201-m2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Nominal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Nominal (Best for AI-Powered Continuous Close)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|meta-small|NetSuite", "prompt": "c201-m2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated ERP systems for mid-sized businesses with multi-entity consolidation requirements include NetSuite, Sage Intacct, Microsoft Dynamics 365 Business Central, Flow ERP, and Acumatica."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|meta-small|Sage Intacct", "prompt": "c201-m2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include NetSuite, Sage Intacct, Microsoft Dynamics 365 Business Central, Flow ERP, and Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|meta-small|Microsoft Dynamics 365 Business Central", "prompt": "c201-m2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include NetSuite, Sage Intacct, Microsoft Dynamics 365 Business Central, Flow ERP, and Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|meta-small|Flow ERP", "prompt": "c201-m2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include NetSuite, Sage Intacct, Microsoft Dynamics 365 Business Central, Flow ERP, and Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|meta-small|Acumatica", "prompt": "c201-m2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include NetSuite, Sage Intacct, Microsoft Dynamics 365 Business Central, Flow ERP, and Acumatica"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. NetSuite OneWorld** (Best for full ERP replacement) ... **Considerations:** Higher cost, but comprehensive solution"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|Sage Intacct", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Sage Intacct** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|Planful", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Planful** (Best for consolidation-focused solution)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|LiveFlow FP&A", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add-on layer that works with existing systems, fast deployment (days-weeks)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|Fathom", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fathom** - Good for reporting and analysis layers"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|Joiin", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Joiin** - Excel-like interface for quick adoption"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|OneStream", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OneStream** - Sophisticated platform for complex structures"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|minimax-small|Anaplan", "prompt": "c201-m2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Anaplan** - Strong planning and consolidation combined"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended multi-entity consolidation tools are **NetSuite OneWorld, Sage Intacct, and Flow ERP**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Sage Intacct", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most recommended multi-entity consolidation tools are **NetSuite OneWorld, Sage Intacct, and Flow ERP**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Flow ERP", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the most recommended multi-entity consolidation tools are **NetSuite OneWorld, Sage Intacct, and Flow ERP**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|LiveFlow FP&A", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiveFlow FP&A, Fathom, and Joiin** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Fathom", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LiveFlow FP&A, Fathom, and Joiin** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Joiin", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LiveFlow FP&A, Fathom, and Joiin** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|OneStream", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also credible options, especially if scalability and structured financial close are priorities"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Anaplan", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Planful", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Prophix", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Jedox", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Board", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|JustPerform", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "JustPerform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|mistral-small|Planir", "prompt": "c201-m2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Planir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "also credible options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|moonshot-small|Sage Intacct", "prompt": "c201-m2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Sage Intacct** stands out as the best choice."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|moonshot-small|OneStream", "prompt": "c201-m2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only look at **OneStream** or **Oracle Cloud EPM** if you: Have 50+ entities with highly complex ownership structures"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|moonshot-small|Oracle EPM", "prompt": "c201-m2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike enterprise-heavy solutions like OneStream or Oracle EPM, Sage Intacct is specifically designed for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|moonshot-small|Prophix", "prompt": "c201-m2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative Worth Considering: **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|openai-small|BlackLine Financial Close / Consolidation", "prompt": "c201-m2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "BlackLine Financial Close / Consolidation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BlackLine Financial Close / Consolidation** if your main goal is to automate multi-entity close"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c201-m2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the stronger enterprise-grade option ... if consolidation complexity is high"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|openai-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NetSuite OneWorld** is worth considering because it supports multi-subsidiary accounting and consolidation natively inside the ERP"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|Sage Intacct", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sage Intacct as the top multi-entity consolidation tool."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full ERP with built-in ops (inventory, CRM) ... Higher cost/complexity; longer impl."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|Fathom", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable reporting layer on existing accounting (Xero/QBO)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|Microsoft Dynamics 365 BC", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 BC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in Microsoft ecosystem ... Less specialized for pure consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|OneStream", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like OneStream or Prophix are powerful but geared toward larger/enterprise (higher cost, 6+ mo impl.)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|xai-small|Prophix", "prompt": "c201-m2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like OneStream or Prophix are powerful but geared toward larger/enterprise (higher cost, 6+ mo impl.)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|NetSuite OneWorld", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation – **NetSuite OneWorld** (or **Sage Intacct**)"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|Sage Intacct", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**NetSuite OneWorld** or **Sage Intacct** are the best all‑in‑one choices for a mid‑sized B2B group."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|Flow ERP", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flow ERP** | AI‑native full ERP | Companies that want modern, cloud‑native consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|OneStream", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneStream** is the heavy‑duty add‑on for complex groups."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|Anaplan", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Planning‑centric platform (includes consolidation) | Organizations that want to embed consolidation in a broader FP&A workflow"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|LiveFlow FP&A", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LiveFlow FP&A**, **Fathom**, or **OneStream** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|Fathom", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fathom** (QuickBooks) are quick, low‑cost options"}, {"id": "mai-20260917-1752-baseline-2|c201-m2|zai-small|Joiin", "prompt": "c201-m2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need a vendor‑managed service: **Joiin** is a good fit."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|alibaba-small|Oracle FCCS (Financial Consolidation and Close System)", "prompt": "c201-m3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle FCCS (Financial Consolidation and Close System)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** and **Oracle** are currently the two most discussed options due to their ability to handle complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|alibaba-small|SAP Analytics Cloud (SAC) / BPC", "prompt": "c201-m3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC) / BPC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies running SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|alibaba-small|OneStream", "prompt": "c201-m3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**OneStream** and **Oracle** are currently the two most discussed options"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|alibaba-small|Workiva", "prompt": "c201-m3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Publicly traded companies required to meet strict regulatory standards (SOX/GAAP/IFRS)."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|alibaba-small|BlackLine", "prompt": "c201-m3", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** CFOs whose biggest pain point is the chaotic, slow month-end close process."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Excel", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "though it carries limitations like increased risk of errors, time-consuming processes, and lack of audit trails"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Infor SunSystems", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Infor SunSystems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples include Infor SunSystems, QuickBooks Online Advanced, Xero, and Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|QuickBooks Online Advanced", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples include Infor SunSystems, QuickBooks Online Advanced, Xero, and Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Xero", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples include Infor SunSystems, QuickBooks Online Advanced, Xero, and Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Zoho Books", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples include Infor SunSystems, QuickBooks Online Advanced, Xero, and Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|CCH Tagetik", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like CCH Tagetik and OneStream include pre-built regulatory content"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|OneStream", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Planful and OneStream emphasize workflow-driven close processes with structured adjustments"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Planful", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mid-market platforms like Planful and Datarails cover core compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Datarails", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mid-market platforms like Planful and Datarails cover core compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Vena", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vena is best for large teams specifically looking for Excel-based software"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Anaplan", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Anaplan targets organizations small and large looking to scale quickly"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Prophix", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Prophix has more options for customization and integration"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|anthropic-small|Adaptive Planning by Workday", "prompt": "c201-m3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Adaptive Planning by Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Adaptive Planning by Workday is a more rigid out-of-the-box solution"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|OneStream", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong all-in-one CPM platform for consolidation plus close, with governed workflows and traceable calculations."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|CCH Tagetik", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better when you need deep compliance, disclosure, and statutory consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|Prophix", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when consolidation is tied closely to planning and a governed close process."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|Oracle Cloud EPM", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit for organizations already on Oracle infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|Planful", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focuses on consolidation plus planning with faster workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|Vena", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for governed consolidation without leaving Excel."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|Workiva", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong when consolidation must feed statutory and SEC reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|challenger-small|BlackLine", "prompt": "c201-m3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "emphasize controls, approvals, reconciliations, and traceability rather than being a full consolidation suite"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|OneStream", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need *audited financial statements* across legal entities, you want a **financial consolidation tool** (OneStream, CCH Tagetik, Prophix)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|CCH Tagetik", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best overall per many reviews"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Prophix One", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market consolidation tied to planning and close"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Vena Solutions", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built inside Excel; comprehensive FP&A with journal entry automation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Planful", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing organizations needing an EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|BlackLine", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "focuses on the broader close process (reconciliation, close automation), not just consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Oracle Cloud EPM", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large enterprises already in Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Workday Adaptive Planning", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best integrations with Workday ecosystem; budgeting + consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Datarails", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Spreadsheet-native approach; familiar for teams not ready for a full EPM"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Limelight", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best-in-class modeling capabilities alongside consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Quick Consols", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Quick Consols", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "pure consolidation engines (Quick Consols)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Coefficient", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Coefficient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Lighter tools (Datarails, Coefficient) start much lower"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Fivetran", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "700+ prebuilt connectors, fully managed"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Hevo Data", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "No-code pipeline creation, maintenance-free"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Stitch", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Developer-friendly, simple, flexible pipelines"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Talend", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Enterprise ETL suite"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Informatica", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Deep governance, master data management"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|Airbyte", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Open-source ELT"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|deepseek-small|dbt", "prompt": "c201-m3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "In-warehouse transformation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|OneStream", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadly considered the top enterprise-grade solution for complex, multi-entity global organizations."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Oracle Cloud EPM (FCCS)", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A massive, highly robust platform best suited for large multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Prophix One / Planful", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One / Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leading mid-market options."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Vena Solutions", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for finance teams that want automated consolidation, audit trails, and security"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|LucaNet", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "LucaNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A purpose-built, pre-configured financial consolidation tool."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Joiin / Syft Analytics", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin / Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lightweight, low-cost consolidation tools built for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|BlackLine", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Close-Focused Tools* (like LucaNet or BlackLine)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Fivetran", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The industry benchmark for automated, cloud-native data pipeline replication (ELT)."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Qlik Talend", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Qlik Talend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "An enterprise-tier suite best for organizations with hybrid environments"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Hevo Data", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Hevo Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "A no-code data pipeline tool known for real-time replication"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|google-small|Domo", "prompt": "c201-m3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Domo is a full-stack platform that handles data extraction, consolidation, storage, and visualization"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|meta-small|OneStream", "prompt": "c201-m3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is considered the top pick for large, complex groups wanting consolidation and close in one platform"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|meta-small|Prophix", "prompt": "c201-m3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prophix is considered the best overall tool for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|meta-small|BlackLine", "prompt": "c201-m3", "model": "meta-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine is considered a good fit for group finance that wants controlled, approval-based consolidation with traceable adjustments"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|CCH Tagetik", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. CCH Tagetik (Best Overall)**"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|OneStream", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Account Reconciliations ... Ideal for large, complex groups"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|Oracle Hyperion Financial Management", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Hyperion Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade consolidation - Score: 9.1/10"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|Board", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for finance teams running repeatable, governed consolidation cycles"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|Prophix One", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market groups wanting consolidation and planning together"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|Quick Consols", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Quick Consols", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized tool specifically for intercompany elimination processes"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|DataRails", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great for teams that want to stay in Excel"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|minimax-small|Vena", "prompt": "c201-m3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong journal entry automation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|mistral-small|OneStream", "prompt": "c201-m3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large, complex groups needing consolidation, close, and reporting in one platform."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|mistral-small|Prophix", "prompt": "c201-m3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rating: Top overall pick in several comparisons, with high scores for features, ease of use, and value."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|mistral-small|BlackLine", "prompt": "c201-m3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise groups wanting controlled, approval-based consolidation with traceable adjustments."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|mistral-small|Consolidate.io", "prompt": "c201-m3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Consolidate.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Tier 1 (fast deployment, limited scope) and Tier 2 (adds reporting, budgeting, variance analysis)."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|mistral-small|ERP-native consolidation", "prompt": "c201-m3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "ERP-native consolidation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built into systems like SAP or Oracle, handling eliminations, multi-currency translation, and compliance as native functions."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|OneStream", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**OneStream** | Enterprises unifying CPM on one platform | Unified platform for consolidation, planning, and reporting (4.7/5 rating)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Oracle Cloud EPM", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle Cloud EPM** | Organizations standardized on Oracle | Deep Oracle ecosystem integration (4.8/5 rating)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|CCH Tagetik", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CCH Tagetik** | Statutory and regulatory-heavy consolidation | Strong compliance and regulatory reporting features"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|SAP Group Reporting", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SAP Group Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Group Reporting** | Large enterprises | Native SAP integration and enterprise scalability"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|IBM Cognos Controller", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "IBM Cognos Controller", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**IBM Cognos Controller** | Mid-to-large enterprises | Robust financial close management"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Fathom", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fathom** | Fast multi-entity consolidation | Supports 97 currencies"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Spotlight Reporting", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Spotlight Reporting** | Presentation-ready reports | Strong visualization and report formatting"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Syft Analytics", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Syft Analytics** | Complex group structures | Unlimited entities, flexible consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Joiin", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Joiin** | Scalable cloud-based consolidation | Automated branded reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|moonshot-small|Vena", "prompt": "c201-m3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vena** | Excel-native users | Microsoft 365 integration with familiar spreadsheet interface"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|Fivetran", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Fivetran or Matillion** if you want mostly automated cloud data consolidation into a warehouse."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|Informatica Cloud Data Integration", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Informatica Cloud Data Integration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Informatica** if you need enterprise breadth, governance, and both ETL and ELT."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|Matillion", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Fivetran or Matillion** if you want mostly automated cloud data consolidation into a warehouse."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|AWS Glue", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "AWS Glue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **AWS Glue, Fabric Data Factory, or BigQuery-native tooling** if you want to stay inside a cloud ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|Microsoft Fabric Data Factory", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Microsoft Fabric Data Factory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong if you live in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|Google BigQuery + Dataform / Datastream / Dataflow", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Google BigQuery + Dataform / Datastream / Dataflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Google Cloud warehouse-centered consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|openai-small|SnapLogic / Boomi / MuleSoft", "prompt": "c201-m3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "SnapLogic / Boomi / MuleSoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when consolidation spans many SaaS apps and operational systems, not just analytics pipelines."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|OneStream", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** - Top pick for enterprises; unifies consolidation, planning, reporting, and close in one platform."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Prophix One", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market; excels in tying consolidation to budgeting/planning."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Oracle Cloud EPM (Financial Consolidation & Close)", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Cloud EPM (Financial Consolidation & Close)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise/global**: OneStream or Oracle (robustness)."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Regulatory/statutory reporting powerhouse."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Planful (formerly Host Analytics)", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful (formerly Host Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market to enterprise; continuous planning focus."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Vena", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-market/simple needs**: Prophix or Vena (quick ROI, user-friendly)."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Board", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built-in analytics and BI alongside consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|xai-small|Workday Adaptive Planning", "prompt": "c201-m3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for Workday ecosystem users."}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|CCH Tagetik", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CCH Tagetik** (Wolters Kluwer) | Statutory, regulatory, and ESG-heavy consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|OneStream", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneStream** | Unified CPM (consolidation + planning + analytics)"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Prophix One", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prophix One** | Mid-market consolidation tied to planning & close"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|BlackLine", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BlackLine** | Close management & control with automation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Vena", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vena** | Journal entry automation & Excel-friendly consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Anaplan", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Anaplan** | Connected planning with consolidation & multidimensional modeling"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Workiva", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Workiva** | Connected reporting, disclosure, and compliance"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Oracle Financial Consolidation & Close", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Financial Consolidation & Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-first close and consolidation for Oracle environments"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|Workday Adaptive Planning", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Workday Adaptive Planning** | Teams on the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-m3|zai-small|HighRadius", "prompt": "c201-m3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**HighRadius** | Mid-market consolidation with AI automation"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Joiin", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** is widely considered the best financial consolidation software"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Anaplan", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**High-End Consolidation Platforms (Anaplan, OneStream, Hyperion):** These are powerful but priced for mid-market and large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|OneStream", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid with a Limited Budget ... (Anaplan, OneStream, Hyperion)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|SAP BPC", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "significantly cheaper than enterprise solutions like Anaplan, OneStream, or SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|JustConsolidate", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "JustConsolidate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**JustConsolidate:** Similar to Joiin but often focused slightly more on QVD"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Qvinci", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Qvinci", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for accounting firms managing multiple clients or small groups with simple structures."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Excel/Spreadsheets", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Excel/Spreadsheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Downside:** High risk of human error, difficult version control, and no automation."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Oracle NetSuite", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Enterprise ERPs (SAP, Oracle NetSuite, Workday):** ... too expensive for most small businesses."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Workday", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Enterprise ERPs (SAP, Oracle NetSuite, Workday):** ... overkill and too expensive"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|alibaba-small|Hyperion", "prompt": "c201-m4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "(Anaplan, OneStream, Hyperion): These are powerful but priced for mid-market and large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|anthropic-small|Rephop", "prompt": "c201-m4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Rephop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rephop** is one of the most budget-friendly choices. Pricing starts at USD 299/month for two users"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|anthropic-small|Prophix", "prompt": "c201-m4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prophix** is highlighted as a solid choice for budget-conscious mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|anthropic-small|Centage's Planning Maestro", "prompt": "c201-m4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage's Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another option specifically designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|challenger-small|Joiin", "prompt": "c201-m4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest practical choice is usually **Joiin** if you need low-cost multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|challenger-small|QuickBooks Online + consolidation add-ons", "prompt": "c201-m4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online + consolidation add-ons", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **QuickBooks Online + consolidation add-ons** if you want the cheapest entry point and already run on QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|challenger-small|Datarails", "prompt": "c201-m4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** is a strong alternative if your team is **Excel-heavy**"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Centage", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Centage** (if you want a dedicated tool at a very low per-user price) or **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Joiin", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with **Centage** ... or **Joiin** (if you need flexible, cost-effective multi-entity consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Fathom", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for planning-heavy SMEs. It's a lower-cost option that handles consolidated reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|QuickBooks Online Advanced + consolidation add-ons", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online Advanced + consolidation add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "adding consolidation features is a low-cost way to avoid paying for a separate platform"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Zoho Books + Zoho Analytics", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Zoho Books + Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use your existing accounting software with an analytics layer for consolidating multiple entities at minimal extra cost"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Xero", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like QuickBooks Online Advanced, Zoho Books, Xero, or Odoo can handle consolidation with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Odoo", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like QuickBooks Online Advanced, Zoho Books, Xero, or Odoo can handle consolidation with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|OneStream", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise dedicated tools** (like OneStream or Tagetik): $20,000+/year — likely out of reach for a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Tagetik", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "like OneStream or Tagetik): $20,000+/year — likely out of reach for a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Excel/Google Sheets + a template", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Excel/Google Sheets + a template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a well-built spreadsheet might suffice and costs nothing"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|Lucanet", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Lucanet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "good tools, but typically positioned at mid-market pricing, so only consider if your budget allows"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|deepseek-small|JustPerform", "prompt": "c201-m4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "JustPerform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "good tools, but typically positioned at mid-market pricing, so only consider if your budget allows"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|OneStream", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the key is to avoid enterprise-grade corporate performance management (CPM) suites (like OneStream, Oracle Cloud EPM, or CCH Tagetik)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|Oracle Cloud EPM", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise-grade corporate performance management (CPM) suites (like OneStream, Oracle Cloud EPM, or CCH Tagetik)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|CCH Tagetik", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid enterprise-grade corporate performance management (CPM) suites (like OneStream, Oracle Cloud EPM, or CCH Tagetik)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|NetSuite", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid ... heavy ERP replacements (like NetSuite or Sage Intacct)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|Sage Intacct", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid ... heavy ERP replacements (like NetSuite or Sage Intacct)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|Joiin", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Best Overall Value & Lowest Cost: **Joiin** ... Joiin is often the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|Syft Analytics", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Analytics and Dashboards: **Syft Analytics** ... a highly robust option"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|LiveFlow", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Spreadsheet Lovers: **LiveFlow** ... LiveFlow is the ideal middle ground"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|google-small|Fathom", "prompt": "c201-m4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Honorable Mention: **Fathom** ... Companies with a slightly healthier budget"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|meta-small|Planful", "prompt": "c201-m4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Planful - a comprehensive financial performance management platform that streamlines planning, budgeting, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|meta-small|Quicken Simplifi", "prompt": "c201-m4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Quicken Simplifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quicken Simplifi - a personal finance software that earns the top spot for 2026."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Joiin", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most limited budgets, starting with Joiin at $19/month or free options like Zoho Books would be the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Quicken", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Quicken", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Very tight budget (<$20/month)**: Joiin or Quicken"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|PivotXL", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More feature-rich but higher price point"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Zoho Books", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "free options like Zoho Books would be the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Odoo ERP", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Odoo ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Odoo ERP** - Has a free Community Edition"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|FreshBooks", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**FreshBooks** - Free trial available"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Cube", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Need Excel integration**: PivotXL or Cube"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|QuickBooks Online", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Small business with basic needs**: QuickBooks Online or Xero (both affordable)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|minimax-small|Xero", "prompt": "c201-m4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Small business with basic needs**: QuickBooks Online or Xero (both affordable)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|mistral-small|Joiin", "prompt": "c201-m4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial consolidation software for a company with a limited budget is **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|mistral-small|Cube", "prompt": "c201-m4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other affordable options include Cube and Datarails"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|mistral-small|Datarails", "prompt": "c201-m4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other affordable options include Cube and Datarails"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|ERPNext", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ERPNext** is the standout here. It is the only truly free option that handles multi-company consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Bigcapital", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Bigcapital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Newer project; may require technical setup"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|LedgerSMB", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LedgerSMB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Less modern UI; self-hosted"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|GnuCash", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Not ideal for true multi-entity consolidation**"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Fathom", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Fathom** is likely your best starting point. It offers a free tier and scales affordably"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|TallyPrime", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "TallyPrime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Entry-level accounting with basic consolidation capabilities; popular outside the US"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|OneFinOps", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneFinOps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMBs needing consolidated reporting and budgeting"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Centage Planning Maestro", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Centage** if you need deeper FP&A and QuickBooks integration"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|OneStream", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "typically start at **$50,000–$400,000+/year** ... Avoid these if you have a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|CCH Tagetik", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid these if you have a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Oracle Cloud EPM", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid these if you have a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Planful", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid these if you have a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|moonshot-small|Cube Software", "prompt": "c201-m4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Consider **Cube Software** (mid-market pricing), which automates consolidation for teams that currently do everything in spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|Oracle EPM", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice is usually **not** one of the large enterprise EPM suites like Oracle EPM or NetSuite ... can be costly"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|NetSuite", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the best choice is usually **not** one of the large enterprise EPM suites like Oracle EPM or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|LiveFlow", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the **single best answer for a tight budget**, I'd say **LiveFlow** for simplicity and cost"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|Adra by Trintech", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Adra by Trintech** if you need a more complete close and reconciliation process"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|Workiva", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workiva** or **Planful** only if your budget is moderate"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|Planful", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Workiva** or **Planful** only if your budget is moderate"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|openai-small|OneStream", "prompt": "c201-m4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise complexity:** Oracle EPM / NetSuite OneWorld / OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|Joiin", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** stands out as the best financial consolidation software option based on its affordability"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|OneStream", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "far lower than enterprise tools like OneStream or Centage ($18K–$40K/year)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|Centage", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "far lower than enterprise tools like OneStream or Centage ($18K–$40K/year)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|Manager.io", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Test **Manager.io** (free, unlimited entities) for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|Fathom", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consolidated reporting + forecasting | Slightly higher cost"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|LiveFlow", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts ~$50–$100/month | Real-time Google Sheets sync"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|NetSuite", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid spreadsheets or full ERPs like NetSuite/Sage Intacct—they're error-prone or too expensive"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|xai-small|Sage Intacct", "prompt": "c201-m4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid spreadsheets or full ERPs like NetSuite/Sage Intacct—they're error-prone or too expensive"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Joiin", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** – Best overall for small-to-midsize firms needing a balance of ease of use, multi-currency support, and a low price point."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Qvinci", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Qvinci", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qvinci** – Ideal if you primarily use QuickBooks, Xero, or Excel and want automated data mapping."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Coefficient", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coefficient** – Great for finance teams that live in Excel and want real-time dashboards and automation."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|LiveFlow FP&A", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose when you want consolidation plus budgeting/forecasting, especially with QuickBooks Online."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|JustConsolidate", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "JustConsolidate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use if you only need a consolidation module (no budgeting/forecasting) and have a small number of entities"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Vena", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid full FP&A suites (e.g., Vena, Planful, OneStream) until your data volume and reporting needs grow."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Planful", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid full FP&A suites (e.g., Vena, Planful, OneStream)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|OneStream", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid full FP&A suites (e.g., Vena, Planful, OneStream)"}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|GnuCash", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Look into open-source tools (e.g., **GnuCash**, **Manager.io**) for basic consolidation if you're on a very tight budget."}, {"id": "mai-20260917-1752-baseline-2|c201-m4|zai-small|Manager.io", "prompt": "c201-m4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Look into open-source tools (e.g., **GnuCash**, **Manager.io**) for basic consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Oracle Hyperion", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the massive budget or IT staff required for Tier-1 enterprise suites like Oracle Hyperion or SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|SAP BPC", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don't have the massive budget or IT staff required for Tier-1 enterprise suites like Oracle Hyperion or SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Vena Solutions", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Vena Solutions** and **OneStream** are popular here because they mimic Excel or have low learning curves."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|OneStream", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extremely powerful... Can be overkill and expensive for a pure consolidation request"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Trintech", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Excel Wrapper\" (e.g., Vena Solutions, Trintech): These tools feel like Excel but live in the cloud."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|BlackLine", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Modern Cloud Platforms (e.g., BlackLine, Concurent, Flatio): Built entirely for the cloud."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Concurent", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Concurent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The Modern Cloud Platforms (e.g., BlackLine, Concurent, Flatio)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Flatio", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Flatio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The Modern Cloud Platforms (e.g., BlackLine, Concurent, Flatio)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|alibaba-small|Anaplan", "prompt": "c201-m5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The Heavyweight Mid-Tier (e.g., OneStream, Anaplan) ... Can be overkill and expensive for a pure consolidation request"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|Workiva", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "common ones at your scale: Workiva, OneStream, CCH Tagetik, Anaplan, Prophix, LucaNet, Fathom, depending on complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|OneStream", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "common ones at your scale: Workiva, OneStream, CCH Tagetik, Anaplan, Prophix, LucaNet, Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|CCH Tagetik", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "common ones at your scale: Workiva, OneStream, CCH Tagetik, Anaplan, Prophix, LucaNet, Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|Anaplan", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "common ones at your scale: ... Anaplan, Prophix, LucaNet, Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|Prophix", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "common ones at your scale: ... Prophix, LucaNet, Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|LucaNet", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "LucaNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "common ones at your scale: ... LucaNet, Fathom, depending on complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|deepseek-small|Fathom", "prompt": "c201-m5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "common ones at your scale: ... Fathom, depending on complexity"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Hyperion", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid \"legacy enterprise\" systems that require coding (like older versions of Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|SAP BPC", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid \"legacy enterprise\" systems that require coding (like older versions of Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Vena", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena Solutions: Great for teams that want to keep Excel as their primary interface but need a structured database to handle multi-entity consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Datarails", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some platforms are **Excel-native** (e.g., Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Planful", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Planful: Excellent if you want a tool that not only consolidates your actuals but also serves as your budgeting and forecasting platform."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Lucanet", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Lucanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lucanet: Highly structured, great for complex multi-entity, multi-GAAP, and international operations. Very strong on financial governance."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Pigment", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others are fully **web-based SaaS** (e.g., Planful, Lucanet, Pigment)"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|OneStream", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "you should likely avoid the high-end enterprise giants (like *OneStream* or *Oracle FCCS*) due to implementation complexity and heavy cost"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Oracle FCCS", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle FCCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "you should likely avoid the high-end enterprise giants (like *OneStream* or *Oracle FCCS*) due to implementation complexity and heavy cost"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Fluence Technologies", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fluence Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Built specifically for mid-market consolidation, with an Excel-based reporting layer but a strong statutory-grade engine underneath."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Prophix", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A very stable, mid-market platform offering a great mix of consolidation, budgeting, and workflow automation at a reasonable price point."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|Nominal", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Nominal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Nominal / HighRadius: Newer-generation platforms focusing heavily on automated, continuous close and agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|google-small|HighRadius", "prompt": "c201-m5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Nominal / HighRadius: Newer-generation platforms focusing heavily on automated, continuous close and agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|minimax-small|Planful", "prompt": "c201-m5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Planful** (formerly Host Analytics) - strong for mid-market consolidation + planning"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|minimax-small|Prophix One", "prompt": "c201-m5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prophix One** - consolidation tied to planning and close"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|minimax-small|Cube", "prompt": "c201-m5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cube** - spreadsheet-native, flexible"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|minimax-small|Workday Adaptive Planning", "prompt": "c201-m5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Workday Adaptive Planning** - if you want planning connectivity"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|minimax-small|Vena", "prompt": "c201-m5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vena** - Excel-based, familiar interface"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|Oracle Hyperion Financial Management (HFM)", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Hyperion Financial Management (HFM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade, but complex."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|SAP Group Reporting", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "SAP Group Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tight SAP integration, strong compliance features."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|Workiva (Wdesk)", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workiva (Wdesk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cloud-native, strong collaboration, SEC reporting focus."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|BlackLine", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Close process automation, strong controls and audit trails."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|Adaptive Insights (Workday)", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "User-friendly, FP&A + consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|Vena Solutions", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excel-based, strong for mid-market."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|mistral-small|OneStream", "prompt": "c201-m5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified CPM, strong consolidation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-m5|moonshot-small|Planful", "prompt": "c201-m5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Planful**, **Datarails**, **Vena Solutions**, and **Cube** are commonly recommended for the upper mid-market segment"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|moonshot-small|Datarails", "prompt": "c201-m5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Planful**, **Datarails**, **Vena Solutions**, and **Cube** are commonly recommended"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|moonshot-small|Vena Solutions", "prompt": "c201-m5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Planful**, **Datarails**, **Vena Solutions**, and **Cube** are commonly recommended"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|moonshot-small|Cube", "prompt": "c201-m5", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Planful**, **Datarails**, **Vena Solutions**, and **Cube** are commonly recommended"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|CCH Tagetik", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in this space (based on 2024-2026 reviews) include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|Anaplan", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in this space ... include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|Prophix", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in this space ... include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|OneStream", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options in this space ... include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|Workiva", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options in this space ... include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-m5|xai-small|Fathom", "prompt": "c201-m5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include CCH Tagetik, Anaplan, Prophix, OneStream, Workiva, and Fathom—aim for demos from 3-5 vendors"}, {"id": "mai-20260917-1752-baseline-2|c201-m6|google-small|Excel", "prompt": "c201-m6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Manual Spreadsheet Chains (e.g., Excel) for Financial Consolidation (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c201-m6|google-small|Google Sheets", "prompt": "c201-m6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Relying on interconnected Excel or Google Sheets workbooks to consolidate financial data"}, {"id": "mai-20260917-1752-baseline-2|c201-m6|google-small|Joiin", "prompt": "c201-m6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use dedicated, automated multi-entity consolidation software (such as Joiin, Bizview, or specialized ERP modules)"}, {"id": "mai-20260917-1752-baseline-2|c201-m6|google-small|Bizview", "prompt": "c201-m6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Bizview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "such as Joiin, Bizview, or specialized ERP modules) that sync directly with your accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c201-m6|zai-small|Excel", "prompt": "c201-m6", "model": "zai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Heavy reliance on spreadsheets** for consolidation. | Manual entry, broken formulas, copy‑paste errors, version‑control chaos, no audit trail. | A finance team that still reconciles intercompany balances in Excel."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|alibaba-small|Centage", "prompt": "c201-s1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Simplicity: **Centage** ... widely considered the best entry-level option"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|alibaba-small|Datarails", "prompt": "c201-s1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Datarails** if you rely deeply on complex Excel models"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|alibaba-small|Cube", "prompt": "c201-s1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern \"database\" layer that sits between your ERP and Excel/Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|alibaba-small|Quick Consols", "prompt": "c201-s1", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Quick Consols", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Budget-Friendly Option: **Quick Consols** ... is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|anthropic-small|Fathom", "prompt": "c201-s1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fathom is financial consolidation software built specifically for small businesses and franchises dealing with multiple locations or entities"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|anthropic-small|Centage", "prompt": "c201-s1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Centage provides budgeting, forecasting and reporting capabilities aimed at small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|anthropic-small|Cube", "prompt": "c201-s1", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cube is an FP&A platform that works with both Excel and Google Sheets, automating data consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|challenger-small|Datarails", "prompt": "c201-s1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Datarails** if your finance team already lives in Excel"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|challenger-small|QuickBooks Online consolidation tools", "prompt": "c201-s1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "QuickBooks Online consolidation tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a lower-friction option may be **QuickBooks Online consolidation tools** aimed at small firms and accountants, though these are typically less robust"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|challenger-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "challenger-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud FP&A platform built for **small and medium-sized businesses**; also listed among best consolidation tools"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|OneStream", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like OneStream or Oracle, which cost $150K+/year and are overkill"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|Oracle", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like OneStream or Oracle, which cost $150K+/year and are overkill"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|Joiin", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Joiin** for the best price-to-value in pure consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|Fathom", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Fathom** if you also want forecasting, KPIs, and benchmarking"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|Cube", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it's pricier (around $2,000/month, more mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|deepseek-small|LiveFlow", "prompt": "c201-s1", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LiveFlow** starts much lower and syncs live QuickBooks data into Google Sheets/Excel \\u2014 a budget-friendly spreadsheet option"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|OneStream", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "enterprise-grade financial consolidation platforms (like OneStream or Oracle Hyperion) are far too expensive, complex, and slow to implement"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|Oracle Hyperion", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-grade financial consolidation platforms (like OneStream or Oracle Hyperion) are far too expensive, complex, and slow to implement"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|Joiin", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Joiin** (Best Overall / Best Budget Option)"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|Fathom", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fathom is the gold standard for visual reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|Syft Analytics", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Syft Analytics is highly capable"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|LiveFlow", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LiveFlow** or **G-Accon** (Best for \"Spreadsheet Purists\")"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|google-small|G-Accon", "prompt": "c201-s1", "model": "google-small", "cat": "financial-consolidation", "variant": "direct", "raw": "G-Accon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools like LiveFlow and G-Accon serve as live pipelines"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|meta-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top results include Centage Planning Maestro, which is a cloud FP&A platform that pairs budgeting and forecasting with consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|meta-small|HighRadius", "prompt": "c201-s1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include HighRadius, Prophix, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|meta-small|Prophix", "prompt": "c201-s1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include HighRadius, Prophix, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|meta-small|Fathom", "prompt": "c201-s1", "model": "meta-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include HighRadius, Prophix, and Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|minimax-small|Datarails", "prompt": "c201-s1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Datarails** or **Centage Planning Maestro** as they specifically target SMBs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|minimax-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Datarails** or **Centage Planning Maestro** as they specifically target SMBs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|minimax-small|Fathom", "prompt": "c201-s1", "model": "minimax-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Automates combining multi-entity financials, handles eliminations, currency translation, and group-level reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|mistral-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "mistral-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Centage Planning Maestro** is often recommended as one of the best financial consolidation software options"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|moonshot-small|Joiin", "prompt": "c201-s1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joiin ⭐ Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|moonshot-small|Fathom", "prompt": "c201-s1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Joiin** or **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|moonshot-small|PivotXL", "prompt": "c201-s1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PivotXL ⭐ Best Excel-Integrated"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|moonshot-small|OneFinOps", "prompt": "c201-s1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneFinOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneFinOps ... Best for: Growing SMBs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|moonshot-small|Futrli", "prompt": "c201-s1", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Futrli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Futrli - Best for: Planning-heavy SMEs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|openai-small|Business Central's consolidation tools", "prompt": "c201-s1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Business Central's consolidation tools", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on Microsoft Dynamics 365 Business Central: use Business Central's consolidation tools. It's a strong fit for small companies"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|openai-small|NetSuite OneWorld", "prompt": "c201-s1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on NetSuite or have multiple subsidiaries/currencies: NetSuite OneWorld is often the best fit"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c201-s1", "model": "openai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a top-tier choice, but it's usually more than a very small company needs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Datarails", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Datarails (G2: 4.6/5)** - **Best for:** Excel-heavy SMB/mid-market teams needing full consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Cube", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Cube (G2: 4.5/5)** - **Best for:** Startups/SMBs with Excel/Google Sheets workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Fathom", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Fathom (G2: High satisfaction)** - **Best for:** Multi-entity SMEs"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Centage Planning Maestro (G2: 4.4/5)** - **Best for:** SMB budgeting + consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Joiin", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong contenders:** Joiin (Xero/QBO-focused, scalable for SMEs)"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Spotlight Reporting", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Spotlight Reporting (report-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|OneStream", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise tools like OneStream/Planful are overkill/pricey for small B2B."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|xai-small|Planful", "prompt": "c201-s1", "model": "xai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools like OneStream/Planful are overkill/pricey for small B2B."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Fathom", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd recommend starting with **Fathom** or **Centage Planning Maestro**."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Centage Planning Maestro", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Fathom** or **Centage Planning Maestro**."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Datarails", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your finance team heavily relies on spreadsheets, **Datarails** might be the best fit."}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Workday Adaptive Planning", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Why it stands out:** Strong integration capabilities and grows with your business"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Spotlight Reporting", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Presentation-Ready Reports"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|QuickBooks Online", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**QuickBooks Online** – Has basic consolidation features"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Xero", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Xero** – Cloud accounting with multi-entity capabilities"}, {"id": "mai-20260917-1752-baseline-2|c201-s1|zai-small|Sage Intacct", "prompt": "c201-s1", "model": "zai-small", "cat": "financial-consolidation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong multi-entity features, though more expensive"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|QuickBooks Online", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most small businesses use separate QuickBooks Online or Xero accounts for different subsidiaries."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|Xero", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most small businesses use separate QuickBooks Online or Xero accounts for different subsidiaries."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|Cube", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Pick: Cube** ... It combines financial consolidation with planning and budgeting."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|LiveFlow", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative: LiveFlow** ... Focused heavily on automation."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|Sage Intacct", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top Pick: Sage Intacct** ... best \"next step\" for small-to-mid-sized businesses outgrowing QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|alibaba-small|NetSuite OneWorld", "prompt": "c201-s2", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often more expensive and complex; typically recommended only if you are on the higher end of \"small business\""}, {"id": "mai-20260917-1752-baseline-2|c201-s2|anthropic-small|LiveFlow FP&A", "prompt": "c201-s2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Joiin** or **LiveFlow FP&A** as they balance ease of use, cost, and functionality."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|anthropic-small|Fathom", "prompt": "c201-s2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** works well if you're using Xero or QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|anthropic-small|Joiin", "prompt": "c201-s2", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Joiin** or **LiveFlow FP&A** as they balance ease of use, cost, and functionality."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|Fathom", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Fathom** if your main need is **multi-entity consolidation and reporting**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|QuickBooks Desktop Enterprise / Intuit Enterprise Suite", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Desktop Enterprise / Intuit Enterprise Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "may be enough for **2 to 5 simple entities**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|Zoho Books", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2–5 entities, simple structure:** QuickBooks Enterprise or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|Sage Intacct", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Growing into ERP + operational complexity:** Sage Intacct, Acumatica, or NetSuite OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|Acumatica", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growing into ERP + operational complexity:** Sage Intacct, Acumatica, or NetSuite OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|challenger-small|NetSuite OneWorld", "prompt": "c201-s2", "model": "challenger-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Growing into ERP + operational complexity:** Sage Intacct, Acumatica, or NetSuite OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|LiveFlow", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Joiin** ... or **LiveFlow** for a slightly more finance-leaning, automated option"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|Joiin", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick for most small B2B businesses:** ... start with **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|Fathom", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the best-looking consolidated reporting for lenders or investors, go with **Fathom**."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|Zoho Books", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** or **QuickBooks Enterprise** are strong budget options"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|QuickBooks Enterprise", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combined reporting and intercompany within a familiar ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|Sage Intacct", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but jumps to $25K\\u2013$50K/yr \\u2014 likely overkill for a *small* business"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|NetSuite", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "NetSuite, Sage Intacct, and Flow ERP are excellent but are built for mid-market and will cost far more"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|deepseek-small|Flow ERP", "prompt": "c201-s2", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "built for mid-market and will cost far more than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Oracle NetSuite", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses rarely have the budget or implementation time for heavy enterprise Resource Planning (ERP) systems like Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Joiin", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with Joiin** if you want the absolute easiest, most affordable way to combine your QuickBooks/Xero files."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Syft Analytics", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Syft Analytics** if you need advanced forecasting, KPI tracking, and transaction-level multi-currency reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Fathom", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** is the gold standard for visual reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|LiveFlow", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your team loves Excel or Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Campfire", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Campfire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Campfire or Rillet if your finance team is drowning in QuickBooks manual entries"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Rillet", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Modern, AI-Native ERPs"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|google-small|Sage Intacct", "prompt": "c201-s2", "model": "google-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cons:** Implementation can take several months and costs tens of thousands of dollars annually."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|G-Accon", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "G-Accon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "G-Accon: A tool that automates the consolidation process and provides a unified view of financial performance across multiple entities."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Fathom", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fathom: A financial consolidation software that handles intercompany eliminations, multi-currency translation"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Spotlight Reporting", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spotlight Reporting: A tool that focuses on presentation-ready reports and provides multi-entity consolidation."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Syft Analytics", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Syft Analytics: A flexible consolidation tool that supports multiple entities and currencies."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|NetSuite OneWorld", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetSuite OneWorld: A full ERP platform that handles accounting across all entities in a single system"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Sage Intacct", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sage Intacct: A full ERP platform that handles accounting across all entities in a single system"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Flow ERP", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Flow ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flow ERP: A full ERP platform that handles accounting across all entities in a single system"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|LiveFlow FP&A", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "LiveFlow FP&A: A consolidation add-on tool that sits on top of existing GLs"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Joiin", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Joiin: A consolidation add-on tool that sits on top of existing GLs and consolidates data externally."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|Rillet", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Rillet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Rillet: An AI-native ERP that automates accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|LiveFlow", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "LiveFlow: A financial planning and analysis (FP&A) software platform that enables real-time financial reporting, consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|meta-small|HighRadius Agentic AI consolidation Software", "prompt": "c201-s2", "model": "meta-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "HighRadius Agentic AI consolidation Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "provides 95% faster data aggregation and 99% IC elimination accuracy for small mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|minimax-small|LiveFlow FP&A", "prompt": "c201-s2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **LiveFlow FP&A**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|minimax-small|Fuelfinance", "prompt": "c201-s2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fuelfinance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd start with **LiveFlow** or **Fuelfinance** since they're designed specifically for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|minimax-small|Fathom", "prompt": "c201-s2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for management reporting and advisory services"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|minimax-small|Syft Analytics", "prompt": "c201-s2", "model": "minimax-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong multi-entity reporting and financial analysis"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|mistral-small|Cube", "prompt": "c201-s2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **Cube** or **TRESIO** are the most recommended"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|mistral-small|TRESIO", "prompt": "c201-s2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "TRESIO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cube** or **TRESIO** are the most recommended due to their ease of use, scalability"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|mistral-small|Vena", "prompt": "c201-s2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're heavily invested in Microsoft Excel, **Vena** is also a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|mistral-small|OneStream", "prompt": "c201-s2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Larger platforms like OneStream or Anaplan are powerful but may be too complex and expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|mistral-small|Anaplan", "prompt": "c201-s2", "model": "mistral-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Larger platforms like OneStream or Anaplan are powerful but may be too complex and expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|moonshot-small|Sage Intacct", "prompt": "c201-s2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Sage Intacct** if you have 3-10 entities and need real consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|moonshot-small|QuickBooks Online", "prompt": "c201-s2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "QuickBooks Online **cannot consolidate natively** - you'll need Intuit Enterprise Suite or manual Excel work"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|moonshot-small|Xero", "prompt": "c201-s2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is tight and your needs are simpler ... **Xero** with proper planning for each entity may suffice initially"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|moonshot-small|NetSuite OneWorld", "prompt": "c201-s2", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If You Plan to Scale Significantly"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|openai-small|QuickBooks Online Advanced", "prompt": "c201-s2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **QuickBooks Online Advanced** first **if you need something practical, affordable, and easy to implement**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|openai-small|NetSuite", "prompt": "c201-s2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you're growing fast, have several entities, inventory, international operations, or need stronger controls"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|openai-small|Sage Intacct", "prompt": "c201-s2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for multi-entity accounting and financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|openai-small|Xero + consolidation add-ons", "prompt": "c201-s2", "model": "openai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Xero + consolidation add-ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can work for simpler setups, but consolidation usually takes more manual work"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|xai-small|Fathom", "prompt": "c201-s2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Fathom** as the top starting point"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|xai-small|QuickBooks Desktop Enterprise (or Intuit Enterprise Suite)", "prompt": "c201-s2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "QuickBooks Desktop Enterprise (or Intuit Enterprise Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already in the QuickBooks ecosystem... but less automated for complex eliminations/multi-currency."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|xai-small|Sage Intacct", "prompt": "c201-s2", "model": "xai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More robust for growing B2B... Steeper learning curve and cost."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|zai-small|Fathom", "prompt": "c201-s2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation for a small B2B business is **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|zai-small|LiveFlow FP&A", "prompt": "c201-s2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LiveFlow FP&A** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline-2|c201-s2|zai-small|NetSuite OneWorld", "prompt": "c201-s2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are powerful but generally overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|zai-small|Sage Intacct", "prompt": "c201-s2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are powerful but generally overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c201-s2|zai-small|Acumatica", "prompt": "c201-s2", "model": "zai-small", "cat": "financial-consolidation", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are powerful but generally overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|Centage's Planning Maestro", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage's Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A cloud-based FP&A platform built for small and medium-sized businesses that offers collaborative budgeting, flexible forecasting"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|Quick Consols", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Quick Consols", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud-based financial consolidation platform designed for complex group reporting across multiple entities and currencies"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|HighRadius", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides small to mid-market teams 95% faster data aggregation with 99% intercompany elimination accuracy"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|BlackLine", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in automating financial close and consolidation processes with a unified cloud platform"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|Vena", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vena is considered expensive for smaller organizations (over $60,000 first-year costs) with long implementation periods"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|anthropic-small|Fluence", "prompt": "c201-s3", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fluence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fluence is noted for ease of use, rapid deployment, and the ability for finance teams to manage the platform without IT support"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|Joiin", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Joiin** or **JustConsolidate** if you mean financial consolidation for a small business."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|JustConsolidate", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "JustConsolidate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Joiin** or **JustConsolidate** if you mean financial consolidation for a small business."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|Qvinci", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Qvinci", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "\"consolidation-only\" tools that pull from accounting systems and generate consolidated reports quickly and affordably"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|Centage Planning Maestro", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for SMBs that want consolidation plus **budgeting and forecasting** in a cloud FP&A platform"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|Cube", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for smaller groups that want consolidation while staying close to **Excel-based** workflows"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|Prophix", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for repeatable, workbook-driven closes across multiple entities; it is more full-featured than consolidation-only tools"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|challenger-small|OneStream", "prompt": "c201-s3", "model": "challenger-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for larger, more governed environments with deeper workflow and traceability needs than most small teams require"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Joiin", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** and **Fathom** offer the best balance of affordability, ease of use, and consolidation capability"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Fathom (by The Access Group)", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom (by The Access Group)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Joiin** and **Fathom** offer the best balance of affordability, ease of use, and consolidation capability"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Cube", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** shines if your team is spreadsheet-centric"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Centage Planning Maestro", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need budgeting + consolidation in one SMB package | **Centage**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Datarails", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Team lives in Excel/Google Sheets and wants FP&A + consolidation | **Cube** or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Vena Solutions", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Heavy implementation (3\\u20136 months) \\u2014 likely overkill for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|QuickBooks Online Advanced (with consolidation add-ons)", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "QuickBooks Online Advanced (with consolidation add-ons)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Very limited consolidation functionality; no intercompany elimination automation in native QBO"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Sage Intacct", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Growing fast with complex entity structures | **Sage Intacct** or **NetSuite OneWorld**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|NetSuite OneWorld", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Growing fast with complex entity structures | **Sage Intacct** or **NetSuite OneWorld**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|deepseek-small|Plain Spreadsheets (Excel/Google Sheets)", "prompt": "c201-s3", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Plain Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Error-prone, requires manual maintenance, no audit trail, breaks down beyond ~3 entities"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|LiveFlow", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **LiveFlow** if you want automated financial consolidation but refuse to leave your custom Excel sheets."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|Fathom", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fathom** or **Syft** if you want to quickly plug in your QBO/Xero entities and generate beautiful, investor-ready group financial packages."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|Syft Analytics", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers **greater accounting depth** than Fathom."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|Finstack", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Finstack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Finstack is built for **transactional operations**... filling the gap before a small team is forced to upgrade to a massive enterprise suite"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|Lucanet", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Lucanet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "forced to upgrade to a massive enterprise suite like Lucanet or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|google-small|OneStream", "prompt": "c201-s3", "model": "google-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "forced to upgrade to a massive enterprise suite like Lucanet or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|minimax-small|Cube", "prompt": "c201-s3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** | SMBs and startups | Works with Excel/Google Sheets, fast implementation (4-8 weeks), budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|minimax-small|Joiin", "prompt": "c201-s3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Joiin** | Multi-entity SMEs | Quick setup (days), integrates with Xero, QuickBooks Online, Sage."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|minimax-small|Centage", "prompt": "c201-s3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Need to combine financial statements from multiple entities?** → Look at **Cube**, **Joiin**, or **Centage**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|minimax-small|Datarails", "prompt": "c201-s3", "model": "minimax-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Datarails** | Excel-native SMB teams | Excel-based, 600+ ERP integrations, 4-6 week implementation."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|mistral-small|Keboola", "prompt": "c201-s3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Keboola", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Small to mid-size teams needing repeatable, controlled data consolidation pipelines."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|mistral-small|Airbyte", "prompt": "c201-s3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Teams that need connector-based data syncs into a data warehouse or lakehouse."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|mistral-small|Joiin", "prompt": "c201-s3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Accountants and multi-entity SMEs needing financial consolidation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|mistral-small|Zapier", "prompt": "c201-s3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on workflow automation rather than data consolidation per se"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|mistral-small|HighRadius Agentic AI Consolidation Software", "prompt": "c201-s3", "model": "mistral-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "HighRadius Agentic AI Consolidation Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-driven, specifically for financial consolidation, and aims to reduce manual effort and errors."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Datarails", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick **Datarails** if you need robust consolidation mechanics inside Excel."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Cube", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lean team (1–3 people), spreadsheets, need fast deployment:** **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Vena Solutions", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pick **Vena** only if you need enterprise-grade process controls and can handle a longer rollout."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Fathom", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Fathom** if stakeholder communication and visual reporting are central."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Joiin", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Joiin** if you want solid consolidation at a lower cost with less overhead."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Spotlight Reporting", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focused on presentation-ready reports and narratives; less emphasis on deep analysis"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Centage", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need budgeting + consolidation in one, QuickBooks user:** **Centage**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|moonshot-small|Planful", "prompt": "c201-s3", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cube and Joiin are fastest; Vena and Planful take months"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Fivetran", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fivetran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small teams:** **Fivetran** if you want the least operational burden."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Airbyte", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for budget/control:** **Airbyte**."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Hevo", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best no-code middle ground:** **Hevo**."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Rivery", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Rivery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you also need orchestration:** **Rivery**."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Stitch", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Stitch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Straightforward setup, but it's more limited; Airbyte notes it is consolidating into Qlik Talend Cloud."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Matillion", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Matillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More visual transformation capability; often chosen when you want ELT plus stronger modeling."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Zapier", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Better for workflow automation than warehouse-grade data consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|Make", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Make", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best if you need app-to-app automation more than analytics consolidation:** **Zapier or Make**."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|openai-small|n8n", "prompt": "c201-s3", "model": "openai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "n8n", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Zapier / Make / n8n** | Operational consolidation across apps"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|xai-small|Centage Planning Maestro", "prompt": "c201-s3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Finance focus**: Fathom or Centage (if multi-entity)."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|xai-small|Fathom", "prompt": "c201-s3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Finance focus**: Fathom or Centage (if multi-entity)."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|xai-small|Datarails", "prompt": "c201-s3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Centage/Datarails emphasize planning+consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|xai-small|Joiin", "prompt": "c201-s3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "entity count (<10 \\u2192 Joiin; 10-50 \\u2192 Centage)"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|xai-small|Cube", "prompt": "c201-s3", "model": "xai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cube is lightest for startups"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|HighRadius", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**You're a small finance team that wants fast, AI-assisted financial consolidation** | HighRadius (AI eliminations, speed) or Fathom (quick multi-entity)."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|Prophix One", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius and Prophix One are strong for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|OneStream", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need a full-featured consolidation platform that ties planning & reporting together** | OneStream or Prophix One."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|Oracle Financial Consolidation & Close", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Oracle Financial Consolidation & Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams already on Oracle that want **built-in consolidation** rather than a bolt-on."}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|Workiva", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneStream and Workiva target larger, regulated groups"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|Centage", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small-to-mid-size businesses that need **simple, affordable consolidation**"}, {"id": "mai-20260917-1752-baseline-2|c201-s3|zai-small|Fathom", "prompt": "c201-s3", "model": "zai-small", "cat": "financial-consolidation", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "HighRadius (AI eliminations, speed) or Fathom (quick multi-entity)."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|alibaba-small|SAP", "prompt": "c201-s4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than heavy enterprise software like SAP or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|alibaba-small|Oracle", "prompt": "c201-s4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rather than heavy enterprise software like SAP or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|alibaba-small|Fathom", "prompt": "c201-s4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Fathom** if you are on QuickBooks/Xero. It offers the highest return on investment for a small price."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|alibaba-small|Vena Solutions", "prompt": "c201-s4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Vena** only if your data is so messy that Fathom cannot parse it correctly."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|alibaba-small|Excel (with Power Query)", "prompt": "c201-s4", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Excel (with Power Query)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Try Excel Power Query** first for a 1-week test period"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Joiin", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Joiin is best for small multi-entity businesses needing basic consolidation at low cost"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Centage", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Centage provides budget-friendly automation for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Rephop", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Rephop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-based Financial Solutions Software perfect for small to medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Planful", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planful is fast and affordable to deploy"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Fathom", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "supporting consolidation of up to 300 entities in single-currency groups"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|anthropic-small|Excel", "prompt": "c201-s4", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excel remains widely used due to its flexibility, familiarity, and zero additional cost"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|challenger-small|Consolidate.io", "prompt": "c201-s4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Consolidate.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Consolidate.io** is the strongest budget-oriented pick for small multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|challenger-small|Quick Consols / QuickBooks-based add-ons", "prompt": "c201-s4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Quick Consols / QuickBooks-based add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "useful if you already run on QuickBooks and want a lighter, lower-cost consolidation workflow"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|challenger-small|Fathom", "prompt": "c201-s4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positioned in the entry-level tier for small businesses, with an estimated yearly cost of **$2,000–$10,000**"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|challenger-small|Centage", "prompt": "c201-s4", "model": "challenger-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is more of a full FP&A tool than a bare-bones consolidation solution"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|NetSuite OneWorld", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite OneWorld", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you don't want the enterprise-tier consolidation platforms (like NetSuite OneWorld or Sage Intacct) that can run $50,000–$200,000+ per year"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|Sage Intacct", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you don't want the enterprise-tier consolidation platforms (like NetSuite OneWorld or Sage Intacct) that can run $50,000–$200,000+ per year"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|Joiin", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Joiin** — it's the most cost-effective dedicated consolidation tool with transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|Fathom", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** is a close second"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|QuickBooks Online Advanced", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can run separate company files in QuickBooks Online Advanced ... and layer on a cheap consolidation tool"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|LiveFlow", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "layer on a cheap consolidation tool like **LiveFlow**, **ScaleXP**, or **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|ScaleXP", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "layer on a cheap consolidation tool like **LiveFlow**, **ScaleXP**, or **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|Zoho Books", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zoho Books starts around $15/organization/month"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|Xero", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Xero around $25/org/month"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|deepseek-small|switchbooks", "prompt": "c201-s4", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "budget", "raw": "switchbooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "~$25/company/month with **consolidation included at no extra charge** ... A good low-cost option if you want native in-app consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|NetSuite", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the most expensive mistake you can make is trying to migrate to an enterprise ERP system (like NetSuite or Sage Intacct) just to handle multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|Sage Intacct", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the most expensive mistake you can make is trying to migrate to an enterprise ERP system (like NetSuite or Sage Intacct)"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|JustConsolidate", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "JustConsolidate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "JustConsolidate (The Absolute Lowest-Cost Pick) ... is the cheapest tool on the market"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|Joiin", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Joiin is widely regarded as one of the best value-for-money consolidation tools for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|G-Accon", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G-Accon (The Best for Spreadsheet Fans) ... is a highly efficient choice"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|google-small|Syft Analytics", "prompt": "c201-s4", "model": "google-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Syft Analytics is an exceptional option"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|meta-small|Joiin", "prompt": "c201-s4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial consolidation software for a small company with a tight budget is Joiin, as it is considered the best budget option for SMEs."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|meta-small|Fathom", "prompt": "c201-s4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Fathom, Zoho Books with Zoho Analytics, and QuickBooks Online Advanced with consolidation add-ons."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|meta-small|Zoho Books with Zoho Analytics", "prompt": "c201-s4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Zoho Books with Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Fathom, Zoho Books with Zoho Analytics, and QuickBooks Online Advanced with consolidation add-ons."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|meta-small|QuickBooks Online Advanced", "prompt": "c201-s4", "model": "meta-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Online Advanced with consolidation add-ons"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|minimax-small|Wave", "prompt": "c201-s4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Wave** (if truly free) or **Zoho Books** (if you need more features)"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|minimax-small|Zoho Books", "prompt": "c201-s4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Wave** (if truly free) or **Zoho Books** (if you need more features)"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|minimax-small|Joiin", "prompt": "c201-s4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you specifically need multi-entity consolidation, consider trying **Joiin** during its trial period"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|minimax-small|Xero", "prompt": "c201-s4", "model": "minimax-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Price:** From $15/month (Growing plan $55/month)"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|mistral-small|Cube", "prompt": "c201-s4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** – Best for SMBs and startups... user-friendly and cost-effective for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|mistral-small|Joiin", "prompt": "c201-s4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Joiin is designed specifically for SMBs and advisory firms, making it a strong fit for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|mistral-small|Datarails", "prompt": "c201-s4", "model": "mistral-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another excellent choice for SMBs, especially those comfortable with Excel"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|moonshot-small|Joiin", "prompt": "c201-s4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** – Best Overall Value ... **Choose Joiin** if you have multiple entities and want dedicated consolidation software"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|moonshot-small|Fathom", "prompt": "c201-s4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Fathom** if you're already using QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|moonshot-small|Centage Planning Maestro", "prompt": "c201-s4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Centage** if you need budgeting/forecasting + consolidation and have under 25 employees"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|moonshot-small|Cube", "prompt": "c201-s4", "model": "moonshot-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note:** Intercompany eliminations are limited compared to enterprise solutions"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|openai-small|Joiin", "prompt": "c201-s4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick: **Joiin**"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|openai-small|PlanGuru", "prompt": "c201-s4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ultra-budget option: **PlanGuru**"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|openai-small|OneStream", "prompt": "c201-s4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What I would avoid on a tight budget - Tools like **OneStream**... usually overkill for a small company"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|openai-small|Oracle EPM/Financials", "prompt": "c201-s4", "model": "openai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Oracle EPM/Financials", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I would avoid on a tight budget - Tools like ... **Oracle EPM/Financials**, and similar enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|xai-small|Joiin", "prompt": "c201-s4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Joiin** stands out as the best financial consolidation software based on its ultra-low pricing"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|xai-small|Fathom", "prompt": "c201-s4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|xai-small|Centage Planning Maestro", "prompt": "c201-s4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Centage Planning Maestro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid for Tight Budgets - **Centage Planning Maestro**: ... 5–10x Joiin's cost"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|xai-small|Wave", "prompt": "c201-s4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free tools like Wave or basic QBO lack true multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|xai-small|QBO", "prompt": "c201-s4", "model": "xai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QBO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Free tools like Wave or basic QBO lack true multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|OneStream", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dedicated enterprise consolidation software (like OneStream or Tagetik) costs $50,000–$200,000 per year and is not suitable for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|Tagetik", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs $50,000–$200,000 per year and is not suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|LiveFlow", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**LiveFlow** is the industry standard for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|QuickBooks Online Advanced", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have fewer than 5 entities and simple intercompany transactions, **QuickBooks Online Advanced** is likely sufficient and the cheapest option."}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|Excel / Google Sheets (with Power Query)", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "Excel / Google Sheets (with Power Query)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Under $100/month | **Excel / Google Sheets** (Use Power Query to automate data pulls)"}, {"id": "mai-20260917-1752-baseline-2|c201-s4|zai-small|G-Accon", "prompt": "c201-s4", "model": "zai-small", "cat": "financial-consolidation", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**QuickBooks Online Advanced** (If you use QuickBooks) or **G-Accon**."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Datarails", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option A: Excel-Native Add-ons (Fastest Deployment) ... Zero training curve; fastest setup (often <4 weeks)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Cubefor Excel", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cubefor Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datarails / Cubefor Excel / Coefficient: These tools sit *inside* Excel."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Coefficient", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datarails / Cubefor Excel / Coefficient: These tools sit *inside* Excel."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Centage", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specifically marketed toward SMBs and mid-market companies... built specifically for smaller finance teams; offers good intercompany elimination features"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Joiin", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-based solution designed for multi-entity setups (QBO/Xero friendly)... Very affordable"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|NetSuite", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are already using NetSuite or Sage Intacct, check their native \"Advanced Financial Reporting\" add-ons before buying third-party software."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Sage Intacct", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the native tools may be sufficient and cheaper than buying an external platform"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|Oracle OneStream", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "stay away from: Oracle OneStream / SAP Group Reporting... generally overkill, expensive"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|alibaba-small|SAP Group Reporting", "prompt": "c201-s5", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "scale", "raw": "SAP Group Reporting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "stay away from: Oracle OneStream / SAP Group Reporting... require massive implementation projects (9+ months)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|Anaplan", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A few vendors worth putting on your shortlist to compare against these criteria include **Anaplan, FloQast, NetSuite Consolidation, CCH Tagetik, OneStream, Lucanet**, and **Emerge**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|FloQast", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd specifically start with tools known for mid-market fit (FloQast, Lucanet, LeaseAccelerator-style) before considering the enterprise-tier heavyweights."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|NetSuite Consolidation", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "NetSuite Consolidation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors worth putting on your shortlist ... NetSuite Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|CCH Tagetik", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors worth putting on your shortlist ... CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|OneStream", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors worth putting on your shortlist ... OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|Lucanet", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Lucanet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd specifically start with tools known for mid-market fit (FloQast, Lucanet, LeaseAccelerator-style)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|Emerge", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Emerge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and **Emerge** — but rank them against *your* criteria above, not marketing"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|deepseek-small|LeaseAccelerator", "prompt": "c201-s5", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "scale", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools known for mid-market fit (FloQast, Lucanet, LeaseAccelerator-style)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|OneStream", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid heavy enterprise performance management (EPM) suites like OneStream, Oracle EPM, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Oracle EPM", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should avoid heavy enterprise performance management (EPM) suites like OneStream, Oracle EPM, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Planful", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you should avoid heavy enterprise performance management (EPM) suites like OneStream, Oracle EPM, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|LiveFlow", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "you'll need a tool with automated elimination matching like Syft or LiveFlow"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|G-Accon", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "G-Accon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to LiveFlow, it is a very popular, budget-friendly tool for syncing multi-entity QBO/Xero data"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Fathom", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Exceptionally visual, easy to set up, and handles multi-currency and eliminations smoothly"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Syft Analytics", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly rated for its deep analytics, AI-assisted variance analysis, and clean, modular dashboard templates"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Joiin", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An incredibly lightweight, inexpensive platform designed specifically to roll up Xero, QBO, and Sage files"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|google-small|Gather.nexus", "prompt": "c201-s5", "model": "google-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Gather.nexus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A tool that excels at simple multi-entity rollups with highly automated intercompany eliminations"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Planful", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular financial consolidation software options for mid-market companies include:\n\n1. Planful"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|OneStream", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. OneStream"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Vena Solutions", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Vena Solutions"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Prophix One", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Prophix One"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Fluence Technologies", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fluence Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Fluence Technologies"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Fathom", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Fathom"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Spotlight Reporting", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Spotlight Reporting"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|meta-small|Syft Analytics", "prompt": "c201-s5", "model": "meta-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Syft Analytics"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|minimax-small|Prophix One", "prompt": "c201-s5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** – Best for tying consolidation to planning and close on one platform"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|minimax-small|Planful", "prompt": "c201-s5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** – Strong mid-market to enterprise close and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|minimax-small|Vena Solutions", "prompt": "c201-s5", "model": "minimax-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena Solutions** – Excel-based with good FP&A integration"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Adaptive Insights", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider tools like: **Adaptive Insights** (workday)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Host Analytics", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Host Analytics** (SAP)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|OneStream", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Vena", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|BlackLine", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BlackLine** (for close management)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Oracle Hyperion", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Oracle Hyperion** (if you need enterprise-grade)... you likely don't need a full-blown enterprise consolidation suite"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Sage Intacct", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sage Intacct** (if you're a Sage shop)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Datarails", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Datarails** (Excel-based, good for Excel-heavy teams)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Jirav", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Jirav** (for smaller teams)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|mistral-small|Workday Adaptive Planning", "prompt": "c201-s5", "model": "mistral-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Workday Adaptive Planning** (if you're a Workday customer)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Oracle Hyperion", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-heavy tools like Oracle Hyperion that are overkill and pricey."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Datarails", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "top fits include **Datarails** (Excel-native, G2 high-rated)"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Cube", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "top fits include **Datarails** ..., **Cube**, **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Fathom", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube**, **Fathom**, **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Prophix", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fathom**, **Prophix**, **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|BlackLine", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prophix**, **BlackLine**, **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|OneStream", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**OneStream** (unity version), or **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|xai-small|Workiva", "prompt": "c201-s5", "model": "xai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **Workiva**\\u2014check G2 for latest reviews"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Prophix One", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid‑market focused tools: Prophix One, Planful, Cube, BlackLine, Datarails, Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Planful", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid‑market focused tools: Prophix One, Planful, Cube, BlackLine, Datarails, Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Cube", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid‑market focused tools: Prophix One, Planful, Cube, BlackLine, Datarails, Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|BlackLine", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market focused tools: Prophix One, Planful, Cube, BlackLine, Datarails, Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Datarails", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Excel‑native or low‑code options: Datarails, Pigment, Abacum"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Workday Adaptive", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid‑market focused tools: ... Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|OneStream", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid‑market focused tools: ... Workday Adaptive, OneStream."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Pigment", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel‑native or low‑code options: Datarails, Pigment, Abacum (good if you're heavily spreadsheet‑based)."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Abacum", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel‑native or low‑code options: Datarails, Pigment, Abacum"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|NetSuite", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ERP‑embedded consolidation: NetSuite, Sage Intacct, Dynamics 365 Finance (if you're already in that ecosystem)."}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Sage Intacct", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ERP‑embedded consolidation: NetSuite, Sage Intacct, Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c201-s5|zai-small|Dynamics 365 Finance", "prompt": "c201-s5", "model": "zai-small", "cat": "financial-consolidation", "variant": "scale", "raw": "Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ERP‑embedded consolidation: NetSuite, Sage Intacct, Dynamics 365 Finance (if you're already in that ecosystem)."}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Oracle NetSuite", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The \"Over-Engineered\" ERP ... (e.g., Oracle NetSuite, SAP Business One). Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|SAP Business One", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "designed for large corporations (e.g., Oracle NetSuite, SAP Business One). **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Excel", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Manual \"Sheet-Based\" Consolidation ... merge data manually into a master spreadsheet (Excel or Google Sheets). **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Google Sheets", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "merge data manually into a master spreadsheet (Excel or Google Sheets). **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|PowerBI", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use BI (Business Intelligence) connectors (like PowerBI, Tableau, or specialized accounting dashboards) that pull live data"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Tableau", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use BI (Business Intelligence) connectors (like PowerBI, Tableau, or specialized accounting dashboards)"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Monday.com", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "trying to run an entire company inside Monday.com or Notion ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|alibaba-small|Notion", "prompt": "c201-s6", "model": "alibaba-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "trying to run an entire company inside Monday.com or Notion ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|anthropic-small|Vena", "prompt": "c201-s6", "model": "anthropic-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pricing isn't very small-business friendly for some tools like Vena, as they are best for larger teams and organizations, and the implementation process can also be lengthy."}, {"id": "mai-20260917-1752-baseline-2|c201-s6|deepseek-small|NetSuite", "prompt": "c201-s6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ERPs / Heavy All-in-One Suites (NetSuite, SAP Business One, etc.) These can be **overbuilt and overpriced** for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|deepseek-small|SAP Business One", "prompt": "c201-s6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP Business One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ERPs / Heavy All-in-One Suites (NetSuite, SAP Business One, etc.) These can be **overbuilt and overpriced** for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|deepseek-small|QuickBooks", "prompt": "c201-s6", "model": "deepseek-small", "cat": "financial-consolidation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "just a simpler tool like QuickBooks with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|SAP", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heavyweight Enterprise Resource Planning (ERP) systems (such as high-end SAP or Oracle configurations) before your business has scaled enough to support them."}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|Oracle", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as high-end SAP or Oracle configurations) before your business has scaled enough to support them"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|Excel / Google Sheets", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid: Relying on linked spreadsheets as your primary financial consolidation tool."}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|LiveFlow", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look for modern, lightweight, cloud-based consolidation add-ons (such as LiveFlow, Joiin, or Syft)"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|Joiin", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look for modern, lightweight, cloud-based consolidation add-ons (such as LiveFlow, Joiin, or Syft)"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|google-small|Syft", "prompt": "c201-s6", "model": "google-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Syft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look for modern, lightweight, cloud-based consolidation add-ons (such as LiveFlow, Joiin, or Syft)"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Excel", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets like Excel or Google Sheets for financial/data consolidation - Why avoid/caution: Prone to manual errors"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Google Sheets", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets like Excel or Google Sheets for financial/data consolidation - Why avoid/caution: Prone to manual errors"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Oracle Hyperion", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-grade financial consolidation software (e.g., Oracle Hyperion, SAP BPC...) Why avoid/caution: Overkill with steep setup fees"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|SAP BPC", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade financial consolidation software (e.g., Oracle Hyperion, SAP BPC...) Why avoid/caution: Overkill with steep setup fees"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Power Query", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Power Query", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Opt for SMB-friendly alternatives: Tools like Centage, Datarails, or Power Query for finance"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Centage", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Opt for SMB-friendly alternatives: Tools like Centage, Datarails, or Power Query for finance"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|Datarails", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Opt for SMB-friendly alternatives: Tools like Centage, Datarails, or Power Query for finance"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|ClickUp", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "unified platforms like ClickUp/HubSpot for general stacks if they fit budgets"}, {"id": "mai-20260917-1752-baseline-2|c201-s6|xai-small|HubSpot", "prompt": "c201-s6", "model": "xai-small", "cat": "financial-consolidation", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "unified platforms like ClickUp/HubSpot for general stacks if they fit budgets"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|Zuora Revenue", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the industry standard for handling \"messy\" revenue data."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|RightRev", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RightRev positions itself as the modern alternative to legacy tools."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Global enterprises already running on the SAP S/4HANA ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|Workday Financial Management", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday's embedded revenue management module is powerful for organizations that view revenue closely tied to employee costs"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|Leapfin", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Finance leaders looking for AI-driven automation and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|Ferry AI", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Ferry AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Leapfin or Ferry AI ... focus on automating the reconciliation process"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|NetSuite", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Do you only have simple annual subscriptions? Look at **NetSuite** or **Chargebee**."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|alibaba-small|Chargebee", "prompt": "c202-l1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look at **NetSuite** or **Chargebee**."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|Zuora Revenue", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** is best for complex enterprise revenue operations, handling multi-model monetization at scale with audit-ready ASC 606 and IFRS 15 output."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|RightRev", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "RightRev (best for high-growth SaaS scaling to enterprise complexity)"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|Workday", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday (best for service-centric enterprises needing integrated financials)"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|SAP RAR", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP RAR (best for global enterprises on existing SAP infrastructure)"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|Sage Intacct", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sage Intacct and NetSuite Revenue Management are best for finance-stack alignment"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|anthropic-small|NetSuite Revenue Management", "prompt": "c202-l1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sage Intacct and NetSuite Revenue Management are best for finance-stack alignment, keeping recognition close to the general ledger."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|challenger-small|Zuora Revenue", "prompt": "c202-l1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Zuora Revenue**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|challenger-small|RightRev", "prompt": "c202-l1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already have a billing stack and want a **standalone compliance layer**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|challenger-small|Workday Financial Management", "prompt": "c202-l1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **service-centric enterprises** that want rev rec integrated into broader financial management"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|challenger-small|SAP RAR", "prompt": "c202-l1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **global enterprises already standardized on SAP**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|challenger-small|Oracle NetSuite ARM", "prompt": "c202-l1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not usually the first pick for a large enterprise with highly complex revenue rules"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the leading standalone pick is **Zuora Revenue (formerly RevPro)**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|SAP Revenue Accounting & Reporting (RAR)", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting & Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're on SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|Oracle Revenue Management Cloud (RMCS)", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle Revenue Management Cloud (RMCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best inside the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|Workday Financial Management", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for service-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|NetSuite ARM", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally lighter for the most complex enterprise scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|RightRev", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "RightRev is frequently cited as the innovation leader for scaling into enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|LedgerUp", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these are typically mid-market rather than full enterprise"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|Zenskar", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these are typically mid-market rather than full enterprise"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|deepseek-small|Maxio", "prompt": "c202-l1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "these are typically mid-market rather than full enterprise"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuora is an industry heavyweight for enterprise B2B monetization. Its standalone revenue engine is built to manage massive transaction volumes and highly complex hybrid pricing models."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|RightRev", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "RightRev has quickly become a favorite for modern enterprise finance teams... a CRM-centric engine like **RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprise B2B companies already using or migrating to NetSuite, ARM is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Sage Intacct", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often chosen as the alternative to NetSuite, Sage Intacct offers powerful, native multi-book revenue recognition capabilities."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Leapfin", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choosing **Leapfin** to unify and structure the data first will prevent a failed implementation"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Maxio (SaaSOptics + Chargify)", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio (SaaSOptics + Chargify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lacks the highly customized customization and multi-entity capabilities required by very large, conglomerate global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Younium", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For:** B2B SaaS enterprises with complex, multi-currency subscription terms and usage-based hybrid agreements."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|google-small|Salesforce Agentforce Revenue Management", "prompt": "c202-l1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Salesforce Agentforce Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a CRM-centric engine like **RightRev** or **Salesforce Agentforce Revenue Management** makes the most sense."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|meta-small|Younium", "prompt": "c202-l1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Younium - Best for B2B SaaS finance teams that want subscription billing and revenue operations in one platform."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|meta-small|Leapfin", "prompt": "c202-l1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered revenue recognition and reconciliation platform for B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|meta-small|RightRev", "prompt": "c202-l1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive revenue recognition software that offers a range of features and tools for enterprise B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|Zuora Revenue", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have complex subscription contracts and need dedicated rev rec:** Zuora Revenue or RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|RightRev", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have complex subscription contracts and need dedicated rev rec:** Zuora Revenue or RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|SAP RAR (Revenue Accounting and Reporting)", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP RAR (Revenue Accounting and Reporting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on SAP:** SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|Workday Financial Management", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for:** Service-centric enterprises needing integrated financials"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|Younium", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need integrated billing+rev rec:** Younium or Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|Maxio", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need integrated billing+rev rec:** Younium or Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|minimax-small|Chargebee RevRec", "prompt": "c202-l1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Automated ASC 606 compliance, good for growing SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|mistral-small|Leapfin", "prompt": "c202-l1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Leapfin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Leapfin** and **Maxio** are frequently recommended due to their automation, compliance, and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|mistral-small|Maxio", "prompt": "c202-l1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Leapfin** and **Maxio** are frequently recommended due to their automation, compliance, and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|mistral-small|Younium", "prompt": "c202-l1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers robust multi-entity support and native compliance with ASC 606 and IFRS 15, making it suitable for large, global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|mistral-small|RightRev", "prompt": "c202-l1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RightRev is tailored for enterprise-level needs and offers advanced features for complex revenue recognition scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|Zuora Revenue", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Zuora Revenue** (formerly RevPro）- **Best for:** Large B2B subscription companies with high-volume, multi-element arrangements"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|RightRev", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex SaaS/subscription models with high volume | **Zuora Revenue** or **RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|Workday Financial Management", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Service-centric enterprises or companies already in the Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Global enterprises already running SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-market to enterprise companies already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|Sage Intacct Revenue Recognition", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Finance teams prioritizing faster monthly closes and strong financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|moonshot-small|Salesforce Agentforce Revenue Management", "prompt": "c202-l1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Salesforce Agentforce Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Organizations with Salesforce-centric quote-to-cash workflows"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|openai-small|Zuora Revenue", "prompt": "c202-l1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business is **enterprise-grade and complex**, I'd start with **Zuora Revenue**."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|openai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your finance core is **SAP**, choose **SAP RAR** for tighter ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|openai-small|Sage Intacct Revenue Recognition", "prompt": "c202-l1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **mid-market to upper-mid-market B2B** companies that want strong accounting automation"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|Zuora Revenue", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** (often ranked #1 for enterprises) ... If you're subscription-heavy: Start with Zuora."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Global enterprises already on SAP S/4HANA infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|Oracle Revenue Management Cloud (RMC)", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle Revenue Management Cloud (RMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Oracle ecosystem users (e.g., Fusion Cloud) with deep compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|Workday Revenue Recognition", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Workday Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Service-centric enterprises (Workday)"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|NetSuite Revenue Management", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "NetSuite suits moderate complexity more than ultra-high volume."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|RightRev", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Emerging options like RightRev or Maxio suit high-growth B2B scaling to enterprise but may lack proven ultra-scale track record."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|xai-small|Maxio", "prompt": "c202-l1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Emerging options like RightRev or Maxio ... may lack proven ultra-scale track record."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|zai-small|Zuora Revenue", "prompt": "c202-l1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the market leader for high-volume, subscription-based revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|zai-small|RightRev", "prompt": "c202-l1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Salesforce-Heavy Organizations"}, {"id": "mai-20260917-1752-baseline-2|c202-l1|zai-small|SAP Revenue Accounting and Reporting (SAP RAR)", "prompt": "c202-l1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Accounting and Reporting (SAP RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company runs on SAP S/4HANA, RAR is the native, integrated solution."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|zai-small|Maxio", "prompt": "c202-l1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maxio is often favored by B2B SaaS finance teams who want to stop using spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c202-l1|zai-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For companies using NetSuite as their ERP, ARM is a powerful built-in module"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|alibaba-small|Zuora Revenue", "prompt": "c202-l2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** is the most widely recommended standalone tool for this profile"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|alibaba-small|SAP Revenue Management", "prompt": "c202-l2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Large enterprises already running on SAP S/4HANA or SAP Business ByDesign."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|alibaba-small|Oracle Revenue Management Cloud Service (RMC)", "prompt": "c202-l2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle Revenue Management Cloud Service (RMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Organizations on the Oracle Cloud ERP stack."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|alibaba-small|RightRev", "prompt": "c202-l2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Deep Complexity\" Specialist: RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|anthropic-small|Zuora Revenue", "prompt": "c202-l2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zuora Revenue (Top Enterprise Choice)**"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|anthropic-small|Oracle Revenue Management Cloud", "prompt": "c202-l2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a solid choice for large multinational organizations needing enterprise-grade features."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|anthropic-small|Workday Financial Management", "prompt": "c202-l2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday offers a suite of enterprise management solutions with financial management tools that include features for automated revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|anthropic-small|Sage Intacct", "prompt": "c202-l2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zuora Revenue or Sage Intacct are recommended, though both require significant implementation investment."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|challenger-small|Zuora Revenue", "prompt": "c202-l2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Zuora Revenue** as the primary ASC 606 compliance tool"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|challenger-small|Oracle Revenue Management Cloud", "prompt": "c202-l2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a strong enterprise option; one 2026 ranking called it the **top overall choice**"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|challenger-small|RightRev", "prompt": "c202-l2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RightRev** is another credible enterprise-grade alternative"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|deepseek-small|Zuora Revenue (RevPro)", "prompt": "c202-l2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue (RevPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **Zuora Revenue (RevPro)** as the dedicated best-fit"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|deepseek-small|SAP Revenue Management", "prompt": "c202-l2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Already on SAP (S/4HANA)? → SAP Revenue Management — native, seamless integration, ideal for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|deepseek-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "native ASC 606 subledger with contract-linked schedules, but historically fits better in the upper-mid-market"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|deepseek-small|RightRev", "prompt": "c202-l2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong dedicated standalone compliance layer that sits on top of your existing billing/ERP stack"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** is the enterprise industry standard."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|google-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is already running on (or migrating to) NetSuite, NetSuite ARM is the most logical choice."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|google-small|SAP Revenue Accounting and Reporting (SAP RAR)", "prompt": "c202-l2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Accounting and Reporting (SAP RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "running SAP S/4HANA, SAP RAR is the default, heavy-duty recommendation"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|google-small|RightRev", "prompt": "c202-l2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your sales organization relies heavily on Salesforce ... **RightRev** is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|meta-small|Younium", "prompt": "c202-l2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Younium - Best for B2B SaaS subscription revenue, with native support for ASC 606 and IFRS 15"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|meta-small|BillingPlatform", "prompt": "c202-l2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BillingPlatform - Best overall for most teams"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|meta-small|LedgerUp", "prompt": "c202-l2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "LedgerUp - Offers a range of features, including ASC 606 compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|SAP Revenue Accounting and Recognition (RAR)", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Accounting and Recognition (RAR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep integration with SAP ERP (S/4HANA, ECC) • Strong global support & compliance footprint"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|Oracle Revenue Management Cloud (RMC)", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle Revenue Management Cloud (RMC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tight coupling with Oracle ERP Cloud and Oracle CPQ"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|Workday Revenue Management", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Workday Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Native integration with Workday Financials & Human Capital Management"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|NetSuite Revenue Recognition", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for companies already on NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|BlackLine Revenue Recognition", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BlackLine Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Complements existing ERP (SAP, Oracle, Microsoft Dynamics)"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|MindBridge AI Auditor", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "MindBridge AI Auditor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Useful for large organizations seeking a “second line of defense”"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|minimax-small|Revitas (now part of Dell Boomi)", "prompt": "c202-l2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Revitas (now part of Dell Boomi)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong data‑integration capabilities • Works well in hybrid on‑prem/cloud environments"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|mistral-small|SAP Revenue Management", "prompt": "c202-l2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ideal for large enterprises already using SAP... making it a strong fit for large organizations with sophisticated revenue recognition needs"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|mistral-small|Younium", "prompt": "c202-l2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best suited for B2B SaaS companies managing subscription revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|mistral-small|Zuora", "prompt": "c202-l2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive solution for subscription and usage-based businesses, offering robust ASC 606 compliance features"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|moonshot-small|Zuora Revenue", "prompt": "c202-l2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zuora Revenue** — *Best Overall for Large Enterprises*"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|moonshot-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for SAP-Centric Organizations*"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|moonshot-small|RightRev", "prompt": "c202-l2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Standalone Compliance Engine*"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|moonshot-small|BillingPlatform", "prompt": "c202-l2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. BillingPlatform** — *Best for Traceability*"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|openai-small|BillingPlatform", "prompt": "c202-l2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BillingPlatform** is the strongest default pick if your priority is **scalability plus ASC 606 automation**"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|openai-small|SOFTRAX", "prompt": "c202-l2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SOFTRAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close alternative is **SOFTRAX**, which is also described as automating revenue recognition and contract management"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|openai-small|SAP", "prompt": "c202-l2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the clearest ASC 606-specific enterprise fit was BillingPlatform rather than SAP as a standalone recommendation"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|xai-small|Zuora Revenue", "prompt": "c202-l2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Zuora Revenue as a top ASC 606 compliance tool"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|xai-small|BillingPlatform", "prompt": "c202-l2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leader in Gartner-adjacent evals via BillingPlatform mentions"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|xai-small|SAP Revenue Accounting and Recognition (RAR)", "prompt": "c202-l2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Accounting and Recognition (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already on SAP/S/4HANA. Enterprise-grade for Fortune 500 globals"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|xai-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for mid-to-large B2B if using NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|xai-small|RightRev", "prompt": "c202-l2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Policy-driven for high-growth B2B SaaS scaling to enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|zai-small|Zuora Revenue", "prompt": "c202-l2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** – the most capable, end‑to‑end revenue‑recognition platform for a large B2B organization"}, {"id": "mai-20260917-1752-baseline-2|c202-l2|zai-small|Oracle Revenue Management Cloud", "prompt": "c202-l2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle RMCS or SAP RAR are strong alternatives—just be prepared for longer implementation timelines and higher total cost of ownership."}, {"id": "mai-20260917-1752-baseline-2|c202-l2|zai-small|SAP Revenue Accounting and Reporting", "prompt": "c202-l2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "SAP Revenue Accounting and Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle RMCS or SAP RAR are strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|alibaba-small|Zuora Revenue", "prompt": "c202-l3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuora is widely considered the industry standard for subscription management. Its Revenue module is deeply integrated with its Billing platform, making it a powerful end-to-end solution."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|alibaba-small|RightRev", "prompt": "c202-l3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A newer player that has gained significant traction by offering high flexibility and detailed audit trails."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|alibaba-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is incredibly powerful but notoriously complex to implement."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|alibaba-small|Oracle Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Large enterprises already living in the Oracle ecosystem (Fusion Cloud or NetSuite)."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|alibaba-small|Workday Financial Management", "prompt": "c202-l3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Professional services, media, and HR-heavy organizations."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|RightRev", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "RightRev (best for high-growth SaaS scaling to enterprise complexity)"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|Workday", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workday (best for service-centric enterprises needing integrated financials)"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|SAP RAR", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP RAR (best for global enterprises on existing SAP infrastructure)"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|Zuora Revenue", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zuora considers subscriptions to be monthly by default and requires engineering team involvement for most customizations."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|Oracle NetSuite ARM", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle NetSuite ARM (best for SMBs with moderate complexity)"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|SAP S/4HANA Cloud", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "offers a unified ERP platform with revenue and cost accounting capabilities built into the core"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|HighRadius", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HighRadius offers an AI-powered Revenue Recognition Software designed to eliminate manual workloads"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|anthropic-small|Leapfin", "prompt": "c202-l3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Leapfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leapfin automatically consolidates financial data and then applies AI-driven recognition rules"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|Zuora Revenue", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Zuora Revenue** if your business has **multi-element, usage-based, subscription, or hybrid contracts** and you need enterprise-scale automation."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SAP shops; less compelling if you are not standardized on SAP."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|Workday Revenue Center / Financial Management", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Revenue Center / Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when Workday is already the system of record."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|RightRev", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Policy-driven ASC 606 automation with a native SSP engine"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|Oracle NetSuite ARM", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easier if you live in NetSuite, but less ideal for very complex enterprise monetization."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|BillingPlatform", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified billing and revenue engine with real-time usage handling"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|Trullion", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traceable, repeatable ASC 606 outputs at contract scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|challenger-small|BlackLine Revenue Management", "prompt": "c202-l3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Configurable revenue process governance"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Zuora Revenue", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large, complex subscription/multi-entity business → Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|RightRev", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scaling SaaS/high-growth company needing speed → RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|BlackLine Revenue Management", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a compliance/audit layer over your existing billing stack → BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Workday Revenue Management", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Workday or NetSuite → Workday Revenue Management"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|SAP Revenue Accounting & Reporting (RAR)", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting & Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on SAP → SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for mid-market to enterprise on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Maxio", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialist/SaaS-focused alternatives (billing + rev rec): Maxio, Ordway, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Ordway", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or Maxio/Ordway/BillingPlatform for lighter billing+recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|BillingPlatform", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or Maxio/Ordway/BillingPlatform for lighter billing+recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Chargebee", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Chargebee, Stripe Revenue Recognition, FlowRev, and LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|Stripe Revenue Recognition", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Chargebee, Stripe Revenue Recognition, FlowRev, and LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|FlowRev", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "FlowRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Chargebee, Stripe Revenue Recognition, FlowRev, and LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|deepseek-small|LedgerUp", "prompt": "c202-l3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Chargebee, Stripe Revenue Recognition, FlowRev, and LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Go with Zuora Revenue if you are already using Zuora Billing and are a massive enterprise"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises already running (or migrating to) Oracle NetSuite ERP."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|RightRev", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with RightRev if your organization's \"source of truth\" for deals is Salesforce"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|Leapfin", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Leapfin if your business suffers from \"data fragmentation\""}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|Sage Intacct Revenue Management", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Rapidly growing mid-market to enterprise companies looking for faster monthly closes."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|google-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SAP RAR is the enterprise gold standard for legacy and massive global corporations."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|meta-small|RightRev", "prompt": "c202-l3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include RightRev, Workday, SAP RAR, Zuora Revenue, and Oracle NetSuite ARM."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|meta-small|Workday", "prompt": "c202-l3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include RightRev, Workday, SAP RAR, Zuora Revenue, and Oracle NetSuite ARM."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|meta-small|SAP RAR", "prompt": "c202-l3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include RightRev, Workday, SAP RAR, Zuora Revenue, and Oracle NetSuite ARM."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|meta-small|Zuora Revenue", "prompt": "c202-l3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include RightRev, Workday, SAP RAR, Zuora Revenue, and Oracle NetSuite ARM."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|meta-small|Oracle NetSuite ARM", "prompt": "c202-l3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include RightRev, Workday, SAP RAR, Zuora Revenue, and Oracle NetSuite ARM."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|minimax-small|Zuora Revenue", "prompt": "c202-l3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large multi-element subscription businesses ... Automated ASC 606 and IFRS 15 compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|minimax-small|SAP RAR (Revenue Accounting and Reporting)", "prompt": "c202-l3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP RAR (Revenue Accounting and Reporting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Global enterprises already on SAP infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|minimax-small|Oracle NetSuite ARM (Advanced Revenue Management)", "prompt": "c202-l3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite ARM (Advanced Revenue Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: SMBs with moderate complexity moving to enterprise"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|minimax-small|Workday", "prompt": "c202-l3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Service-centric enterprises needing integrated financials"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|minimax-small|RightRev", "prompt": "c202-l3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: High-growth companies ($100M-$1B) scaling to enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|mistral-small|Zuora Revenue", "prompt": "c202-l3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the strongest enterprise recognition engine, excelling at ASC 606 automation at scale."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|mistral-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deep ERP integration and unified financials, choose NetSuite ARM or SAP Revenue Management."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|mistral-small|SAP Revenue Management", "prompt": "c202-l3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for global enterprises with complex revenue recognition needs"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|mistral-small|Sage Intacct", "prompt": "c202-l3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market to enterprise finance teams wanting a balance of features and usability, Sage Intacct is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|mistral-small|Trullion", "prompt": "c202-l3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AI-driven automation and auditability, Trullion is a standout."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|Zuora Revenue", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader in dedicated revenue recognition platforms ... need the most mature dedicated platform."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|RightRev", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-growth SaaS companies ($100M-$1B) scaling to enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global enterprises already on SAP infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|Oracle Revenue Management Cloud", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises in the Oracle ecosystem needing deep compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limitations: Less robust for complex usage-based models compared to dedicated RevRec platforms"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|Sage Intacct Revenue Recognition", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Mid-market finance teams wanting faster monthly closes"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|moonshot-small|Workday Financial Management", "prompt": "c202-l3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Service-centric enterprises needing unified financials, HR, and planning"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|openai-small|Zuora Revenue", "prompt": "c202-l3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuora is the most clearly purpose-built of the group based on the sources above"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|openai-small|Oracle Revenue Management Cloud", "prompt": "c202-l3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a strong fit if you already run Oracle Cloud Financials"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|openai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "typically chosen by enterprises that already use SAP and want native integration"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|openai-small|Workday Revenue Management", "prompt": "c202-l3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is strongest when paired with Workday Financial Management"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Zuora Revenue", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader for high-volume subscription and usage-based models... dedicated tools like Zuora shine in innovation/automation for dynamic models"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Oracle Revenue Management Cloud (RMC)", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle Revenue Management Cloud (RMC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for Oracle ecosystem users"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for global SAP enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Workday Revenue Management", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for service-heavy firms with integrated financials"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|NetSuite Revenue Recognition (ARM)", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Revenue Recognition (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular for mid-to-large enterprises on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Salesforce Revenue Recognition", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Salesforce Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Salesforce-centric quote-to-cash"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|RightRev", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear in top lists but are more niche or high-growth focused"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Trullion", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "appear in top lists but are more niche or high-growth focused"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|xai-small|Younium", "prompt": "c202-l3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Younium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear in top lists but are more niche or high-growth focused"}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|Zuora Revenue", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuora is widely considered the market leader for recurring revenue... Start with **Zuora Revenue** or **RightRev**."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|RightRev", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zuora Revenue** or **RightRev**. Both handle usage-based models and credit burn-downs better than ERPs."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|Trullion", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trullion** is the standout for finding errors and maintaining an audit trail."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a NetSuite Shop: Evaluate **Oracle NetSuite ARM** first."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a Global Enterprise on SAP: You likely have no choice but **SAP RAR**."}, {"id": "mai-20260917-1752-baseline-2|c202-l3|zai-small|Workday Revenue Management", "prompt": "c202-l3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Service-centric enterprises and large organizations that use Workday Financials and HCM."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|alibaba-small|TrueRev", "prompt": "c202-l4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best revenue recognition software is **TrueRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|alibaba-small|Maxio", "prompt": "c202-l4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Low** – Scales with billing volume; add-ons increase cost."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|alibaba-small|Chargebee", "prompt": "c202-l4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Low** – High costs once billing thresholds are exceeded."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|alibaba-small|Zuora", "prompt": "c202-l4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For very large enterprises with extreme complexity, **Zuora** may be necessary, but it comes with significantly less cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|alibaba-small|Gainsight Revv", "prompt": "c202-l4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Gainsight Revv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-user licensing makes it expensive for \"thousands\" of users."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|anthropic-small|NetSuite Revenue Management", "prompt": "c202-l4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable, per-user pricing across thousands of users, NetSuite and enterprise ERP systems generally offer more transparent cost models than Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|anthropic-small|Zuora Revenue", "prompt": "c202-l4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more transparent cost models than Zuora, which typically quotes custom pricing based on transaction volume"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|anthropic-small|Workday Financial Management", "prompt": "c202-l4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Financial Management is a comprehensive solution built for larger enterprises, offering robust revenue recognition capabilities"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|challenger-small|Oracle NetSuite ARM", "prompt": "c202-l4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle NetSuite ARM** is the safest default if you want the most predictable budgeting"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|challenger-small|SAP Revenue Management / SAP RAR", "prompt": "c202-l4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Management / SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP RAR** if you already run SAP and need enterprise-scale control."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|challenger-small|Zuora Revenue", "prompt": "c202-l4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the pricing is positioned as enterprise-grade rather than predictably low-cost"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|challenger-small|RightRev", "prompt": "c202-l4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "commonly start around **$150,000/year** ... so total cost is less likely to be predictable across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|Salesforce Agentforce Revenue Management", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Salesforce Agentforce Revenue Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the only mainstream solution with transparent, fixed per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|Workday Financial Management", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Path B: ... **Workday Financial Management** is your best bet."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Zuora, SAP RAR, RightRev, and Sage Intacct if your *#1 priority* is predictable cost"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|Zuora Revenue", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Zuora, SAP RAR, RightRev, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|Maxio", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Not designed for thousands of named users**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|RightRev", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Zuora, SAP RAR, RightRev, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|deepseek-small|Sage Intacct", "prompt": "c202-l4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Zuora, SAP RAR, RightRev, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|Salesforce Revenue Management", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Salesforce Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you choose a per-seat model (such as *Salesforce Revenue Management*, *Sage Intacct*, or *Oracle NetSuite*), onboarding thousands of users... can easily drive your licensing costs into millions"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|Sage Intacct", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you choose a per-seat model (such as *Salesforce Revenue Management*, *Sage Intacct*, or *Oracle NetSuite*)... very little predictability"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|Oracle NetSuite", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you choose a per-seat model (such as *Salesforce Revenue Management*, *Sage Intacct*, or *Oracle NetSuite*)... very little predictability"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|Acumatica Cloud ERP", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best Full ERP Option: Acumatica Cloud ERP ... **Acumatica** is the industry standard for unlimited-user pricing."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|RightRev", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Standalone \"Engine\" Option: RightRev ... **RightRev** is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|google-small|Younium", "prompt": "c202-l4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best B2B Subscription/SaaS Option: Younium ... a highly competitive modern solution."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|meta-small|SAP Revenue Management", "prompt": "c202-l4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "includes SAP Revenue Management, which is ideal for large enterprises already on SAP and offers custom, enterprise-scale pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|meta-small|RightRev", "prompt": "c202-l4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top solutions include RightRev, Pipedrive, Eleven, and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|meta-small|Pipedrive", "prompt": "c202-l4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top solutions include RightRev, Pipedrive, Eleven, and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|meta-small|Eleven", "prompt": "c202-l4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Eleven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top solutions include RightRev, Pipedrive, Eleven, and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|meta-small|Younium", "prompt": "c202-l4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top solutions include RightRev, Pipedrive, Eleven, and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|Alguna", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Alguna", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If absolute cost certainty and simplicity are the top priorities**, go with **Alguna** (flat $699/mo for unlimited users)"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|Zuora Revenue", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "negotiate a flat‑fee enterprise agreement with **Zuora Revenue, NetSuite ARM, Salesforce Revenue Cloud, SAP RAR, or Workday**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations already on NetSuite that need native revenue‑recognition and can negotiate a bulk license"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|Salesforce Revenue Cloud", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low‑moderate – per‑user cost adds up quickly at scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|SAP RAR", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large multinationals already on SAP that need sophisticated revenue accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|Workday Financial Management", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Moderate – can be negotiated to a flat‑fee for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|minimax-small|RightRev", "prompt": "c202-l4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Quote‑based, often volume‑discounted | Moderate – you can ask for a capped seat price"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|mistral-small|Zuora Revenue", "prompt": "c202-l4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** stands out as the best revenue recognition software"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|mistral-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options like NetSuite Advanced Revenue Management (ARM) and SAP Revenue Cloud are also strong"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|mistral-small|SAP Revenue Cloud", "prompt": "c202-l4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options like NetSuite Advanced Revenue Management (ARM) and SAP Revenue Cloud are also strong"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|moonshot-small|Younium", "prompt": "c202-l4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Younium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Younium** if you're B2B SaaS under ~$100M ARR and want the most transparent, ARR-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|moonshot-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zuora Revenue** if you're a larger enterprise with complex multi-element contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|moonshot-small|RightRev", "prompt": "c202-l4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RightRev** if you want a modern, fast-to-implement solution that won't penalize you for user growth"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|moonshot-small|SAP Revenue Management", "prompt": "c202-l4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **SAP Revenue Management** | Custom enterprise | ✅ Yes | Companies already on SAP infrastructure |"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|moonshot-small|Salesforce Agentforce Revenue Management", "prompt": "c202-l4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Salesforce Agentforce Revenue Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Solutions like Salesforce Agentforce Revenue Management that charge **$150/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|openai-small|Zuora Revenue", "prompt": "c202-l4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best fit overall:** **Zuora Revenue**."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|openai-small|SAP Revenue Accounting and Reporting / SAP Financial Management", "prompt": "c202-l4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Accounting and Reporting / SAP Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong alternative if you already run SAP:** **SAP Revenue Accounting and Reporting / SAP Financial Management**."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|xai-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Zuora Revenue (formerly RevPro)**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|xai-small|RightRev", "prompt": "c202-l4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**RightRev** (Best for high-growth SaaS scaling to $100M\\u2013$1B ARR)"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|xai-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if already on SAP/S/4HANA ... Highly predictable in long-term SAP contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|xai-small|Oracle NetSuite Revenue Management", "prompt": "c202-l4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Oracle NetSuite Revenue Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid if cost certainty is priority #1.\n   - **Not recommended** for pure per-user predictability."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|xai-small|Workday Revenue Management", "prompt": "c202-l4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Workday Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "predictable if headcount stable, but scales with staff (not transactions). Custom quotes ($300K+/year enterprise)."}, {"id": "mai-20260917-1752-baseline-2|c202-l4|zai-small|Maxio", "prompt": "c202-l4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **Maxio** (formerly Paddle)"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|zai-small|Oracle", "prompt": "c202-l4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The \"Don't\" List: Oracle and Workday... Why you should avoid these for pure cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|zai-small|Workday", "prompt": "c202-l4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Workday is a comprehensive HR and Finance suite. Its pricing is tied to the number of **employees**"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|zai-small|Chargebee RevenueStory", "prompt": "c202-l4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee RevenueStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chargebee RevenueStory offers a very clear pricing structure based on cumulative billing"}, {"id": "mai-20260917-1752-baseline-2|c202-l4|zai-small|Zuora Revenue", "prompt": "c202-l4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Caveat: Zuora pricing is **quote-based**. While they have published ranges, you must negotiate."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|NetSuite Revenue Recognition", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tier 1 (Incumbents): Your ERP provider's own module (e.g., NetSuite Revenue Recognition, Sage Intacct). *Pros: Easiest integration. Cons: Expensive, rigid.*"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Sage Intacct", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., NetSuite Revenue Recognition, Sage Intacct). *Pros: Easiest integration. Cons: Expensive, rigid.*"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Bill.com/MicroFocus", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Bill.com/MicroFocus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tier 2 (The Power Players): Standalone market leaders (e.g., Bill.com/MicroFocus, HighRadius, RevRec, Zuora, Contour)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|HighRadius", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Standalone market leaders (e.g., Bill.com/MicroFocus, HighRadius, RevRec, Zuora, Contour)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|RevRec", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Standalone market leaders (e.g., Bill.com/MicroFocus, HighRadius, RevRec, Zuora, Contour)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Zuora", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standalone market leaders (e.g., Bill.com/MicroFocus, HighRadius, RevRec, Zuora, Contour)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Contour", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Contour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Standalone market leaders (e.g., Bill.com/MicroFocus, HighRadius, RevRec, Zuora, Contour)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Trullion", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Newer SaaS players (e.g., Trullion, Revv). Cons: Smaller customer base, less battle-tested at your scale."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|alibaba-small|Revv", "prompt": "c202-l5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Revv", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Newer SaaS players (e.g., Trullion, Revv)... Cons: Smaller customer base, less battle-tested at your scale."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|Zuora", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "enterprise-grade candidates include **Zuora, NetSuite ARM, Sage Intacct, Ordway, RightRev, Trullion, BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|NetSuite ARM", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise-grade candidates include **Zuora, NetSuite ARM, Sage Intacct, Ordway, RightRev, Trullion, BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|Sage Intacct", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise-grade candidates include **Zuora, NetSuite ARM, Sage Intacct, Ordway, RightRev, Trullion, BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|Ordway", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "enterprise-grade candidates include ... Ordway, RightRev, Trullion, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|RightRev", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise-grade candidates include ... RightRev, Trullion, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|Trullion", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-grade candidates include ... Trullion, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|deepseek-small|BillingPlatform", "prompt": "c202-l5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-grade candidates include ... BillingPlatform** \\u2014 depending on your ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|meta-small|Zuora Revenue", "prompt": "c202-l5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top-rated revenue recognition software for large enterprises include Zuora Revenue, NetSuite Revenue Management, Sage Intacct, and Maxio."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|meta-small|NetSuite Revenue Management", "prompt": "c202-l5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top-rated revenue recognition software for large enterprises include Zuora Revenue, NetSuite Revenue Management, Sage Intacct, and Maxio."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|meta-small|Sage Intacct", "prompt": "c202-l5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top-rated revenue recognition software for large enterprises include Zuora Revenue, NetSuite Revenue Management, Sage Intacct, and Maxio."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|meta-small|Maxio", "prompt": "c202-l5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top-rated revenue recognition software for large enterprises include Zuora Revenue, NetSuite Revenue Management, Sage Intacct, and Maxio."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|RevPro", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist of vendors (e.g., RevPro, Zuora, RecVue, Sage Intacct Advanced Revenue Management, NetSuite Advanced Revenue Management, Oracle Revenue Management Cloud)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|Zuora", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., RevPro, Zuora, RecVue, Sage Intacct Advanced Revenue Management"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|RecVue", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RecVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "RevPro, Zuora, RecVue, Sage Intacct Advanced Revenue Management"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|Sage Intacct Advanced Revenue Management", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct Advanced Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sage Intacct Advanced Revenue Management, NetSuite Advanced Revenue Management, Oracle Revenue Management Cloud"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|NetSuite Advanced Revenue Management", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Advanced Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetSuite Advanced Revenue Management, Oracle Revenue Management Cloud"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|mistral-small|Oracle Revenue Management Cloud", "prompt": "c202-l5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle Revenue Management Cloud"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|moonshot-small|RightRev", "prompt": "c202-l5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **RightRev** | High-growth SaaS ($100M–$1B) | Innovation pace, SSP engine |"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|moonshot-small|Zuora Revenue", "prompt": "c202-l5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Zuora Revenue** | Complex multi-element subscriptions | Deep subscription billing integration |"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|moonshot-small|SAP RAR", "prompt": "c202-l5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **SAP RAR** | Existing SAP infrastructure | Native S/4HANA integration |"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|moonshot-small|Workday", "prompt": "c202-l5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Workday** | Service-centric enterprises | Unified financial suite |"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|moonshot-small|Oracle NetSuite ARM", "prompt": "c202-l5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **Oracle NetSuite ARM** | Mid-market (under your size) | Lower complexity, faster deployment |"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|xai-small|Zuora Revenue", "prompt": "c202-l5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist**: Start with Zuora (enterprise leader), HighRadius (AI-heavy), Ordway (finance-focused)."}, {"id": "mai-20260917-1752-baseline-2|c202-l5|xai-small|HighRadius", "prompt": "c202-l5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius (AI-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|xai-small|Ordway", "prompt": "c202-l5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ordway (finance-focused)"}, {"id": "mai-20260917-1752-baseline-2|c202-l5|xai-small|Younium", "prompt": "c202-l5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zuora Revenue, HighRadius, Ordway, or Younium (top-rated for 2024/2025 enterprises per recent reviews)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|alibaba-small|Spreadsheets (Excel)", "prompt": "c202-l6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid completely once past ~$10M ARR.**"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|alibaba-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious—it's explicitly positioned as SMB-friendly.**"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|anthropic-small|Excel", "prompt": "c202-l6", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are inherently problematic and should not be relied upon as a primary solution"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|QuickBooks", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "sources explicitly position products like **QuickBooks** and some basic recognition add-ons for simpler cases rather than enterprise-scale complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|Zuora", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "enterprise-grade systems like Zuora, SAP RAR, Workday, Oracle Revenue Management, and BillingPlatform** are repeatedly positioned as the better fit for complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|SAP RAR", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-grade systems like Zuora, SAP RAR, Workday, Oracle Revenue Management, and BillingPlatform** are repeatedly positioned as the better fit"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|Workday", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-grade systems like Zuora, SAP RAR, Workday, Oracle Revenue Management, and BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|Oracle Revenue Management", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-grade systems like Zuora, SAP RAR, Workday, Oracle Revenue Management, and BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|challenger-small|BillingPlatform", "prompt": "c202-l6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprise-grade systems like Zuora, SAP RAR, Workday, Oracle Revenue Management, and BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid: This is the most critical one. At enterprise scale, manually managing revenue schedules in spreadsheets is a compliance and audit disaster."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Finlens", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Basic Accounting Add-ons / Native QuickBooks Tools (e.g., Finlens, simple QBO-native rev-rec) - Why avoid: These are built for small businesses and freelancers."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|QuickBooks", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Native QuickBooks Tools ... Why avoid: These are built for small businesses and freelancers. They cannot handle multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "NetSuite ARM hits a ceiling for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Maxio", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid spreadsheets and SMB/SaaS-specific tools (like Maxio or Tabs)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Chargebee RevRec", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they become a bottleneck at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Tabs", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Tabs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid spreadsheets and SMB/SaaS-specific tools (like Maxio or Tabs)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is famously heavy, costly, and complex"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|SAP RAR", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "highly robust, but they come with a huge caveat: You should only use them if you are fully standardized on that specific ERP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|Oracle Revenue Management", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "These modules are notoriously complex to configure."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|deepseek-small|RightRev", "prompt": "c202-l6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "The safest enterprise paths are dedicated, policy-driven engines like RightRev (good for $100M-$1B scaling)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Excel", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: ... spreadsheets inevitably break"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Google Sheets", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Manual Spreadsheets (Excel / Google Sheets) ... the single greatest risk"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Chargebee", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: ... standard tiers are not built to be ASC 606 compliance engines"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Recurly", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Recurly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard Chargebee, Recurly, Maxio, or Stripe Billing ... standard tiers are not built to be ASC 606 compliance engines"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Maxio", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their standard tiers are not built to be ASC 606 compliance engines"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Stripe Billing", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their standard tiers are not built to be ASC 606 compliance engines"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Chargebee RevRec", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of these platforms have acquired or built advanced, dedicated revenue recognition modules (like Chargebee RevRec)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|QuickBooks", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "SMB & Mid-Market Accounting Software (e.g., QuickBooks, Xero, Puzzle, Digits) ... Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Xero", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why to avoid: ... they lack the database architecture required for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Puzzle", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Puzzle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "while platforms like Puzzle or Digits are highly efficient for early-stage SaaS companies ... they lack the database architecture required for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Digits", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "they lack the database architecture required for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|NetSuite\\u2019s Advanced Revenue Management (ARM)", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite\\u2019s Advanced Revenue Management (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Even modern ERP modules—such as NetSuite’s Advanced Revenue Management (ARM)—can be incredibly rigid and \"unforgiving\" to set up."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Klarity", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Klarity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI contract extraction (offered by tools like Klarity) is incredibly useful for reviewing terms"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|Zuora Revenue", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "specialized, standalone compliance engines like Zuora Revenue (formerly RevPro), RightRev, or BillingPlatform are generally much safer choices"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|RightRev", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "specialized, standalone compliance engines like Zuora Revenue (formerly RevPro), RightRev, or BillingPlatform are generally much safer choices"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|google-small|BillingPlatform", "prompt": "c202-l6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "BillingPlatform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "specialized, standalone compliance engines like Zuora Revenue (formerly RevPro), RightRev, or BillingPlatform are generally much safer choices"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|meta-small|RightRev", "prompt": "c202-l6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the following tools are mentioned as being suitable for large enterprises:\n\n1. RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|meta-small|Workday", "prompt": "c202-l6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Workday"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|meta-small|SAP RAR", "prompt": "c202-l6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|meta-small|Zuora Revenue", "prompt": "c202-l6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|meta-small|Oracle NetSuite ARM", "prompt": "c202-l6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Oracle NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|minimax-small|RightRev", "prompt": "c202-l6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider adding a specialized \"revenue recognition engine\" (e.g., RightRev, Zuora Revenue, SAP RAR) that sits on top of the ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|minimax-small|Zuora Revenue", "prompt": "c202-l6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., RightRev, Zuora Revenue, SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|minimax-small|SAP RAR", "prompt": "c202-l6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., RightRev, Zuora Revenue, SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|minimax-small|Excel", "prompt": "c202-l6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "If your team is still doing revenue scheduling in Excel, treat that as a *critical* risk area and plan a migration to a purpose-built solution"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|mistral-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Large enterprises should prioritize enterprise-grade platforms like SAP Revenue Accounting and Reporting (RAR)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|mistral-small|Oracle Revenue Management and Billing", "prompt": "c202-l6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle Revenue Management and Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle Revenue Management and Billing, Workday Revenue Management, or Zuora Revenue, as these are designed to handle the complexity, scale, and compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|mistral-small|Workday Revenue Management", "prompt": "c202-l6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workday Revenue Management, or Zuora Revenue, as these are designed to handle the complexity, scale, and compliance needs of large organizations."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|mistral-small|Zuora Revenue", "prompt": "c202-l6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zuora Revenue, as these are designed to handle the complexity, scale, and compliance needs of large organizations."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|moonshot-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-l6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Best for:** SMBs with moderate complexity, not large enterprises with complex models"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|moonshot-small|Zuora Revenue", "prompt": "c202-l6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High complexity and cost** — Significant setup, customization, and operational overhead"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|moonshot-small|SAP Revenue Accounting and Reporting (RAR)", "prompt": "c202-l6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP Revenue Accounting and Reporting (RAR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid if:** You're not already heavily invested in SAP or lack specialized SAP expertise."}, {"id": "mai-20260917-1752-baseline-2|c202-l6|moonshot-small|RightRev", "prompt": "c202-l6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may need specialized solutions like RightRev or Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|Spreadsheets (e.g., Excel or Google Sheets)", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets (e.g., Excel or Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** At scale (hundreds/thousands of contracts), they become error-prone"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|native NetSuite ARM", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "native NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "NetSuite ARM suits moderate complexity but gaps in SSP determination"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|SAP RAR", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize specialized platforms like Zuora Revenue, RightRev, or SAP RAR (if already on SAP)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|Workday", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SAP/Workday better for integrated setups but require heavy customization (costly, 9-12 month timelines, $150K+/year)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|Oracle", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Oracle without dedicated rev rec add-ons) - **Why be cautious:** ERPs excel at transactions but often fall short on complex revenue logic"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|basic Chargebee RevRec", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "basic Chargebee RevRec", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid SMB/mid-market focused ones (e.g., basic Chargebee RevRec"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|Maxio", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SMB/mid-market focused ones (e.g., ... Maxio for non-enterprise scale)"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|Zuora", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "prioritize specialized platforms like Zuora Revenue, RightRev, or SAP RAR"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|xai-small|RightRev", "prompt": "c202-l6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "prioritize specialized platforms like Zuora Revenue, RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|NetSuite", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "frequently cited as \"avoiding\" tools for revenue recognition specifically"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|SAP", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "frequently cited as \"avoiding\" tools for revenue recognition specifically"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Workday", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "frequently cited as \"avoiding\" tools for revenue recognition specifically"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Maxio", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Avoid: For large enterprises, the lack of seamless data flow between billing and recognition creates manual intervention"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Zuora Revenue", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Avoid: ... Zuora's implementation can take 6–9+ months. It is often over-engineered"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Chargebee", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "lacks depth in revenue recognition for complex scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Tabs", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Tabs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "It is noted for having \"limited rev-rec depth.\""}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|Zenskar", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zenskar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Zenskar suffers from poor scalability for complex data"}, {"id": "mai-20260917-1752-baseline-2|c202-l6|zai-small|The Spreadsheet (Excel/Google Sheets)", "prompt": "c202-l6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "The Spreadsheet (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "spreadsheets are the number one cause of revenue misstatement"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|Sage Intacct", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Cloud Finance Solution: **Sage Intacct** ... widely considered the gold standard for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|Synder RevRec", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Synder RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SaaS & Subscription Models: **Synder RevRec** (or Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|Maxio", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Synder RevRec** (or Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|Xactium", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Xactium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automation & Speed: **Xactium** or **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|BlackLine", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Automation & Speed: **Xactium** or **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|RevRec.ai", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RevRec.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose a standalone specialist like **Synder**, **RevRec.ai**, or **BillMate**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|alibaba-small|BillMate", "prompt": "c202-m1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "BillMate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose a standalone specialist like **Synder**, **RevRec.ai**, or **BillMate**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|anthropic-small|Maxio", "prompt": "c202-m1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maxio** is widely recommended for mid-market B2B SaaS companies."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|anthropic-small|Sage Intacct", "prompt": "c202-m1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** is ideal if you need a solution integrated within your ERP."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|anthropic-small|NetSuite's Advanced Revenue Management (ARM) module", "prompt": "c202-m1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite's Advanced Revenue Management (ARM) module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "works best for companies already on NetSuite with stable revenue models"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|challenger-small|LedgerUp", "prompt": "c202-m1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single practical recommendation, **LedgerUp** is the strongest fit"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|challenger-small|Younium", "prompt": "c202-m1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Younium** is positioned specifically for that use case"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|challenger-small|NetSuite ARM", "prompt": "c202-m1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NetSuite Advanced Revenue Management** is the most logical option"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|challenger-small|Sage Intacct", "prompt": "c202-m1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Common mid-market ERP/rev-rec pairing"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|Sage Intacct", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general mid-market B2B company, **Sage Intacct** is the strongest and most trusted all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|RightRev", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for compliance depth & complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|LedgerUp", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B SaaS / subscription-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|Chargebee RevRec", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheaper entry point specifically for **subscription and usage-based recognition**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|deepseek-small|Maxio", "prompt": "c202-m1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're subscription-only and want low cost** \\u2192 Chargebee RevRec or Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Oracle NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Mid-market companies already running (or migrating to) NetSuite... The catch: Configuration is notoriously complex, rigid"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Sage Intacct Revenue Recognition", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market companies with complex multi-entity, multi-currency, or international business units."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|RightRev", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: High-growth B2B SaaS scaling between $50M and $1B in ARR... highly praised for its speed of innovation and policy-driven automation."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It can be overkill for mid-market companies under $50M in ARR and comes with a steep learning curve."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Leapfin", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at standalone sub-ledgers like RightRev or Leapfin"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Maxio (formerly SaaSOptics + Chargify)", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio (formerly SaaSOptics + Chargify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For pure subscriptions, Maxio or Chargebee is sufficient."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Chargebee (with RevRec module)", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee (with RevRec module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "very fast to implement, has low overhead, and automates core performance obligations"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|LedgerUp", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For usage, credits, or complex hybrid pricing, look into LedgerUp, Zenskar, or Zuora Revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|google-small|Zenskar", "prompt": "c202-m1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For usage, credits, or complex hybrid pricing, look into LedgerUp, Zenskar, or Zuora Revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|meta-small|Synder RevRec", "prompt": "c202-m1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Synder RevRec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best revenue recognition software for a mid-market B2B company includes Synder RevRec, Maxio, and Sage Intacct."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|meta-small|Maxio", "prompt": "c202-m1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes Synder RevRec, Maxio, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|meta-small|Sage Intacct", "prompt": "c202-m1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "includes Synder RevRec, Maxio, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|minimax-small|LedgerUp", "prompt": "c202-m1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **LedgerUp** offers the best balance of automation, pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|minimax-small|RightRev", "prompt": "c202-m1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you already have a strong ERP foundation and need a dedicated compliance layer, **RightRev** is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|minimax-small|NetSuite ARM", "prompt": "c202-m1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If Already Using NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|minimax-small|Sage Intacct", "prompt": "c202-m1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ERP + Rev Rec Combined"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|minimax-small|BillingPlatform", "prompt": "c202-m1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Contract Traceability"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|mistral-small|LedgerUp", "prompt": "c202-m1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B SaaS companies, **LedgerUp** is the top recommendation due to its focus on data reconciliation and accuracy"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|mistral-small|Sage Intacct", "prompt": "c202-m1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** is best if you need deep ERP integration and multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|mistral-small|Synder RevRec", "prompt": "c202-m1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Synder RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a unified billing and revenue recognition system, consider **Synder RevRec** or **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|mistral-small|Maxio", "prompt": "c202-m1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another top choice for mid-market companies, offering robust revenue recognition alongside billing"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|mistral-small|Subskribe", "prompt": "c202-m1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Subskribe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A CPQ, billing, and revenue recognition solution tailored for B2B SaaS companies."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|moonshot-small|Maxio", "prompt": "c202-m1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, **Maxio** hits the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|moonshot-small|Sage Intacct", "prompt": "c202-m1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Entity & Compliance ... **Sage Intacct** would be the better choice."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|moonshot-small|Chargebee RevRec", "prompt": "c202-m1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Already Using Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|moonshot-small|Zuora Revenue", "prompt": "c202-m1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often overkill and too expensive for pure mid-market; implementation is heavier."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|openai-small|Zuora Revenue", "prompt": "c202-m1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best revenue recognition software is usually Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|openai-small|NetSuite Revenue Recognition", "prompt": "c202-m1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is **simpler**...**NetSuite Revenue Recognition** can be a solid fit"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|openai-small|Sage Intacct", "prompt": "c202-m1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **comparison table** of Zuora vs NetSuite vs Sage Intacct vs RevPro"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|openai-small|RevPro", "prompt": "c202-m1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RevPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** of Zuora vs NetSuite vs Sage Intacct vs RevPro"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|Maxio", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're SaaS-focused with billing needs**: Start with **Maxio**. It's repeatedly called out as the top unified platform for mid-market B2B SaaS"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|Sage Intacct", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ERP-native priority**: **Sage Intacct** or **NetSuite ARM** if you're embedded in those ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid if not on NetSuite (integration-heavy)."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|Zuora Revenue", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade but scalable to mid-market; excellent for audit-ready reports."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|Chargebee RevenueStory", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevenueStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quick setup for standard schedules; good for teams avoiding ERP overkill."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|Stripe Revenue Recognition", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget/standalone**: Tools like **Stripe Revenue Recognition** (free-ish for Stripe users)"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|xai-small|RightRev", "prompt": "c202-m1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**RightRev** for pure compliance without billing"}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|NetSuite ARM", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite ARM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're already on NetSuite → NetSuite ARM (lowest integration lift)."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Sage Intacct", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market subscription & services teams wanting built-in rev-rec inside a cloud ERP."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|LedgerUp", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a dedicated, fast-to-implement SaaS solution → LedgerUp or RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|RightRev", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want a dedicated, fast-to-implement SaaS solution → LedgerUp or RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Maxio", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need billing + revenue in one place → Maxio or Zuora Revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Zuora Revenue", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need billing + revenue in one place → Maxio or Zuora Revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Younium", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "B2B SaaS subscription revenue, multi-entity."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Alguna", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're AI-driven and usage-based → Alguna."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Agentforce Revenue Management", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Agentforce Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Salesforce-centric quote-to-cash workflows."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|SAP Revenue Management", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "SAP Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global enterprises on SAP; complex multi-entity environments."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Stripe Revenue Recognition", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Stripe-native billing, simple SaaS models."}, {"id": "mai-20260917-1752-baseline-2|c202-m1|zai-small|Synder RevRec", "prompt": "c202-m1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Synder RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid-market B2B SaaS ($3M–$50M ARR) wanting subscription billing + rev-rec in one system."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|Sage Intacct", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is often the best fit for mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|Maxio", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is **SaaS or subscription-based**, **Maxio** is frequently recommended over legacy tools like Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|Zuora", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequently recommended over legacy tools like Zuora for mid-sized firms"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|RightRev", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "just need a dedicated layer for strict compliance, **RightRev** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|LedgerUp", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Maxio** or **LedgerUp**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|alibaba-small|Zuora Revenue", "prompt": "c202-m2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Global Expansion** (Multi-currency/Tax) | **Zuora Revenue**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|anthropic-small|Maxio", "prompt": "c202-m2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Maxio (formed from the merger of SaaSOptics and Chargify) is a billing and revenue management platform built specifically for B2B SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|anthropic-small|Sage Intacct", "prompt": "c202-m2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage Intacct is a cloud financial management platform ... with an automated revenue recognition module designed to align with ASC 606 standards"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|anthropic-small|QuickBooks", "prompt": "c202-m2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Your existing ERP system (NetSuite, QuickBooks, Sage Intacct, or standalone)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|anthropic-small|NetSuite", "prompt": "c202-m2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Your existing ERP system (NetSuite, QuickBooks, Sage Intacct, or standalone)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|challenger-small|Ordway", "prompt": "c202-m2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation for a **typical mid-sized B2B company**, I'd choose **Ordway** for the broadest mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|challenger-small|Maxio", "prompt": "c202-m2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for B2B SaaS teams that want billing and rev rec in one platform"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|challenger-small|LedgerUp", "prompt": "c202-m2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LedgerUp** if your revenue model is more complex or usage-driven"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|challenger-small|RightRev", "prompt": "c202-m2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if you want a dedicated compliance engine and are comfortable connecting it to your existing billing and ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|challenger-small|Sage Intacct / NetSuite ARM", "prompt": "c202-m2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct / NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better if your company already runs finance mainly inside that ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|Sage Intacct", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is the strongest overall pick for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|Maxio", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're primarily a **subscription / recurring-revenue B2B company** replacing spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|Ordway", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Maxio** or **Ordway** \\u2014 Best if you're primarily a subscription / recurring-revenue B2B company"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|BillingPlatform", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A great fit if you need **scheduled ASC 606 accounting with strong traceability across contract changes**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|RightRev", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you **already have a billing stack you like** and just need a dedicated compliance layer on top"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|DualEntry", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "RightRev or DualEntry \\u2014 Best if you already have a billing stack you like"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|Zuora Revenue", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it's the deepest engine but often overkill for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|deepseek-small|Oracle NetSuite ARM", "prompt": "c202-m2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Good if you're already on NetSuite; suits SMB/mid-market with moderate complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Zuora Revenue", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade engines like *Zuora Revenue* or *Oracle RevPro* are expensive overkill with grueling 6-to-18-month implementation cycles"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Oracle RevPro", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Oracle RevPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive overkill with grueling 6-to-18-month implementation cycles"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Maxio", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Maxio** (the merged product of SaaSOptics and Chargify) is the industry standard"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Chargebee RevRec", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chargebee RevRec** (formerly RevLock) is a highly comparable, excellent option"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Sage Intacct", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** is the gold standard for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|NetSuite ARM (Advanced Revenue Management)", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite ARM (Advanced Revenue Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though it tends to require heavier and more expensive configuration"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|RightRev", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your sales process is heavily driven by Salesforce CPQ ... look at **RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Tabs", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tabs** excels at a \"contract-to-close\" workflow"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|google-small|Cadel", "prompt": "c202-m2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Cadel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Cadel** is designed specifically to automate ASC 606 for the US mid-market"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|meta-small|Cadel.ai", "prompt": "c202-m2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Cadel.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Cadel.ai - Automates the full ASC 606 workflow, including contract parsing, revenue scheduling, and journal entry posting."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|meta-small|RightRev", "prompt": "c202-m2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. RightRev - Offers configurable revenue rules, event-based revenue recognition, and standalone selling price calculation and analysis."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|meta-small|LedgerUp", "prompt": "c202-m2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. LedgerUp - Suitable for B2B SaaS companies that need usage billing and revenue recognition reconciled on one ledger."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|meta-small|NetSuite RevRec AI", "prompt": "c202-m2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite RevRec AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. NetSuite RevRec AI - ERP-native revenue recognition for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|minimax-small|Ordway", "prompt": "c202-m2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ordway** (Best Overall for Mid-Sized Finance Teams)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|minimax-small|LedgerUp", "prompt": "c202-m2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LedgerUp** if you're a B2B SaaS company with usage-based billing needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|minimax-small|Sage Intacct", "prompt": "c202-m2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** if you want an all-in-one ERP solution with native ASC 606 support"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|minimax-small|Cadel", "prompt": "c202-m2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Cadel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cadel** (Best for Contract-to-Journal Workflow)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|minimax-small|RightRev", "prompt": "c202-m2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**RightRev** (Budget-Friendly Option)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|mistral-small|LedgerUp", "prompt": "c202-m2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LedgerUp** is often recommended as the best ASC 606 compliance tool"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|mistral-small|BillingPlatform", "prompt": "c202-m2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|mistral-small|Chargebee RevRec", "prompt": "c202-m2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chargebee RevRec** is a more affordable entry point"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|moonshot-small|BillingPlatform", "prompt": "c202-m2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Size Teams ... \"the strongest pick for mid-size finance teams\""}, {"id": "mai-20260917-1752-baseline-2|c202-m2|moonshot-small|Sage Intacct", "prompt": "c202-m2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage Intacct if you prefer an integrated ERP approach"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|moonshot-small|Maxio", "prompt": "c202-m2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For pure SaaS businesses, Maxio offers an excellent all-in-one solution"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|moonshot-small|RightRev", "prompt": "c202-m2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strongest standalone compliance engine for complex multi-element contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|moonshot-small|Chargebee RevRec", "prompt": "c202-m2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More affordable entry point with end-to-end automation of ASC 606's five-step model"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|openai-small|Maxio", "prompt": "c202-m2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-sized B2B SaaS:** **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|openai-small|BillingPlatform", "prompt": "c202-m2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for more complex billing / enterprise-style revenue rules:** **BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|openai-small|RevLock", "prompt": "c202-m2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RevLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**RevLock** is also worth a look; it's described as handling revenue recognition and commission deferrals for ASC 606"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|xai-small|Sage Intacct", "prompt": "c202-m2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sage Intacct as the top ASC 606 compliance tool."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|xai-small|LedgerUp", "prompt": "c202-m2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Usage/hybrid B2B SaaS with data reconciliation ... Newer with limited reviews."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|xai-small|Chargebee RevRec", "prompt": "c202-m2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Subscription-heavy B2B on a budget | Quote-based (cheaper entry)"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|xai-small|BillingPlatform", "prompt": "c202-m2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "9.1/10 rating; strong for scheduled ASC 606 but more enterprise-leaning."}, {"id": "mai-20260917-1752-baseline-2|c202-m2|zai-small|Sage Intacct", "prompt": "c202-m2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top all-around choice is **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|zai-small|RightRev", "prompt": "c202-m2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Specialized\" Recommendation: RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-m2|zai-small|LedgerUp", "prompt": "c202-m2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Unified\" Recommendation: LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|alibaba-small|Revolutio", "prompt": "c202-m3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Revolutio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Revolutio is a relatively newer, cloud-native competitor that focuses heavily on automation. It was built specifically for ASC 606/IFRS 15 compliance."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|alibaba-small|Oracle NetSuite RevPro", "prompt": "c202-m3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite RevPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Companies already using NetSuite who want deep ERP integration without leaving the ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|alibaba-small|Zuora Rev", "prompt": "c202-m3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Rev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Subscription-based businesses (SaaS) with complex recurring billing models."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|alibaba-small|BlackLine", "prompt": "c202-m3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Large enterprises requiring strict audit controls and general ledger management."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|alibaba-small|Trintech", "prompt": "c202-m3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Organizations that prefer a cost-effective, customizable solution or are transitioning from legacy systems."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Zenskar", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "solutions like Zenskar feature a decoupled architecture where revenue schedules aren't mechanically tied to when you bill customers"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Zuora Revpro", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revpro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Zuora is best for enterprises with complex, multi-entity monetization needing the deepest ASC 606 and IFRS 15 engine"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Maxio", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Maxio targets teams wanting billing, rev rec, and SaaS metrics in one finance-led platform"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|NetSuite", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NetSuite operates as a component within the broader NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Chargebee RevRec", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include Zenskar, Zuora Revpro, Maxio, NetSuite, Chargebee RevRec, and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|QuickBooks", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The leading platforms include Zenskar, Zuora Revpro, Maxio, NetSuite, Chargebee RevRec, and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|RightRev", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other major enterprise solutions include RightRev, Workday, SAP RAR, and Oracle NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Workday", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other major enterprise solutions include RightRev, Workday, SAP RAR, and Oracle NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|SAP RAR", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP RAR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other major enterprise solutions include RightRev, Workday, SAP RAR, and Oracle NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Oracle NetSuite ARM", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other major enterprise solutions include RightRev, Workday, SAP RAR, and Oracle NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|Recurly", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Recurly has built revenue recognition into its subscription platform"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|anthropic-small|LedgerUp", "prompt": "c202-m3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "LedgerUp is positioned as best for mid-market B2B SaaS teams"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Oracle NetSuite", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Oracle NetSuite Revenue Management / ARM**: Best for companies already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|SAP", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP Revenue Management / SAP Revenue Accounting and Reporting**: Best for large global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Workday", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workday Revenue Center / Financial Management**: Best for service-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Zuora", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zuora Revenue / RevPro**: Best for large subscription businesses with **complex multi-element contracts**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Maxio", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Maxio**: Best for B2B SaaS teams that want **billing and revenue recognition in one platform**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Chargebee", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chargebee RevRec / RevenueStory**: Best for subscription businesses that want **billing-connected recognition**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Zenskar", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zenskar**: Best for companies with **complex or usage-based pricing**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|RightRev", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RightRev**: Best for high-growth companies that need a **policy-driven ASC 606 engine**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|BlackLine", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BlackLine Revenue Management**: Best for teams that prioritize **governance, traceability, and controlled journal automation**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|challenger-small|Sage Intacct", "prompt": "c202-m3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sage Intacct**: Best for mid-market finance teams that want **faster monthly close**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Mid-market to enterprise companies already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Sage Intacct Revenue Recognition", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-market finance teams wanting ERP and rev rec together"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|SAP Revenue Management", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Limitations: Complex implementation, expensive, enterprise-only"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Workday Financial Management", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Limitations: Less billing flexibility than dedicated platforms"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Zuora Revenue", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The deepest recognition engine available... **Zuora Revenue** or **RightRev** (standalone engines)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|RightRev", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "layering a specialist like **RightRev** or **Trullion** on top of an existing stack"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Trullion", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need AI-driven contract extraction and anomaly detection | Trullion or LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|LedgerUp", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Top marks across traceability, usage-based support, variable consideration, and audit evidence"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Maxio", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Most mid-market SaaS teams today are choosing either a billing-integrated platform like **Chargebee** or **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Chargebee RevRec", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent usage-based recognition, SSP determination, and contract modification handling"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Ordway", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for: Growing SaaS companies wanting maximum configurable flexibility"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|BillingPlatform", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Native, built-in rev rec (not bolt-on), strong traceability across contract changes"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Stripe Billing", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Basic revenue recognition only — most companies outgrow it for finance purposes"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Zenskar", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Best for: Contract-schedule governance for **usage-based** subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|Orb", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Orb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Zenskar**, **Orb**, or **BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|deepseek-small|TrueRev", "prompt": "c202-m3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "TrueRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Budget-conscious early-stage company | **Chargebee RevRec** or **TrueRev** (flat-rate pricing)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The enterprise heavyweight... Best for: Large enterprise organizations with highly complex, custom sales contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|RightRev", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern, agile enterprise revenue recognition... Best for: Mid-market to enterprise companies using Salesforce CPQ"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The gold standard for venture-backed and pre-IPO companies."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Sage Intacct Revenue Recognition", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The leading mid-market ERP alternative to NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Maxio (formerly SaaSOptics and Chargify)", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio (formerly SaaSOptics and Chargify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Out-of-the-box billing and revenue compliance for scaling B2B SaaS."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Chargebee RevRec", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scalable subscription management with built-in rev rec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Leapfin", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The ultimate financial data platform for massive transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|google-small|Finlens (or Puzzle)", "prompt": "c202-m3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Finlens (or Puzzle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple, zero-migration GAAP compliance... Best for: Seed-to-Series A SaaS startups on QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|Trullion", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Trullion, Aviso Revenue Recognition, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|Aviso Revenue Recognition", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Aviso Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Trullion, Aviso Revenue Recognition, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|BillingPlatform", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Trullion, Aviso Revenue Recognition, BillingPlatform"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|Certinia Revenue Recognition", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Certinia Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Certinia Revenue Recognition, Zenskar, Numeral, and SAP Revenue Accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|Zenskar", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Certinia Revenue Recognition, Zenskar, Numeral, and SAP Revenue Accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|Numeral", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Certinia Revenue Recognition, Zenskar, Numeral, and SAP Revenue Accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|meta-small|SAP Revenue Accounting", "prompt": "c202-m3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Certinia Revenue Recognition, Zenskar, Numeral, and SAP Revenue Accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|BillingPlatform", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rated highest for enterprise (9.1/10), strong for mid-size finance teams needing scheduled ASC 606 accounting"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Zuora Revenue", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for high-volume subscription businesses, offers lifecycle change handling and journal automation"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Oracle NetSuite Advanced Revenue Management", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite Advanced Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for multi-subsidiary enterprises already on NetSuite, native ASC 606/IFRS 15 support"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|SAP Revenue Management", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large enterprises already using SAP"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|LedgerUp", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Particularly strong for B2B SaaS with usage-based or hybrid contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Sage Intacct", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for finance teams wanting faster monthly closes, offers dual ASC 605/606 support"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Younium", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built for B2B SaaS subscription businesses, applies per-contract ASC 606 and IFRS 15 rules"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Ordway", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vertical specialist (8.7/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|RightRev", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialist solution (7.8/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Maxio", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vertical specialist (7.2/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|minimax-small|Chargebee RevRec", "prompt": "c202-m3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Chargebee RevRec tends to be cheaper for entry-level."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|Trullion", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large enterprises needing strict compliance and audit trails, Trullion or Zuora Revenue are top choices."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|Zuora Revenue", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Trullion or Zuora Revenue are top choices"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|BillingPlatform", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For event-driven, API-heavy workflows, BillingPlatform or Zenskar are best."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|Maxio (formerly SaaSOptics)", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For SaaS companies wanting billing and revenue recognition in one, Maxio is ideal."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|Ordway", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Finance-led close control with event-based revenue schedules."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|NetSuite Advanced Revenue Management", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid-market businesses, NetSuite ARM or Maxio offer scalable solutions."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|mistral-small|Zenskar", "prompt": "c202-m3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For event-driven, API-heavy workflows, BillingPlatform or Zenskar are best."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|Trullion", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Trullion** ⭐ (Highest Rated - 9.1/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|Sage Intacct Revenue Recognition", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Sage Intacct Revenue Recognition** (8.8/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|Zuora Revenue (RevPro)", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue (RevPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Zuora Revenue (RevPro)** (Enterprise Leader)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|BillingPlatform", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. BillingPlatform** (8.5/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|Certinia (formerly FinancialForce)", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Certinia (formerly FinancialForce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Salesforce-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|NetSuite Revenue Recognition", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Companies already on NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|SAP Revenue Accounting and Reporting", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "SAP Revenue Accounting and Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**7. SAP Revenue Accounting and Reporting** (7.2/10)"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|moonshot-small|Zenskar", "prompt": "c202-m3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Zenskar** if you're a modern SaaS company with API-first needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Stripe Revenue Recognition", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already run billing on **Stripe**, start there."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Zuora Revenue", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have **complex subscriptions/usage/hybrid monetization**, look at **Zuora**."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Salesforce Revenue Recognition / RightRev on AppExchange", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Salesforce Revenue Recognition / RightRev on AppExchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business runs on **Salesforce**, consider **RightRev / Salesforce-native options**."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Sage Intacct Revenue Recognition", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: mid-market companies that want accounting plus revenue recognition in one finance stack."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Oracle NetSuite", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually less specialized for advanced subscription/usage billing than purpose-built rev rec vendors"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|Workiva", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually not the system that does the core revenue allocation engine by itself"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|openai-small|BlackLine", "prompt": "c202-m3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These tools often complement a rev rec engine rather than replace one"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|Zuora Revenue", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zuora Revenue** - Leading for enterprise-scale subscription businesses."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native to Oracle NetSuite ERP users."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|Sage Intacct", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong mid-market cloud accounting with built-in rev rec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|RightRev", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specialized for high-growth SaaS with complex multi-element contracts."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|Trullion", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-driven for traceable ASC 606 outputs and contract scaling."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|Leapfin", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered for high-volume transactions and usage-based models."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|Zenskar", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Newer player; less enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|xai-small|BlackLine Revenue Management", "prompt": "c202-m3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "BlackLine Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broader finance suite; rev rec not sole focus"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Trullion", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trullion and Aviso consistently rank near the top for enterprise teams."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Aviso Revenue Recognition", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Aviso Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Trullion and Aviso consistently rank near the top for enterprise teams."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Zenskar", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprises with complex contracts and high compliance needs: Trullion, Aviso, Zenskar, Oracle Revenue Management."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Sage Intacct RevRec", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For ERP-centric teams already on NetSuite or Sage: NetSuite ARM, Sage Intacct RevRec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Zuora Revenue", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For subscription-heavy businesses needing high-volume automation: Zuora Revenue, Chargebee RevRec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Oracle Revenue Management Cloud", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Oracle Revenue Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for large, complex environments"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For ERP-centric teams already on NetSuite or Sage: NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|HubiFi", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "HubiFi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For fast close and real-time analytics: HubiFi."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|LedgerUp", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For mid-market SaaS needing billing + RevRec in one place: Maxio, LedgerUp, Chargebee RevRec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Maxio (formerly Chargify + SaaSOptics)", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio (formerly Chargify + SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For mid-market SaaS needing billing + RevRec in one place: Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|ScaleXP", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For SMBs or simple setups: ScaleXP, Younium."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Flowrev", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Flowrev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Integrates billing, RevRec, and reporting in one platform; good for multi-model setups."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Chargebee RevRec", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For subscription-heavy businesses needing high-volume automation: Zuora Revenue, Chargebee RevRec."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Workday Financial Management", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Native dual-standard support, full integration with Workday's finance stack."}, {"id": "mai-20260917-1752-baseline-2|c202-m3|zai-small|Younium", "prompt": "c202-m3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "For SMBs or simple setups: ScaleXP, Younium."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|alibaba-small|Flowrev", "prompt": "c202-m4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Dedicated Software): **Flowrev**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|alibaba-small|Zoho Billing", "prompt": "c202-m4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho is a highly affordable all-in-one alternative"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|alibaba-small|QuickBooks Online Advanced", "prompt": "c202-m4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One Accounting Solution: **QuickBooks Online Advanced**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|anthropic-small|TrueRev", "prompt": "c202-m4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TrueRev is the most affordable option for mid-market companies at $3,000 per year"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|challenger-small|QuickBooks", "prompt": "c202-m4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **QuickBooks/Xero for the smallest budget**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|challenger-small|Xero", "prompt": "c202-m4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **QuickBooks/Xero for the smallest budget**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|challenger-small|TrueRev", "prompt": "c202-m4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TrueRev for the best low-cost dedicated rev rec tool**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|challenger-small|Pipedrive", "prompt": "c202-m4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pipedrive** is highlighted as a good SMB-friendly choice for tracking recognized and deferred revenue without a full ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Xero", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Xero or Zoho Books** for the lowest cost"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Zoho Books", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Xero or Zoho Books** for the lowest cost"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|QuickBooks Online", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** — from ~$35/month ... Advanced tier (~$275/month) adds native, more automated revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Flowrev", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "upgrade to **Flowrev** if your revenue recognition needs outgrow what an accounting package can handle"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Sage Intacct", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Jumping straight to enterprise tools like Sage Intacct or Zuora would blow most limited budgets."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Zuora Revenue", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora Revenue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Jumping straight to enterprise tools like Sage Intacct or Zuora would blow most limited budgets."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|deepseek-small|Maxio", "prompt": "c202-m4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The \"under $20K/year\" tier (like basic Maxio, ~$599/month) is really the entry point for dedicated SaaS-focused platforms."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|NetSuite", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoiding the five-figure price tags and long implementation timelines of enterprise systems like NetSuite or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Sage Intacct", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding the five-figure price tags and long implementation timelines of enterprise systems like NetSuite or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Flowrev", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Flowrev: Best Overall Value for Basic Automation ... Unbeatable price point for true ASC 606/IFRS 15 compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Puzzle (Puzzle.io)", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Puzzle (Puzzle.io): Best Modern Stack for Stripe Users"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|QuickBooks Online Advanced", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks Online Advanced: Best Built-In \"No Extra Software\" Option"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|TrueRev", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TrueRev: Best for B2B Sales-Assisted Contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Maxio", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "no percentage-of-revenue overage fees (unlike competitors like Maxio or Chargebee)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Chargebee", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "no percentage-of-revenue overage fees (unlike competitors like Maxio or Chargebee)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|google-small|Stripe Revenue Recognition", "prompt": "c202-m4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stripe Revenue Recognition: Best for Pure Stripe Shops"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|meta-small|ScaleXP", "prompt": "c202-m4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "ScaleXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated revenue recognition software include ScaleXP, Zenskar, and Younium."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|meta-small|Zenskar", "prompt": "c202-m4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated revenue recognition software include ScaleXP, Zenskar, and Younium."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|meta-small|Younium", "prompt": "c202-m4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated revenue recognition software include ScaleXP, Zenskar, and Younium."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|minimax-small|QuickBooks Online", "prompt": "c202-m4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Xero** if you want unlimited users for the price, or **QuickBooks Online** if you need more integrations."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|minimax-small|Xero", "prompt": "c202-m4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Xero** if you want unlimited users for the price, or **QuickBooks Online** if you need more integrations."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|minimax-small|Flowrev", "prompt": "c202-m4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your revenue recognition needs are complex, consider Flowrev as a specialized but affordable option."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|minimax-small|Pipedrive", "prompt": "c202-m4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pipedrive** (CRM with revenue tracking) - around $15-20/user/month"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|minimax-small|Ordway", "prompt": "c202-m4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ordway** - billing automation with revenue management"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|mistral-small|Flowrev", "prompt": "c202-m4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pocket** and **Flowrev** are especially worth considering due to their affordability and focus on core revenue recognition needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|mistral-small|Pipedrive", "prompt": "c202-m4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A user-friendly CRM that allows small businesses to track recognized and deferred revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|mistral-small|Pocket (by founders for small businesses)", "prompt": "c202-m4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pocket (by founders for small businesses)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pocket** and **Flowrev** are especially worth considering due to their affordability"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|mistral-small|Numeral", "prompt": "c202-m4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automates revenue recognition for subscription and contract-based businesses, which can be cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|mistral-small|Trullion", "prompt": "c202-m4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Trullion** is highly regarded but may be better suited for slightly larger budgets"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|QuickBooks Online Advanced", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need full accounting?** → QuickBooks Online Advanced (~$117/mo)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|Stripe Revenue Recognition", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Already using Stripe?** → Stripe Revenue Recognition ($25/mo)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|Chargebee", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Subscription-focused?** → Chargebee Rise plan ($299/mo)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|Zoho Billing", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Small businesses wanting integrated billing and revenue tracking"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|NetSuite", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid expensive enterprise solutions like NetSuite or Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|Zuora", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid expensive enterprise solutions like NetSuite or Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|moonshot-small|Maxio", "prompt": "c202-m4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Range from ~$25 (Stripe) to $600+ (Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|openai-small|DualEntry", "prompt": "c202-m4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "DualEntry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget-friendly option to evaluate first: _DualEntry_ or _Trullion_"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|openai-small|Trullion", "prompt": "c202-m4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you want **AI-heavy automation**, look at **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|openai-small|Chargebee RevRec", "prompt": "c202-m4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is solid, but it is **not especially budget-friendly**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|openai-small|Maxio", "prompt": "c202-m4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SaaS company with growth plans and more budget: consider **Chargebee RevRec** or **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|openai-small|ZoneBilling", "prompt": "c202-m4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "ZoneBilling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already on NetSuite: look at **ZoneBilling** because it is NetSuite-native"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Maxio", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dedicated rev-rec tools like Maxio or Zuora are typically too expensive ($599+/mo or custom)."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Zuora", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Dedicated rev-rec tools like Maxio or Zuora are typically too expensive ($599+/mo or custom)."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Zoho Books", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Zoho Books (Top Recommendation for Ultra-Low Budget)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Stripe Revenue Recognition", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Stripe Users/Startups ... Free for all Stripe accounts"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|QuickBooks Online Advanced", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native automated revenue recognition ... Limitations: Higher cost"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Xero", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basic deferred revenue handling via manual/accrual methods; no native advanced automation"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|xai-small|Wave", "prompt": "c202-m4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Completely free invoicing/accounting; manual rev-rec via journals. Good starter but not automated."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|eRev", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "eRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lowest cost, full compliance:** eRev (free, self‑hosted, MIT license) — ideal if you have IT resources and want ASC 606/IFRS 15 without recurring fees."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Recurso", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Recurso", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zero budget, comfortable with self‑hosting** | eRev or Recurso (open‑source)"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|LedgerSMB", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "LedgerSMB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Open‑source accounting software; includes invoicing and order processing. May need to manually apply revenue recognition schedules."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Revbot", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Revbot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Concept platform with API endpoints... Requires integration work."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Stripe Revenue Recognition", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best balance of cost and ease of use:** Stripe Revenue Recognition ($25/month) — perfect if you already use Stripe for billing."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|QuickBooks Online Advanced", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need basic rev‑rec alongside QuickBooks, willing to pay a small monthly fee | QuickBooks Online Advanced or Flowrev"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Flowrev", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Real‑time revenue tracking, accrual, and reporting; lightweight and easy to implement."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|TrueRev", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SaaS with complex contracts, need dedicated rev‑rec + finance workflows | TrueRev or Chargebee RevRec"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Chargebee RevRec", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "~$599/month (for up to $100k billings) | SaaS with more complex billing and monetization models"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|QuickBooks Online", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may not fully support complex ASC 606 contracts, multiple performance obligations, or multi‑year arrangements"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Xero", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "may not fully support complex ASC 606 contracts, multiple performance obligations, or multi‑year arrangements"}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Pipedrive", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Can track recognized vs. deferred revenue in the pipeline; useful for sales‑driven revenue."}, {"id": "mai-20260917-1752-baseline-2|c202-m4|zai-small|Recurly", "prompt": "c202-m4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Look into Stripe (30‑day trial), TrueRev, Flowrev, Chargebee, or Recurly"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|Sage Intacct RevRec", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-market on Sage Intacct; integrated, strong milestone/event recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|RightRev", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "High-growth mid-market scaling toward enterprise complexity; strong standalone ASC 606 engine"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|Zuora Revenue", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise subscription/usage companies with complex multi-element contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|NetSuite ARM", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite ARM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB-to-mid with moderate complexity, already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|Workday / SAP RAR", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Workday / SAP RAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Larger enterprises needing integrated financials — possibly overkill at 500 people"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|deepseek-small|LedgerUp / Maxio / Chargebee RevRec", "prompt": "c202-m5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "LedgerUp / Maxio / Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market SaaS with recurring billing focus"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|NetSuite ARM", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Can be highly rigid, expensive to configure, and slow to implement (often 6 to 12 months)."}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|Sage Intacct Revenue Management", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Can be highly rigid, expensive to configure, and slow to implement (often 6 to 12 months)."}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|RightRev", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Dedicated Rev Rec Engines / Subledgers (e.g., RightRev, Vayu, Leapfin, Zenskar, Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|Vayu", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Vayu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dedicated Rev Rec Engines / Subledgers (e.g., RightRev, Vayu, Leapfin, Zenskar, Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|Leapfin", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Leapfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated Rev Rec Engines / Subledgers (e.g., RightRev, Vayu, Leapfin, Zenskar, Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|Zenskar", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dedicated Rev Rec Engines / Subledgers (e.g., RightRev, Vayu, Leapfin, Zenskar, Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|google-small|Maxio", "prompt": "c202-m5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Dedicated Rev Rec Engines / Subledgers (e.g., RightRev, Vayu, Leapfin, Zenskar, Maxio)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|meta-small|RightRev", "prompt": "c202-m5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top revenue recognition software options for 2026 include:\n\n1. RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|meta-small|Guideflow", "prompt": "c202-m5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Guideflow"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|meta-small|Pipedrive", "prompt": "c202-m5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Pipedrive"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|meta-small|Ordway Labs", "prompt": "c202-m5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Ordway Labs"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|meta-small|Scry AI", "prompt": "c202-m5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Scry AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Scry AI"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|minimax-small|NetSuite Revenue Management", "prompt": "c202-m5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "## Recommended Shortlist (Mid-Market)\n- **NetSuite Revenue Management**"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|minimax-small|RevPro", "prompt": "c202-m5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **RevPro**"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|minimax-small|Workiva", "prompt": "c202-m5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|minimax-small|SAP Revenue Recognition", "prompt": "c202-m5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "SAP Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **SAP Revenue Recognition**"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|minimax-small|Oracle Revenue Management", "prompt": "c202-m5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Oracle Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Oracle Revenue Management**"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|mistral-small|RevPro", "prompt": "c202-m5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Start with 3–5 options (e.g., RevPro, NetSuite Revenue Management, Zuora, Sage Intacct, BlackLine, or custom solutions)."}, {"id": "mai-20260917-1752-baseline-2|c202-m5|mistral-small|NetSuite Revenue Management", "prompt": "c202-m5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., RevPro, NetSuite Revenue Management, Zuora, Sage Intacct, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|mistral-small|Zuora", "prompt": "c202-m5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., RevPro, NetSuite Revenue Management, Zuora, Sage Intacct, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|mistral-small|Sage Intacct", "prompt": "c202-m5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., RevPro, NetSuite Revenue Management, Zuora, Sage Intacct, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|mistral-small|BlackLine", "prompt": "c202-m5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., RevPro, NetSuite Revenue Management, Zuora, Sage Intacct, BlackLine, or custom solutions"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Chargebee", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Are SaaS/subscription-heavy | Maxio, Chargebee, Alguna, LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Maxio", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Are SaaS/subscription-heavy | Maxio, Chargebee, Alguna, LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Recurly", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Entry/Mid-Market** | $600\\u2013$1,500/month | Chargebee, Maxio, Recurly"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Tabs", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mid-Market+** | $1,500\\u2013$3,000/month | Tabs, Alguna"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Alguna", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Are SaaS/subscription-heavy | Maxio, Chargebee, Alguna, LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Sage Intacct", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need deep ERP integration | Sage Intacct (revenue recognition module), NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|NetSuite ARM", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need deep ERP integration | Sage Intacct (revenue recognition module), NetSuite ARM"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Zuora", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Have complex multi-element contracts | RightRev, Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Workday", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise** | $25,000\\u2013$150,000+/year | Sage Intacct, NetSuite ARM, Zuora, Workday"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|LedgerUp", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Are SaaS/subscription-heavy | Maxio, Chargebee, Alguna, LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|RightRev", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Have complex multi-element contracts | RightRev, Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|moonshot-small|Stripe Revenue Recognition", "prompt": "c202-m5", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Are on Stripe already | Stripe Revenue Recognition (fastest to implement)"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|RightRev", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors**: Based on fits for mid-market—RightRev (standalone compliance), Zuora Revenue, Maxio, Ordway"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|Zuora Revenue", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "RightRev (standalone compliance), Zuora Revenue, Maxio, Ordway, NetSuite Revenue Management"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|Maxio", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zuora Revenue, Maxio, Ordway, NetSuite Revenue Management, RecVue (partner-heavy), or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|Ordway", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Maxio, Ordway, NetSuite Revenue Management, RecVue (partner-heavy), or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|NetSuite Revenue Management", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ordway, NetSuite Revenue Management, RecVue (partner-heavy), or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|RecVue", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RecVue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "RecVue (partner-heavy), or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-m5|xai-small|Sage Intacct", "prompt": "c202-m5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "RecVue (partner-heavy), or Sage Intacct. Request RFPs with your contract samples."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|Excel", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Standalone Spreadsheets (Excel) ... spreadsheets are widely considered the highest risk for revenue recognition errors."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|Basic Salesforce", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Basic Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be careful if you rely solely on your sales or billing platform for recognition logic."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|Standard Stripe", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Standard Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be careful if you rely solely on your sales or billing platform for recognition logic."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|QuickBooks Online", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "do not offer native, robust revenue recognition engines that meet full GAAP standards out-of-the-box ... Why to Avoid"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|Xero", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "QuickBooks Online** and **Xero** do not offer native, robust revenue recognition engines"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|alibaba-small|Finlens", "prompt": "c202-m6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you must look for specialized add-ons (like **Finlens**) that integrate natively"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Zuora / Zuora RevPro", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora / Zuora RevPro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "steering clear of platforms known for rigidity, long implementations, and integration failures (Zuora/RevPro being the most documented of those)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|NetSuite SuiteBilling", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite SuiteBilling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The native NetSuite module is *not* a bad product, but be cautious depending on your needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Maxio", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market SaaS often finds lighter tools (Maxio, Ordway, Chargebee, Stripe, Zenskar) better than heavyweight enterprise engines"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Ordway", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lighter tools (Maxio, Ordway, Chargebee, Stripe, Zenskar) better than heavyweight enterprise engines"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Chargebee", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "lighter tools (Maxio, Ordway, Chargebee, Stripe, Zenskar) better"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Stripe", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lighter tools (Maxio, Ordway, Chargebee, Stripe, Zenskar) better"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|deepseek-small|Zenskar", "prompt": "c202-m6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lighter tools (Maxio, Ordway, Chargebee, Stripe, Zenskar) better"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|QuickBooks Online", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Entry-Level Accounting Systems for Complex Models (e.g., QuickBooks Online)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Oracle NetSuite", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Standard\" ERP revenue recognition modules usually only support basic, linear time-based recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Sage Intacct", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you use a Tier 1 ERP (like Oracle NetSuite or Sage Intacct), they will often claim they have native revenue recognition. However, their **standard** packages are frequently too basic."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|NetSuite Advanced Revenue Management", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite Advanced Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you *must* purchase their Advanced modules (e.g., NetSuite Advanced Revenue Management, or NetSuite ARM)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Stripe", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious About: Billing Engines Acting as Rev Rec Tools (e.g., Stripe, Recurly, basic billing tools)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Recurly", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Recurly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious About: Billing Engines Acting as Rev Rec Tools (e.g., Stripe, Recurly, basic billing tools)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Zuora Revenue / RevPro", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue / RevPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they can be highly dangerous for the wrong sized company... Overkill for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Leapfin", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look instead for modern, specialized sub-ledgers (like *Leapfin*, *RightRev*, *Trullion*, or *Chargebee*\\u2019s advanced rev rec)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|RightRev", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look instead for modern, specialized sub-ledgers (like *Leapfin*, *RightRev*, *Trullion*"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Trullion", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look instead for modern, specialized sub-ledgers (like *Leapfin*, *RightRev*, *Trullion*"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|google-small|Chargebee", "prompt": "c202-m6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or *Chargebee*\\u2019s advanced rev rec) that plug directly into your CRM and ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|meta-small|Chargebee RevRec", "prompt": "c202-m6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some revenue recognition tools to consider are:\n\n1. Chargebee RevRec"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|meta-small|Zoho Billing", "prompt": "c202-m6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Zoho Billing"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|meta-small|Ledgerup", "prompt": "c202-m6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Ledgerup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Ledgerup"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|meta-small|HighRadius", "prompt": "c202-m6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|minimax-small|Excel", "prompt": "c202-m6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using Excel spreadsheets for revenue recognition is the most common pitfall"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|mistral-small|QuickBooks", "prompt": "c202-m6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Neither QuickBooks nor Xero natively supports full revenue recognition functionality."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|mistral-small|Xero", "prompt": "c202-m6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Neither QuickBooks nor Xero natively supports full revenue recognition functionality."}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|NetSuite", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy ERPs with Bolt-On Revenue Recognition** **NetSuite, Sage Intacct (without proper add-ons), and similar legacy ERPs** often struggle with modern revenue complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|Sage Intacct", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "NetSuite, Sage Intacct (without proper add-ons), and similar legacy ERPs** often struggle with modern revenue complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|QuickBooks", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**QuickBooks and similar small-business tools** are particularly problematic"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|RightRev", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Well-regarded dedicated solutions** include RightRev, Zuora (for enterprise), and newer entrants like Zenskar, Ordway, and Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|Zuora", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "include RightRev, Zuora (for enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|Zenskar", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "newer entrants like Zenskar, Ordway, and Maxio\\u2014though you should still evaluate these"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|Ordway", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "newer entrants like Zenskar, Ordway, and Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|moonshot-small|Maxio", "prompt": "c202-m6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "newer entrants like Zenskar, Ordway, and Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Spreadsheets (Excel, Google Sheets)", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets (Excel, Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel, Google Sheets) – Strongly Avoid"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|QuickBooks", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Xero", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Stripe Revenue Recognition", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stripe Revenue Recognition – Be Cautious"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Maxio (formerly Chargify/SaaSOptics)", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio (formerly Chargify/SaaSOptics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Maxio (formerly Chargify/SaaSOptics) – Approach with Caution"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Zuora Revenue", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ratings are middling (3.9-4.3/5) for tools like Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|NetSuite", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "middling (3.9-4.3/5) for tools like Zuora Revenue or some NetSuite add-ons—vet via recent G2/Capterra reviews"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Sage Intacct", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize highly rated options like Sage Intacct (4.3+)"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|BillingPlatform", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sage Intacct (4.3+), BillingPlatform, or Finlens for ASC 606 automation"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|xai-small|Finlens", "prompt": "c202-m6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "BillingPlatform, or Finlens for ASC 606 automation"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|zai-small|NetSuite", "prompt": "c202-m6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the revenue recognition module built into their general ledger (like basic features in NetSuite or QuickBooks)... often fail at the \"hard 20%\""}, {"id": "mai-20260917-1752-baseline-2|c202-m6|zai-small|QuickBooks", "prompt": "c202-m6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like basic features in NetSuite or QuickBooks... These tools are designed for the \"easy 80%\" of transactions"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|zai-small|Stripe", "prompt": "c202-m6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using a tool like Stripe or Chargebee primarily for billing... Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c202-m6|zai-small|Chargebee", "prompt": "c202-m6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using a tool like Stripe or Chargebee primarily for billing... Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|alibaba-small|ChargeOver", "prompt": "c202-s1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "ChargeOver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChargeOver** and **Spring Lane** are widely considered the top contenders due to their balance of price, automation, and audit compliance."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|alibaba-small|Spring Lane", "prompt": "c202-s1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Spring Lane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ChargeOver** and **Spring Lane** are widely considered the top contenders"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|alibaba-small|Chargebee", "prompt": "c202-s1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Growth-Focused SaaS: Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|alibaba-small|Causal", "prompt": "c202-s1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Best Lightweight/Free Option: Causal"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|alibaba-small|Revenue.io", "prompt": "c202-s1", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Revenue.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You likely need a dedicated tool like **Spring Lane** or **Revenue.io**"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|anthropic-small|TrueRev", "prompt": "c202-s1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TrueRev is purpose-built for the QuickBooks ecosystem and implements in days rather than months"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|anthropic-small|Pipedrive", "prompt": "c202-s1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For SMBs, CRM-based tools like Pipedrive are often ideal for tracking revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|anthropic-small|Maxio", "prompt": "c202-s1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SaaS companies with varied plans can benefit most from subscription-focused platforms like Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|anthropic-small|LedgerUp", "prompt": "c202-s1", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LedgerUp is the best revenue recognition software for most mid-market B2B SaaS teams"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Pipedrive", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pipedrive** is the clearest fit if you want CRM-based revenue recognition with minimal complexity"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Oracle NetSuite ARM", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better only if you already need a more robust accounting/ERP setup"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Sage Revenue Recognition", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **small-business accounting-first** option"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Stripe Revenue Recognition", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your billing is **100% Stripe** and your contract structure is simple"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Maxio", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Pipedrive for the simplest small B2B setup, or Maxio if you\\u2019re a small B2B SaaS company with subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Synder RevRec", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Synder RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a good option if you use **Stripe** and need tight connections to common accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|challenger-small|Younium", "prompt": "c202-s1", "model": "challenger-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "which may be more than a very small company needs"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|QuickBooks Online Advanced", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Your accounting platform's *built-in* rev rec may be enough... but it **breaks** with milestone billing"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|Xero", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online Advanced and Xero have basic recurring/deferred revenue features"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|Maxio", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Maxio** is the strongest value-for-money pick — one platform for billing + rev rec without needing a full, costly ERP"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|Chargebee RevRec", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for subscription businesses, SMB-friendly, quote-based pricing."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|Sage Intacct", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct** gives you the most scalable native rev rec without NetSuite's price tag"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|deepseek-small|NetSuite ARM", "prompt": "c202-s1", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Powerful but pricey ($40K–100K+/year, 3–6 mo implementation). Usually overkill for a genuinely small company."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|QuickBooks Online", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard accounting systems like QuickBooks Online and Xero struggle with the complexity of B2B contracts, mid-term upgrades, or hybrid pricing models."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|Xero", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard accounting systems like QuickBooks Online and Xero struggle with the complexity of B2B contracts"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|Sage Intacct", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise ERPs (like Sage Intacct or NetSuite) are too expensive and complex for a lean team"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|NetSuite", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise ERPs (like Sage Intacct or NetSuite) are too expensive and complex for a lean team"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|Puzzle (Puzzle.io)", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best Overall for Modern Startups & Lean Finance Teams"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|TrueRev", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Add-On for QuickBooks Online Users"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|Maxio", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Scaling B2B SaaS with Complex Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|google-small|Younium", "prompt": "c202-s1", "model": "google-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for European/Multi-Entity B2B Companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|meta-small|Zenskar", "prompt": "c202-s1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Zenskar, Pipedrive, Younium, Ledgerup, and DualEntry."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|meta-small|Pipedrive", "prompt": "c202-s1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include Zenskar, Pipedrive, Younium, Ledgerup, and DualEntry."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|meta-small|Younium", "prompt": "c202-s1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include Zenskar, Pipedrive, Younium, Ledgerup, and DualEntry."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|meta-small|Ledgerup", "prompt": "c202-s1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Ledgerup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top results include Zenskar, Pipedrive, Younium, Ledgerup, and DualEntry."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|meta-small|DualEntry", "prompt": "c202-s1", "model": "meta-small", "cat": "revenue-recognition", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top results include Zenskar, Pipedrive, Younium, Ledgerup, and DualEntry."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|Younium", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Younium**, **Zenskar**, **TrueRev**, and **Maxio** are the most frequently cited \"best-in-class\" solutions"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|Zenskar", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zenskar** – AI-native O2C platform, flexible billing, strong scaling story."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|TrueRev", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TrueRev** – low cost, all-in-one billing + rev-rec, easy to set up."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|Maxio", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Maxio** – stronger analytics, scales with you, though a bit more expensive."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|Pipedrive (Revenue-Recognition add-on)", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive (Revenue-Recognition add-on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies already using Pipedrive CRM and wanting lightweight rev-rec"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|QuickBooks + Rev-Rec Add-ons", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks + Rev-Rec Add-ons", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're on a tight budget and already using QuickBooks, the built-in revenue-recognition feature ... may be sufficient."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|minimax-small|Chargebee Revenue Recognition", "prompt": "c202-s1", "model": "minimax-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS or subscription firms already on Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|mistral-small|LedgerUp", "prompt": "c202-s1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "LedgerUp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LedgerUp** and **Maxio** are the top picks due to their ease of use, automation, and strong compliance features."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|mistral-small|Maxio", "prompt": "c202-s1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LedgerUp** and **Maxio** are the top picks"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|mistral-small|Pipedrive", "prompt": "c202-s1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a simpler CRM with revenue tracking, **Pipedrive** is a good alternative."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|mistral-small|Oracle NetSuite", "prompt": "c202-s1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "though it may be more than some very small businesses need"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|mistral-small|Trullion", "prompt": "c202-s1", "model": "mistral-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For more complex needs or as you scale, **Oracle NetSuite** or **Trullion** may be worth considering."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|TrueRev", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **TrueRev ($299/mo)** – it offers the best balance of features, SaaS-specific functionality, and QuickBooks integration"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|Maxio", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Maxio** is excellent but the $599/mo price point may be steep for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|Stripe Revenue Recognition", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If using Stripe for billing:** Go with **Stripe Revenue Recognition** – it's seamless and cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|QuickBooks Online Advanced", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Budget Option ... **Limitations:** Limited compared to dedicated RevRec platforms"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|Flowrev", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tight:** Consider **Flowrev ($50/mo)**"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|moonshot-small|NetSuite", "prompt": "c202-s1", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid NetSuite ($20K+/year) unless you're already on that platform"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|openai-small|Maxio", "prompt": "c202-s1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maxio** — best overall fit for many small B2B SaaS / subscription businesses."}, {"id": "mai-20260917-1752-baseline-2|c202-s1|openai-small|Chargebee RevRec", "prompt": "c202-s1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you already use Chargebee and want automated ASC 606 / IFRS 15 rev rec"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|openai-small|Stripe Revenue Recognition", "prompt": "c202-s1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good choice if you're already deep in Stripe and want a simpler, SMB-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|openai-small|Tabs", "prompt": "c202-s1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth a look if you want a more all-in-one B2B contract-to-cash platform"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|openai-small|Sage Intacct", "prompt": "c202-s1", "model": "openai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may be heavier than a very small team needs"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|Pipedrive", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pipedrive (Best Overall for Most Small B2B Teams)"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|Stripe Revenue Recognition", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe Revenue Recognition (Best Affordable/Free-Trial Option)"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|Ordway", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ordway (Best for Subscription-Heavy B2B)"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|Maxio", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Alternatives to avoid for small B2B: Enterprise tools like Zuora, Maxio, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|QuickBooks Revenue Recognition", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "add-ons like QuickBooks Revenue Recognition (basic, ~$30/mo base + apps)"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|Zuora", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Alternatives to avoid for small B2B: Enterprise tools like Zuora, Maxio, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|xai-small|NetSuite", "prompt": "c202-s1", "model": "xai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Alternatives to avoid for small B2B: Enterprise tools like Zuora, Maxio, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|zai-small|Younium", "prompt": "c202-s1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|zai-small|QuickBooks Online Advanced", "prompt": "c202-s1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Existing QuickBooks Users: QuickBooks Online Advanced"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|zai-small|Chargebee", "prompt": "c202-s1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value / Free Tier: Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-s1|zai-small|Maxio", "prompt": "c202-s1", "model": "zai-small", "cat": "revenue-recognition", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "starts at **$599/month** ... which may be too expensive for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|QuickBooks Online Advanced", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **beginning with QuickBooks Online Advanced** and supplementing with a third-party revenue recognition integration as needed"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|Xero", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (~$75/month) - Both offer basic revenue scheduling features"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|Recurly", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Recurly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for subscription businesses - Automated ASC 606/IFRS 15 revenue recognition out of the box"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|Chargebee", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** **Chargebee** (similar pricing, strong CPQ capabilities)"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|Hubifi", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Hubifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized ASC 606 platforms designed for complex revenue scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|alibaba-small|RightRev", "prompt": "c202-s2", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hubifi** or **RightRev** - Specialized ASC 606 platforms designed for complex revenue scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|anthropic-small|Younium", "prompt": "c202-s2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Younium** would likely be the best fit due to its specialization in B2B subscription management"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|anthropic-small|Tabs", "prompt": "c202-s2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have more complex or varied contract structures, **Tabs** offers AI-powered automation that could scale with your growth."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|anthropic-small|Zuora", "prompt": "c202-s2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zuora is built for the subscription economy and understands unique challenges SaaS companies face when adopting ASC 606"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|anthropic-small|Maxio", "prompt": "c202-s2", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Maxio emphasizes that ASC 606 compliance is a legal must-have"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|challenger-small|Chargebee RevRec", "prompt": "c202-s2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Chargebee RevRec** if you want a straightforward, compliance-focused option that is commonly positioned for smaller, growing B2B subscription businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|challenger-small|QuickBooks", "prompt": "c202-s2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a lighter approach like **QuickBooks-based automation** may be more cost-effective, but it is typically less capable for complex ASC 606 scenarios"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|challenger-small|LedgerUp", "prompt": "c202-s2", "model": "challenger-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LedgerUp** is the stronger fit among the tools in the results because it is explicitly described as best for B2B SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|QuickBooks Online Advanced", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** is the smartest financial move for ASC 606 compliance."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|RightRev", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Moderate-Cost Alternative: RightRev or DualEntry (Dedicated ASC 606 layers)**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|DualEntry", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Moderate-Cost Alternative: RightRev or DualEntry (Dedicated ASC 606 layers)**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Maxio", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are a **B2B SaaS / subscription** business → **Maxio** will save you hours every month and keep you audit-ready."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Ordway", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ordway** is another strong contender if you need more custom billing workflows, but Maxio tends to have better built-in rev rec"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Excel", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you can absolutely stay 100% compliant using a **well-structured Excel schedule**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Sage Intacct", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to *Avoid* for a Small Business - **Sage Intacct** – Excellent software, but costs $15k–50k/year"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Zuora", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Zuora** – Built for enterprise-level billing engines. Overkill and incredibly expensive for a small firm."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|NetSuite Advanced Revenue Management", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite Advanced Revenue Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Requires being on NetSuite ERP, which is also mid-market heavy."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|deepseek-small|Xero", "prompt": "c202-s2", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "keep using QuickBooks/Xero with a meticulous schedule"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|NetSuite ARM", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise tools like NetSuite ARM, Sage Intacct, or Zuora Revenue are too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|Sage Intacct", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too complex and expensive, typically starting at tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|Zuora Revenue", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too complex and expensive, typically starting at tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|TrueRev", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "TrueRev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall & Best Value for QuickBooks/Xero Users: **TrueRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|Puzzle (Puzzle.io)", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech Startups using Stripe: **Puzzle (Puzzle.io)**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|Maxio", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Scaling B2B SaaS with High Contract Complexity: **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|google-small|RightRev", "prompt": "c202-s2", "model": "google-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Dedicated Standalone Engine: **RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|meta-small|Ledgerup", "prompt": "c202-s2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ledgerup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ledgerup - Best Revenue Recognition Software: 10 ASC 606 Tools (2026)"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|meta-small|Hubifi", "prompt": "c202-s2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Hubifi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hubifi - 10 Best ASC 606 Platforms for Revenue Automation"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|meta-small|World Metrics", "prompt": "c202-s2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "World Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "World Metrics - Best Asc 606 Revenue Recognition Software | 2026 Rankings"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|meta-small|Zenskar", "prompt": "c202-s2", "model": "meta-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zenskar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zenskar - Top 6 Revenue Recognition Software Solutions in 2026"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|minimax-small|Maxio", "prompt": "c202-s2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Maxio** or **Finlens**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|minimax-small|Finlens", "prompt": "c202-s2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Maxio** or **Finlens**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|minimax-small|Stripe Revenue Recognition", "prompt": "c202-s2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies already using Stripe for subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|minimax-small|Sage Intacct", "prompt": "c202-s2", "model": "minimax-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Traditional Accounting Software ... Contract revenue management for ASC 606 compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|mistral-small|Maxio", "prompt": "c202-s2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Maxio is particularly well-regarded"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|mistral-small|Younium", "prompt": "c202-s2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for B2B SaaS subscription revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|mistral-small|LedgerUp", "prompt": "c202-s2", "model": "mistral-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid option, especially for SaaS businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|Finlens", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're on a tight budget and use Stripe + QuickBooks**: Go with **Finlens** (~$30/month)"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|Synder RevRec", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Synder RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you sell across multiple channels**: **Synder RevRec** offers good value starting at $52/month"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|Maxio", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though Maxio's pricing may be steep for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|Chargebee RevRec", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need more robust subscription management**: Consider **Chargebee RevRec**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|QuickBooks Online", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Neither QuickBooks Online nor Xero has native ASC 606 compliance."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|moonshot-small|Xero", "prompt": "c202-s2", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Neither QuickBooks Online nor Xero has native ASC 606 compliance."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|Chargebee RevRec", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** for a small business selling to other businesses, I'd lean **Chargebee RevRec**"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|Stripe Revenue Recognition", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Use Stripe Revenue Recognition** if you're already on **Stripe** and want the least-friction setup."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|Maxio", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "appears in a revenue-recognition compliance category alongside other B2B-focused tools like Maxio and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|Younium", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "alongside other B2B-focused tools like Maxio and Younium"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|Sage Intacct", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Use Sage Intacct / RightRev-style options** if you're already in an accounting/ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|openai-small|RightRev", "prompt": "c202-s2", "model": "openai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Use Sage Intacct / RightRev-style options** if you're already in an accounting/ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Finlens", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Finlens or HubiFi as top ASC 606 compliance tools"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|HubiFi", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "HubiFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Finlens or HubiFi as top ASC 606 compliance tools"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Maxio", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "great for scaling SaaS but overkill (and pricey) for early SMBs"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Chargebee RevRec", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great for scaling SaaS but overkill (and pricey) for early SMBs"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Zuora", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(starting ~$500–600/month) are great for scaling SaaS but overkill (and pricey) for early SMBs"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|NetSuite ARM", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options (e.g., NetSuite ARM) suit larger ops."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|LedgerUp", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "LedgerUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "LedgerUp excels for mid-market with usage billing but may be heavier."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Coefficient's ASC 606 Checklist", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Coefficient's ASC 606 Checklist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free interim option: Use Excel templates like Coefficient's ASC 606 Checklist"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|xai-small|Ordway's Recurring Revenue Schedule", "prompt": "c202-s2", "model": "xai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway's Recurring Revenue Schedule", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ordway's Recurring Revenue Schedule (search for downloads)—good for <50 contracts but error-prone at scale"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Ordway", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Ordway (AI‑powered billing + revenue) - **Best for:** SaaS, usage‑based, tiered, and hybrid contracts."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Maxio", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Provides subscription billing, invoicing, and ASC 606 revenue recognition in a single platform"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Chargebee RevRec", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Handles subscription‑based revenue with clear period‑close traceability and journal automation; simpler than enterprise suites."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|RightRev", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Standalone revenue‑recognition engines that plug into billing/ERP; strong journal‑entry automation and audit trails."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|DualEntry", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies that want a focused revenue‑recognition engine separate from billing."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|BillingPlatform", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Robust journal automation, contract change handling, and audit trails; scales beyond SMB but has an accessible entry point."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Sage Intacct Revenue Management", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Sage Intacct Revenue Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Embedded revenue module that automates ASC 606 schedules and GL postings"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|QuickBooks Advanced / Xero extensions", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "QuickBooks Advanced / Xero extensions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Basic revenue reporting... limited functionality for complex arrangements."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Stripe Revenue Recognition", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Directly embedded in your billing stack; fast onboarding, minimal new UI."}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Zuora Revenue", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stripe Revenue Recognition, Chargebee, Maxio, Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-s2|zai-small|Excel‑based templates", "prompt": "c202-s2", "model": "zai-small", "cat": "revenue-recognition", "variant": "paraphrase", "raw": "Excel‑based templates", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they require disciplined maintenance and are not ideal for high volume or frequent modifications"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|Zenskar", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely considered the industry leader for B2B SaaS startups"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|DualEntry", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A newer, AI-native ERP that approaches revenue recognition from a general ledger perspective"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|Trullion", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for teams focused on audit-readiness"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|ChargeOver", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "ChargeOver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "auto-posting journal entries for revenue recognition directly into QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|QuickBooks Online Advanced", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams that are not yet ready to adopt a dedicated rev-rec platform"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|alibaba-small|Xero (with integrations)", "prompt": "c202-s3", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Xero (with integrations)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "many small teams pair it with lightweight integrations or use third-party add-ons to handle deferred schedules"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|QuickBooks", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Smaller companies may only need basic tools from QuickBooks, Xero, or similar platforms, with plans that can start around $15 to $30 per month."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|Xero", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Smaller companies may only need basic tools from QuickBooks, Xero, or similar platforms"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|Maxio", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maxio is best for B2B SaaS teams that want billing, rev rec, and SaaS metrics in one finance-led platform."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|Sage Intacct", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sage Intacct keeps recognition close to the general ledger."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|Chargebee RevenueStory", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevenueStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chargebee RevenueStory connects billing events to revenue reporting."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|LedgerUp", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "LedgerUp is best for B2B SaaS teams whose rev rec errors start in mismatched contract and billing data"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|FreshBooks", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "some accounting software providers, including FreshBooks and Zoho Books, receive strong ratings for customer support"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|anthropic-small|Zoho Books", "prompt": "c202-s3", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including FreshBooks and Zoho Books, receive strong ratings for customer support from third-party review sources"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|Pipedrive", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best if you already live in CRM:** **Pipedrive**.[1]"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|QuickBooks Online Advanced", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest small-team setup:** **QuickBooks Online Advanced** or **Zoho Billing**.[5][8]"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|Zoho Billing", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zoho Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Simplest small-team setup:** **QuickBooks Online Advanced** or **Zoho Billing**.[5][8]"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|Chargebee", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stronger billing + rev rec platform; more suitable when subscriptions are central"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|Maxio", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best SaaS all-in-one option:** **Maxio**.[11][15]"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|ScaleXP", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Positioned as standalone revenue recognition with SaaS metrics automation and accounting integrations."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|challenger-small|Zenskar", "prompt": "c202-s3", "model": "challenger-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best when pricing is complex:** **Zenskar**.[3][5]"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|QuickBooks Online Advanced", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **QuickBooks Online Advanced** handles simple subscriptions out of the box."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|TrueRev", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "add a dedicated layer like **TrueRev or Flowrev** (cheap, QuickBooks-native)"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Flowrev", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add a dedicated layer like **TrueRev or Flowrev** (cheap, QuickBooks-native)"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|ScaleXP", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "ScaleXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Standalone layers** (Flowrev, TrueRev, FloQast, ScaleXP) sit on top of QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|FloQast", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Guided, evidence-driven ASC 606 workflow built around the month-end close"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Maxio", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong for usage/milestone recognition, but complex and pricier for small teams."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Zenskar", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Only step up to **Maxio or Zenskar** when your billing itself has become complex"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Chargebee RevRec", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "less flexible for usage-based or bespoke contracts without add-ons"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Zuora", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Zuora and NetSuite** are overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|Trullion", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "strongest audit trail, but leans mid-market/enterprise and integrates mainly with NetSuite/SAP"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|RightRev", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Dedicated tools (Trullion, FloQast, RightRev, DualEntry) provide real compliance depth"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|DualEntry", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Dedicated tools (Trullion, FloQast, RightRev, DualEntry) provide real compliance depth"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|deepseek-small|NetSuite", "prompt": "c202-s3", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Zuora and NetSuite** are overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|NetSuite", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not needing a massive, expensive ERP like NetSuite or Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Zuora", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not needing a massive, expensive ERP like NetSuite or Zuora"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|QuickBooks", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "standard QuickBooks or Xero do not handle SaaS subscriptions, hybrid contracts, or deferred revenue out of the box"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Xero", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "standard QuickBooks or Xero do not handle SaaS subscriptions, hybrid contracts, or deferred revenue out of the box"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Puzzle (Puzzle.io)", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for: Startups and small teams (pre-seed to Series B) wanting an AI-first, automated accounting system."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Stripe Revenue Recognition", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Very early-stage teams whose billing and invoicing flow exclusively through Stripe."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|TrueRev", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Starting at around $299/month, it is highly cost-effective and explicitly designed as an affordable alternative to enterprise tools like Maxio."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Chargebee RevRec", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Scaling startups with complex, hybrid, or usage-based pricing models."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|google-small|Maxio", "prompt": "c202-s3", "model": "google-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more powerful and feature-rich than Puzzle or TrueRev, but carries a higher price tag and a steeper implementation curve"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|meta-small|Pipedrive", "prompt": "c202-s3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include Pipedrive, DualEntry, Trullion, Ruddr, and RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|meta-small|DualEntry", "prompt": "c202-s3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include Pipedrive, DualEntry, Trullion, Ruddr, and RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|meta-small|Trullion", "prompt": "c202-s3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include Pipedrive, DualEntry, Trullion, Ruddr, and RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|meta-small|Ruddr", "prompt": "c202-s3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ruddr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top results include Pipedrive, DualEntry, Trullion, Ruddr, and RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|meta-small|RightRev", "prompt": "c202-s3", "model": "meta-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top results include Pipedrive, DualEntry, Trullion, Ruddr, and RightRev."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Puzzle", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Puzzle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Growth-stage SaaS**: Puzzle or Maxio offer good balance of features and pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Maxio", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Growth-stage SaaS**: Puzzle or Maxio offer good balance of features and pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Chargebee", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious**: Start with QuickBooks Advanced or Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|RightRev", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Complex contracts**: RightRev or Trullion provide enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|DualEntry", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-native ERP architecture, modern approach"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Zenskar", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Usage-based model**: Zenskar specializes in this"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|QuickBooks Advanced", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious**: Start with QuickBooks Advanced or Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Trullion", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Complex contracts**: RightRev or Trullion provide enterprise-grade compliance"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|NetSuite", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Longer**: NetSuite, enterprise tools (3-6+ months)"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Zuora Revenue", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zuora Revenue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise-grade**: Trullion, RightRev, NetSuite, Zuora Revenue"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Zoho Books", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Basic**: QuickBooks, Zoho Books — limited automation, better for simpler needs"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|minimax-small|Sage Intacct", "prompt": "c202-s3", "model": "minimax-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**ERP-focused**: NetSuite, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|mistral-small|Trullion", "prompt": "c202-s3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, Trullion is the top all-around choice due to its balance of features, compliance, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|mistral-small|QuickBooks Online Advanced", "prompt": "c202-s3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online Advanced is best for simple, low-cost needs within the QuickBooks ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|mistral-small|Pipedrive", "prompt": "c202-s3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More of a CRM with RevRec features than a dedicated RevRec tool."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|mistral-small|DualEntry", "prompt": "c202-s3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DualEntry is ideal for those prioritizing automation and real-time visibility"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|mistral-small|Ruddr", "prompt": "c202-s3", "model": "mistral-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ruddr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ruddr is specialized for professional services"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|moonshot-small|Stripe Revenue Recognition", "prompt": "c202-s3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just starting out (<$1M ARR):** Stripe Revenue Recognition (if on Stripe) or Chargebee RevRec"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|moonshot-small|Chargebee RevRec", "prompt": "c202-s3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Just starting out (<$1M ARR):** Stripe Revenue Recognition (if on Stripe) or Chargebee RevRec"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|moonshot-small|Maxio", "prompt": "c202-s3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growing B2B SaaS ($2M–$15M ARR):** Maxio for integrated billing + metrics + rev rec"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|moonshot-small|RightRev", "prompt": "c202-s3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "RightRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Complex contracts/services mix:** RightRev for sophisticated ASC 606 handling"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|moonshot-small|NetSuite Advanced Revenue Management (ARM)", "prompt": "c202-s3", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "NetSuite Advanced Revenue Management (ARM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already on NetSuite:** NetSuite ARM to avoid integration overhead"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|openai-small|Maxio", "prompt": "c202-s3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strongest \"small team SaaS\" fit... **Very small SaaS team, wants one system:** **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|openai-small|Chargebee RevRec", "prompt": "c202-s3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use or want **Chargebee Billing** and need a dedicated revenue recognition layer."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|openai-small|Sage Intacct", "prompt": "c202-s3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your small team is really a **finance team that wants accounting depth**"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|openai-small|ChargeOver", "prompt": "c202-s3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "ChargeOver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "simpler and potentially easier to run for a very small team, but not as full-featured for complex ASC 606 workflows"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|openai-small|Stripe Billing", "prompt": "c202-s3", "model": "openai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is not the same thing as a dedicated revenue recognition engine"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|xai-small|QuickBooks Online Advanced", "prompt": "c202-s3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "General small businesses with basic subscriptions/services | Built-in revenue schedules, deferred revenue automation... Affordable upgrade from basic QB; simple setup"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|xai-small|Xero", "prompt": "c202-s3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Native recognition basic—needs extensions for ASC 606; less automated than dedicated tools."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|xai-small|Pipedrive", "prompt": "c202-s3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not full standalone RevRec—more tracking than automation; relies on integrations for journals."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|xai-small|Stripe Billing/RevRec", "prompt": "c202-s3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Stripe Billing/RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "subscriptions → Stripe/Chargebee; ... Stripe wins for tiny volumes (<$10K/mo)"}, {"id": "mai-20260917-1752-baseline-2|c202-s3|xai-small|Chargebee RevRec", "prompt": "c202-s3", "model": "xai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost; overkill for non-recurring revenue; setup needs config."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|zai-small|Ruddr", "prompt": "c202-s3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Ruddr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run a **service business**, start with **Ruddr**."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|zai-small|Chargebee RevRec", "prompt": "c202-s3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a **SaaS startup**, start with **Chargebee RevRec**."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|zai-small|Trullion", "prompt": "c202-s3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **complex contracts** and have outgrown spreadsheets, consider **Trullion**."}, {"id": "mai-20260917-1752-baseline-2|c202-s3|zai-small|QuickBooks", "prompt": "c202-s3", "model": "zai-small", "cat": "revenue-recognition", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It lacks the sophisticated rules engines of Trullion or the deep subscription focus of Chargebee."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|alibaba-small|Flowrev", "prompt": "c202-s4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: Flowrev ... one of the most accessible options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|alibaba-small|Stripe Revenue Recognition", "prompt": "c202-s4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest Entry Point: Stripe Revenue Recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|alibaba-small|Alguna", "prompt": "c202-s4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Modern\" Startup Option: Alguna"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|alibaba-small|Spreadsheets + Accounting Software", "prompt": "c202-s4", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Spreadsheets + Accounting Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Warning: This becomes unsustainable quickly if you have many contracts, upsells, downgrades, or proration issues."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|anthropic-small|QuickBooks", "prompt": "c202-s4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tight budget, I'd recommend starting with QuickBooks, Xero, or a basic accounting tool"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|anthropic-small|Xero", "prompt": "c202-s4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a tight budget, I'd recommend starting with QuickBooks, Xero, or a basic accounting tool"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|anthropic-small|Ordway", "prompt": "c202-s4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrading to a specialized solution like Ordway or Chargebee once your business complexity increases"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|anthropic-small|Chargebee", "prompt": "c202-s4", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chargebee now offers revenue recognition capabilities through its RevRec module"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|challenger-small|Pipedrive", "prompt": "c202-s4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for tight budgets:** **Pipedrive**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|challenger-small|Sage", "prompt": "c202-s4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want accounting software first:** **Sage**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|challenger-small|Puzzle", "prompt": "c202-s4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your business is SaaS and you need more automation:** **Puzzle**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|challenger-small|TrueRev", "prompt": "c202-s4", "model": "challenger-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as offering real-time revenue recognition ... \"at a fraction of the cost of enterprise-level software.\""}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Zoho Books", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books (Best all-around value for small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Stripe Revenue Recognition", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're a subscription business on Stripe → **Stripe Revenue Recognition (~$25/mo)** is the cheapest true automation."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|QuickBooks Online Advanced", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it's on the higher end of \"budget.\""}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Alguna", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're purely a small SaaS startup → **Alguna's free tier** is worth checking."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Xero", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not true automated \"revenue recognition software\" out of the box"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Maxio", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "those are out of budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Chargebee", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "those are out of budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|Zuora", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "those are out of budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|deepseek-small|NetSuite", "prompt": "c202-s4", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "those are out of budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|NetSuite", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade RevRec tools (like NetSuite, Sage Intacct, or Zuora) are incredibly powerful but carry steep implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|Sage Intacct", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "carry steep implementation costs (often $10,000 to $50,000+) and high annual software fees"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|Zuora", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "carry steep implementation costs (often $10,000 to $50,000+) and high annual software fees"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|Stripe Revenue Recognition", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "this is by far the easiest and most budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|Synder RevRec", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Synder RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Synder is a fantastic budget option"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|TrueRev", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TrueRev is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|Maxio (SaaSOptics)", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio (SaaSOptics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "direct mid-market competitors like Maxio (SaaSOptics) or RightRev, which often start at $6,000–$10,000+ per year"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|RightRev", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "RightRev", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "which often start at $6,000–$10,000+ per year"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|google-small|QuickBooks Online (Advanced Tier)", "prompt": "c202-s4", "model": "google-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online (Advanced Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best with ZERO Extra Cost... you may not need to buy any third-party software at all"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|meta-small|Pipedrive", "prompt": "c202-s4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best revenue recognition software for a small company with a tight budget includes options like Pipedrive, Flowrev, and Ordway."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|meta-small|Flowrev", "prompt": "c202-s4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes options like Pipedrive, Flowrev, and Ordway"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|meta-small|Ordway", "prompt": "c202-s4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Ordway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "includes options like Pipedrive, Flowrev, and Ordway"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|meta-small|QuickBooks", "prompt": "c202-s4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "smaller companies may find basic tools from QuickBooks or Xero to be suitable, with plans starting around $15 to $30 per month"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|meta-small|Xero", "prompt": "c202-s4", "model": "meta-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "smaller companies may find basic tools from QuickBooks or Xero to be suitable"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|minimax-small|QuickBooks Online Advanced", "prompt": "c202-s4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "May be too expensive for very small businesses, but includes native revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|minimax-small|Flowrev", "prompt": "c202-s4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flowrev** at $50/month - If you need more robust features and already use QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|minimax-small|Chargebee", "prompt": "c202-s4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Chargebee's free tier** - If you have subscription/revenue under $50k/year, you can get started for free"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|minimax-small|Recurly", "prompt": "c202-s4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Price**: Low-cost monthly fee with pay-as-you-go model"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|minimax-small|Stripe Revenue Recognition", "prompt": "c202-s4", "model": "minimax-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Companies using Stripe for payments"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|mistral-small|QuickBooks", "prompt": "c202-s4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with an integrated solution like QuickBooks or Xero is the most cost-effective approach"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|mistral-small|Xero", "prompt": "c202-s4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with an integrated solution like QuickBooks or Xero is the most cost-effective approach"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|mistral-small|Pipedrive", "prompt": "c202-s4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced features, Pipedrive or Flowrev are worth considering."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|mistral-small|Flowrev", "prompt": "c202-s4", "model": "mistral-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flowrev helps track, accrue, and report revenue in real-time"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|QuickBooks Online Advanced", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is often the **best sweet spot** for small businesses that need true automated revenue recognition without enterprise ERP pricing."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|Chargebee", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Subscription business under $50K revenue?** \\u2192 Try **Chargebee\\u2019s free tier**."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|Flowrev", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly dedicated tool ... Listed as a top-rated option specifically for **small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|Ruddr", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Ruddr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free trial + scalable pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|Sage Intacct", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget | Sage Intacct | Starts around $9,000\\u2013$12,000/year"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|moonshot-small|NetSuite", "prompt": "c202-s4", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget ... NetSuite | Base pricing ~$999+/month before add-ons"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|QuickBooks", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cheapest practical option: QuickBooks + a simple add-on / accounting workflow"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|ChargeOver", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "ChargeOver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the best balance of cost and capability, I'd start by looking at ChargeOver."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Measure", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Measure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Measure or DualEntry if you need better automation without jumping to the biggest enterprise tools."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Chargebee RevRec", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lists pricing starting at $5,000, which is usually not \"tight budget\" territory"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Sage Intacct", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often overkill for a tight budget and may start around enterprise-style pricing"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|DualEntry", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Measure or DualEntry if you need better automation"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Trullion", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "shows tools like ChargeOver, DualEntry, and Trullion alongside bigger platforms"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Maxio", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alongside bigger platforms like Sage Intacct and Maxio"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|Tabs", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "G2's small-business category includes products like Tabs, Chargebee, HubSpot Revenue Hub, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|openai-small|HubSpot Revenue Hub", "prompt": "c202-s4", "model": "openai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "HubSpot Revenue Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "includes products like Tabs, Chargebee, HubSpot Revenue Hub, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Flowrev", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Flowrev** (Starting at ~$40–$50/month per organization)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Chargebee RevenueStory", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee RevenueStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Low-Cost Alternatives: 1. **Chargebee RevenueStory**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Zoho Billing", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Billing** (Standard plan $39–$50/month; includes revenue recognition in higher tiers)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Pipedrive", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More sales-focused; pair with accounting tool."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Ruddr", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Ruddr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pro services automation with rev rec, time tracking. Geared toward agencies"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|NetSuite", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like NetSuite/Maxio ($500+/month)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Maxio", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like NetSuite/Maxio ($500+/month)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Wave", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use free tools like Wave or Zoho Books for basic tracking, but add a spreadsheet for manual rev rec (not scalable)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|xai-small|Zoho Books", "prompt": "c202-s4", "model": "xai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "use free tools like Wave or Zoho Books for basic tracking, but add a spreadsheet for manual rev rec (not scalable)"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|zai-small|Flowrev", "prompt": "c202-s4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Flowrev", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best revenue recognition software is **Flowrev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|zai-small|QuickBooks Online Advanced", "prompt": "c202-s4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "this is the only software that includes revenue recognition natively"}, {"id": "mai-20260917-1752-baseline-2|c202-s4|zai-small|Chargebee", "prompt": "c202-s4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Their Revenue Recognition module is included or available as an add-on that scales with your billing."}, {"id": "mai-20260917-1752-baseline-2|c202-s4|zai-small|Xero", "prompt": "c202-s4", "model": "zai-small", "cat": "revenue-recognition", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While it doesn't have a dedicated \"Revenue Recognition\" button like Flowrev, it has built-in reporting features"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Oracle", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not yet need the complexity and cost of heavy enterprise suites like Oracle, OneStream, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|OneStream", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not yet need the complexity and cost of heavy enterprise suites like Oracle, OneStream, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|SAP", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you may not yet need the complexity and cost of heavy enterprise suites like Oracle, OneStream, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|RightRev", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Modern API-First Tools:** (e.g., *RightRev, Ruddr, Precursive*) – Built specifically for modern SaaS tech stacks; very low maintenance."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Ruddr", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ruddr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., *RightRev, Ruddr, Precursive*) – Built specifically for modern SaaS tech stacks"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Precursive", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Precursive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., *RightRev, Ruddr, Precursive*) – Built specifically for modern SaaS tech stacks"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Maxio", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Billing-Native Tools:** (e.g., *Maxio, Pivotal*) – Great if you want to manage billing and revenue recognition in the same place."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Pivotal", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Pivotal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Billing-Native Tools:** (e.g., *Maxio, Pivotal*)"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|Trullion", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "(e.g., *Trullion, BlackLine*) – More expensive and robust, sometimes overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|alibaba-small|BlackLine", "prompt": "c202-s5", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(e.g., *Trullion, BlackLine*) – More expensive and robust, sometimes overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|deepseek-small|Ordway", "prompt": "c202-s5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "strong options for subscription/SaaS-sized businesses include **Ordway, Maxio (formerly SaaSOptics/Chargify), Numeral, and RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|deepseek-small|Maxio", "prompt": "c202-s5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "strong options for subscription/SaaS-sized businesses include **Ordway, Maxio (formerly SaaSOptics/Chargify), Numeral, and RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|deepseek-small|Numeral", "prompt": "c202-s5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong options for subscription/SaaS-sized businesses include **Ordway, Maxio ... Numeral, and RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|deepseek-small|RightRev", "prompt": "c202-s5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong options for subscription/SaaS-sized businesses include **Ordway, Maxio ... Numeral, and RightRev**"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|deepseek-small|Pipedrive", "prompt": "c202-s5", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tools like Pipedrive can work for small teams that want revenue tracking without a full ERP."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|NetSuite ARM", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You cannot afford to spend six months or $50,000 implementing an enterprise-grade revenue recognition (rev rec) platform like NetSuite ARM, Sage Intacct, or Zuora."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Sage Intacct", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You cannot afford to spend six months or $50,000 implementing an enterprise-grade revenue recognition (rev rec) platform like NetSuite ARM, Sage Intacct, or Zuora."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Zuora", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You cannot afford to spend six months or $50,000 implementing an enterprise-grade revenue recognition (rev rec) platform like NetSuite ARM, Sage Intacct, or Zuora."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Finlens", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A newer, highly automated tool specifically designed to sit on top of QBO... automates deferred revenue journal entries directly in your GL with zero migration required."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|TrueRev", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for B2B SaaS. It connects to QBO and handles contract management, deferred revenue schedules"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Flowrev", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Flowrev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A lightweight, budget-friendly option (starting around $50/month) that integrates directly with QBO and Xero"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|QuickBooks Online Advanced (Native)", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "QuickBooks Online Advanced (Native)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It works well for straightforward straight-line subscriptions, but will struggle if you have complex contract adjustments or usage-based billing."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Puzzle (Puzzle.io)", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are open to moving away from QuickBooks entirely, Puzzle is an AI-first general ledger built specifically for startups"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Stripe Revenue Recognition", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If 100% of your transactions run through Stripe, their native rev rec module is incredibly powerful."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|google-small|Maxio (formerly SaaSOptics / Chargify)", "prompt": "c202-s5", "model": "google-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio (formerly SaaSOptics / Chargify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The catch: It starts at around $599+/month and has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|meta-small|RightRev", "prompt": "c202-s5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top revenue recognition software options for 2026 include:\n\n1. RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|meta-small|Guideflow", "prompt": "c202-s5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Guideflow"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|meta-small|Scry AI", "prompt": "c202-s5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Scry AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Scry AI"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|meta-small|Ordway Labs", "prompt": "c202-s5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway Labs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Ordway Labs"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|meta-small|Recurly", "prompt": "c202-s5", "model": "meta-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Recurly"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|NetSuite Revenue Management", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep ERP integration, multi‑entity, robust reporting"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|Intacct (now Sage Intacct)", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Intacct (now Sage Intacct)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong compliance, easy multi‑entity, good API"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|Zuora RevCapture", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora RevCapture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best‑in‑class for subscription/usage billing, native to Zuora billing"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|RevRecon", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevRecon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pure‑play revenue recognition, flexible rules engine"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|Chargebee Revenue (Plus)", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Chargebee Revenue (Plus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Subscription management + recognition, good for SaaS"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you're already on Dynamics, seamless"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|minimax-small|QuickBooks Online Advanced", "prompt": "c202-s5", "model": "minimax-small", "cat": "revenue-recognition", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good for small‑biz, limited recognition depth"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|NetSuite Revenue Management", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "NetSuite Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pros: Deep ASC 606 compliance, ERP integration, scalable. Cons: Expensive, complex setup."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|Sage Intacct", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Limited advanced revenue recognition features."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|Chargebee", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Less robust for complex ASC 606 scenarios."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|RevPro (by Workday)", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RevPro (by Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Overkill for small teams, high cost."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|Maxio (formerly SaaSOptics)", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pros: Built for SaaS, strong billing and revenue recognition. Cons: Niche focus may not fit all business models."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|BlackLine", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: More focused on close processes than recognition."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|Zoho Books", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Limited ASC 606 automation; may require manual workarounds."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|mistral-small|QuickBooks Online Advanced", "prompt": "c202-s5", "model": "mistral-small", "cat": "revenue-recognition", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: Limited ASC 606 automation; may require manual workarounds."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Zuora RevPro", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Zuora RevPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly tools include Zuora RevPro, Chargebee RevenueStory, Ordway, RightRev, or integrations like FastSpring/Recurly."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Chargebee RevenueStory", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Chargebee RevenueStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB-friendly tools include Zuora RevPro, Chargebee RevenueStory, Ordway, RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Ordway", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB-friendly tools include Zuora RevPro, Chargebee RevenueStory, Ordway, RightRev"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|RightRev", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "RightRev", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular SMB-friendly tools include ... Ordway, RightRev, or integrations like FastSpring/Recurly."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|FastSpring", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "FastSpring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or integrations like FastSpring/Recurly"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Recurly", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or integrations like FastSpring/Recurly"}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Stripe Billing", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For simpler needs, check native features in Stripe Billing or Netsuite."}, {"id": "mai-20260917-1752-baseline-2|c202-s5|xai-small|Netsuite", "prompt": "c202-s5", "model": "xai-small", "cat": "revenue-recognition", "variant": "scale", "raw": "Netsuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For simpler needs, check native features in Stripe Billing or Netsuite."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Excel", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pure Spreadsheets (Excel / Google Sheets) ... they are the #1 source of errors for growing businesses."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Google Sheets", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pure Spreadsheets (Excel / Google Sheets) ... dangerous once you have multiple clients, subscriptions, or tiered pricing."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Square", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not rely on these for your actual General Ledger (GL) revenue accounts."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Wise", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not rely on these for your actual General Ledger (GL) revenue accounts."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|PayPal Business", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "PayPal Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not rely on these for your actual General Ledger (GL) revenue accounts."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Stripe", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These platforms record *cash flow*, not revenue ... Do not rely on these for your actual General Ledger (GL) revenue accounts."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Salesforce", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "do not let them serve as your system of record for official financial statements"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|HubSpot", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "do not let them serve as your system of record for official financial statements"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Zoho CRM", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "do not let them serve as your system of record for official financial statements"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Sage 100 (formerly Acta)", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage 100 (formerly Acta)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Legacy On-Premise Accounting Software ... require manual journal entries for every single recurring invoice"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Microsoft Dynamics GP", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Legacy On-Premise Accounting Software ... leading to administrative burnout"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|QuickBooks", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "older desktop versions of **QuickBooks** ... cloud-based accounting is essential"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Oracle NetSuite", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid if you are under \\$1M–\\$5M ARR"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Infor", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Over-Engineered Enterprise ERPs ... notoriously difficult for small businesses to implement"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|QuickBooks Online", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "If the tool does not integrate natively with **QuickBooks Online**, **Xero**, or **Sage Intacct**, it creates a bottleneck."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Xero", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "does not integrate natively with **QuickBooks Online**, **Xero**, or **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|alibaba-small|Sage Intacct", "prompt": "c202-s6", "model": "alibaba-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "does not integrate natively with **QuickBooks Online**, **Xero**, or **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|anthropic-small|QuickBooks (Basic Plans)", "prompt": "c202-s6", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks (Basic Plans)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has significant limitations for complex revenue recognition needs. QuickBooks doesn't support automated performance obligations or variable price estimates"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|anthropic-small|Chargebee", "prompt": "c202-s6", "model": "anthropic-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If your primary need is revenue recognition and QuickBooks integration, Chargebee might be overkill."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|Spreadsheets/Excel-based processes", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets/Excel-based processes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they create critical risks and manual errors, especially as revenue recognition needs grow more complex"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|QuickBooks", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "neither offers revenue recognition as a built-in feature, so SMBs often end up relying on workarounds that can be more complicated than a spreadsheet"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|Xero", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Xero can be a sensible floor for very simple recurring revenue, so it may be acceptable for basic cases but not as a robust rev-rec tool"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|NetSuite ARM", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not ideal for very small businesses with simple invoicing or one-time sales"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|SAP RAR", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not ideal for very small businesses with simple invoicing or one-time sales"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|Workday", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not ideal for very small businesses with simple invoicing or one-time sales"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|challenger-small|Oracle Fusion Cloud ERP", "prompt": "c202-s6", "model": "challenger-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not ideal for very small businesses with simple invoicing or one-time sales"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|SAP RAR", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **SAP RAR, Oracle NetSuite ARM, Workday, Zuora Revenue, and RightRev** are built for large, multi-entity organizations... They're a poor fit for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Oracle NetSuite ARM", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite ARM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "poor fit for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Workday", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "poor fit for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Zuora Revenue", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Some (like Zuora Revenue) require you to migrate your entire billing infrastructure onto their system"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|RightRev", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "RightRev", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "built for large, multi-entity organizations... almost always overkill"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Tabs", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Tabs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even platforms starting at **$1,500/month** (Tabs)... can swallow a small business's accounting budget"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Maxio", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "$599+/month** (Maxio, Chargebee RevRec) can swallow a small business's accounting budget"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Chargebee RevRec", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Chargebee / Maxio** only if you genuinely need a full billing + rev-rec platform and have the budget"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|QuickBooks", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The caution here is **expecting a basic plan to handle ASC 606/IFRS 15 compliance**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Xero", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Generic small-business accounting software (QuickBooks, Xero) is perfectly sufficient for simple cash or one-time invoicing"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Stripe Revenue Recognition", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Stripe Revenue Recognition** (fast, built into Stripe, ~$25/month) if you're Stripe-native"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|LedgerUp", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**LedgerUp / Finlens** type solutions that run ASC 606 inside QuickBooks Online without forcing a migration"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|deepseek-small|Finlens", "prompt": "c202-s6", "model": "deepseek-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "run ASC 606 inside QuickBooks Online without forcing a migration"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Zuora Revenue (formerly RevPro)", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora Revenue (formerly RevPro)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Oracle NetSuite ARM (Advanced Revenue Management)", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle NetSuite ARM (Advanced Revenue Management)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|SAP S/4HANA Cloud", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Workday Financial Management", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday Financial Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade Platforms (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Excel", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Manual Spreadsheets / Excel (The \"Hidden\" Tool to Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Google Sheets", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "spreadsheets are the most dangerous \"tool\" to rely on as your contract volume grows"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Stripe Billing", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "\"Billing-First\" Platforms Without Proper GAAP Engines (Proceed with Caution)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|PayPal", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Examples: Basic configurations of standard payment processors (like raw Stripe Billing or PayPal)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Stripe Revenue Recognition", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Use the built-in, entry-level RevRec features of your existing billing provider (like *Stripe Revenue Recognition*)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Finlens", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "integrate a third-party bridge (like Finlens or Chargebee)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Maxio (formerly SaaSOptics/Chargify)", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio (formerly SaaSOptics/Chargify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Mid-Market \"Subledger\" Platforms (Proceed with Caution if Under $1M ARR)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Chargebee Enterprise", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Mid-Market \"Subledger\" Platforms (Proceed with Caution if Under $1M ARR)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|google-small|Younium", "prompt": "c202-s6", "model": "google-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "transition to specialized mid-market automated solutions (like *Younium*, *Maxio*, or *Chargebee RevRec*)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|meta-small|QuickBooks", "prompt": "c202-s6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as QuickBooks and Xero, which do not offer revenue recognition as a feature"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|meta-small|Xero", "prompt": "c202-s6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as QuickBooks and Xero, which do not offer revenue recognition as a feature"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|meta-small|Pipedrive", "prompt": "c202-s6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some tools, such as Pipedrive, Finlens, and Alguna, may be more suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|meta-small|Finlens", "prompt": "c202-s6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some tools, such as Pipedrive, Finlens, and Alguna, may be more suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|meta-small|Alguna", "prompt": "c202-s6", "model": "meta-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Alguna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These tools offer automated revenue recognition and compliance with ASC 606 and GAAP."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|minimax-small|Excel", "prompt": "c202-s6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel/Google Sheets)... prone to human error and formula mistakes - Lack audit trails"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|minimax-small|Google Sheets", "prompt": "c202-s6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel/Google Sheets)... Don't scale well with growth"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|minimax-small|QuickBooks Online", "prompt": "c202-s6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standard small business accounting software like QuickBooks Online or Xero: - Don't offer built-in revenue recognition features"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|minimax-small|Xero", "prompt": "c202-s6", "model": "minimax-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like QuickBooks Online or Xero: - Don't offer built-in revenue recognition features - Require third-party integrations"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|mistral-small|QuickBooks Online", "prompt": "c202-s6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Simpler Accounting Software: QuickBooks Online, Xero, or Pipedrive may be sufficient for small businesses with straightforward revenue models"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|mistral-small|Xero", "prompt": "c202-s6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online, Xero, or Pipedrive may be sufficient for small businesses with straightforward revenue models"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|mistral-small|Pipedrive", "prompt": "c202-s6", "model": "mistral-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online, Xero, or Pipedrive may be sufficient for small businesses with straightforward revenue models"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Manual Spreadsheets", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Manual Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Research shows **70% of spreadsheets contain errors**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|QuickBooks", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** While popular for small businesses, QuickBooks has significant limitations for revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Stripe Revenue Recognition", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Only accounts for Stripe transactions** - useless if you have multiple revenue streams"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Zuora RevPro", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora RevPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|NetSuite Advanced Revenue Management", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite Advanced Revenue Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "NetSuite implementations range from $25,000–$250,000"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Salesforce Revenue Cloud", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Finlens", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**QuickBooks + specialized add-ons** (like Finlens) that automate rev rec natively inside QBO (~$30/month)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Chargebee RevRec", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Chargebee RevRec** for subscription businesses (more affordable entry point)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|moonshot-small|Sage Intacct", "prompt": "c202-s6", "model": "moonshot-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Sage Intacct** or similar mid-market solutions if you've truly outgrown QBO"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Spreadsheets (e.g., Excel or Google Sheets)", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Spreadsheets (e.g., Excel or Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (e.g., Excel or Google Sheets) – Avoid entirely"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|QuickBooks", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Basic Accounting Tools like QuickBooks (especially standalone) – Be cautious"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|SAP RAR", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP RAR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Level or Heavy ERP Systems (e.g., SAP RAR, Oracle, Workday, full NetSuite ARM) – Avoid unless scaling"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Oracle", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid unless scaling ... Overkill with steep implementation"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Workday", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid unless scaling ... others are excessive"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|NetSuite ARM", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "NetSuite ARM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "NetSuite might work for moderate needs if already in-ecosystem, but others are excessive"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Chargebee RevRec", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Chargebee RevRec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools with Poor Integrations or Clunky Setup (e.g., some Chargebee RevRec reviews) – Be cautious"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Zoho Books/Billing", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zoho Books/Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Better alternatives for small businesses: Start with affordable, SMB-friendly options like Zoho Books/Billing ($25+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Stripe Billing", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stripe Billing with rev rec"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Maxio", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "specialized lightweight tools (e.g., Maxio for SaaS starters"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|xai-small|Pipedrive", "prompt": "c202-s6", "model": "xai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pipedrive for simple tracking"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Excel", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** **Avoid** for anything beyond the most basic, one-off invoices."}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Google Sheets", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Spreadsheets (Excel/Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|QuickBooks", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "revenue recognition in QuickBooks leaves teams **manually calculating** schedules... **Use with Caution.**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Xero", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use Standard Accounting Software with Caution (e.g., Basic QuickBooks, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Zuora", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise-Grade \"Monoliths\" (e.g., Zuora, Oracle, SAP)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Oracle", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Enterprise-Grade \"Monoliths\" (e.g., Zuora, Oracle, SAP)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|SAP", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Enterprise-Grade \"Monoliths\" (e.g., Zuora, Oracle, SAP)"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Stripe Revenue Recognition", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "this tool has a low rating (around 3.8/5 stars). Users frequently complain about a **difficult setup process**... **Cautious.**"}, {"id": "mai-20260917-1752-baseline-2|c202-s6|zai-small|Finlens", "prompt": "c202-s6", "model": "zai-small", "cat": "revenue-recognition", "variant": "negative", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for alternatives with higher ratings (such as Finlens or specialized SaaS accounting software)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|alibaba-small|BlackLine Lease Accounting", "prompt": "c203-l1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely recognized as the strongest fit for enterprise financial close workflows."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|alibaba-small|LeaseAccelerator", "prompt": "c203-l1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Global enterprises with complex, multi-currency, and multi-entity structures."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|alibaba-small|Visual Lease (by Trullion)", "prompt": "c203-l1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease (by Trullion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visual Lease is known for its user-friendly interface combined with strong automation capabilities."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|alibaba-small|ProLease (by TRX)", "prompt": "c203-l1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "ProLease (by TRX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProLease has gained significant traction for its modern tech stack and focus on user experience."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|alibaba-small|Spacebase", "prompt": "c203-l1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Spacebase offers a unique combination of lease accounting and real estate operations in one platform."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|anthropic-small|Visual Lease", "prompt": "c203-l1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visual Lease** is highly regarded for enterprise-level portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|anthropic-small|Nakisa Lease Accounting (NLA)", "prompt": "c203-l1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa Lease Accounting (NLA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specifically designed for large enterprises with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|anthropic-small|FinQuery", "prompt": "c203-l1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FinQuery serves mid-market to enterprise organizations well."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|anthropic-small|Spacebase", "prompt": "c203-l1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spacebase** is ideal for B2B real estate and equipment."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|anthropic-small|Trullion", "prompt": "c203-l1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trullion** offers AI-powered features for efficiency."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|challenger-small|Nakisa", "prompt": "c203-l1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest *default* pick is **Nakisa** if you have a large, complex portfolio"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|challenger-small|LeaseQuery powered by FinQuery", "prompt": "c203-l1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery powered by FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a top enterprise option and is frequently rated highly"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|challenger-small|Visual Lease", "prompt": "c203-l1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you need *enterprise lease management with strong ERP integration*"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|challenger-small|Spacebase", "prompt": "c203-l1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though the supporting detail is thinner than for the larger enterprise-focused vendors"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|LeaseAccelerator (by insightsoftware)", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator (by insightsoftware)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseAccelerator** (best overall global enterprise solution with broad ERP coverage)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|Nakisa Lease Administration", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nakisa** (if you're on SAP with 500+ leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FinQuery** (best all-around, most ERP-flexible, strongest value per many 2026 analyses)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|Visual Lease (CoStar Group)", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease (CoStar Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Real Estate-Heavy Portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|Black Owl", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're also a lessor, consider **Black Owl**"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|MRI ProLease", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strongly favored for enterprise teams needing repeatable abstraction"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|CoStar Lease Accounting", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "CoStar Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other Notable Mentions"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|Trullion", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Trullion** (API-first, AI abstraction with source-linked entries)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|LeaseCrunch", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**LeaseCrunch** (accuracy-focused mid-to-large enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|deepseek-small|Accruent Lucernex", "prompt": "c203-l1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Accruent Lucernex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Accruent Lucernex** (real estate lifecycle)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|Nakisa Lease Accounting", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nakisa is often the gold standard. Best suited for: Multi-national companies with highly complex IT infrastructures."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|LeaseAccelerator (by insightsoftware)", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LeaseAccelerator is a market leader for equipment and asset-level lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|Trullion", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "famous for its AI-powered lease abstraction"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|Visual Lease", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visual Lease is a mature platform that masterfully bridges the gap between the Real Estate/Operations team and the CFO's office."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|NetLease (by Netgain)", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises operating entirely on Oracle NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Purpose-built by accountants, FinQuery has an intuitive, user-friendly interface"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|Spacebase", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lease accounting software for an enterprise B2B company is Spacebase, as it is ideal for managing B2B real estate and equipment contracts."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|LeaseAccelerator", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include LeaseAccelerator, Trullion, Visual Lease, SOFT4Lessee, and Black Owl."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|Trullion", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include LeaseAccelerator, Trullion, Visual Lease, SOFT4Lessee, and Black Owl."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|Visual Lease", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include LeaseAccelerator, Trullion, Visual Lease, SOFT4Lessee, and Black Owl."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|SOFT4Lessee", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include LeaseAccelerator, Trullion, Visual Lease, SOFT4Lessee, and Black Owl."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|meta-small|Black Owl", "prompt": "c203-l1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Black Owl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options include LeaseAccelerator, Trullion, Visual Lease, SOFT4Lessee, and Black Owl."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|minimax-small|LeaseQuery (FinQuery)", "prompt": "c203-l1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery (FinQuery)** - Best Overall"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|minimax-small|BlackLine Lease Accounting", "prompt": "c203-l1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** if you need deep integration with existing financial close workflows"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|minimax-small|LeaseAccelerator", "prompt": "c203-l1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Enterprises - Designed for large organizations with complex lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|minimax-small|Spacebase", "prompt": "c203-l1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spacebase** is purpose-built for that sector"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|minimax-small|MRI ProLease", "prompt": "c203-l1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Global Lease Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|mistral-small|Black Owl Systems", "prompt": "c203-l1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Black Owl Systems", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need both lessee and lessor accounting with multi-standard support, **Black Owl** is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|mistral-small|LeaseAccelerator (by insightsoftware)", "prompt": "c203-l1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global, large-scale operations, **LeaseAccelerator** is unmatched."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|mistral-small|Spacebase", "prompt": "c203-l1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a balance of ease of use and automation, **Spacebase** is highly regarded."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|mistral-small|SOFT4Lessee", "prompt": "c203-l1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Dynamics users, **SOFT4Lessee** is a strong fit."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|moonshot-small|Visual Lease", "prompt": "c203-l1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist **Visual Lease** if real estate dominates your portfolio and you need strategic portfolio insights"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **FinQuery** if you have a complex mix of equipment, embedded, and real estate leases with heavy technical accounting requirements"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|moonshot-small|BlackLine", "prompt": "c203-l1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Enterprise finance teams that want lease accounting embedded within their **financial close and reconciliation** workflow."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|moonshot-small|CoStar", "prompt": "c203-l1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "CoStar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrates with **CoStar** (lease subledger) to reconcile lease data against your GL"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|moonshot-small|Spacebase", "prompt": "c203-l1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** B2B companies specifically focused on **commercial real estate and equipment contracts**."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|openai-small|Nakisa Lease Accounting", "prompt": "c203-l1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best overall lease accounting software is usually Nakisa Lease Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|openai-small|Accruent Lucernex", "prompt": "c203-l1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Accruent Lucernex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for real estate-heavy enterprises: Accruent Lucernex"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|openai-small|LeaseQuery", "prompt": "c203-l1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "widely used, enterprise-oriented, and built for ASC 842 / IFRS 16 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|openai-small|EZLease", "prompt": "c203-l1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it tends to be positioned a bit more broadly than the top enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#1 on G2 for 13+ quarters; AI-assisted entry, broad standards coverage ... scalability for large portfolios. Leader in usability & results."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|Visual Lease", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise leader on G2; portfolio management + accounting, audit workflows, multi-standard support"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|MRI ProLease", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-ranked for complex/enterprise portfolios (real estate + equipment)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|Nakisa", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade for global/multi-entity; mass operations, ERP-heavy (SAP/Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|BlackLine Lease Accounting", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrates with enterprise close processes; traceable abstraction, journal outputs, multi-currency."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|LeaseAccelerator", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built for enterprises; global, multi-currency, lessor/lessee support."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|xai-small|Spacebase", "prompt": "c203-l1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Visual Lease/Spacebase noted for B2B sectors (equipment/contracts)"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|BlackLine Lease Accounting", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise pick:** BlackLine Lease Accounting (strong audit trail, journal-ready outputs, and close integration)."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|Visual Lease", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative for large, diversified portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|Trullion", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for AI-driven abstraction and source-traceability:** Trullion."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|LeaseAccelerator", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for global, equipment-heavy portfolios:** LeaseAccelerator."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|Oracle Lease Accounting", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Oracle Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Oracle-heavy organizations:** Oracle Lease Accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|SAP RE-FX", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "SAP RE-FX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for SAP users:** SAP RE-FX."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|NetSuite Lease Accounting", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetSuite Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for NetSuite users:** NetSuite Lease Accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|Black Owl Lease Accounting", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for multi-standard, multi-entity, lessee/lessor:** Black Owl Lease Accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|CoStar Real Estate Manager", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for real-estate-focused B2B companies:** CoStar Real Estate Manager."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|LeaseEnterprise (dodaso)", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseEnterprise (dodaso)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global enterprises requiring a comprehensive end-to-end lease management and accounting solution."}, {"id": "mai-20260917-1752-baseline-2|c203-l1|zai-small|MRI Software", "prompt": "c203-l1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Organizations needing strong lease schedule calculations and disclosure reporting across large portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|alibaba-small|LeaseAccelerator", "prompt": "c203-l2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|alibaba-small|Visual Lease", "prompt": "c203-l2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use & Portfolio Management: Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|alibaba-small|MRI Software", "prompt": "c203-l2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "MRI Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Operational Overlap: MRI Software"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|anthropic-small|Nakisa Lease Accounting (NLA)", "prompt": "c203-l2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting (NLA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, I'd especially recommend **Nakisa** if you're on SAP or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|anthropic-small|LeaseAccelerator", "prompt": "c203-l2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative for Global Operations"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|anthropic-small|Trullion", "prompt": "c203-l2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Enterprise-Grade Option"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|challenger-small|Nakisa Lease Accounting", "prompt": "c203-l2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Nakisa Lease Accounting** as the best first choice if you need a true enterprise platform"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|challenger-small|LeaseQuery powered by FinQuery", "prompt": "c203-l2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery powered by FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeaseQuery powered by FinQuery** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|challenger-small|Accruent Lucernex", "prompt": "c203-l2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Accruent Lucernex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose Lucernex if your portfolio is heavily real-estate driven"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|challenger-small|LeaseAccelerator", "prompt": "c203-l2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very large enterprises with deep lifecycle needs | Enterprise-focused ASC 842/IFRS 16 automation"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|deepseek-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FinQuery is consistently rated the **#1 lease accounting solution**... Best Overall for Accounting & Audit Readiness"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|deepseek-small|Visual Lease", "prompt": "c203-l2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Portfolio Management & User Experience"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|deepseek-small|LeaseAccelerator", "prompt": "c203-l2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Largest Global Enterprises with Complex Procurement"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|google-small|Nakisa Lease Administration", "prompt": "c203-l2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nakisa is widely considered the gold standard.\" ... \"If you use **SAP or Oracle**, prioritize **Nakisa**."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|google-small|CoStar Real Estate Manager + Visual Lease", "prompt": "c203-l2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "CoStar Real Estate Manager + Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your portfolio is dominated by **Real Estate** ... go with the **CoStar / Visual Lease** ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FinQuery** is the safest, most accountant-approved bet."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|google-small|LeaseAccelerator (by insightsoftware)", "prompt": "c203-l2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your portfolio is heavily dominated by **Equipment, Fleets, and IT**, select **LeaseAccelerator**."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|google-small|NetLease (by Netgain)", "prompt": "c203-l2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are a native **NetSuite** house, look into **NetLease (by Netgain)**, which runs entirely inside NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|meta-small|LeaseCrunch", "prompt": "c203-l2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseCrunch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. LeaseCrunch - suitable for mid-to-large enterprises prioritizing calculation accuracy and audit readiness."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|meta-small|FinQuery", "prompt": "c203-l2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. FinQuery - ideal for teams that want to automate ASC 842, IFRS 16, and GASB compliance without IT overhead."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|meta-small|LeaseAccelerator", "prompt": "c203-l2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focused on ASC 842 and IFRS 16 compliance for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|meta-small|Trullion", "prompt": "c203-l2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a comprehensive lease accounting software that supports ASC 842, IFRS 16, and other standards"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|mistral-small|LeaseAccelerator", "prompt": "c203-l2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **LeaseAccelerator** as the top ASC 842 and IFRS 16 compliance tool"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|mistral-small|Visual Lease", "prompt": "c203-l2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Visual Lease** (noted for large enterprises with complex global lease portfolios and advanced analytics)"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|mistral-small|DebtBook", "prompt": "c203-l2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DebtBook** (which supports a broad range of standards, including ASC 842 and IFRS 16)"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|moonshot-small|Nakisa Lease Accounting", "prompt": "c203-l2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you use SAP or Oracle:** **Nakisa** – Its native ERP integration and ability to handle massive lease volumes make it ideal for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|moonshot-small|Visual Lease", "prompt": "c203-l2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need broader lease management:** **Visual Lease** – Offers the best balance of operational lease management and accounting compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|moonshot-small|FinQuery LeaseQuery", "prompt": "c203-l2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If accounting accuracy is paramount:** **FinQuery LeaseQuery** – The most trusted solution for audit-ready financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|moonshot-small|Oracle Lease Accounting Cloud", "prompt": "c203-l2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Oracle Lease Accounting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies already heavily invested in Oracle Cloud infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|openai-small|LeaseQuery", "prompt": "c203-l2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **LeaseQuery** or **Nakisa Lease Accounting**, with a slight edge to **Nakisa**"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|openai-small|Nakisa Lease Accounting", "prompt": "c203-l2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with a slight edge to **Nakisa** if you have a very large, complex global portfolio and need enterprise-grade scaling"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|openai-small|MRI ProLease", "prompt": "c203-l2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A few other credible enterprise options:\n- **MRI ProLease**: positioned as an **AI-powered end-to-end solution**"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|openai-small|Yardi Corom", "prompt": "c203-l2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Yardi Corom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combines **lease accounting + AP/procurement**, useful if you want those workflows connected"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|openai-small|Visual Lease", "prompt": "c203-l2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "I'd typically place it slightly below Nakisa/LeaseQuery for very large, complex enterprise environments"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|xai-small|Visual Lease", "prompt": "c203-l2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Visual Lease** as the top ASC 842 and IFRS 16 compliance tool"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|xai-small|Nakisa Lease Accounting", "prompt": "c203-l2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're deeply tied to SAP/Oracle ERPs and need 100,000+ contracts"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|xai-small|LeaseAccelerator (insightsoftware)", "prompt": "c203-l2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for global B2B with equipment-heavy portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|xai-small|MRI ProLease", "prompt": "c203-l2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for mixed real estate/equipment in multinationals (G2 high 4s), with AI abstraction, but better for mid-to-large vs. ultra-scale."}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|Nakisa Lease Accounting Suite", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa Lease Accounting Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation for a large B2B organization:** **Nakisa Lease Accounting Suite**"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|Visual Lease", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong enterprise‑grade options to consider"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|Trullion", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top‑ranked by many reviewers for automation depth, audit‑trail quality"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|Accruent", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Accruent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible, multi‑industry solution; supports ASC 842, IFRS 16, GASB 87"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|CCH Tagetik Lease Accounting", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "CCH Tagetik Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pre‑configured starter kit for lessee, lessor, and sub‑lease data"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|LeaseQuery", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Often rated “Best Overall” in round‑ups; strong spreadsheet‑replacement capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-l2|zai-small|Spacebase", "prompt": "c203-l2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specifically highlighted as “Best for B2B Sector”"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|Oracle Financials (Lease Management)", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Oracle Financials (Lease Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose an **ERP Native (Oracle/SAP/Workday)** if you want a low-maintenance \"single vendor\" environment"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|SAP Lease Administration", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SAP Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Extremely powerful for multi-currency/multi-entity consolidation; highly secure. Cons: notoriously difficult user interface"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|Workday Prism / Lease Finance", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Workday Prism / Lease Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Superior UI/UX compared to SAP/Oracle; strong analytics and reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|Trullion", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Currently widely considered the gold standard for \"Best-of-Breed\" lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|BlackLine (formerly OneSource)", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine (formerly OneSource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a **Best-of-Breed (Trullion/BlackLine)** if you have a massive portfolio, complex real estate deals"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|Leaselyte", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leaselyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Organizations that find SAP/Oracle too cumbersome and Trullion too expensive."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|alibaba-small|ELC (Electronic Lease Compliance)", "prompt": "c203-l3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "ELC (Electronic Lease Compliance)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While their UI feels older, their engine is incredibly robust for handling massive amounts of historical data migration."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|Visual Lease", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It's best for enterprises with large real estate portfolios that also want ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|Nakisa Lease Accounting (NLA)", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Accounting (NLA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Nakisa is optimal for very high volume on SAP or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|LeaseAccelerator", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "It's particularly suited for procurement-led lease programs"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|Black Owl", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "with Black Owl as an alternative when lessor accounting or multi-standard reporting is the priority"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|Trullion", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trullion specializes in AI-assisted contract ingestion"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|anthropic-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-l3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "combines lease accounting automation with financial data extraction in a single SaaS offering"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|Nakisa", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Nakisa** if you need **global scale, SAP/Oracle alignment, and strong controls**."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|Visual Lease", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Visual Lease** if you want **accounting plus portfolio management** in one system."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|LeaseQuery/FinQuery", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FinQuery/LeaseQuery** if your team is **finance/accounting-led**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|LeaseAccelerator", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **LeaseAccelerator** if your environment is **high-governance, highly complex, and multi-entity**."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|MRI ProLease", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **MRI ProLease** if your leases are heavily tied to **real estate and global operations**."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|Black Owl", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Black Owl** if you need **both lessee and lessor accounting** together."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|SAP Contract and Lease Management / SAP RE-FX", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SAP Contract and Lease Management / SAP RE-FX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ERP-native lease processes | SAP-centered enterprises"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|challenger-small|Oracle", "prompt": "c203-l3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Oracle-based enterprise lease tools | ERP integration and structured close"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|FinQuery LeaseQuery", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LeaseQuery (now part of FinQuery) is the most widely cited \"best overall\" for pure lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|Visual Lease (CoStar Group)", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease (CoStar Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams wanting one system for both property and finance choose **Visual Lease**."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|MRI ProLease Enterprise (MRI Software)", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease Enterprise (MRI Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the go-to for large commercial occupiers running multi-location, multi-currency, multi-language portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|LeaseAccelerator (insightsoftware)", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often flagged as best for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|Nakisa Lease Administration", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Very large enterprises needing AI-driven global consolidation"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|Trullion", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Accounting teams driving the close tend to prefer **LeaseQuery** or **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|BlackLine Lease Accounting", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable enterprise options"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|Black Owl Lease Accounting", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "notable for native **lessee and lessor** accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|Accruent Lucernex", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Accruent Lucernex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lease accounting embedded in full real-estate lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|deepseek-small|LeaseCrunch", "prompt": "c203-l3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "strong fit for mid-to-large enterprises prioritizing calculation accuracy"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|Nakisa Lease Accounting (NLA)", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Accounting (NLA)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Nakisa** if you are a multi-national conglomerate running on SAP/Oracle and need to generate multiple GAAPs simultaneously."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|Visual Lease (VL)", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease (VL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Visual Lease** if your real estate and facilities management teams need operational control alongside accounting compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FinQuery** if you want a reliable, user-friendly, accountant-designed standalone subledger."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|LeaseAccelerator", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **LeaseAccelerator** if you manage massive fleets of equipment/machinery"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|Trullion", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Trullion** if you have hundreds of highly complex PDF leases and want to use AI"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|NetLease (by Netgain)", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **NetLease** if you are firmly committed to NetSuite as your single source of truth."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|google-small|DebtBook", "prompt": "c203-l3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Public sector, higher education, and government entities."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|Black Owl", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade lease accounting tools are:\n\n1. Black Owl"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|LeaseQuery", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. LeaseQuery"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|Visual Lease", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|MRI ProLease", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. MRI ProLease"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|Nakisa", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Nakisa"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|FinQuery LeaseQuery", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. FinQuery LeaseQuery"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|Trullion", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Trullion"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|LeaseAccelerator", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|meta-small|Accruent Lucernex", "prompt": "c203-l3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Accruent Lucernex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Accruent Lucernex"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|Nakisa Lease Accounting", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Global enterprise, 50k+ leases, complex FX → **Nakisa**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|LeaseAccelerator", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strategic lease optimization, equipment focus → **LeaseAccelerator**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|MRI ProLease", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Real estate heavy, multi-region → **MRI ProLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|Visual Lease", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong UX, mid-market scale → **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|Black Owl Systems", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need lessor + lessee accounting → **Black Owl**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|minimax-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-market to enterprise accounting teams"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|BlackLine Lease Accounting", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Most enterprise teams, especially those seeking a comprehensive, audit-ready solution."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|Nakisa Lease Administration", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large global enterprises needing multi-standard compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|Visual Lease", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large portfolios requiring both lease accounting and portfolio visibility."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|MRI ProLease", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Complex real estate and equipment lease portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|Black Owl Lease Accounting", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unique in handling both lessee and lessor accounting on a single platform"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|SOFT4Lessee", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong automation for liability and ROU asset accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|mistral-small|LeaseQuery", "prompt": "c203-l3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed specifically for accountants, with a focus on accuracy and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|Trullion", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Complex, multi-standard portfolios; accounting firms ... Trullion leads here with automated extraction"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|BlackLine Lease Accounting", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native support for both lessee AND lessor accounting (rare feature)"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|Visual Lease (MRI)", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease (MRI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best user experience for large portfolios | Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|LeaseQuery (FinQuery)", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built accountant workflow | LeaseQuery"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|MRI ProLease", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some users report setup challenges compared to Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|Nakisa Lease Administration", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep SAP integration | Nakisa"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|CoStar Real Estate Manager", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Weaknesses: Higher pricing; less purpose-built than competitors; reporting tools can be complex"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|moonshot-small|Oracle Lease Accounting", "prompt": "c203-l3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Oracle Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Organizations already on Oracle Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|Nakisa Lease Accounting", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP / Oracle / Workday shop** → **Nakisa**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|LeaseQuery", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need strong general-purpose enterprise lease accounting with many integrations** → **LeaseQuery**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|Visual Lease", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically positioned as a lease optimization / portfolio management solution for organizations with large lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|Lucernex", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Lucernex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Real estate / property-heavy enterprise** → **Lucernex**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|MRI ProLease", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Real estate / property-heavy enterprise** → ... **MRI ProLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|Yardi Corom", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Yardi Corom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Real estate / property-heavy enterprise** → ... or **Yardi Corom**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|NetLease", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NetSuite-centric** → **NetLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|UGAAP", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "UGAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Compliance-focused, simpler deployment** → **EZLease** or **UGAAP**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|EZLease", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Compliance-focused, simpler deployment** → **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|openai-small|House of Control IFRS 16", "prompt": "c203-l3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "House of Control IFRS 16", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "more specialized compliance-first tools, often attractive when you want a narrower lease-accounting focus"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|Visual Lease", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Visual Lease**: Best for large portfolios with unified lease management and accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|LeaseAccelerator", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for enterprises needing lifecycle automation and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|MRI ProLease", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for global, complex real estate and equipment portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|Nakisa Lease Administration", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for SAP-centric, multi-geography/multi-entity enterprises."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best overall for broad compliance and standalone subledger use."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|BlackLine Lease Accounting", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for audit-traceable workflows integrated with financial close processes."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|Trullion", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for AI-driven lease abstraction and document processing."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|xai-small|Black Owl Lease Accounting", "prompt": "c203-l3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for dual lessee/lessor accounting across multiple standards."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|LeaseQuery", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LeaseQuery is widely considered the \"best overall\" tool because it was built by accountants for accountants."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|Visual Lease", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Large Portfolios & AI Abstraction**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|Trullion", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for AI-Driven Audit Trails**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|MRI ProLease", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Mixed Assets (Real Estate + Equipment)**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|Nakisa", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Global Enterprises & M&A**"}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|BlackLine", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You generally do not buy BlackLine *for* lease data abstraction; you buy it to control the *post-processing* of that data."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|NetSuite (Fixed Assets SuiteApp)", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetSuite (Fixed Assets SuiteApp)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A native, user-friendly solution that is excellent for mid-market companies already running NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c203-l3|zai-small|SAP S/4HANA & Oracle Lease Accounting", "prompt": "c203-l3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SAP S/4HANA & Oracle Lease Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "However, they often require significant manual data entry for lease abstraction."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|MRI ProLease (by MRI Software)", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI ProLease (by MRI Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Software: **MRI ProLease (by MRI Software)**"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|Occupier", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Strong Contender: **Occupier**"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|Visual Lease", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Quote-based, but pricing model is less transparent about unlimited user inclusions."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|Trullion", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is opaque and demo-based; unclear unlimited user structure"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|LeaseAccelerator", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lacks clear public confirmation of unlimited user inclusions at predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|alibaba-small|Nakisa", "prompt": "c203-l4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "per-lease/per-user hybrid models can introduce cost unpredictability at massive user scales"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|anthropic-small|LeaseAccelerator", "prompt": "c203-l4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LeaseAccelerator is a good fit for large organizations managing anywhere from under 10 to over 150,000 leases."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|anthropic-small|Nakisa Lease Accounting (NLA)", "prompt": "c203-l4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa Lease Accounting (NLA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nakisa is the clearest fit for large enterprises handling very large and complex lease populations with deeper ERP requirements."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|anthropic-small|Visual Lease", "prompt": "c203-l4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visual Lease fits mid-to-large enterprise organizations with complex, multi-standard lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|challenger-small|LeaseAccelerator", "prompt": "c203-l4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **LeaseAccelerator** if the priority is extreme scale"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|challenger-small|Nakisa", "prompt": "c203-l4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Nakisa** if you need enterprise-grade controls and global lease accounting across large, complex portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|challenger-small|MRI Lease Accounting (MRI ProLease)", "prompt": "c203-l4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI Lease Accounting (MRI ProLease)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for large organizations with complex real estate and equipment lease portfolios, with custom enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|EZLease", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for your exact scenario."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|Black Owl Systems", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "Black Owl Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for multi-entity, high-volume operations with a modern, user-friendly interface."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|Nakisa Lease Administration", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for extremely complex global portfolios with deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|Visual Lease", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why these beat per-user alternatives (Visual Lease, FinQuery, DebtBook) ... (Reject per-user models outright.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|FinQuery", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "FinQuery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why these beat per-user alternatives (Visual Lease, FinQuery, DebtBook)"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|deepseek-small|DebtBook", "prompt": "c203-l4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "DebtBook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why these beat per-user alternatives (Visual Lease, FinQuery, DebtBook)"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|google-small|CoStar Real Estate Manager", "prompt": "c203-l4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a massive user base, **CoStar Real Estate Manager** or **Visual Lease** are the strongest contenders"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|google-small|Visual Lease", "prompt": "c203-l4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**CoStar Real Estate Manager** or **Visual Lease** are the strongest contenders because they couple unlimited-user licensing with the heavy-duty security"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|google-small|LeaseQuery (by FinQuery)", "prompt": "c203-l4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery (by FinQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary focus is pure accounting compliance rather than real estate portfolio management, LeaseQuery is widely considered the most \"accounting-forward\" tool"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|google-small|Occupier", "prompt": "c203-l4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is a heavy corporate tenant ... Occupier is built strictly for lessee/occupier management."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|meta-small|MRI Lease Accounting (MRI ProLease)", "prompt": "c203-l4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI Lease Accounting (MRI ProLease)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large and multinational organizations managing complex real estate and equipment lease portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|meta-small|Black Owl", "prompt": "c203-l4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "Black Owl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises that need lessee and lessor accounting together, multi-standard reporting on one lease record"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|meta-small|Trullion", "prompt": "c203-l4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high-growth SaaS companies with 1-2k leases and multi-currency requirements."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|meta-small|Visual Lease", "prompt": "c203-l4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trullion or Visual Lease - Best for high-growth SaaS companies with 1-2k leases"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|mistral-small|LeaseAccelerator", "prompt": "c203-l4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseAccelerator** stands out as the best lease accounting software"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|mistral-small|MRI Lease Accounting (MRI ProLease)", "prompt": "c203-l4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI Lease Accounting (MRI ProLease)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options like MRI Lease Accounting (MRI ProLease) and Trullion are also strong for large multinational organizations"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|mistral-small|Trullion", "prompt": "c203-l4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options like MRI Lease Accounting (MRI ProLease) and Trullion are also strong for large multinational organizations"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|moonshot-small|Black Owl Systems", "prompt": "c203-l4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "Black Owl Systems", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Black Owl Systems**"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|moonshot-small|Nakisa", "prompt": "c203-l4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request quotes from Black Owl Systems and Nakisa"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|moonshot-small|Visual Lease (CoStar)", "prompt": "c203-l4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease (CoStar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Enterprise Alternatives ... Visual Lease (CoStar) | Quote-based"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Per-user pricing noted as a limitation"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|moonshot-small|Spacebase", "prompt": "c203-l4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "Spacebase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Solutions with explicit per-user pricing (e.g., Spacebase at $300/month per user"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|openai-small|LeaseCalcs", "prompt": "c203-l4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseCalcs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**LeaseCalcs** if you want a proven enterprise tool with strong lease accounting depth and are comfortable getting a custom quote."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|openai-small|LeaseQuery (FinQuery)", "prompt": "c203-l4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "review data suggests some **per-lease fees** can apply, which may make total cost less predictable"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|openai-small|CoStar Real Estate Manager", "prompt": "c203-l4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more of a broader real estate/lease administration suite than a pure \"fixed predictable cost\" bet"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|openai-small|Black Owl", "prompt": "c203-l4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Black Owl", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Black Owl** if you want the clearest cost structure and unlimited-user angle."}, {"id": "mai-20260917-1752-baseline-2|c203-l4|xai-small|Visual Lease", "prompt": "c203-l4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Visual Lease** or **MRI ProLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|xai-small|MRI ProLease", "prompt": "c203-l4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI ProLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Visual Lease** or **MRI ProLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|xai-small|Nakisa Lease Administration", "prompt": "c203-l4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e.g., Nakisa if SAP-heavy"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|xai-small|LeaseAccelerator", "prompt": "c203-l4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global ops in 180+ countries | Per-lease/enterprise quote"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|xai-small|FinQuery (ex-LeaseQuery)", "prompt": "c203-l4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "FinQuery (ex-LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-to-enterprise compliance | Per-lease/modules | $10K–$100K+ | Often, but confirm"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|zai-small|NetLease", "prompt": "c203-l4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "NetLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetLease** is the strongest recommendation due to its transparent per-user pricing model"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|zai-small|LeaseAccelerator", "prompt": "c203-l4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LeaseAccelerator is the industry standard... Trade-off: The pricing is not published online"}, {"id": "mai-20260917-1752-baseline-2|c203-l4|zai-small|MRI ProLease", "prompt": "c203-l4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProLease is the most seamless option... requires a consultation."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|alibaba-small|Visual Leasing", "prompt": "c203-l5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Leasing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When sending out an RFP to vendors (like Visual Leasing, Yardi, LeaseQuery, JLL, CoStar, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|alibaba-small|Yardi", "prompt": "c203-l5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "Yardi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors (like Visual Leasing, Yardi, LeaseQuery, JLL, CoStar, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|alibaba-small|LeaseQuery", "prompt": "c203-l5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors (like Visual Leasing, Yardi, LeaseQuery, JLL, CoStar, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|alibaba-small|JLL", "prompt": "c203-l5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "JLL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendors (like Visual Leasing, Yardi, LeaseQuery, JLL, CoStar, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|alibaba-small|CoStar", "prompt": "c203-l5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendors (like Visual Leasing, Yardi, LeaseQuery, JLL, CoStar, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|Nakisa", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Nakisa** — Strong for global, multi-entity, SAP/Oracle ERP integration. Enterprise-focused."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|LeaseQuery (FinQuery)", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**LeaseQuery (FinQuery)** — Broad coverage, strong audit trail, SOC-supported."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|CoStar Real Estate Manager", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if real estate is your dominant lease category."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|Visual Lease", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Visual Lease** — Mid-to-large enterprise, strong reporting."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|LeaseAccelerator (insightsoftware)", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseAccelerator (insightsoftware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LeaseAccelerator (insightsoftware)** — Enterprise ERP integration depth."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|IBM (TRIRIGA)", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "IBM (TRIRIGA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**IBM (TRIRIGA)** — If you're already deep in the IBM ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|deepseek-small|Black Owl Systems", "prompt": "c203-l5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Black Owl Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Black Owl Systems** — Newer player, dual lessee/lessor, multi-standard support."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|google-small|Visual Lease", "prompt": "c203-l5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visual Lease: Excellent for companies with large real estate portfolios and complex operational lease needs. Highly robust SOC reporting and integration capabilities."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very strong \"accountant-first\" platform with bulletproof audit trails, heavily favored by financial controllers."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|google-small|LeaseAccelerator", "prompt": "c203-l5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for high-volume equipment, asset, and fleet leases alongside real estate."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|google-small|CoStar Real Estate Manager", "prompt": "c203-l5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Extremely strong for massive real estate footprints and heavy retail operations."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|meta-small|LeaseQuery", "prompt": "c203-l5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LeaseQuery: Offers compliance with ASC 842, IFRS 16, FRS 102, GASB 87, GASB 96, and SFFAS 54."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|meta-small|OneTouch Leasing", "prompt": "c203-l5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "OneTouch Leasing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides Single Sign-On (SSO) integration through providers like Okta, Azure AD/MS Entra, and OneLogin."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|meta-small|Accruent", "prompt": "c203-l5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "Accruent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers lease accounting software that meets ASC 842, IFRS 16, FRS 102, IASB, and GASB standards."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|meta-small|Black Owl Systems", "prompt": "c203-l5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "Black Owl Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides enterprise lease accounting software that manages high-volume lease portfolios across multiple entities"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|meta-small|Nakisa", "prompt": "c203-l5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "features an audit trail, data integrity, and security measures to meet SOC 1 and SOC 2 requirements"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|minimax-small|CoStar Real Estate Manager", "prompt": "c203-l5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CoStar Real Estate Manager** — strong enterprise features, SOC-certified controls"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|minimax-small|LeaseQuery (FinQuery)", "prompt": "c203-l5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**LeaseQuery (FinQuery)** — SOC 1 Type 2 reports, strong compliance focus"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|minimax-small|MRI ProLease Enterprise", "prompt": "c203-l5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI ProLease Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MRI ProLease Enterprise** — multi-entity support, global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|minimax-small|Nakisa", "prompt": "c203-l5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Nakisa** — enterprise-grade with strong integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|mistral-small|CoStar/LeaseAccelerator", "prompt": "c203-l5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar/LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**CoStar/LeaseAccelerator** (strong for large, global portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|mistral-small|MRI Software", "prompt": "c203-l5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MRI Software** (real estate-focused, enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|mistral-small|ProLease (by Accruent)", "prompt": "c203-l5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "ProLease (by Accruent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProLease (by Accruent)** (ASC 842/IFRS 16, SOC 2)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|mistral-small|Visual Lease", "prompt": "c203-l5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Visual Lease** (user-friendly, SOC 2, SSO)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|mistral-small|Aria Systems", "prompt": "c203-l5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Aria Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Aria Systems** (for complex lease portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|LeaseQuery", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**LeaseQuery** - strong overall, good for lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|Visual Lease", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual Lease** - excellent for large portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|Nakisa", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nakisa** - strong ERP integration, especially with SAP"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|FinQuery", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FinQuery** - good automation and ERP fit"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|BlackLine", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BlackLine** - strongest audit trail capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|moonshot-small|Accruent Lucernex", "prompt": "c203-l5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "Accruent Lucernex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Accruent Lucernex** - best if real estate is your primary use case"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|LeaseQuery", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist Vendors: LeaseQuery, Trullion, Nakisa Lease, Black Owl, LeaseAccelerator (all enterprise-focused with SOC/SSO mentions"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|Trullion", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist Vendors: LeaseQuery, Trullion, Nakisa Lease, Black Owl, LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|BlackLine/LeaseAccelerator", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "BlackLine/LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist Vendors: LeaseQuery, Trullion, Nakisa Lease, Black Owl, LeaseAccelerator (all enterprise-focused with SOC/SSO mentions in 2024-2026 reviews)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|Nakisa", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist Vendors: LeaseQuery, Trullion, Nakisa Lease, Black Owl, LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|MRI ProLease", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors from recent reviews (e.g., LeaseQuery, Trullion, BlackLine/LeaseAccelerator, Nakisa, MRI ProLease)"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|Black Owl", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Black Owl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist Vendors: LeaseQuery, Trullion, Nakisa Lease, Black Owl, LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|iLeasePro", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "iLeasePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Seen in platforms like iLeasePro (Auth0), OneTouch Leasing (Okta/Azure), LeaseHawk (Okta)."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|OneTouch Leasing", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "OneTouch Leasing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Seen in platforms like iLeasePro (Auth0), OneTouch Leasing (Okta/Azure), LeaseHawk (Okta)."}, {"id": "mai-20260917-1752-baseline-2|c203-l5|xai-small|LeaseHawk", "prompt": "c203-l5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseHawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Seen in platforms like iLeasePro (Auth0), OneTouch Leasing (Okta/Azure), LeaseHawk (Okta)."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|alibaba-small|Microsoft Excel", "prompt": "c203-l6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on Excel as a primary tool for a large enterprise is widely considered one of the highest-risk strategies available today"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|LeaseCrunch", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseCrunch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is positioned for **small portfolios** and CPA firms, not large enterprise lease operations"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|EZLease", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "EZLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as better for **mid-market** teams ... which suggests caution for very large, complex environments"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|NetLease", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be a weaker fit for large, complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|Nakisa", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the results consistently place tools like **Nakisa**, **LeaseAccelerator** ... in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|LeaseAccelerator", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|Black Owl", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|Visual Lease", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|MRI ProLease", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|challenger-small|CoStar", "prompt": "c203-l6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "in more enterprise-oriented categories"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|Spreadsheets / Manual Excel-based Processes", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Spreadsheets / Manual Excel-based Processes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets / Manual Excel-based Processes (Avoid entirely)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|SAP", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid spreadsheets and bolt-on ERP modules as your primary lease accounting solution"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|Oracle", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SAP and Oracle **weren't designed for IFRS 16**"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|NetSuite", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "ERP Native Lease Modules (SAP, Oracle, NetSuite) — Approach with caution"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "newer Oracle Fusion Cloud ERP has a native lease module that's improved, but E-Business Suite, JD Edwards, and PeopleSoft users have no equivalent options"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|LeaseQuery / FinQuery", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery / FinQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reported enterprise pain points: Irreversible changes and limited flexibility... Expensive per-lease pricing"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|Nakisa", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "reported watch-outs: Performance slowness/glitches during heavy workloads"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|CoStar Real Estate Manager", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "criticisms: High pricing; Complex, less user-friendly reporting tools"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|deepseek-small|Visual Lease", "prompt": "c203-l6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "reported limitations: Real-time integrations require custom data connectors; No customization available"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|Excel", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Completely: Spreadsheet-Based Systems (Excel / Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|Google Sheets", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Completely: Spreadsheet-Based Systems (Excel / Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|SAP", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About: Native ERP \"Add-On\" Modules ... existing ERP (such as SAP, Oracle, or NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|Oracle", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises should approach native ERP modules with caution"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|NetSuite", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "using your existing ERP (such as SAP, Oracle, or NetSuite) for lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|google-small|LeaseAccelerator", "prompt": "c203-l6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like *LeaseAccelerator* offer powerhouse calculations ... user reviews frequently cite steep learning curves, slow performance, and clunky, non-intuitive navigation"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|meta-small|Nakisa", "prompt": "c203-l6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Nakisa - sized for large, complex deployments."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|meta-small|MRI ProLease", "prompt": "c203-l6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI ProLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "MRI Lease Accounting (MRI ProLease) - AI-powered automation, but may be complex for smaller organizations."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|meta-small|Visual Lease", "prompt": "c203-l6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visual Lease - for larger corporate real estate portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|meta-small|LeaseAccelerator", "prompt": "c203-l6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LeaseAccelerator - for large organizations managing complex lease accounting and compliance workflows."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|minimax-small|Excel", "prompt": "c203-l6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Using Excel or Google Sheets for lease accounting, even with templates... spreadsheets lack automation, audit trails, and scalability"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|minimax-small|Google Sheets", "prompt": "c203-l6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using Excel or Google Sheets for lease accounting, even with templates... spreadsheets create significant control issues and audit challenges"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|mistral-small|Nakisa", "prompt": "c203-l6", "model": "mistral-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "large enterprises should consider tools like **Nakisa** or **MRI ProLease**, which are specifically designed for enterprise-scale lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|mistral-small|MRI ProLease", "prompt": "c203-l6", "model": "mistral-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI ProLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "large enterprises should consider tools like **Nakisa** or **MRI ProLease**, which are specifically designed for enterprise-scale lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|moonshot-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c203-l6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Status: Avoid entirely at enterprise scale**"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|moonshot-small|SAP", "prompt": "c203-l6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**SAP**: Uses separate modules (RE-FX for real estate, CLM for equipment) that don't connect intuitively, requiring complex integration work"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|moonshot-small|Oracle", "prompt": "c203-l6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"compliance layers bolted onto general-purpose financial software\" rather than purpose-built solutions"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|moonshot-small|Workday", "prompt": "c203-l6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Oracle/Workday**: These are described as \"compliance layers bolted onto general-purpose financial software\""}, {"id": "mai-20260917-1752-baseline-2|c203-l6|openai-small|Rubli Lease Accounting Solution", "prompt": "c203-l6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Rubli Lease Accounting Solution", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "recent G2 feedback highlights **difficult/time-consuming setup**, **high fees**, and **inadequate reporting** concerns"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|openai-small|Black Owl Lease Accounting Solution", "prompt": "c203-l6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Black Owl Lease Accounting Solution", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "recent user feedback mentions **reporting limitations and bugs**"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|openai-small|Spacebase", "prompt": "c203-l6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Spacebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has room to improve in **flexibility, data handling, and advanced reporting**. That's a caution sign"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|openai-small|Visual Lease", "prompt": "c203-l6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can fall short on **user experience, agility, and operational ease**"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|openai-small|UGAAP Lease Accounting Software", "prompt": "c203-l6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "UGAAP Lease Accounting Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "advise to **leave plenty of time for implementation**, which is a classic enterprise caution flag"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|SAP Contract and Lease Management", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP Contract and Lease Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic ERP Modules (e.g., SAP Contract and Lease Management...) ... **When to avoid**: If your portfolio exceeds 500 leases or involves global entities."}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|Oracle Financials Lease Accounting", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle Financials Lease Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ERPs are not purpose-built for modern lease accounting... **When to avoid**: If your portfolio exceeds 500 leases"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|NetSuite Leasing Add-ons", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite Leasing Add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic ERP Modules (e.g., ... NetSuite Leasing Add-ons)**: ... Tools/Approaches to Avoid or Approach with Extreme Caution"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|Excel-based trackers", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel-based trackers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Spreadsheets or Basic Templates (e.g., Excel-based trackers)**: ... they break at scale due to version control issues, error-prone manual calculations"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|LeaseCrunch", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseCrunch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Entry-Level or Mid-Market Tools Scaled Up (e.g., LeaseCrunch...) ... may lack robust multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|EZLease", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "EZLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Positioned for mid-sized firms... they may lack robust multi-entity consolidation, advanced governance, or ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|Trullion", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Trullion for very large deployments... may underdeliver on governance for regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|Visual Lease", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Opt for enterprise-grade specialists like ... or **Visual Lease/MRI ProLease** with heavy customization"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Irreversible changes, limited vehicle lease options, occasional reporting bugs—better for mid-market than hyper-complex globals"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|MRI ProLease", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Earlier versions had stability issues; onboarding can be slow for massive portfolios... or **Visual Lease/MRI ProLease** with heavy customization"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|Nakisa", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Opt for enterprise-grade specialists like **Nakisa** (SAP/Oracle natives, high-volume multi-entity)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|xai-small|LeaseAccelerator", "prompt": "c203-l6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**LeaseAccelerator** (compliance + controls for globals)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|zai-small|SAP", "prompt": "c203-l6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ERP‑Native Lease Accounting Modules (e.g., SAP, Oracle, NetSuite Add‑ons) ... avoid relying on its built‑in lease modules for complex portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|zai-small|Oracle", "prompt": "c203-l6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ERP‑Native Lease Accounting Modules (e.g., SAP, Oracle, NetSuite Add‑ons)"}, {"id": "mai-20260917-1752-baseline-2|c203-l6|zai-small|NetSuite", "prompt": "c203-l6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ERP‑Native Lease Accounting Modules (e.g., SAP, Oracle, NetSuite Add‑ons)"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|alibaba-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Mid-to-large teams needing powerful automation without enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|alibaba-small|Spacebase", "prompt": "c203-m1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It was explicitly highlighted as a leader for the B2B sector."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|alibaba-small|iLeasePro", "prompt": "c203-m1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Mid-market companies wanting a straightforward, cloud-native solution."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|alibaba-small|EZLease", "prompt": "c203-m1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Cost-conscious mid-market firms with simpler needs."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|anthropic-small|SOFT4Lessee", "prompt": "c203-m1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SOFT4Lessee is the best first shortlist option"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|anthropic-small|EZLease", "prompt": "c203-m1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EZLease is best for straightforward mid-market compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|anthropic-small|Visual Lease", "prompt": "c203-m1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for unified lease management plus accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|anthropic-small|FinQuery LeaseQuery", "prompt": "c203-m1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "fits accounting teams at mid-market to enterprise organizations that carry large lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|anthropic-small|Trullion", "prompt": "c203-m1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market and enterprise accounting teams managing large or complex lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|challenger-small|Spacebase", "prompt": "c203-m1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Spacebase** if you want a platform specifically called out as best for the **B2B sector**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|challenger-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FinQuery (formerly LeaseQuery)** is the most commonly recommended all-around option for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|challenger-small|Visual Lease", "prompt": "c203-m1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for mid-market teams that need robust lease administration plus accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|challenger-small|SOFT4Lessee", "prompt": "c203-m1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good shortlist candidate for lean finance teams"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|challenger-small|EZLease", "prompt": "c203-m1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want simpler ASC 842 compliance with lower implementation complexity"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FinQuery (formerly LeaseQuery)** is the safest, most highly recommended default—it has the strongest mid-market fit"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|Visual Lease", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Visual Lease** if real estate dominates"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|NetLease by Netgain", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NetLease** if you're NetSuite-native"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|LeaseCrunch / Crunchafi", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseCrunch / Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LeaseCrunch** if audit readiness is your #1 concern"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|MRI ProLease", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "multinational/multi-entity → **Visual Lease** or **MRI ProLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|Yardi", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Yardi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise tools like **MRI ProLease**, **Yardi**, or **Nakisa**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|deepseek-small|Nakisa", "prompt": "c203-m1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise tools like **MRI ProLease**, **Yardi**, or **Nakisa**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall for Mid-Market: FinQuery (formerly LeaseQuery)\nFinQuery is widely considered the gold standard for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|google-small|NetLease (by Netgain)", "prompt": "c203-m1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your mid-market B2B company runs on Oracle NetSuite, **NetLease** is almost always the best choice."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|google-small|Trullion", "prompt": "c203-m1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For lean finance teams ... Trullion is a highly modern, AI-powered alternative."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|google-small|Visual Lease", "prompt": "c203-m1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visual Lease bridges the gap between **lease administration** and **lease accounting**."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|google-small|SOFT4Lessee", "prompt": "c203-m1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you use Microsoft Dynamics:** Choose **SOFT4Lessee**."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|meta-small|iLeasePro", "prompt": "c203-m1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iLeasePro - a cloud-based lease management and lease accounting software that helps mid-market companies comply with the FASB ASC 842 lease accounting changes"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|meta-small|Leasecake", "prompt": "c203-m1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers an easy-to-use user interface that helps mid to large-sized companies navigate high data volumes fast"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|meta-small|LeaseAccelerator", "prompt": "c203-m1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for global manufacturers with a large number of equipment leases and multiple GAAPs"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|meta-small|SOFT4Lessee", "prompt": "c203-m1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for mid-market companies, lean finance teams, and organizations that want to avoid overly heavy enterprise suites"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|meta-small|EZLease", "prompt": "c203-m1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a practical ASC 842 support solution for straightforward mid-market compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|minimax-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market ... I'd suggest starting with **FinQuery** or **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|minimax-small|Visual Lease", "prompt": "c203-m1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **FinQuery** or **Visual Lease**. Both are leaders in the mid-market space"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|minimax-small|Spacebase", "prompt": "c203-m1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary focus is B2B-specific needs, **Spacebase** is purpose-built for that sector."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|minimax-small|MRI Lease Accounting (ProLease)", "prompt": "c203-m1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI Lease Accounting (ProLease)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Automation - AI-powered automation for lease abstraction and management"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|minimax-small|LeaseCrunch", "prompt": "c203-m1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for Audit Readiness - Calculation accuracy and audit readiness focus"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FinQuery (LeaseQuery)** and **SOFT4Lessee** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|SOFT4Lessee", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FinQuery (LeaseQuery)** and **SOFT4Lessee** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|EZLease", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simpler needs, **EZLease** is a good fit."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|Trullion", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company has a large lease portfolio or multi-currency needs, consider **Trullion** or **Visual Lease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|Visual Lease", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Trullion** or **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|mistral-small|Spacebase", "prompt": "c203-m1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spacebase** – Ideal for managing B2B real estate and equipment contracts."}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FinQuery (formerly LeaseQuery)** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|iLeasePro", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iLeasePro** – Best for 25-500 Leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|EZLease", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EZLease** – Best for Quick Implementation"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|Visual Lease", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Visual Lease** | Real estate-heavy portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|Cradle", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Cradle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cradle** | Growing mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|NetLease (by Netgain)", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetLease (by Netgain)** | Companies already using NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|moonshot-small|Occupier", "prompt": "c203-m1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Occupier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Occupier** | Lease administration + accounting combined"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|LeaseQuery (now listed as LeaseQuery powered by FinQuery)", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery (now listed as LeaseQuery powered by FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best default\" choice is usually **LeaseQuery (now listed as LeaseQuery powered by FinQuery)**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|Yardi Corom", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Yardi Corom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want broader real-estate/lease administration depth:** **Yardi Corom**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|Nakisa", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nakisa** if you expect more complex global lease workflows"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|Sage Intacct lease accounting", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Sage Intacct lease accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already on Sage Intacct:** **Sage Intacct lease accounting**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|UGAAP", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "UGAAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best lower-cost/smaller-team option:** **UGAAP** or **iLeasePro**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|openai-small|iLeasePro", "prompt": "c203-m1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best lower-cost/smaller-team option:** **UGAAP** or **iLeasePro**"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FinQuery (formerly LeaseQuery) – Top overall pick for most mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|Visual Lease", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "praised for mid-market portfolio visibility, audit controls, and ERP hubs"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|EZLease", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for straightforward mid-market ASC 842 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|SOFT4Lessee", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for transparent pricing and multi-company"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|iLeasePro", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-based, cost-effective for mid-market ASC 842"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|MRI ProLease", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you have larger/global B2B needs with AI/automation"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|xai-small|Trullion", "prompt": "c203-m1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you have larger/global B2B needs with AI/automation"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|zai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most mid-market B2B companies, FinQuery or Visual Lease would be excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|zai-small|Visual Lease", "prompt": "c203-m1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "for most mid-market B2B companies, FinQuery or Visual Lease would be excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|zai-small|SOFT4Lessee", "prompt": "c203-m1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-sized companies requiring dedicated IFRS 16 and ASC 842 functionality"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|zai-small|iLeasePro", "prompt": "c203-m1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market companies with both real estate and equipment lease needs"}, {"id": "mai-20260917-1752-baseline-2|c203-m1|zai-small|DebtBook", "prompt": "c203-m1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations needing GASB 87, ASC 842, or GASB 96 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|alibaba-small|Trullion", "prompt": "c203-m2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Trullion** as the primary solution"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|alibaba-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **FinQuery (formerly LeaseQuery)** as a strong runner-up"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|alibaba-small|iLeasePro", "prompt": "c203-m2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you could consider **iLeasePro** (US-only focused, often lower cost)"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|anthropic-small|EZLease", "prompt": "c203-m2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZLease** appears to be the most tailored option."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|anthropic-small|LeaseQuery by FinQuery", "prompt": "c203-m2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a mid-sized company, EZLease or LeaseQuery would likely offer the best balance of functionality and implementation complexity."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|anthropic-small|Trullion", "prompt": "c203-m2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-Focused Options ... **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|anthropic-small|Nakisa", "prompt": "c203-m2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nakisa**: Nakisa integrates with the most trusted ERPs"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|challenger-small|Visual Lease", "prompt": "c203-m2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Visual Lease** as the best all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|challenger-small|EZLease", "prompt": "c203-m2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZLease** is also a strong fit for mid-market teams needing practical compliance without a heavy rollout"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|challenger-small|Trullion", "prompt": "c203-m2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trullion** is another good contender for mid-market and larger companies with complex leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|deepseek-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FinQuery (formerly LeaseQuery) — *Best overall for a mid-sized B2B*"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|deepseek-small|Visual Lease", "prompt": "c203-m2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you also need lease/portfolio management"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|deepseek-small|Occupier", "prompt": "c203-m2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend starting with **FinQuery or Occupier**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|deepseek-small|Nakisa", "prompt": "c203-m2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "reports **only** under IFRS 16 (no US GAAP), you may want to also look at **Nakisa** or **Trimble**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|deepseek-small|Trimble", "prompt": "c203-m2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trimble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you may want to also look at **Nakisa** or **Trimble**, which are native to the international standard"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|google-small|LeaseQuery (by FinQuery)", "prompt": "c203-m2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery (by FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Gold Standard: **LeaseQuery (by FinQuery)** ... request a demo for both **LeaseQuery** (for its pure accounting simplicity) and **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|google-small|Trullion", "prompt": "c203-m2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "request a demo for both **LeaseQuery** (for its pure accounting simplicity) and **Trullion** (for its AI automation and audit efficiency)"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|google-small|NetLease (by Netgain)", "prompt": "c203-m2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a NetSuite shop, **NetLease** is almost always the path of least resistance."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|google-small|Visual Lease", "prompt": "c203-m2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Strong Lease Administration: **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|meta-small|Visual Lease", "prompt": "c203-m2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Visual Lease - A lease accounting and management platform by CoStar Group that automates ASC 842, IFRS 16, and GASB 87 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|meta-small|Sage Intacct", "prompt": "c203-m2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sage Intacct - Offers ASC 842-compliant lease accounting for organizations with 20+ employees and $5M+ revenue."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|meta-small|Accruent", "prompt": "c203-m2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Accruent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Accruent - Provides lease accounting software that helps organizations manage lease financials"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|meta-small|CCH Tagetik", "prompt": "c203-m2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CCH Tagetik - Offers a pre-configured starter kit for lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|meta-small|Trullion", "prompt": "c203-m2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trullion - Provides lease accounting software solutions that automate calculations, journal entries, and disclosures"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|minimax-small|LeaseCrunch (now Crunchafi)", "prompt": "c203-m2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseCrunch (now Crunchafi)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **LeaseCrunch (Crunchafi)**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|minimax-small|Visual Lease", "prompt": "c203-m2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual Lease** would be a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|minimax-small|LeaseQuery", "prompt": "c203-m2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LeaseQuery** - Best for Lease Lifecycle Management"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|Visual Lease", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visual Lease** and **iLeasePro** are the top recommendations due to their strong compliance features, mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|iLeasePro", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visual Lease** and **iLeasePro** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|FinQuery", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option for mid-market businesses needing ASC 842 and IFRS 16 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|MRI ProLease", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable for smaller deployments within mid-market portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|CoStar Real Estate Manager", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for smaller deployments within mid-market portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|mistral-small|Trullion", "prompt": "c203-m2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Recommended for mid-market and enterprise teams with large lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-sized B2B companies:** **FinQuery**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|moonshot-small|Visual Lease", "prompt": "c203-m2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Visual Lease** if you also need robust lease administration capabilities alongside accounting compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|moonshot-small|iLeasePro", "prompt": "c203-m2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly Option... Limitations:** May lack some advanced features of enterprise solutions"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|moonshot-small|NetLease by Netgain", "prompt": "c203-m2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease by Netgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Runs on NetSuite ERP | **NetLease by Netgain**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|moonshot-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Is a CPA firm managing multiple clients | **Crunchafi (formerly LeaseCrunch)**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|openai-small|Visual Lease", "prompt": "c203-m2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FinQuery (formerly LeaseQuery)** as the top choice based on its strong fit for this profile."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|xai-small|Visual Lease", "prompt": "c203-m2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for end-to-end lease lifecycle + dual ASC 842/IFRS 16 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|xai-small|LeaseCrunch (now Crunchafi)", "prompt": "c203-m2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseCrunch (now Crunchafi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in accuracy/audit readiness for ASC 842/IFRS 16, targeted at mid-to-large firms."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|xai-small|iLeasePro", "prompt": "c203-m2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for Dual Standards**: iLeasePro or EZLease—excellent for pure ASC 842 in US-only mid-market setups but lack robust IFRS 16/multi-currency support."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|xai-small|EZLease", "prompt": "c203-m2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for Dual Standards**: iLeasePro or EZLease—... lack robust IFRS 16/multi-currency support."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|zai-small|EZLease", "prompt": "c203-m2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I recommend starting with **EZLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m2|zai-small|LeaseQuery (now part of FinQuery)", "prompt": "c203-m2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery (now part of FinQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: LeaseQuery (now part of FinQuery)"}, {"id": "mai-20260917-1752-baseline-2|c203-m2|zai-small|Visual Lease", "prompt": "c203-m2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Real Estate Focus: Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|LeaseQuery (Now branded as **FinQuery**)", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (Now branded as **FinQuery**)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose LeaseQuery (FinQuery)** if you want a **user-friendly, dedicated solution** that is easy to implement without heavy IT involvement."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|Visual Lease", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Visual Lease** if you are a **large enterprise** needing heavy analytics and complex workflows."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|MRI ProLease", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose MRI ProLease** if you are in **Commercial Real Estate** and need complex landlord billing."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|Spacebase", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Spacebase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uniquely positioned to handle \"soft assets.\""}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|REAL (Realdev)", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "REAL (Realdev)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose REAL** if you want to **avoid migrating data** out of your current ERP system."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|NetLease for NetSuite", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease for NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Native Solutions (e.g., NetLease for NetSuite):** Built exclusively for one platform."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|alibaba-small|CoStar", "prompt": "c203-m3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "CoStar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lessor Tools (MRI, CoStar):** Designed for landlords who rent to others."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|anthropic-small|Trullion", "prompt": "c203-m3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trullion is a top choice for small to large accounting firms, partially due to its AI-driven insights into lease portfolios and financial impacts."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|anthropic-small|LeaseQuery", "prompt": "c203-m3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LeaseQuery was purpose-built by accountants for lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|anthropic-small|LeaseAccelerator", "prompt": "c203-m3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeaseAccelerator handles massive global portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|anthropic-small|FinQuery", "prompt": "c203-m3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FinQuery consolidates leases, debt, and accruals under one accounting automation umbrella"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|anthropic-small|Accruent Lucernex", "prompt": "c203-m3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Accruent Lucernex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fitting organizations where leases are inseparable from broader real estate operations"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|FinQuery / LeaseQuery", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery / LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad standards support and strong audit trail in a standalone subledger."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|Visual Lease", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Combines lease management and accounting with strong portfolio control and reporting."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|Crunchafi / LeaseCrunch", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi / LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Built for collaborative lease compliance and client-facing workflows."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|EZLease", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simpler implementation and bulk import/self-service focus."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|DebtBook", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unifies lease and subscription compliance with debt/cash/investment management."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|NetLease by Netgain", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease by Netgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Posts journal entries directly into the general ledger without external data transfers."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|MRI Lease Accounting / ProLease", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI Lease Accounting / ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for global, real-estate-centered lease operations and automation."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|LeaseAccelerator", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused on enterprise lease lifecycle automation and audit-ready controls."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|Trullion", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong AI-assisted abstraction and traceable recalculations from documents."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|challenger-small|Nakisa", "prompt": "c203-m3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for extreme scale and multi-entity, multi-standard governance."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the safest, most well-rounded choice for a large corporate accounting team, **FinQuery** is the industry favorite."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Visual Lease", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Lease Administration\" Hub... Visual Lease excels"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|MRI ProLease", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for mixed portfolios (real estate + equipment) across countries with complex local GAAP requirements"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|NetLease by Netgain", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you live in NetSuite, **NetLease** is a no-brainer."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Nakisa Lease Accounting", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is expensive and overkill for SMBs, but unbeatable for global ERP-heavy giants."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|EZLease (by insightsoftware)", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for quick compliance without a heavy implementation project. Lacks the deep admin features of Visual Lease."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a CPA firm, **Crunchafi** is built specifically for you."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|DebtBook", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GASB 87 (public sector) \\u2192 **DebtBook**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Black Owl Systems", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The only tool that natively supports **lessee AND lessor** accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Trullion", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A modern AI-first tool popular with **audit firms**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Occupier", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for **commercial real estate tenants**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|deepseek-small|Leasecake", "prompt": "c203-m3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for **franchises and small multi-unit operators**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FinQuery is built \"by accountants, for accountants\". It operates as a powerful standalone subledger that supports ASC 842, IFRS 16, and GASB standards."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|Visual Lease", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Visual Lease is a market leader for companies that need to bridge the gap between **operations and finance**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|NetLease (by Netgain)", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Businesses running on **Oracle NetSuite**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** CPA firms and advisors managing lease compliance for multiple clients."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|Trullion", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trullion stands out for its **AI-powered optical character recognition (OCR) engine**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|Black Owl Lease Accounting", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Black Owl supports native lessor and lessee accounting in the same place"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|DebtBook", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** State & local governments, universities, and hospitals reporting under GASB."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|google-small|Accruent Lucernex", "prompt": "c203-m3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Accruent Lucernex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Hybrid/Administrative Tools (e.g., Visual Lease, Accruent Lucernex)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Leasecake", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leasecake is practical for multi-location operators"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Oracle Lease Accounting", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Oracle Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle Lease Accounting is suitable for teams that run close governed workflows in Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|SAP Lease Accounting by Nakisa", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SAP Lease Accounting by Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Leasecake, Oracle Lease Accounting, SAP Lease Accounting by Nakisa"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|CoStar Lease Accounting", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "CoStar Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CoStar Lease Accounting, Lucanet, Workday Lease Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Lucanet", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Lucanet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CoStar Lease Accounting, Lucanet, Workday Lease Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Workday Lease Accounting", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Workday Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CoStar Lease Accounting, Lucanet, Workday Lease Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|FinQuery", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FinQuery is suitable for mid-market to enterprise accounting and finance teams"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|DebtBook", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DebtBook is a good choice for organizations that operate under GASB 87, ASC 842"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|NetLease by Netgain", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease by Netgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DebtBook, NetLease by Netgain, EZLease"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|EZLease", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EZLease is good for equipment leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Visual Lease", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Visual Lease is best for large portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Crunchafi", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Crunchafi is best for CPAs"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Spacebase", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Crunchafi, Spacebase, MRI ProLease"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|MRI ProLease", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Spacebase, MRI ProLease, Occupier"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Occupier", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Occupier is best for commercial real estate"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Trullion", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Trullion is best for accounting firms"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|Black Owl Lease Accounting", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Black Owl Lease Accounting is best for lessee and lessor accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|meta-small|LeaseAccelerator", "prompt": "c203-m3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "LeaseAccelerator is best for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|LeaseQuery (now FinQuery)", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (now FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall** for multi-standard lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|Trullion", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AI-powered** lease accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|DebtBook", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations needing lease and subscription compliance connected to debt, cash, and investment management"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|NetLease (by Netgain)", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations already using NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for CPA firms** managing multiple clients"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|Visual Lease", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **large portfolios**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|MRI ProLease", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for **global lease accounting**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|minimax-small|Black Owl", "prompt": "c203-m3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise**: Visual Lease, MRI ProLease, Black Owl"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|LeaseQuery (FinQuery)", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For general lease accounting compliance and automation: **LeaseQuery** or **Trullion**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|Visual Lease", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For large real estate portfolios: **Visual Lease** or **MRI ProLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|Trullion", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For general lease accounting compliance and automation: **LeaseQuery** or **Trullion**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|EZLease", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For equipment leases: **EZLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|Occupier", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For commercial real estate occupiers: **Occupier**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|MRI ProLease", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For large real estate portfolios: **Visual Lease** or **MRI ProLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|mistral-small|Black Owl Lease Accounting", "prompt": "c203-m3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For lessees and lessors under multiple standards: **Black Owl**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|LeaseQuery (FinQuery)", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery (FinQuery)** — Best Overall"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|Visual Lease", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual Lease** — Best for Large Portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|Black Owl", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Black Owl** — Best for Lessee & Lessor Accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|Trullion", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trullion** — Best for Accounting Firms"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|MRI ProLease", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MRI ProLease** — Best for Global/Complex Portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|Occupier", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Occupier** — Best for Commercial Real Estate"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|EZLease", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**EZLease** — Best for Equipment Leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|moonshot-small|Leasecake", "prompt": "c203-m3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Leasecake** — Best User Interface"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|LeaseQuery", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mainly need **clean compliance and audit support**, look at **LeaseQuery, Cradle, or LeaseController**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|Visual Lease", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **portfolio and lease administration** as well, look at **Visual Lease or MRI ProLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|MRI ProLease", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More of an **enterprise lease management suite**"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|NetLease", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **ERP-native integration**, look at **NetLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|Cradle", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Cradle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built around **automating compliance and calculations** for ASC 842 / IFRS 16"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|Deloitte LeaseController", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Deloitte LeaseController", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "an **accounting-focused compliance tool** backed by advisory expertise"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|openai-small|Crunchafi", "prompt": "c203-m3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "products such as Crunchafi support multiple standards including ASC 842, IFRS 16, GASB 87, 94, and 96"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FinQuery (formerly LeaseQuery)**: Often rated best overall for compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Visual Lease", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual Lease**: Top for large portfolios and administration."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|MRI ProLease", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MRI ProLease**: Strong for global and complex real estate/equipment."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Occupier", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Occupier**: Ideal for commercial real estate tenants."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Crunchafi (formerly LeaseCrunch)**: Popular with CPAs and firms."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Trullion", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trullion**: AI-driven for audit trails."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Leasecake", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Leasecake**: User-friendly UI for multi-unit ops."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|LeaseAccelerator", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others**: LeaseAccelerator (enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|EZLease", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "EZLease (equipment)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|Nakisa", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Nakisa (SAP/Oracle integrations)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|DebtBook", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "DebtBook (GASB-focused)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|xai-small|NetLease", "prompt": "c203-m3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "integrations (e.g., NetSuite → NetLease)"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|LeaseQuery / FinQuery", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery / FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery / FinQuery** → accounting‑first, strong GL reconciliation, good for multi‑entity portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Visual Lease", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual Lease** → admin‑first hybrid with accounting, excellent for lease admin + compliance at scale."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Trullion", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trullion** → AI‑driven contract ingestion and strong source traceability for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|MRI ProLease", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MRI ProLease** → best for mixed real‑estate and equipment portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Nakisa", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Nakisa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Nakisa** → best for large enterprises consolidating many entities."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Leasecake", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Leasecake** → best for franchise/multi‑unit operators with a simple, user‑friendly interface."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Crunchifi", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Crunchifi** → best for CPA firms serving many clients."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Occupier", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Occupier** → best for multi‑location tenants where real‑estate and finance share the same lease view."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Black Owl Lease Accounting", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Black Owl** → strong for both lessee and lessor accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|EZLease", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**EZLease** → best for equipment‑centric portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|Spacebase", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Spacebase** | B2B sector | B2B portfolios |"}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|SOFT4Lessee", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**SOFT4Lessee** → practical, multi‑standard accounting with automation."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|DebtBook", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**DebtBook** → strong for GASB 87 and subscription compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m3|zai-small|NetSuite / ERP modules", "prompt": "c203-m3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetSuite / ERP modules", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**NetSuite / ERP modules** → best when you want lease accounting embedded inside your ERP."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|alibaba-small|iLeaseXpress", "prompt": "c203-m4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **iLeaseXpress**"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|alibaba-small|EZLease", "prompt": "c203-m4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: EZLease"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|alibaba-small|Spreadsheets", "prompt": "c203-m4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Spreadsheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is rarely recommended as the *best* solution for compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|anthropic-small|Crunchafi", "prompt": "c203-m4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Crunchafi offers a per-lease pricing model that gives budget-conscious buyers a concrete cost basis"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|anthropic-small|A.L.S.", "prompt": "c203-m4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "A.L.S.", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a Lite version that provides all of the essential elements ... makes it affordable to even a small lessor"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|anthropic-small|STRATAFOLIO", "prompt": "c203-m4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "STRATAFOLIO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "could be a cost-effective option if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|anthropic-small|PivotXL", "prompt": "c203-m4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want maximum flexibility, PivotXL offers an Excel-native solution"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|challenger-small|EZLease", "prompt": "c203-m4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose EZLease for the best budget-friendly dedicated lease accounting software"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|challenger-small|Xero", "prompt": "c203-m4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** if your lease needs are simple and you mainly want low-cost accounting with basic lease tracking"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|challenger-small|iLeasePro", "prompt": "c203-m4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another lower-cost option aimed at small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|deepseek-small|FinQuery LeaseGuru (formerly LeaseQuery)", "prompt": "c203-m4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "FinQuery LeaseGuru (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for FREE entry ... Free plan: covers up to 2 leases ... free forever."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|deepseek-small|iLeaseXpress", "prompt": "c203-m4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for the $99/month tier ... Best for: Companies with under ~15\\u201320 leases needing a simple, affordable cloud tool with full ASC 842 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|deepseek-small|EZLease", "prompt": "c203-m4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a \"professional\" tool ... Rated highly (4.8/5) for ease of use and support."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|deepseek-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies that want pay-per-lease scalability rather than fixed monthly subscriptions, especially CPA firms."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|LeaseQuery/FinQuery", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "major enterprise solutions (like LeaseQuery/FinQuery, Visual Lease, or Trullion) often require hefty annual contracts and implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|Visual Lease", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often require hefty annual contracts and implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|Trullion", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often require hefty annual contracts and implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|iLeaseXpress (by iLeasePro)", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress (by iLeasePro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have 5 or fewer, **iLeasePro's Free Plan** is the best starting point for US GAAP."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|Cradle (by Prophix)", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Cradle (by Prophix)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you have between 5 and 20 leases, **Cradle** ($99–$199/mo) offers the best balance of price, unlimited users, and robust multi-framework compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|LeaseAccounting.app (by ZenTreasury)", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseAccounting.app (by ZenTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups or tiny businesses reporting under IFRS 16 or FRS 102."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Companies that prefer a pay-as-you-go model or work closely with an external CPA firm."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|google-small|Microsoft Excel", "prompt": "c203-m4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid the \"Excel Temptation\": While Microsoft Excel is free, accounting auditors strongly discourage manually calculating ASC 842 schedules on spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|meta-small|EZLease", "prompt": "c203-m4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lease accounting software for a company with a limited budget is EZLease."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|meta-small|Xero", "prompt": "c203-m4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Xero, an award-winning online accounting software designed for small business owners and accountants."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|minimax-small|EZLease", "prompt": "c203-m4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZLease** (Best Overall Budget Choice)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|minimax-small|iLeaseXpress", "prompt": "c203-m4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iLeaseXpress** (Best for Very Small Portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|minimax-small|iLeasePro", "prompt": "c203-m4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iLeasePro** (Best for Small Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|minimax-small|Xero", "prompt": "c203-m4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** (Best Basic Accounting with Lease Tracking)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|mistral-small|iLeaseXpress", "prompt": "c203-m4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-friendly options, iLeaseXpress and iLeasePro are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|mistral-small|iLeasePro", "prompt": "c203-m4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "iLeaseXpress and iLeasePro are excellent choices, especially if you have a small number of leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|mistral-small|Xero", "prompt": "c203-m4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is a good all-in-one accounting solution if you need broader financial management features."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|mistral-small|LeaseGuru", "prompt": "c203-m4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for small lease portfolios, producing required amortization schedules and disclosures for ASC 842 or IFRS 16 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|moonshot-small|LeaseGuru by FinQuery", "prompt": "c203-m4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have 1-2 leases:** Start with **LeaseGuru** (completely free)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|moonshot-small|iLeasePro", "prompt": "c203-m4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you have 5-25 leases:** **iLeasePro** offers the best value at ~$3,142/year"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|moonshot-small|NetLease Go Free", "prompt": "c203-m4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "NetLease Go Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try **iLeasePro Free** or **NetLease Go Free** (if on NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|moonshot-small|Visual Lease", "prompt": "c203-m4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you expect rapid growth:** Consider **Visual Lease** for scalability"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|openai-small|LeaseGuru powered by FinQuery", "prompt": "c203-m4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru powered by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best value pick is usually LeaseGuru powered by FinQuery"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|openai-small|iLeasePro", "prompt": "c203-m4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "iLeasePro is worth a close look as a budget-friendly ASC 842 option"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|openai-small|LeaseQuery/FinQuery", "prompt": "c203-m4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consider pricier tools like LeaseQuery/FinQuery, but they're usually not the cheapest route"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|xai-small|iLeasePro", "prompt": "c203-m4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iLeasePro (specifically its iLeaseXpress tier) stands out as one of the best and most affordable dedicated lease accounting software options"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|xai-small|EZLease", "prompt": "c203-m4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for tiny portfolios but pricier to scale."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|xai-small|Crunchafi", "prompt": "c203-m4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Crunchafi | ~$200-300/lease/yr | N/A (per lease) | ASC 842, IFRS 16 | Good for CPAs"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|xai-small|Xero add-ons", "prompt": "c203-m4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero add-ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not fully dedicated; check plugins for leases."}, {"id": "mai-20260917-1752-baseline-2|c203-m4|zai-small|iLeasePro", "prompt": "c203-m4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iLeasePro (Best Overall Free Option) ... this is the clear winner"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|zai-small|EZLease", "prompt": "c203-m4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have between 5 and 9 leases, EZLease is the better option than iLeasePro"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|zai-small|LeaseQuery", "prompt": "c203-m4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeaseQuery (Best for Testing Compliance) ... Use this to see if the software workflow fits your team"}, {"id": "mai-20260917-1752-baseline-2|c203-m4|zai-small|Excel", "prompt": "c203-m4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It does not automate compliance (ASC 842), requires manual math, and carries a higher risk of human error."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|alibaba-small|LeaseQuery", "prompt": "c203-m5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tier 2 (Mid-Market Leaders): (Examples: LeaseQuery, FloQast, AssetBase, Yardi). These are often the best fit for a 500-person company."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|alibaba-small|FloQast", "prompt": "c203-m5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Examples: LeaseQuery, FloQast, AssetBase, Yardi). These are often the best fit for a 500-person company."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|alibaba-small|AssetBase", "prompt": "c203-m5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "AssetBase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Examples: LeaseQuery, FloQast, AssetBase, Yardi). These are often the best fit for a 500-person company."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|alibaba-small|Yardi", "prompt": "c203-m5", "model": "alibaba-small", "cat": "lease-accounting", "variant": "scale", "raw": "Yardi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Examples: LeaseQuery, FloQast, AssetBase, Yardi). These are often the best fit for a 500-person company."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|deepseek-small|FinQuery (LeaseQuery)", "prompt": "c203-m5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery (LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the accounting-led \"finance-first subledger\" choice; best overall per multiple reviews; strong for accounting teams."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|deepseek-small|Visual Lease", "prompt": "c203-m5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for larger portfolios wanting accounting *plus* broader portfolio visibility, with the strongest ERP/API integration options."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|deepseek-small|MRI ProLease", "prompt": "c203-m5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI ProLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you have complex real estate + equipment mixes."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|deepseek-small|EZLease", "prompt": "c203-m5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you value self-serve bulk import and lower cost."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|deepseek-small|Nakisa", "prompt": "c203-m5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "only if you anticipate heavy global/multi-entity needs."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|SAP", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "massive, enterprise-grade ERP modules (like SAP or Oracle Real Estate) are usually too expensive and over-engineered for your needs"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|Oracle Real Estate", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Oracle Real Estate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive, enterprise-grade ERP modules (like SAP or Oracle Real Estate) are usually too expensive and over-engineered for your needs"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "One of the most popular platforms for mid-sized accounting teams. It was built by CPAs and is highly focused on absolute accounting accuracy."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|Visual Lease", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The ideal choice if you have a significant real estate portfolio and need a unified platform for both lease administration ... and lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|Netgain (NetLease)", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Netgain (NetLease)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company uses NetSuite as your ERP, NetLease is arguably the best choice."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|Trullion", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A modern, tech-forward platform famous for its AI-driven document abstraction."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|google-small|Leasecake", "prompt": "c203-m5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great if you are a multi-unit business (like retail, franchise, or restaurants) with a high volume of leases"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|meta-small|LeaseCrunch", "prompt": "c203-m5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top lease accounting software mentioned in the search results include LeaseCrunch, LOIS, and other vendors listed in the articles."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|meta-small|LOIS", "prompt": "c203-m5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "LOIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top lease accounting software mentioned in the search results include LeaseCrunch, LOIS, and other vendors listed in the articles."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|CoStar Lease Administration", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar Lease Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., CoStar Lease Administration, ProLease, Nakisa Lease Administration, MRI Software, LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|ProLease", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., CoStar Lease Administration, ProLease, Nakisa Lease Administration, MRI Software, LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|Nakisa Lease Administration", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a shortlist (e.g., CoStar Lease Administration, ProLease, Nakisa Lease Administration, MRI Software, LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|MRI Software", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a shortlist (e.g., ... MRI Software, LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|LeaseAccelerator", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a shortlist (e.g., ... MRI Software, LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|Quisitive", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Quisitive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., ... LeaseAccelerator, Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|mistral-small|Accruent", "prompt": "c203-m5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Accruent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a shortlist (e.g., ... Quisitive, Accruent)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|moonshot-small|LeaseQuery", "prompt": "c203-m5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery** – Best overall for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|moonshot-small|EZLease", "prompt": "c203-m5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZLease** – Good for straightforward compliance without heavy implementation"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|moonshot-small|Visual Lease", "prompt": "c203-m5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visual Lease** – Strong for growing portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|moonshot-small|FinQuery", "prompt": "c203-m5", "model": "moonshot-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FinQuery** – Scales well with portfolio growth"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|xai-small|EZLease", "prompt": "c203-m5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-4 vendors (e.g., EZLease for simplicity, Visual Lease for integrations)."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|xai-small|LeaseQuery (FinQuery)", "prompt": "c203-m5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include EZLease, LeaseQuery (FinQuery), Visual Lease, SOFT4Lessee, and Crunchafi"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|xai-small|Visual Lease", "prompt": "c203-m5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Visual Lease for integrations"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|xai-small|SOFT4Lessee", "prompt": "c203-m5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "SOFT4Lessee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include ... SOFT4Lessee, and Crunchafi"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|xai-small|Crunchafi", "prompt": "c203-m5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include ... and Crunchafi—demo them with your real lease data."}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|SOFT4Lessee", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "SOFT4Lessee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall best for mid‑sized companies ... SOFT4Lessee for a balanced mid‑market choice"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|LeaseCrunch", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseCrunch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader for mid‑to‑large enterprises prioritizing calculation accuracy and audit readiness"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|LeaseQuery", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong contender for end‑to‑end lease lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|Visual Lease", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Visual Lease or Occupier for modern UX and shared real‑estate/finance data"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|Occupier", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Emerging contender for growth‑stage and mid‑market organizations"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|FinQuery", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best all‑around lease accounting software (broad standards coverage, automation, ERP fit)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|EZLease", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for straightforward mid‑market compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|Spacebase", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Spacebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Mid‑tier (25–150 employees, 10–50 leases) – but some mid‑size firms use it"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|Trullion", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "High‑tier (150–500 employees, 50–200 leases) – often SaaS‑centric"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|MRI ProLease", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "MRI ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "High‑tier (150–500 employees, 50–200 leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|Rubli", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Rubli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specializes in IFRS 16/FRS 102/ASC 842 across lessee and lessor accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-m5|zai-small|CCH Tagetik", "prompt": "c203-m5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Enterprise‑grade, pre‑configured starter kit for lessee/lessor/sublease data"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|alibaba-small|LeaseTrack", "prompt": "c203-m6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseTrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "specialized leaders like LeaseTrack and ELC"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|alibaba-small|ELC", "prompt": "c203-m6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "ELC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specialized leaders like LeaseTrack and ELC"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|alibaba-small|SAP Ariba", "prompt": "c203-m6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "being cautious about implementing massive platforms like SAP Ariba or Oracle Financials is wise"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|alibaba-small|Oracle Financials", "prompt": "c203-m6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "being cautious about implementing massive platforms like SAP Ariba or Oracle Financials is wise"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|alibaba-small|Excel", "prompt": "c203-m6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "relying on it for ongoing compliance is the most common cause of failed audits"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|anthropic-small|Spreadsheets and Excel", "prompt": "c203-m6", "model": "anthropic-small", "cat": "lease-accounting", "variant": "negative", "raw": "Spreadsheets and Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets lack built-in audit controls, version history, and data validation, making them prone to errors, missed payments, and compliance issues."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|challenger-small|spreadsheets/Excel", "prompt": "c203-m6", "model": "challenger-small", "cat": "lease-accounting", "variant": "negative", "raw": "spreadsheets/Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets / Excel**: sources warn they create data integrity, version-control, security, and compliance risks, and they are poor for large or complex lease portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|deepseek-small|LeaseQuery/FinQuery", "prompt": "c203-m6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**LeaseQuery (FinQuery):** \"Irreversible changes\" after a lease is approved, forced re-approval workflows for minor corrections, limited vehicle entry options"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|deepseek-small|Visual Lease", "prompt": "c203-m6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Visual Lease:** Steep learning curve, reporting that \"doesn't always bend the way you want,\" slow performance"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|deepseek-small|CoStar Real Estate Manager", "prompt": "c203-m6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The tools with healthy review volume (LeaseQuery/FinQuery, Visual Lease, CoStar Real Estate Manager, AMTdirect) all sit around **4.4–4.7/5** — none is uniformly \"bad.\""}, {"id": "mai-20260917-1752-baseline-2|c203-m6|deepseek-small|AMTdirect", "prompt": "c203-m6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "AMTdirect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools with healthy review volume (LeaseQuery/FinQuery, Visual Lease, CoStar Real Estate Manager, AMTdirect) all sit around **4.4–4.7/5**"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|Excel", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should heavily avoid relying on spreadsheets for lease accounting unless you only have **one to five very simple, static leases**"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|Google Sheets", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The Ultimate Avoid Category: Generic Spreadsheets (Excel & Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|SAP", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with Caution: \"Retrofit\" ERP Lease Modules ... (like SAP, Oracle, or certain mid-market ERPs)"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|Oracle", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many ERP lease modules were not built from scratch for ASC 842/IFRS 16. Instead, they retrofitted older, existing modules"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|MRI", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise Real Estate Management Software if you are a \"Finance-Only\" team ... notoriously expensive, complex, and will overwhelm a pure accounting department"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|CoStar", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Software like **MRI**, **CoStar**, or **Lucernex** ... these platforms are notoriously expensive, complex, and will overwhelm a pure accounting department"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|Lucernex", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Lucernex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "user reviews frequently note that the system **runs slowly or becomes unresponsive** at certain times of the day"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|LeaseAccelerator", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "users consistently complain about **system speed and performance lag** ... workflows are highly complex and carry a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|Visual Lease", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "users frequently report that the **reporting tool is rigid and less customizable** than desired"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|google-small|LeaseQuery (FinQuery)", "prompt": "c203-m6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "some users warn that **implementation can be heavy and rigid**"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|meta-small|Excel/Spreadsheets", "prompt": "c203-m6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel/Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel/Spreadsheets: They lack built-in audit controls, version history, and data validation, making them prone to errors, missed payments, and compliance issues."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|meta-small|Visual Lease", "prompt": "c203-m6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the lease accounting software available in the market include Visual Lease, DebtBook, and others."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|meta-small|DebtBook", "prompt": "c203-m6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the lease accounting software available in the market include Visual Lease, DebtBook, and others."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|minimax-small|SAP", "prompt": "c203-m6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy ERP native lease modules (e.g., older SAP, Oracle lease modules)** | Often lack the specialized calculation engine"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|minimax-small|Oracle", "prompt": "c203-m6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy ERP native lease modules (e.g., older SAP, Oracle lease modules)** | Often lack the specialized calculation engine"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|mistral-small|Spreadsheets (especially Excel)", "prompt": "c203-m6", "model": "mistral-small", "cat": "lease-accounting", "variant": "negative", "raw": "Spreadsheets (especially Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Most experts strongly advise against using spreadsheets for lease accounting, especially for organizations with more than 10 leases."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|SAP RE-FX/CLM", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP RE-FX/CLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are often retrofitted add-ons not natively designed for modern standards"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Oracle Lease Management", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle Lease Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "retrofitted add-ons not natively designed for modern standards like ASC 842"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|NetSuite Fixed Assets", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex, modular setups requiring heavy customization, leading to high costs and long implementation times."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Yardi Kube", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Yardi Kube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Sparse feedback highlights usability struggles and limited scalability for complex portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Trullion", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reports of bugs, slow performance, and gaps in reporting customization."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|ResMan", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "ResMan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Criticized for lease management shortcomings and inadequate reporting depth."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Black Owl Lease Accounting", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Black Owl Lease Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Steep learning curve, complex uploads, integration issues (especially with ERPs), limited reporting"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Data entry inaccuracies, lack of OCR for lease abstraction, cumbersome journal entries"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|LeaseQuery/FinQuery", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Prioritize G2/Capterra leaders like FinQuery (ex-LeaseQuery, 4.6/5, 500+ reviews)"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|Visual Lease", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Even Higher-Rated Ones like LeaseQuery/FinQuery or Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|DebtBook", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Prioritize G2/Capterra leaders like FinQuery ..., DebtBook, or NetLease"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|xai-small|NetLease", "prompt": "c203-m6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "NetLease (NetSuite-specific) for strong audit trails and multi-standard support"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|zai-small|CoStar Real Estate Manager (lease accounting module)", "prompt": "c203-m6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar Real Estate Manager (lease accounting module)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Insufficient automation, limited reporting, and poor integration with finance systems... Steer clear of tools that have been widely replaced or discontinued (e.g., older CoStar lease modules"}, {"id": "mai-20260917-1752-baseline-2|c203-m6|zai-small|DebtBook", "prompt": "c203-m6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern platforms with built‑in ASC 842/IFRS 16 automation, OCR, and ERP integration (e.g., DebtBook, FinQuery/LeaseQuery, Occupier, NetLease)."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|zai-small|FinQuery/LeaseQuery", "prompt": "c203-m6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "FinQuery/LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern platforms with built‑in ASC 842/IFRS 16 automation, OCR, and ERP integration (e.g., DebtBook, FinQuery/LeaseQuery, Occupier, NetLease)."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|zai-small|Occupier", "prompt": "c203-m6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern platforms with built‑in ASC 842/IFRS 16 automation, OCR, and ERP integration (e.g., DebtBook, FinQuery/LeaseQuery, Occupier, NetLease)."}, {"id": "mai-20260917-1752-baseline-2|c203-m6|zai-small|NetLease", "prompt": "c203-m6", "model": "zai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern platforms with built‑in ASC 842/IFRS 16 automation, OCR, and ERP integration (e.g., DebtBook, FinQuery/LeaseQuery, Occupier, NetLease)."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|alibaba-small|LeaseLogix", "prompt": "c203-s1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseLogix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Flexibility and Value"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|alibaba-small|LeaseQuery", "prompt": "c203-s1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data Visualization and UX"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|alibaba-small|FloQast (Lease Management)", "prompt": "c203-s1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "FloQast (Lease Management)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "paying a premium for a workflow tool like FloQast just to manage leases might feel like overkill"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|alibaba-small|Leasify", "prompt": "c203-s1", "model": "alibaba-small", "cat": "lease-accounting", "variant": "direct", "raw": "Leasify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **simple, low-cost automation** tool: Go with **Leasify**."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|anthropic-small|iLeasePro", "prompt": "c203-s1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "recommended for small to medium companies that need simple, straightforward, and low-cost lease accounting software"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|anthropic-small|LeaseQuery", "prompt": "c203-s1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "purpose-built by accountants for lease accounting and works best for companies with over ten leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|anthropic-small|LeaseGuru", "prompt": "c203-s1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "makes it simple and secure to account for small lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|anthropic-small|EZLease", "prompt": "c203-s1", "model": "anthropic-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "fits accounting teams at small to mid-sized companies that need a focused, affordable path to ASC 842 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|challenger-small|Spacebase", "prompt": "c203-s1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Spacebase** if your priority is a B2B-focused lease accounting tool"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|challenger-small|EZLease", "prompt": "c203-s1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **EZLease** if you want the simplest compliance-oriented option for a small lease portfolio"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|challenger-small|FinQuery / LeaseQuery", "prompt": "c203-s1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery / LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a stronger choice if you want a more established, compliance-heavy platform and expect to grow beyond very small scale"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|challenger-small|Xero", "prompt": "c203-s1", "model": "challenger-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is broader accounting software rather than a dedicated lease accounting system"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|iLeasePro", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, **iLeasePro** is widely cited as the best fit."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|LeaseQuery (FinQuery)", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rated \"Best Overall\" in several roundups and very CPA-friendly."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|LeaseGuru", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers **LeaseGuru**, a self-service tool for up to 15 leases (free trial) — great for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|Occupier", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly more built for tenants with 30+ leases; pricing is contact-based (less transparent)."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|Cradle", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Cradle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a $99/month Small plan (up to 10 leases) — a good iLeasePro alternative"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|deepseek-small|Crunchafi", "prompt": "c203-s1", "model": "deepseek-small", "cat": "lease-accounting", "variant": "direct", "raw": "Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good value for small-to-mid CPA firms; has discounted plans for firms."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|google-small|NetLease (by Netgain)", "prompt": "c203-s1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease (by Netgain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your small B2B company uses **QuickBooks Online** ... NetLease is arguably the most seamless option."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|google-small|iLeaseXpress (by iLeasePro)", "prompt": "c203-s1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeaseXpress (by iLeasePro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Smaller Portfolios (<15 Leases)... highly regarded for small-to-medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|google-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Work Closely with an External CPA... is a highly likely choice"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|google-small|LeaseGuru (by FinQuery / LeaseQuery)", "prompt": "c203-s1", "model": "google-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseGuru (by FinQuery / LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Micro-Portfolios (1–2 Leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|meta-small|Spacebase", "prompt": "c203-s1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lease accounting software for a small B2B company is Spacebase"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|meta-small|EZLease", "prompt": "c203-s1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include EZLease, which offers self-service onboarding and flat annual pricing"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|meta-small|Xero", "prompt": "c203-s1", "model": "meta-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero, a cloud-based accounting software platform that can be used to manage property finances"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|minimax-small|iLeasePro", "prompt": "c203-s1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Described as lean and ASC 842-only, well-suited for small to mid-sized US-only businesses"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|minimax-small|EZLease", "prompt": "c203-s1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mentioned as good for small to mid-sized organizations needing simple, automated GASB 87 and ASC 842 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|minimax-small|Spacebase", "prompt": "c203-s1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highlighted as \"Best for B2B Sector\" and ideal for managing B2B real estate and equipment contracts."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|minimax-small|Xero", "prompt": "c203-s1", "model": "minimax-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may not be specialized exclusively for lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|mistral-small|Spacebase", "prompt": "c203-s1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spacebase and EZLease are likely the best choices if lease accounting is a core need"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|mistral-small|EZLease", "prompt": "c203-s1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Spacebase and EZLease are likely the best choices if lease accounting is a core need"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|mistral-small|Xero", "prompt": "c203-s1", "model": "mistral-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is a good all-around accounting solution that can also manage leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|iLeasePro", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation**: Start with **iLeasePro** if you have a small lease portfolio and limited budget"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|EZLease", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **EZLease** if you want a more established compliance-focused solution with room to grow"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|Crunchafi", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Crunchafi** – Best for CPA-Friendly Support"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for mid-market, but has small business solutions"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|Visual Lease", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some enterprise solutions (Visual Lease, CoStar) start at $3,500-$6,000/year—likely overkill for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|moonshot-small|CoStar", "prompt": "c203-s1", "model": "moonshot-small", "cat": "lease-accounting", "variant": "direct", "raw": "CoStar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some enterprise solutions (Visual Lease, CoStar) start at $3,500-$6,000/year—likely overkill for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|LeaseGuru powered by FinQuery", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseGuru powered by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **LeaseGuru powered by FinQuery** if you want the **simplest, lowest-friction option**"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|LeaseQuery powered by FinQuery", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery powered by FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect to grow a bit or need a more robust long-term platform, I’d look at **LeaseQuery powered by FinQuery** next."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|Crunchafi Lease Accounting", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Crunchafi Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Crunchafi Lease Accounting** is another good small-business-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|Visual Lease", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I’d avoid for most small B2B companies- **Enterprise-heavy tools** like Visual Lease, Trullion, or NetLease"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|Trullion", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What I’d avoid for most small B2B companies- **Enterprise-heavy tools** like Visual Lease, Trullion, or NetLease"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|openai-small|NetLease", "prompt": "c203-s1", "model": "openai-small", "cat": "lease-accounting", "variant": "direct", "raw": "NetLease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What I’d avoid for most small B2B companies- **Enterprise-heavy tools** like Visual Lease, Trullion, or NetLease"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|xai-small|iLeasePro", "prompt": "c203-s1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iLeasePro (Best Overall for Small Businesses)... Budget < $5K/year? Go iLeasePro—highest value for pure small B2B needs."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|xai-small|LeaseQuery", "prompt": "c203-s1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LeaseQuery (Best for Robust Features & Support)... Drawbacks: Pricier for very small ops."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|xai-small|Trullion", "prompt": "c203-s1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trullion (Best for AI Automation)... Need global standards/integrations? LeaseQuery or Trullion."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|xai-small|Visual Lease", "prompt": "c203-s1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Alternatives: Visual Lease (enterprise-leaning)"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|xai-small|Xero/QuickBooks add-ons", "prompt": "c203-s1", "model": "xai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero/QuickBooks add-ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "general tools like Xero/QuickBooks add-ons if leases are minimal (but less specialized)"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|iLeasePro", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **iLeasePro** or **EZLease** will provide the best balance of features, pricing, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|EZLease", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **iLeasePro** or **EZLease** will provide the best balance of features, pricing, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for User Experience... Cons: Higher pricing, may be overkill for very small portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|Xero (with lease add-on)", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Xero (with lease add-on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using Xero, the Xero lease add-on may be the simplest option."}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|Trullion", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "500+ leases: Consider Enterprise options like Trullion"}, {"id": "mai-20260917-1752-baseline-2|c203-s1|zai-small|Spacebase", "prompt": "c203-s1", "model": "zai-small", "cat": "lease-accounting", "variant": "direct", "raw": "Spacebase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Complex multi-party arrangements | Spacebase | Specialized for B2B complex leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|alibaba-small|LeaseQuery", "prompt": "c203-s2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Recommendation: LeaseQuery"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|alibaba-small|LeaseBook", "prompt": "c203-s2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Best Value Alternative: LeaseBook"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|alibaba-small|Real Page (by TRS)", "prompt": "c203-s2", "model": "alibaba-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Real Page (by TRS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitation:** It does not handle vehicle fleets, IT equipment, or manufacturing machinery leases well."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|anthropic-small|LeaseGuru", "prompt": "c203-s2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B business**, I'd suggest starting with **LeaseGuru** if your lease portfolio is modest"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|anthropic-small|Trullion", "prompt": "c203-s2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeaseQuery** or **Trullion** would provide better scalability and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|anthropic-small|LeaseQuery", "prompt": "c203-s2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LeaseQuery** or **Trullion** would provide better scalability and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|anthropic-small|SOFT4Lessee", "prompt": "c203-s2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "SOFT4Lessee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SOFT4Lessee automates lease calculations and generates audit-ready reports for compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|anthropic-small|Black Owl Systems", "prompt": "c203-s2", "model": "anthropic-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Black Owl Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Black Owl Systems offers software suitable for small companies with a limited number of leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|challenger-small|FinQuery (LeaseQuery)", "prompt": "c203-s2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **FinQuery (LeaseQuery)** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|challenger-small|NetLease", "prompt": "c203-s2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetLease** is the strongest alternative because it is **NetSuite-native**"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|challenger-small|Trullion", "prompt": "c203-s2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trullion** is worth a look for its AI ingestion and source-linked audit trail"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|challenger-small|SOFT4Lessee", "prompt": "c203-s2", "model": "challenger-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you are on Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|deepseek-small|Crunchafi", "prompt": "c203-s2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Crunchafi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Crunchafi** (formerly LeaseCrunch)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|deepseek-small|iLeasePro / iLeaseXpress", "prompt": "c203-s2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro / iLeaseXpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**iLeasePro/iLeaseXpress** is an excellent budget alternative"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|deepseek-small|EZLease", "prompt": "c203-s2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if your leases are mostly equipment/vehicles (common for B2B)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|deepseek-small|FinQuery (LeaseQuery)", "prompt": "c203-s2", "model": "deepseek-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (LeaseQuery)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but tends to cost more — better once you outgrow Crunchafi's small-portfolio sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|AssetAccountant", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetAccountant** (Best Overall for Independent SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|NetLease by Netgain", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetLease by Netgain** (Best for QuickBooks or NetSuite Users)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|EZLease by insightsoftware", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease by insightsoftware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **EZLease** if you need a cost-effective system that can handle **both lessee and lessor** accounting under both standards."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|iLeasePro", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**iLeasePro only supports ASC 842** and does not support IFRS 16. If you truly need dual-compliance, pass on this option."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|Black Owl Systems", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Black Owl Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Black Owl Systems** if your primary concern is scaling a **B2B leasing model for your clients**"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|google-small|Trullion", "prompt": "c203-s2", "model": "google-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Trullion** (Best AI-Driven Contract Scanning)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|meta-small|Accruent", "prompt": "c203-s2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Accruent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Accruent - Offers lease accounting software that meets ASC 842, IFRS 16, and other standards."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|meta-small|Rubli", "prompt": "c203-s2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Rubli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rubli - Provides lease accounting software that automates compliance with IFRS 16, FRS 102, and ASC 842."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|meta-small|Visual Lease", "prompt": "c203-s2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visual Lease - A lease accounting and management platform that automates ASC 842, IFRS 16, and GASB 87 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|meta-small|CCH Tagetik", "prompt": "c203-s2", "model": "meta-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CCH Tagetik - Offers lease accounting software that improves transparency and addresses IFRS 16 and ASC 842 compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|minimax-small|LeaseGuru", "prompt": "c203-s2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **LeaseGuru** (by FinQuery/LeaseQuery) as the top choice for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|minimax-small|LeaseQuery", "prompt": "c203-s2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LeaseQuery**: Larger version ($3,900+/year) if you outgrow LeaseGuru"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|minimax-small|Trullion", "prompt": "c203-s2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Trullion**: AI-powered, but more expensive and enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|minimax-small|Spacebase", "prompt": "c203-s2", "model": "minimax-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Spacebase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Spacebase**: B2B-focused, but starts at $300/month"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|mistral-small|Spacebase", "prompt": "c203-s2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Spacebase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spacebase** is specifically highlighted as the best option for managing B2B real estate and equipment contracts under ASC 842 and IFRS 16"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|mistral-small|LeaseQuery", "prompt": "c203-s2", "model": "mistral-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable tools include LeaseQuery, which is well-regarded for full compliance with both ASC 842 and IFRS 16"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **FinQuery (formerly LeaseQuery)**"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|Black Owl Systems", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Black Owl Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Black Owl Systems**"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|iLeasePro", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** It is heavily optimized for **ASC 842 (US GAAP)**. If your IFRS 16 needs are minimal..., verify with the vendor"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|NetLease", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use NetSuite, **NetLease** is a native option."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|LeaseAccelerator", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "designed to scale without the enterprise bloat of tools like LeaseAccelerator or Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|moonshot-small|Visual Lease", "prompt": "c203-s2", "model": "moonshot-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the enterprise bloat of tools like LeaseAccelerator or Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|openai-small|Cradle", "prompt": "c203-s2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Cradle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want my **single best pick for a small B2B business**, I'd lean **Cradle** for price/accessibility"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|openai-small|EZLease", "prompt": "c203-s2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EZLease is also a cloud option for ASC 842 / IFRS 16 compliance, though I'd want to compare its implementation effort and pricing before choosing."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|openai-small|LeaseQuery", "prompt": "c203-s2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **LeaseQuery** if you expect to need stronger accounting support and are willing to pay more"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|openai-small|NetLease", "prompt": "c203-s2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on NetSuite or Microsoft Dynamics 365 Business Central: consider **NetLease** or **Onederful** respectively"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|openai-small|Onederful", "prompt": "c203-s2", "model": "openai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Onederful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **NetLease** or **Onederful** respectively, since those are designed around those ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|EZLease", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **EZLease** as the top starting point"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|LeaseCrunch (now Crunchafi)", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseCrunch (now Crunchafi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent per-lease model; great for B2B with variable leases."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|FinQuery LeaseGuru/NetLease", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "FinQuery LeaseGuru/NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent disclosures; free tier suits testing. Scales to full FinQuery for growth."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|Cradle", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Cradle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transparent pricing, multi-standard | Full (ASC 842, IFRS 16, more)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|Visual Lease", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Visual Lease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise tools (e.g., Visual Lease, Trullion) as they're $10k+ annually and overkill."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|xai-small|Trullion", "prompt": "c203-s2", "model": "xai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools (e.g., Visual Lease, Trullion) as they're $10k+ annually and overkill."}, {"id": "mai-20260917-1752-baseline-2|c203-s2|zai-small|LeaseQuery (Specifically \"LeaseGuru\")", "prompt": "c203-s2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "LeaseQuery (Specifically \"LeaseGuru\")", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Top Pick: LeaseQuery (Specifically \"LeaseGuru\")"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|zai-small|iLeasePro (iLeaseXpress)", "prompt": "c203-s2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "iLeasePro (iLeaseXpress)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Best Budget Option: iLeasePro (iLeaseXpress)"}, {"id": "mai-20260917-1752-baseline-2|c203-s2|zai-small|Trullion", "prompt": "c203-s2", "model": "zai-small", "cat": "lease-accounting", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Best for \"Ease of Data Entry\": Trullion"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|alibaba-small|LeaseQuery", "prompt": "c203-s3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Small to mid-sized tenants who need robust compliance without enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|alibaba-small|Trullion", "prompt": "c203-s3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have many scanned PDF contracts and want to save time:** Choose **Trullion** for its AI extraction capabilities."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|alibaba-small|NetLease", "prompt": "c203-s3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are already on NetSuite:** Choose **NetLease** to avoid integration headaches."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|alibaba-small|Occupier", "prompt": "c203-s3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you are on QuickBooks/Xero and have <50 leases:** Look at **Occupier** or **LeaseQuery’s** lower-tier offerings."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|alibaba-small|Crunchafi", "prompt": "c203-s3", "model": "alibaba-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** CPA firms serving multiple small clients OR small business landlords."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|anthropic-small|LeaseQuery", "prompt": "c203-s3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery (Best Overall)**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|anthropic-small|Crunchafi", "prompt": "c203-s3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Crunchafi if you're a CPA firm managing multiple clients"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|anthropic-small|Trullion", "prompt": "c203-s3", "model": "anthropic-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trullion if AI-driven automation is a priority"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|challenger-small|iLeasePro", "prompt": "c203-s3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest small-team choice:** **iLeasePro** or **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|challenger-small|EZLease", "prompt": "c203-s3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Simplest small-team choice:** **iLeasePro** or **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|challenger-small|LeaseQuery", "prompt": "c203-s3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-around accounting choice:** **LeaseQuery**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|challenger-small|FinQuery", "prompt": "c203-s3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for finance teams that think in subledgers:** **FinQuery**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|challenger-small|Trullion", "prompt": "c203-s3", "model": "challenger-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AI/document-heavy workflows:** **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|LeaseGuru (by FinQuery / formerly LeaseQuery)", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseGuru (by FinQuery / formerly LeaseQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Very small (fewer than 15 leases), want low cost:** **LeaseGuru** (free to start, self-service, CPA-approved)."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|iLeasePro", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small-but-simple ASC 842 portfolio (up to ~25-100 leases), want transparent pricing:** **iLeasePro**."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|Leasecake", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need real-time lease/contract management more than heavy accounting:** **Leasecake**."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|EZLease (insightsoftware)", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need broad multi-standard or lessor accounting:** **EZLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|NetLease by Netgain", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Running on NetSuite:** **NetLease**."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|deepseek-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s3", "model": "deepseek-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "notable if you're a CPA firm running ASC 842 across many clients"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|FinQuery/LeaseQuery", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery/LeaseQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While enterprise-level giants (like FinQuery/LeaseQuery or Visual Lease) are powerful, they are often too complex and expensive for smaller lease portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|Visual Lease", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often too complex and expensive for smaller lease portfolios (typically 5 to 100 leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|iLeasePro", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cheapest and simplest for basic US leases ... offers a free tier for portfolios with up to 5 leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|Cradle (by Prophix)", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Cradle (by Prophix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small teams with international leases, foreign subsidiaries, or multi-currency lease portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams that want to collaborate closely with their external CPA firm or fractional CFO."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|Trullion", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams that are short on time and want to automate data entry using AI."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|google-small|DebtBook", "prompt": "c203-s3", "model": "google-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small teams in the public sector, healthcare, higher education, or nonprofits."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|meta-small|Trullion", "prompt": "c203-s3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Trullion is geared towards larger firms"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|meta-small|EZLease", "prompt": "c203-s3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for smaller organizations that want fast, out-of-the-box compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|meta-small|LeaseAccelerator", "prompt": "c203-s3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global manufacturers with 10k+ equipment leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|meta-small|Visual Lease", "prompt": "c203-s3", "model": "meta-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for high-growth SaaS companies with 1-2k leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|EZLease", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team (under 50 leases, US-only), **EZLease** or **iLeasePro** offer the simplest path."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|iLeasePro", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EZLease** or **iLeasePro** offer the simplest path"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|SOFT4Lessee", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "SOFT4Lessee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For growing teams needing more robust compliance features, **SOFT4Lessee** or **FinQuery** provide better scalability"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|FinQuery (LeaseQuery)", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for accounting-led teams that want a finance-first lease subledger"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|Occupier", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for multi-location teams where real estate and finance both need to work with the same leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|Leasecake", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great for franchise and small multi-unit operators focused on lease dates and document management"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|minimax-small|Crunchifi", "prompt": "c203-s3", "model": "minimax-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Suited for smaller portfolios and CPA firms managing multiple clients"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|mistral-small|EZLease", "prompt": "c203-s3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, EZLease is the top choice due to its ease of use, self-service options, and affordability."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|mistral-small|Trullion", "prompt": "c203-s3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If advanced analytics are a priority, consider Trullion or Visual Lease."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|mistral-small|Visual Lease", "prompt": "c203-s3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If advanced analytics are a priority, consider Trullion or Visual Lease."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|mistral-small|DebtBook", "prompt": "c203-s3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for teams that want a straightforward, no-frills solution."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|mistral-small|LeaseAccelerator", "prompt": "c203-s3", "model": "mistral-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Six-figure implementation quotes (not suitable for small teams)."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|moonshot-small|iLeasePro", "prompt": "c203-s3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams with **under 20 leases** find **iLeasePro** or **EZLease's free tier** sufficient to start"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|moonshot-small|Leasecake", "prompt": "c203-s3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Leasecake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Location Operators"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|moonshot-small|EZLease", "prompt": "c203-s3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Most small teams with **under 20 leases** find **iLeasePro** or **EZLease's free tier** sufficient to start"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|moonshot-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for CPA-Firm Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|moonshot-small|Occupier", "prompt": "c203-s3", "model": "moonshot-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Real Estate + Finance Alignment"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|LeaseQuery (FinQuery)", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery (FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small accounting teams:** **LeaseQuery**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|EZLease", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a lighter compliance tool:** **EZLease or AssetAccountant**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|Visual Lease", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want more lease administration / portfolio control:** **Visual Lease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|NetLease by Netgain", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "NetLease by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you live in NetSuite:** **NetLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|Occupier", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better for **commercial tenant real estate teams** that want lease administration plus compliance."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|Trullion", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you need AI document extraction:** **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|FMIS", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FMIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These can be attractive for very small teams because they're often simpler and lighter-weight."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|AssetAccountant", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best if you want a lighter compliance tool:** **EZLease or AssetAccountant**"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|openai-small|CoStar-type tools", "prompt": "c203-s3", "model": "openai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "CoStar-type tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Visual Lease / Occupier / CoStar-type tools**: better when you also need lease administration"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|Visual Lease", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoiding enterprise-heavy tools like Visual Lease or LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|LeaseAccelerator", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoiding enterprise-heavy tools like Visual Lease or LeaseAccelerator"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|EZLease", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**EZLease** (now part of insightsoftware) - **Best for**: Small to mid-sized teams needing quick, self-service compliance without IT help."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|iLeasePro", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Very small teams or solos (<20 leases) wanting a low-cost entry point."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|Xero (with lease add-ons like LeaseGuru)", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Xero (with lease add-ons like LeaseGuru)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not full ASC 842 native—needs integration ... less robust for complex leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|FinQuery (formerly LeaseQuery)", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (formerly LeaseQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top-rated (4.6/5 on G2 ...); strong for scalability"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|Trullion", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for**: Small accounting firms or teams with complex contracts needing AI speed."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|Black Owl", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Black Owl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: **Black Owl** (4.8/5 on Capterra; SMB-focused ASC 842 with security certs)"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|xai-small|Crunchafi", "prompt": "c203-s3", "model": "xai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Crunchafi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Crunchafi** (discounted for CPAs, ~$150/lease after upfront)"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|LeaseQuery", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "LeaseQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LeaseQuery** is the safest all‑rounder for a small team that wants a single, comprehensive platform"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|EZLease", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZLease** and **iLeasePro** are the simplest, most cost‑effective choices"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|iLeasePro", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for very small teams (≤20 leases) that only need ASC 842"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|FinQuery (FloQast)", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "FinQuery (FloQast)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FinQuery** bridges the gap between small and mid‑market, offering a clean, scalable solution."}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|Trullion", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trullion** stands out for teams that value AI‑driven lease data extraction"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|Xero + lease add‑on", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Xero + lease add‑on", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "path of least resistance if your team is already deeply integrated with Xero"}, {"id": "mai-20260917-1752-baseline-2|c203-s3|zai-small|Visual Lease", "prompt": "c203-s3", "model": "zai-small", "cat": "lease-accounting", "variant": "comparative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Consider Trullion or Visual Lease (though Visual Lease is more enterprise‑oriented)"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|alibaba-small|QuickBooks", "prompt": "c203-s4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "standard accounting software like QuickBooks cannot handle alone"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|alibaba-small|LeaseBooks", "prompt": "c203-s4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best Overall Value: LeaseBooks ... widely considered the gold standard for small-to-mid-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|alibaba-small|LeaseDocket", "prompt": "c203-s4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseDocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "LeaseDocket is a strong competitor to LeaseBooks that focuses on simplicity and affordability."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|alibaba-small|LeaseLogix", "prompt": "c203-s4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseLogix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purchase the **LeaseLogix Excel Template** to minimize risk while avoiding monthly fees."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|alibaba-small|Leaser.io", "prompt": "c203-s4", "model": "alibaba-small", "cat": "lease-accounting", "variant": "budget", "raw": "Leaser.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best Niche Tool: Leaser.io ... Cons: Smaller community and slightly less documentation than the leaders."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|anthropic-small|iLeasePro", "prompt": "c203-s4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EZLease and iLeasePro both stand out for their affordability and suitability for small companies with limited lease portfolios."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|anthropic-small|EZLease", "prompt": "c203-s4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For organizations with <500 leases and tight budgets, EZLease hits the \"good enough\" mark without hidden fees."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|anthropic-small|Xero", "prompt": "c203-s4", "model": "anthropic-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Xero is a cloud-based accounting software platform often used by landlords and small businesses to manage property finances"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|challenger-small|EZLease", "prompt": "c203-s4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose EZLease** for the best balance of **low cost, compliance features, and small-business fit**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|challenger-small|iLeasePro", "prompt": "c203-s4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your business is very small and you mainly need **basic accounting plus simple lease tracking**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|challenger-small|Xero + lease add-ons", "prompt": "c203-s4", "model": "challenger-small", "cat": "lease-accounting", "variant": "budget", "raw": "Xero + lease add-ons", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it is not a dedicated lease-accounting platform in the same way as EZLease or iLeasePro"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|deepseek-small|LeaseGuru (powered by FinQuery)", "prompt": "c203-s4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru (powered by FinQuery)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **LeaseGuru (powered by FinQuery)**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|deepseek-small|iLeaseXpress (by iLeasePro)", "prompt": "c203-s4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress (by iLeasePro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **iLeaseXpress (by iLeasePro)**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|deepseek-small|Crunchafi (Lease Accounting)", "prompt": "c203-s4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi (Lease Accounting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Alternative: **Crunchafi (Lease Accounting)**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|deepseek-small|EZLease", "prompt": "c203-s4", "model": "deepseek-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention: **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|CoStar", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "CoStar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main challenge is avoiding enterprise-grade lease accounting software (such as CoStar, Visual Lease, or MRI ProLease)"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|Visual Lease", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Visual Lease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoiding enterprise-grade lease accounting software (such as CoStar, Visual Lease, or MRI ProLease), which can easily cost tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|MRI ProLease", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "MRI ProLease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoiding enterprise-grade lease accounting software (such as CoStar, Visual Lease, or MRI ProLease)"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|iLeaseXpress (by iLeasePro)", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeaseXpress (by iLeasePro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small portfolios needing full-featured software at a very predictable, low monthly rate."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|LeaseGuru (by FinQuery)", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru (by FinQuery)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "LeaseGuru is backed by FinQuery (formerly LeaseQuery), which is one of the most trusted names in lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly praised by CPA firms and auditors, Crunchafi operates on a modular, per-lease pricing structure"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|AssetAccountant", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AssetAccountant lets you track fixed-asset depreciation alongside your Right-of-Use (ROU) assets and lease liabilities"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|NetLease Go Free (by Netgain)", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "NetLease Go Free (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Small companies that are already running on Oracle NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|google-small|Excel", "prompt": "c203-s4", "model": "google-small", "cat": "lease-accounting", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Why You Should Avoid Using \"Free\" Excel Spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|meta-small|EZLease", "prompt": "c203-s4", "model": "meta-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best lease accounting software for a small company with a tight budget is EZLease."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|minimax-small|LeaseSage", "prompt": "c203-s4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseSage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **NetLease** (if you use QuickBooks) or **LeaseSage** as they tend to be more affordable"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|minimax-small|NetLease", "prompt": "c203-s4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "NetLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **NetLease** (if you use QuickBooks) or **LeaseSage**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|minimax-small|Lessee", "prompt": "c203-s4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "Lessee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Designed with small businesses in mind, offers straightforward lease accounting."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|minimax-small|LeaseQuery", "prompt": "c203-s4", "model": "minimax-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers tiered pricing and is known for being relatively accessible to smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|mistral-small|EZLease", "prompt": "c203-s4", "model": "mistral-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZLease** is often recommended as the best lease accounting software"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|moonshot-small|LeaseGuru by FinQuery", "prompt": "c203-s4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **2 or fewer leases**, start with **LeaseGuru's free tier**—it's genuinely free"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|moonshot-small|EZLease", "prompt": "c203-s4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZLease** – Best Value for Growing Portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|moonshot-small|iLeasePro", "prompt": "c203-s4", "model": "moonshot-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iLeasePro** – Best Free Tier for Contract Management"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|openai-small|LeaseGuru powered by FinQuery", "prompt": "c203-s4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseGuru powered by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best place to start is usually **LeaseGuru powered by FinQuery** or **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|openai-small|EZLease", "prompt": "c203-s4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best balance of affordability and scalability:** **EZLease**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|openai-small|Crunchafi Lease Accounting", "prompt": "c203-s4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Crunchafi Lease Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more full-featured option and can spend a bit more, **Crunchafi Lease Accounting** and **Rubli**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|openai-small|Rubli", "prompt": "c203-s4", "model": "openai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Rubli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Crunchafi** or **Rubli**"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|xai-small|iLeasePro", "prompt": "c203-s4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "iLeasePro (specifically its iLeaseXpress tier) stands out as the best lease accounting software option"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|xai-small|EZLease", "prompt": "c203-s4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZLease** (Great if you need IFRS 16/GASB too)"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|xai-small|FinQuery LeaseGuru", "prompt": "c203-s4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "FinQuery LeaseGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free/low-cost starter for <25 leases (CPA-approved ASC 842/IFRS 16/GASB)"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|xai-small|LeaseCrunch", "prompt": "c203-s4", "model": "xai-small", "cat": "lease-accounting", "variant": "budget", "raw": "LeaseCrunch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LeaseCrunch | None listed | ~$200-300/lease/yr"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|iLeasePro", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Only 1–5 leases** | iLeasePro Free or EZLease free tier"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|EZLease", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Only 1–5 leases** | iLeasePro Free or EZLease free tier"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|Odoo", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Open‑source ERPs** (Odoo, ERPNext, Manager.io, GnuCash, Dolibarr) | Free"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|ERPNext", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Open‑source ERPs (Odoo, ERPNext, Manager.io...) Requires more setup and manual work."}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|Manager.io", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Comfortable with open‑source and willing to do setup** | Odoo, ERPNext, or Manager.io"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|GnuCash", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open‑source ERPs** (Odoo, ERPNext, Manager.io, GnuCash, Dolibarr) | Free"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|Dolibarr", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Open‑source ERPs** (Odoo, ERPNext, Manager.io, GnuCash, Dolibarr) | Free"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|Rubli (Xero add‑on)", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "Rubli (Xero add‑on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Already use Xero** | Rubli or AssetAccountant for seamless integration"}, {"id": "mai-20260917-1752-baseline-2|c203-s4|zai-small|AssetAccountant (Xero add‑on)", "prompt": "c203-s4", "model": "zai-small", "cat": "lease-accounting", "variant": "budget", "raw": "AssetAccountant (Xero add‑on)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Already use Xero** | Rubli or AssetAccountant for seamless integration"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|FinQuery/LeaseQuery", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinQuery/LeaseQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many top-rated products (FinQuery/LeaseQuery, Visual Lease, Nakisa, EZLease) target mid-market and enterprise and may be overkill in both cost and complexity."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|Visual Lease", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "target mid-market and enterprise and may be overkill in both cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|Nakisa", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "target mid-market and enterprise and may be overkill in both cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|EZLease", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "target mid-market and enterprise and may be overkill in both cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|iLeasePro", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "There are small-portfolio solutions designed exactly for your situation: iLeasePro and iLeaseXpress (from ~$99/month, free tiers up to ~5 leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|iLeaseXpress", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "iLeaseXpress", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "small-portfolio solutions designed exactly for your situation: iLeasePro and iLeaseXpress"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|Crunchafi", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Crunchafi, and add-ons to tools like Xero. These keep things simple with core features"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|deepseek-small|Xero", "prompt": "c203-s5", "model": "deepseek-small", "cat": "lease-accounting", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "add-ons to tools like Xero"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|google-small|iLeaseXpress (by iLeasePro)", "prompt": "c203-s5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "iLeaseXpress (by iLeasePro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for small portfolios (15 leases or fewer). It is incredibly cost-effective ... It covers full ASC 842 compliance without the enterprise price tag."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|google-small|Cradle", "prompt": "c203-s5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Cradle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A highly modern, fast, and user-friendly software built from the ground up for accountants. It is ideal for mid-market and smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|google-small|NetLease Go / NetLease Go Free (by Netgain)", "prompt": "c203-s5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "NetLease Go / NetLease Go Free (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses NetSuite as its ERP, this is a top tier choice."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|google-small|Trullion", "prompt": "c203-s5", "model": "google-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you want to leverage AI. ... its AI automatically extracts key data points"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|meta-small|Leasecake", "prompt": "c203-s5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "Leasecake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consider software that can scale with your business, such as Leasecake, which is suitable for organizations with 30 to 200 commercial locations."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|meta-small|Sage Intacct", "prompt": "c203-s5", "model": "meta-small", "cat": "lease-accounting", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some top-rated lease accounting software for mid-size businesses include Sage Intacct, Leasecake, and others"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|VisualLease", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "VisualLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mid‑market SaaS lease‑accounting specialists** | **VisualLease**, **LeaseAccelerator**, **LeaseLab**, **LeaseHub**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|LeaseAccelerator", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**VisualLease**, **LeaseAccelerator**, **LeaseLab**, **LeaseHub**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|LeaseLab", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**VisualLease**, **LeaseAccelerator**, **LeaseLab**, **LeaseHub**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|LeaseHub", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**VisualLease**, **LeaseAccelerator**, **LeaseLab**, **LeaseHub**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|NetSuite Lease Accounting", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "NetSuite Lease Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already run NetSuite/SAP/Oracle and want a single platform."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|SAP Lease Management", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "SAP Lease Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**NetSuite Lease Accounting**, **SAP Lease Management**, **Oracle Lease Management**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|Oracle Lease Management", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "Oracle Lease Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**NetSuite Lease Accounting**, **SAP Lease Management**, **Oracle Lease Management**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|QuickBooks Lease Manager", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "QuickBooks Lease Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Light‑weight / SMB‑focused | **QuickBooks Lease Manager** ... Very small lease portfolios (≤ 10 leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|Xero Lease Add‑on", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "Xero Lease Add‑on", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**QuickBooks Lease Manager**, **Xero Lease Add‑on**, **Zoho Books + lease module**"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|Zoho Books + lease module", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "Zoho Books + lease module", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Zoho Books + lease module** | Very small lease portfolios (≤ 10 leases) and tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|FinanceOne Lease", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "FinanceOne Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**FinanceOne Lease**, **BrightLease** | Companies that want a modern UI and built‑in analytics."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|minimax-small|BrightLease", "prompt": "c203-s5", "model": "minimax-small", "cat": "lease-accounting", "variant": "scale", "raw": "BrightLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**FinanceOne Lease**, **BrightLease** | Companies that want a modern UI and built‑in analytics."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|LeaseCrunch", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseCrunch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**LeaseCrunch** (user-friendly, good for private companies)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|Visual Lease", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Visual Lease** (comprehensive, enterprise-focused)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|LeaseAccelerator", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseAccelerator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**LeaseAccelerator** (scalable, global)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|CoStar Lease Analysis", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "CoStar Lease Analysis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CoStar Lease Analysis** (real estate focus)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|ProLease", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "ProLease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProLease** (equipment leases)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|mistral-small|Netgain Solutions", "prompt": "c203-s5", "model": "mistral-small", "cat": "lease-accounting", "variant": "scale", "raw": "Netgain Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Netgain Solutions** (for smaller portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|Trullion", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for SMBs include Trullion, LeaseQuery, Visual Lease, Occupier, Nakisa Lease Administration"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|LeaseQuery", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular for SMBs include Trullion, LeaseQuery, Visual Lease"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|Visual Lease", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular for SMBs include Trullion, LeaseQuery, Visual Lease, Occupier"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|Occupier", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Occupier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Visual Lease, Occupier, Nakisa Lease Administration"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|Nakisa Lease Administration", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Nakisa Lease Administration", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Occupier, Nakisa Lease Administration, or simpler tools like LeaseEagle or DebtBook"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|LeaseEagle", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseEagle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or simpler tools like LeaseEagle or DebtBook"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|xai-small|DebtBook", "prompt": "c203-s5", "model": "xai-small", "cat": "lease-accounting", "variant": "scale", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "simpler tools like LeaseEagle or DebtBook (check G2 for 2024/2025 reviews)"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|zai-small|Trullion", "prompt": "c203-s5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're a CPA firm or need deep audit‑trail controls, **Trullion** or **Crunchafi** may be worth looking at."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|zai-small|LeaseQuery/FinQuery", "prompt": "c203-s5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a 30‑person company, **EZLease** or **LeaseQuery/FinQuery** are often good starting points"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|zai-small|EZLease", "prompt": "c203-s5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a 30‑person company, **EZLease** or **LeaseQuery/FinQuery** are often good starting points"}, {"id": "mai-20260917-1752-baseline-2|c203-s5|zai-small|Visual Lease", "prompt": "c203-s5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Visual Lease", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have significant real estate complexity, consider **Visual Lease**."}, {"id": "mai-20260917-1752-baseline-2|c203-s5|zai-small|Crunchafi", "prompt": "c203-s5", "model": "zai-small", "cat": "lease-accounting", "variant": "scale", "raw": "Crunchafi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "need deep audit‑trail controls, **Trullion** or **Crunchafi** may be worth looking at"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|Visual Lease", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Visual Lease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While robust, users note a steep learning curve and a significant learning barrier for staff not familiar with heavy financial systems."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|MRI ProLease", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI ProLease", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "For a small business, they are often prohibitively expensive and complex to configure."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|Trullion", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are powerful tools designed for massive global real estate portfolios. For a small business, they are often prohibitively expensive and complex to configure."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|CoStar Real Estate Manager", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Historically known for high maintenance and a focus strictly on property management workflows that may drag down a pure accounting function for smaller lessees."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|Crunchafi (formerly LeaseCrunch)", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Crunchafi (formerly LeaseCrunch)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users have flagged concerns regarding **data accuracy** and the potential for **overwritten historical records** during updates."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|Nakisa", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reviews (particularly from earlier versions) cite **system instability**, \"inconsistent behavior,\" and bugs"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|iLeasePro", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it **does not automatically sync** with major accounting systems (like Sage Intacct) and offers **limited phone support**"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|alibaba-small|Excel Templates / Generic Trackers", "prompt": "c203-s6", "model": "alibaba-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel Templates / Generic Trackers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Auditors frequently flag Excel-based trackers because they lack version control and an audit trail."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|anthropic-small|Excel", "prompt": "c203-s6", "model": "anthropic-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Lease accounting in Excel will set you up for non-compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|deepseek-small|SAP", "prompt": "c203-s6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large platforms like **SAP, Oracle, and other full-scale ERP lease accounting modules** are generally a poor fit for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|deepseek-small|Oracle", "prompt": "c203-s6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise ERP modules and glorified calculators"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|deepseek-small|iLeasePro", "prompt": "c203-s6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some budget tools, like **iLeasePro** (per reviews), have notable limitations for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|deepseek-small|LeaseQuery/FinQuery", "prompt": "c203-s6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery/FinQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users report issues with **irreversible changes** and limited correction options, which complicates lease management"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|deepseek-small|Excel template", "prompt": "c203-s6", "model": "deepseek-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel template", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a well-structured **Excel template** is often the best and cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|Nakisa", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Nakisa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples to be cautious of:** *Nakisa, LeaseAccelerator, CoStar Real Estate Manager, MRI Software (ProLease)*."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|LeaseAccelerator", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseAccelerator", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "designed for global conglomerates managing hundreds or thousands of leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|CoStar Real Estate Manager", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "CoStar Real Estate Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Exorbitant Pricing:** They frequently require heavy upfront software licensing fees and five-digit annual minimum commitments."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|MRI Software (ProLease)", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "MRI Software (ProLease)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why small businesses should avoid them: ... Long Implementation Times"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|SAP", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Embedded lease accounting modules in enterprise-level ERPs like SAP, Oracle, or NetSuite (e.g., NetLease)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|Oracle", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "trying to buy and configure an enterprise ERP module is entirely impractical"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|NetSuite (e.g., NetLease)", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetSuite (e.g., NetLease)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "native lease modules often require extensive (and highly expensive) customized coding, testing, and IT support"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|Microsoft Excel", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "it is highly discouraged for ASC 842 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|Google Sheets", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Auditors almost universally reject manual spreadsheets for lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|LeaseCrunch", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseCrunch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look for tools designed by CPAs specifically for CPA-readiness (examples include **LeaseCrunch** or **EZLease**)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|google-small|EZLease", "prompt": "c203-s6", "model": "google-small", "cat": "lease-accounting", "variant": "negative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "examples include **LeaseCrunch** or **EZLease**). These tools generate one-click journal entries and disclosure reports"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|meta-small|iLeasePro", "prompt": "c203-s6", "model": "meta-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results suggest that iLeasePro is a good option for small businesses with fewer than 20 leases."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|minimax-small|EZLease", "prompt": "c203-s6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "EZLease", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Look for SMB-specific solutions like EZLease, LeaseCrunch (now Crunchafi), or iLeasePro designed for smaller portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|minimax-small|LeaseCrunch (now Crunchafi)", "prompt": "c203-s6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseCrunch (now Crunchafi)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look for SMB-specific solutions like EZLease, LeaseCrunch (now Crunchafi), or iLeasePro designed for smaller portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|minimax-small|iLeasePro", "prompt": "c203-s6", "model": "minimax-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for SMB-specific solutions like EZLease, LeaseCrunch (now Crunchafi), or iLeasePro designed for smaller portfolios"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|moonshot-small|Excel Spreadsheets", "prompt": "c203-s6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "Excel Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel is widely considered inadequate for ASC 842 compliance"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|moonshot-small|LeaseGuru by FinQuery", "prompt": "c203-s6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseGuru by FinQuery", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LeaseGuru by FinQuery** – Specifically designed for small businesses with fewer leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|moonshot-small|iLeasePro", "prompt": "c203-s6", "model": "moonshot-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iLeasePro** – Good for small lessees with under 20 leases"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|openai-small|Crunchafi Lease Accounting", "prompt": "c203-s6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Crunchafi Lease Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Crunchafi**: concerns about overwritten historical records, no OCR, and limited reporting customization."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|openai-small|Leasecake", "prompt": "c203-s6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Leasecake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Leasecake**: migration issues, notification problems, data entry glitches, and missing features were reported by users."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|openai-small|LeaseQuery", "prompt": "c203-s6", "model": "openai-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**LeaseQuery**: some reviewers mention report lag under heavy load and a steep learning curve for non-accountants."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|SAP", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid/caution**: These are designed for massive corporations with thousands of leases. For SMBs, they're overkill"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|Oracle Lease Management", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Oracle Lease Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Resource Planning (ERP) Modules (e.g., SAP, Oracle Lease Management) ... For SMBs, they're overkill"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|LeaseQuery", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "LeaseQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternatives**: SMB-focused tools like LeaseQuery or iLeasePro."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|iLeasePro", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "iLeasePro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternatives**: SMB-focused tools like LeaseQuery or iLeasePro."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|NetLease", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "NetLease", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "NetLease (poor sublease reporting, interface complexity)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|Crunchafi/LeaseCrunch", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Crunchafi/LeaseCrunch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Crunchafi/LeaseCrunch (learning curve, data entry frustrations)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|Xero", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "General accounting like Xero has basic tracking but lacks full lease amortization/disclosures."}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|Trullion", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize SOC 1/2 certified, SMB-scaled options like Trullion (AI insights, affordable)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|Occupier", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "Occupier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Occupier (small portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c203-s6|xai-small|FinQuery", "prompt": "c203-s6", "model": "xai-small", "cat": "lease-accounting", "variant": "negative", "raw": "FinQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "FinQuery/LeaseQuery (automation focus)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|SAP S/4HANA / ECC", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP S/4HANA / ECC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The gold standard for manufacturing, logistics, and industrial B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Oracle NetSuite", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Microsoft Dynamics 365** (for ease of use) or **Oracle NetSuite** (for pure growth scaling)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Oracle ERP Cloud (Fusion)", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle ERP Cloud (Fusion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle Fusion is a beast for global entities"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "go with **Microsoft Dynamics 365** (for ease of use)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Symbology", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Symbology", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you already have an ERP, look at **Symbology** to layer on top of it for better reporting."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Assetbase", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Assetbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Maintenance/Physical Tracking:* Choose **Assetbase**."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|Eisys", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Eisys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The king of Asset Lifecycle + Lease Accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|alibaba-small|LeasePlan", "prompt": "c204-l1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "LeasePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Leases (ASC 842):* Choose **Eisys** or **LeasePlan**."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|anthropic-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Fixed Assets is the #1 fixed asset accounting software pick for 2026"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|anthropic-small|NetSuite Fixed Asset Management", "prompt": "c204-l1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal if you're already using NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|anthropic-small|IBM Maximo", "prompt": "c204-l1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for enterprise asset lifecycle in asset-intensive organizations"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|anthropic-small|Infor EAM", "prompt": "c204-l1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Infor EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "IBM Maximo and Infor EAM are best for enterprise asset lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|anthropic-small|SAP Asset Accounting", "prompt": "c204-l1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "tightly coupled to SAP ERP and S/4HANA financials"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|challenger-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice is usually **Oracle Fusion Cloud Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|challenger-small|SAP Asset Accounting", "prompt": "c204-l1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your enterprise is standardized on SAP and needs tight governance and ledger control"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong choice when depreciation must reconcile tightly to the general ledger during close"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|challenger-small|NetSuite", "prompt": "c204-l1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often preferred by enterprise/global companies that need scalable asset management across geographies"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|challenger-small|AssetAccountant", "prompt": "c204-l1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frames it more as a general best-in-class accounting tool than an enterprise ERP-native choice"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally **lead with Oracle Fusion Cloud Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|SAP Asset Accounting", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top enterprise pick (rated ~8.9/10), especially for companies already on SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good fit if you need flexible fixed asset accounting but aren't fully committed to an Oracle/SAP core stack"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if tax-heavy depreciation planning is a priority"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|eMaint", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "eMaint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they are **not** accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|UpKeep", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "UpKeep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they are **not** accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|deepseek-small|IBM Maximo", "prompt": "c204-l1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "IBM Maximo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are **not** accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|IBM Maximo", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**EAM / CMMS** (like IBM Maximo or MaintainX) handles operational tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|MaintainX", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MaintainX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**EAM / CMMS** (like IBM Maximo or MaintainX) handles operational tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|Sage Fixed Assets (Premier Edition)", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets (Premier Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best Overall for Legacy Reliability & Scale**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Heavy Tax Complexity & Cash Flow Optimization**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|NetAsset by Netgain", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetAsset by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for NetSuite Users & Modern ERP Environments**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|google-small|AssetAccountant", "prompt": "c204-l1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Best-of-Breed Cloud Simplicity & Lease Compliance**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|meta-small|Acumatica Fixed Assets", "prompt": "c204-l1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Acumatica Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best fixed asset accounting software ... is likely to be one of the following: 1. Acumatica Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|meta-small|Oracle NetSuite", "prompt": "c204-l1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|minimax-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Fusion Cloud Fixed Assets** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|minimax-small|SAP Asset Accounting", "prompt": "c204-l1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Oracle Fusion Cloud Fixed Assets** or **SAP Asset Accounting** depending on your existing ERP stack"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|minimax-small|NetSuite Fixed Asset Management", "prompt": "c204-l1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on NetSuite, their fixed assets module is highly capable and integrates seamlessly."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|minimax-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Comprehensive depreciation calculation and tax compliance features"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is highlighted as the strongest fit for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|mistral-small|Oracle NetSuite", "prompt": "c204-l1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Dynamics 365 Finance** and **Oracle NetSuite** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|mistral-small|Oracle Cloud ERP", "prompt": "c204-l1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is also noted for enterprise fixed asset accounting, supporting depreciation, transfers, retirements, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|moonshot-small|SAP Asset Accounting", "prompt": "c204-l1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For large/global enterprises:** **SAP Asset Accounting** or **Oracle NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|moonshot-small|Oracle NetSuite Fixed Assets", "prompt": "c204-l1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For large/global enterprises:** **SAP Asset Accounting** or **Oracle NetSuite** (depending on your existing tech stack)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|moonshot-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For growing mid-market enterprises:** **NetSuite** or **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|moonshot-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Organizations already using Microsoft ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|openai-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for enterprise accounting control:** **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|openai-small|Sage Intacct Fixed Assets", "prompt": "c204-l1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use Sage Intacct:** **Sage Intacct Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|openai-small|SAP Asset Accounting / Fixed Asset Management", "prompt": "c204-l1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting / Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're on SAP-centric enterprise finance:** **SAP Asset Accounting / Fixed Asset Management**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Fusion Cloud Fixed Assets** (often ranked #1 for enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|NetSuite Fixed Assets", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native for mid-to-large enterprises; tracks depreciation, disposals, and reporting within full ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|SAP S/4HANA Asset Accounting", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP S/4HANA Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade for massive B2B ops; subsidiary ledger depth, real-time analytics, compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Fixed Assets** (strong standalone for accounting focus)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|IBM Maximo", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If asset maintenance is key alongside accounting (EAM focus)"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|MRI Fixed Assets", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche for complex tax/depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Niche for complex tax/depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|xai-small|Bloomberg Tax", "prompt": "c204-l1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Standalone accounting**: Sage or Bloomberg Tax."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large, global enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Fusion Cloud Fixed Assets** and **Microsoft Dynamics 365 Finance** stand out for enterprise-grade governance and GL integration"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|NetSuite Fixed Assets Management", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NetSuite Fixed Assets** excels for organizations seeking a unified cloud ERP experience"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|Sage Fixed Assets", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Fixed Assets** is a strong choice if depreciation accuracy and ledger-aligned workflows are your top priorities."}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|Oracle Assets", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for enterprises using Oracle Fusion Financials**"}, {"id": "mai-20260917-1752-baseline-2|c204-l1|zai-small|SAP S/4HANA Finance", "prompt": "c204-l1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for highly complex, multinational B2B operations**"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|alibaba-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the industry standard for heavy-duty processing: Choose **Sage Fixed Assets**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|alibaba-small|TamaView", "prompt": "c204-l2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "TamaView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Modern Cloud-Native Solution: TamaView"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|alibaba-small|AmSoft", "prompt": "c204-l2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AmSoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavily Regulated/Complex Accounting: AmSoft"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|alibaba-small|NetSuite Advanced Financials", "prompt": "c204-l2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Advanced Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it handles fixed assets and leases well but can become slow with massive datasets"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|alibaba-small|SAP S/4HANA Fixed Asset Management", "prompt": "c204-l2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP S/4HANA Fixed Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it requires significant implementation effort and IT overhead"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|Asset Panda", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "without enterprise-level complexity, Asset Panda is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|IBM Maximo", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "IBM Maximo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "IBM Maximo remains the category leader for global deployments"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|ServiceNow", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maximo and ServiceNow excel in heavy ITSM or industrial use cases"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|SAP EAM", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP EAM and Oracle EAM are the right choices for organizations standardized on those ERPs"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|Oracle EAM", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP EAM and Oracle EAM are the right choices for organizations standardized on those ERPs"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|anthropic-small|Asset Infinity", "prompt": "c204-l2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Asset Infinity integrates effortlessly with ERP systems (SAP, Oracle, Dynamics)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|challenger-small|Oracle Assets", "prompt": "c204-l2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Oracle Assets** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|challenger-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Fixed Assets** is the other top contender"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|challenger-small|Asset Infinity", "prompt": "c204-l2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Automated depreciation runs with journal-ready outputs | **Asset Infinity**[1]"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|SAP Asset Accounting", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SAP Asset Accounting or Oracle Fusion Cloud Fixed Assets** (matching whatever ERP you run)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|Oracle Fusion Cloud Fixed Assets / Oracle Assets", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Fixed Assets / Oracle Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **SAP Asset Accounting or Oracle Fusion Cloud Fixed Assets** (matching whatever ERP you run)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|NetSuite Fixed Assets Management", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you're on NetSuite, rated ~9.1/10 ... though it's more oriented toward the mid-market-to-enterprise range"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**complemented by Sage Fixed Assets** if you want a best-in-class, audit-ready standalone depreciation engine"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|Asset Panda", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Widely cited as the top general asset-tracking tool for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|deepseek-small|Wasp AssetCloud", "prompt": "c204-l2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Wasp AssetCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for finance-grade, exportable depreciation schedules, controlled depreciation runs"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your finance team is buried in complex tax calculations: Choose **Bloomberg Tax Fixed Assets**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage is a legacy giant in the fixed asset space... Cons: The user interface can feel dated and clunky"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|AssetAccountant", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an agile, cloud-native challenger designed specifically for global finance teams"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|NetAsset by Netgain", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetAsset by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a NetSuite shop: Purchase **NetAsset by Netgain**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large B2B companies heavily integrated into the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|ServiceNow Asset Management (ITAM / HAM)", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "ServiceNow Asset Management (ITAM / HAM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **ServiceNow** (for IT-centric assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|google-small|Asset Panda", "prompt": "c204-l2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Asset Panda** (for diverse physical assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|meta-small|Asset Infinity", "prompt": "c204-l2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Asset Infinity - A comprehensive asset depreciation and tracking software that automates depreciation calculations"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|meta-small|Yardi Fixed Assets Manager", "prompt": "c204-l2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Yardi Fixed Assets Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for organizations managing large portfolios of physical assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|meta-small|Fixed Assets CS by Thomson Reuters", "prompt": "c204-l2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Assets CS by Thomson Reuters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive fixed asset and depreciation accounting software"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|meta-small|Xero", "prompt": "c204-l2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An automated asset depreciation software that allows users to monitor assets and liabilities"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|meta-small|OVEESO", "prompt": "c204-l2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "OVEESO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An asset depreciation management software that helps organizations manage fixed asset depreciation tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|minimax-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation would be Oracle Fusion Cloud Fixed Assets or Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|minimax-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top recommendation would be Oracle Fusion Cloud Fixed Assets or Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|minimax-small|NetSuite Fixed Assets Management", "prompt": "c204-l2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if: You already use NetSuite or need tight ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|minimax-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large to enterprise-level companies with diverse portfolios"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|mistral-small|ONESOURCE Fixed Assets CS", "prompt": "c204-l2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "ONESOURCE Fixed Assets CS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ONESOURCE Fixed Assets CS** (by Thomson Reuters) as your asset depreciation tracking tool"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|mistral-small|Sage Fixed Assets—Premier", "prompt": "c204-l2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets—Premier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage Fixed Assets—Premier is a strong alternative if you prioritize integrated asset lifecycle management and compliance reporting."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|moonshot-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Fusion Cloud Fixed Assets** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|moonshot-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Fixed Assets** offers the best balance of enterprise capabilities, broad ERP integration options, and proven reliability for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|moonshot-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If tax optimization is a primary concern** \\u2192 **Bloomberg Tax Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|moonshot-small|SAP S/4HANA Asset Accounting", "prompt": "c204-l2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP S/4HANA Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SAP Ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|openai-small|Oracle NetSuite Fixed Assets Management", "prompt": "c204-l2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle NetSuite Fixed Assets Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Oracle NetSuite Fixed Assets Management** if you want a cloud-native tool that handles the full fixed-asset lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|openai-small|SAP", "prompt": "c204-l2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company already runs **SAP** or **Oracle JD Edwards**, the best choice may be the fixed-asset module native to your ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|openai-small|Oracle JD Edwards", "prompt": "c204-l2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle JD Edwards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best choice may be the fixed-asset module native to your ERP rather than adding a separate tool"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|xai-small|Sage Fixed Assets", "prompt": "c204-l2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Sage Fixed Assets as a strong, specialized choice for asset depreciation tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|xai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full lifecycle in cloud ERP; ledger integration, audit trails ... Higher cost/complexity for non-ERP users."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|xai-small|NetSuite Fixed Assets Management", "prompt": "c204-l2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited assets/types; automates acquisition-to-retirement; no hard limits, supports global ops."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|xai-small|MRI Software Fixed Assets", "prompt": "c204-l2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "MRI Software Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-entity/currency, SOX/GASB compliant; 1,000+ orgs in 70+ countries. More niche"}, {"id": "mai-20260917-1752-baseline-2|c204-l2|zai-small|Oracle NetSuite (Fixed Assets Management SuiteApp)", "prompt": "c204-l2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Oracle NetSuite (Fixed Assets Management SuiteApp)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a \"Single Source of Truth\" integrated with your general ledger:** Choose **Oracle NetSuite** or **Sage Fixed Assets**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|zai-small|Sage Fixed Assets (Premier Edition)", "prompt": "c204-l2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets (Premier Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Oracle NetSuite** or **Sage Fixed Assets**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|zai-small|SAP Fixed Asset Management (FI-AA)", "prompt": "c204-l2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "SAP Fixed Asset Management (FI-AA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a massive SAP user:** Stick with **SAP FI-AA**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|zai-small|FMX (by EAM Partners)", "prompt": "c204-l2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "FMX (by EAM Partners)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need to track maintenance and physical condition alongside value:** Choose **FMX**."}, {"id": "mai-20260917-1752-baseline-2|c204-l2|zai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Large entities with highly complex tax portfolios."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your main pain point is **tax calculation and audits**, go with **Sage** or **Oracle**."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your main pain point is **tax calculation and audits**, go with **Sage** or **Oracle**."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Government entities, municipalities, and high-volume depreciation firms."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|IBM Maximo Application Suite", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is significantly more expensive and complex to implement than software designed solely for accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|Asset Panda", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your pain point is **lost equipment and poor maintenance records**, go with **Asset Panda** or **IBM Maximo**."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|alibaba-small|ServiceNow (IT Asset Management / SAM Pro)", "prompt": "c204-l3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ServiceNow (IT Asset Management / SAM Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Tech-heavy organizations wanting a unified service desk experience."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|IBM Maximo", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Maximo remains one of the most capable enterprise asset management platforms available in 2026"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Infor EAM", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IBM Maximo and Infor EAM are best for enterprise asset lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|NetSuite (Oracle)", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NetSuite supports 49/49 fixed-assets criteria (\\u224888.98% weighted support)"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Sage Intacct", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "robust cloud solutions targeting mid-to-large enterprises, offering advanced multi-entity and multi-book features"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|QuickBooks Enterprise", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whereas QuickBooks Enterprise covers 46/49 (\\u224872.5%)"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Sage Fixed Assets leads the best fixed asset management software in 2026"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Bloomberg Tax", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sage and Bloomberg Tax emphasize sophisticated depreciation and tax workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Asset Panda", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Asset Panda gives highly configurable asset management for large, complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|anthropic-small|Bassets", "prompt": "c204-l3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bassets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bassets is designed as a dedicated fixed asset management and depreciation platform"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|Oracle Fusion Cloud Fixed Assets / Oracle Assets", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets / Oracle Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise accounting control:** Oracle Fusion Cloud Fixed Assets."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|SAP Fixed Asset Accounting / SAP EAM", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Fixed Asset Accounting / SAP EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for SAP-centered enterprises:** SAP Fixed Asset Accounting / SAP EAM."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|NetSuite Fixed Assets Management", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for NetSuite shops:** NetSuite Fixed Assets Management."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong close-process integration and event-based asset history within the Microsoft ERP stack."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mature depreciation engine with many depreciation formulas and tax/book workflows."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|IBM Maximo Application Suite / IBM Maximo", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite / IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for maintenance-heavy industrial operations:** IBM Maximo."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|Infor EAM", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "focused on maintenance and operational control rather than accounting depth"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|Asset Panda", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for configurable tracking without heavy ERP complexity:** Asset Panda."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|challenger-small|UpKeep", "prompt": "c204-l3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Mobile CMMS-first approach with work orders and preventive maintenance, not deep fixed-asset accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Finance-first organizations needing end-to-end accounting tightly tied to the Fixed Asset subledger and GL posting."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|SAP Fixed Assets (FI-AA)", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Fixed Assets (FI-AA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Watchout: Heavy, complex, and costly to implement"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|NetSuite Fixed Assets Management", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Mid-market and growing companies on NetSuite's unified cloud ERP."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Microsoft Dynamics 365 Finance (Fixed Assets)", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance (Fixed Assets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong integration with the broader Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Sage Fixed Assets / Sage Intacct Fixed Assets", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets / Sage Intacct Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "50+ depreciation formulas plus planning tools; a solid, more affordable entry point."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Tax power users."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|IBM Maximo Application Suite", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The most widely recognized EAM platform."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Infor EAM (Hexagon)", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM (Hexagon)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong on usability, mobile workforce management, predictive maintenance, and analytics."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|Asset Panda", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Asset Panda / UpKeep | Operational | Mid-size / maintenance-led | Configurable mobile barcode/RFID workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|deepseek-small|UpKeep", "prompt": "c204-l3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Asset Panda / UpKeep | Operational | Mid-size / maintenance-led"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|IBM Maximo", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the physical lifecycle of industrial assets (e.g., IBM Maximo)"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sage is the traditional gold standard for heavy-duty accounting... Go with **Sage Fixed Assets** or **Bloomberg Tax**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Sage Fixed Assets** or **Bloomberg Tax**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|AssetAccountant", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a **global, multi-entity team**... Go with **AssetAccountant**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|NetAsset (by Netgain)", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetAsset (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team uses **NetSuite**... Go with **NetAsset**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|Asset Panda", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you keep **losing high-value physical equipment**... Go with **Asset Panda** or **Wasp AssetCloud**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|google-small|Wasp AssetCloud", "prompt": "c204-l3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Wasp AssetCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "need a strong field-tracking system: Go with **Asset Panda** or **Wasp AssetCloud**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|meta-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Oracle Fusion Cloud Fixed Assets, Sage Fixed Assets, and Asset Panda."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|meta-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Oracle Fusion Cloud Fixed Assets, Sage Fixed Assets, and Asset Panda."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|meta-small|Asset Panda", "prompt": "c204-l3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Oracle Fusion Cloud Fixed Assets, Sage Fixed Assets, and Asset Panda."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Enterprise teams needing fixed-asset lifecycle control tied to ledger posting and strong audit trails ... **Score:** 9.0/10"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Comprehensive fixed asset tracking and management"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|NetSuite Fixed Assets Management", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies already using NetSuite ecosystem ... **Score:** 8.5/10"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|IBM Maximo Application Suite", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large organizations needing comprehensive enterprise asset management"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|Infor EAM", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprise asset management with strong maintenance capabilities"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|eMaint", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "eMaint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Maintenance-focused:** IBM Maximo, Infor EAM, eMaint"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|Asset Panda", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Balanced approach:** Asset Panda, UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|UpKeep", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "UpKeep - offer combined tracking and maintenance features"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|ManagerPlus", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ManagerPlus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some like ManagerPlus ($85/user/month) have transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|minimax-small|AssetCloud", "prompt": "c204-l3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AssetCloud offers one-time cost or subscription options"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|mistral-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is financial compliance and integration with finance systems, Oracle Fusion Cloud Fixed Assets or SAP EAM are top choices."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|mistral-small|IBM Maximo (Maximo Application Suite)", "prompt": "c204-l3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo (Maximo Application Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deep operational maintenance and asset performance across many sites, IBM Maximo is the leader."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|mistral-small|SAP EAM (S/4HANA Asset Management)", "prompt": "c204-l3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP EAM (S/4HANA Asset Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Oracle Fusion Cloud Fixed Assets or SAP EAM are top choices"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|mistral-small|Infor EAM", "prompt": "c204-l3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a balance of depth and implementation speed at a lower cost, Infor EAM is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large enterprises already on Oracle ERP | Deep **subledger accounting** with automatic journal creation"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|SAP S/4HANA Asset Accounting", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP S/4HANA Asset Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP-centric global enterprises | Period-accurate depreciation with **traceable variance signals**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|NetSuite Fixed Assets Management", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-to-large enterprises needing cloud ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Depreciation-heavy accounting teams | Robust **depreciation engine**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Public and mature companies with complex tax needs"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|IBM Maximo Application Suite", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Category leader for **multi-site, multi-geography** deployments"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|IFS Cloud", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IFS Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Asset-intensive manufacturers | Covers the **complete lifecycle**"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|Asset Panda", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lighter on sophisticated depreciation and ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|moonshot-small|GoCodes", "prompt": "c204-l3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "not always \"enterprise-grade\" in the same sense as SAP or Oracle... minimal enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Sage Intacct Fixed Assets Management", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Intacct Fixed Assets Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Sage Intacct Fixed Assets or Sage Fixed Assets if the goal is *accounting and depreciation control*."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a more dedicated fixed-asset suite; Sage says it integrates with ERPs like Oracle and SAP"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|SAP Asset Accounting / SAP S/4HANA", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Asset Accounting / SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for organizations already standardized on SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|IBM Maximo", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IBM Maximo if you need a heavyweight enterprise maintenance/EAM platform."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|SAP Intelligent Asset Management / SAP EAM", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Intelligent Asset Management / SAP EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for enterprises already in SAP, with integration into ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Oracle EAM", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Oracle EAM if you're an Oracle-centered enterprise and need integrated asset operations."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|IFS EAM", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IFS EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often selected for specific heavy-industrial, field-service, or enterprise workflow needs"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Hexagon", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Hexagon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "They appear alongside IBM, SAP, and Oracle in enterprise EAM assessments."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|ServiceNow", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often integrate into ERP, but are usually not the general ledger system of record for depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Infor", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "IFS EAM, Hexagon, ServiceNow, Infor, Ultimo"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|openai-small|Ultimo", "prompt": "c204-l3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Ultimo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "IFS EAM, Hexagon, ServiceNow, Infor, Ultimo"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ERP-integrated finance teams needing subledger precision ... 9.0/10"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|Sage Fixed Assets", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Depreciation/compliance-focused accounting depts. | 50+ methods ... Sage is specialist (lower for pure FAM)"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|NetSuite Fixed Assets", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-large orgs wanting all-in-one ERP FAM | Seamless ERP embedding"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|SAP Asset Accounting", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP ecosystems with strict controls | Subledger accuracy; parallel valuations"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|IBM Maximo Application Suite", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "FAM secondary to ops/uptime ... Maximo powerful but complex (12-24 mo impl.)"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|xai-small|Infor EAM", "prompt": "c204-l3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Balances ops and basic depreciation; lower TCO than Maximo"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle is widely considered the strongest \"pure-play\" enterprise solution for asset lifecycle control."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|SAP Fixed Assets (FI-AA)", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Fixed Assets (FI-AA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP is more complex to implement than Oracle but offers unparalleled depth"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|Microsoft Dynamics 365 Finance (Fixed Assets)", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance (Fixed Assets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynamics 365 is often viewed as more user-friendly and flexible than SAP or Oracle."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|Workday Asset Management", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Workday Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday is excellent for user experience and workflow automation. However... it lacks physical maintenance management capabilities (EAM)."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|NetSuite Fixed Asset Management", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NetSuite offers a balance between the power of SAP/Oracle and the ease of use of Workday."}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often chosen when tax accounting requirements are more complex than standard corporate accounting needs"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|UpKeep", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like **UpKeep** or **eMaint** are enterprise-grade in the \"Work Order\" sense but lack the financial accounting depth"}, {"id": "mai-20260917-1752-baseline-2|c204-l3|zai-small|eMaint", "prompt": "c204-l3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "eMaint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-grade in the \"Work Order\" sense but lack the financial accounting depth of the tools listed above"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Acumatica Fixed Assets", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Acumatica Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is: **Acumatica Fixed Assets (within Acumatica Cloud ERP)**"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Oracle NetSuite / SAP S/4HANA Asset Accounting", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle NetSuite / SAP S/4HANA Asset Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user pricing scales unpredictably at thousands of users; high total cost"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user subscription model becomes prohibitively expensive and unpredictable at scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Bassets eDepreciation Enterprise", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bassets eDepreciation Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Limited to 4 licensed users despite unlimited assets — not viable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Fixed Asset Pro (MoneySoft)", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro (MoneySoft)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "designed for SMBs; lacks enterprise multi-entity/GL depth"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|alibaba-small|Asset Panda / RedBeam", "prompt": "c204-l4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda / RedBeam", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "User-count-dependent pricing; better suited for IT/facility tracking than core fixed asset accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|anthropic-small|Asset Panda", "prompt": "c204-l4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Asset Panda ... unlimited users ... you won't face per-user cost escalation"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|anthropic-small|AssetAccountant", "prompt": "c204-l4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: AssetAccountant ... built for scale and handles large asset registers, multiple entities, and unlimited users without pricing penalties"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|anthropic-small|SAP Asset Management", "prompt": "c204-l4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP Asset Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, enterprise solutions typically require custom quotes and may not have transparent, predictable pricing."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|challenger-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would choose **Microsoft Dynamics 365 Finance** first"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|challenger-small|Oracle NetSuite", "prompt": "c204-l4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "and **NetSuite** second"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|challenger-small|Sage Fixed Assets", "prompt": "c204-l4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the result set does not show evidence that it offers the same pricing predictability at thousands-of-user scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|Oracle Fusion Fixed Assets", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle Fusion Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Fusion Fixed Assets** is arguably the best overall answer — it's built for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|SAP S/4HANA Asset Accounting (FI-AA)", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP S/4HANA Asset Accounting (FI-AA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest fit for large, multi-ledger, multi-country operations ... but expect a significant implementation cost ($200K–$600K+)"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|Sage Fixed Assets", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Fixed Assets** with a site license, which gives genuinely predictable total cost at scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for large/enterprise portfolios and integrates with Workday and Microsoft Dynamics"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|Bassets", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bassets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A dedicated fixed-asset depreciation platform often chosen for scalability and predictable TCO"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|deepseek-small|Asset Panda", "prompt": "c204-l4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**What to avoid:** flat per-seat or per-user/month SaaS tools (Asset Panda, many newer platforms"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|AssetAccountant", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary need is deep, audit-ready financial subledger accounting, **AssetAccountant** is the strongest modern option."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bloomberg Tax Fixed Assets** is the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|Asset Panda", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if the \"Thousands of Users\" are Operational/Field Staff"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|NetSuite (Fixed Asset Management Module)", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite (Fixed Asset Management Module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they present severe cost traps for large-scale user bases"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|Sage Fixed Assets", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These platforms typically run on \"named user\" tiers"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|Bassets Standard", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bassets Standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "requires expensive, custom network/SQL Server licensing and dedicated IT infrastructure hosting costs"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|google-small|Sage Intacct Modules", "prompt": "c204-l4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Intacct Modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "can cost hundreds of dollars per user, per month. This quickly becomes cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l4", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is considered the best overall for most teams."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|meta-small|Oracle NetSuite", "prompt": "c204-l4", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It is considered the best for large/global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|minimax-small|Asset Panda", "prompt": "c204-l4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Asset Panda** or **BlueTally** would be the strongest candidates"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|minimax-small|BlueTally", "prompt": "c204-l4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "BlueTally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlueTally offers absolute cost predictability with flat-rate pricing regardless of scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|minimax-small|AssetAccountant", "prompt": "c204-l4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited assets and unlimited users on every plan"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|minimax-small|Maintenance Care", "prompt": "c204-l4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Maintenance Care", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat rate with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|minimax-small|Sage Fixed Assets", "prompt": "c204-l4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid per-user pricing** - Many enterprise solutions like Sage Fixed Assets charge per user"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|mistral-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Fusion Cloud Fixed Assets** and **Microsoft Dynamics 365 Finance** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c204-l4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Oracle Fusion Cloud Fixed Assets and Microsoft Dynamics 365 Finance are the best choices"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|moonshot-small|Bloomberg Tax Fixed Assets (formerly BNA Fixed Assets)", "prompt": "c204-l4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bloomberg Tax Fixed Assets (formerly BNA Fixed Assets)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bloomberg Tax Fixed Assets** is likely your best choice because:"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|moonshot-small|Asset Panda", "prompt": "c204-l4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative**: ... **Asset Panda** offers true unlimited users with asset-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|moonshot-small|Sage Fixed Assets", "prompt": "c204-l4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Consideration**: Per-user pricing can escalate with many users"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|moonshot-small|Oracle Assets / Oracle Cloud ERP", "prompt": "c204-l4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle Assets / Oracle Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High per-user costs make this expensive for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|moonshot-small|SAP S/4HANA", "prompt": "c204-l4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SAP S/4HANA: ~$403/user/month = **$4.8M annually for 1,000 users**"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|openai-small|SAP S/4HANA Cloud / SAP Finance", "prompt": "c204-l4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP S/4HANA Cloud / SAP Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall: **SAP S/4HANA Cloud / SAP Finance**"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|openai-small|FMIS Fixed Assets", "prompt": "c204-l4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "FMIS Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best specialized fixed-asset accounting choice for large, complex asset registers"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|openai-small|NetSuite", "prompt": "c204-l4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong enterprise product, but less predictable cost because pricing is quote-based"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|Acumatica", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Acumatica stands out as the best fixed asset accounting software for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|SAP S/4HANA", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Robust FA, but user-based pricing risky."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|Oracle Fusion Cloud", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong FA module, but unpredictable for 1,000+ users."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|NetSuite", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Comprehensive, but total cost unpredictable at scale."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|Dynamics 365", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tight GL integration, but not unlimited."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|Sage Intacct", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Solid, but scales poorly cost-wise."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|xai-small|Asset Panda", "prompt": "c204-l4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider Asset Panda as a supplement; otherwise, Acumatica excels for pure accounting at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c204-l4|zai-small|Microsoft Dynamics 365 Business Central (Premium Edition)", "prompt": "c204-l4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Microsoft Dynamics 365 Business Central (Premium Edition)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best software solution is **Microsoft Dynamics 365 Business Central (Premium Edition)**"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|zai-small|Oracle", "prompt": "c204-l4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "There are no hidden maintenance fees (unlike Oracle or SAP, which typically charge 18–22% annually on top of the license)"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|zai-small|SAP S/4HANA Cloud (Private Edition)", "prompt": "c204-l4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "SAP S/4HANA Cloud (Private Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: SAP S/4HANA Cloud (Private Edition)... The base price is significantly higher than Microsoft"}, {"id": "mai-20260917-1752-baseline-2|c204-l4|zai-small|Bricks Fixed Assets", "prompt": "c204-l4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative (Mid-Market Focus): Bricks Fixed Assets ... Best for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|deepseek-small|SAP S/4HANA", "prompt": "c204-l5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are on **SAP S/4HANA or Oracle**, do not buy a random standalone tool; buy their native asset modules."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|deepseek-small|Oracle", "prompt": "c204-l5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are on **SAP S/4HANA or Oracle**, do not buy a random standalone tool; buy their native asset modules."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|google-small|Netgain (NetAsset)", "prompt": "c204-l5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Netgain (NetAsset)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Netgain (NetAsset): Best if you run NetSuite. It is built natively inside NetSuite, meaning it uses your existing SSO, inherits NetSuite's SOC 2"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex tax scenarios. This is the gold standard for heavy corporate tax depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|google-small|Sage Fixed Assets", "prompt": "c204-l5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for modular, traditional enterprise needs. A highly trusted, robust solution that scales to hundreds of thousands of assets."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|google-small|AssetAccountant", "prompt": "c204-l5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for modern, cloud-first teams. A rapidly growing SaaS platform that handles multi-book, multi-jurisdictional tax calculations perfectly"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|meta-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Fusion Cloud Fixed Assets: A cloud-based solution that offers fixed asset accounting, depreciation, and compliance reporting."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|meta-small|GoCodes Asset Tracking", "prompt": "c204-l5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "GoCodes Asset Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A QR code and GPS-based asset tracking solution that supports physical inventory audits and automated audit trails."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|meta-small|Nakisa Portfolio Management Suite", "prompt": "c204-l5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Nakisa Portfolio Management Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-powered solution that centralizes and automates portfolio management, including lease administration, accounting, and compliance."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|meta-small|Asset Panda", "prompt": "c204-l5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A customizable asset management solution that offers barcode and QR code tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|meta-small|UpKeep", "prompt": "c204-l5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A maintenance-first asset management solution that offers barcode and QR code tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|SAP Asset Accounting", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Asset Accounting** (if already on SAP)"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|Oracle Fixed Assets", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle Fixed Assets** (if already on Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|NetSuite Fixed Assets", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**NetSuite Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|BlackLine Fixed Assets", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "BlackLine Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BlackLine Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|Tipalti", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti** (formerly Procurify for asset management)"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|ServiceNow Asset Management", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "ServiceNow Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ServiceNow Asset Management**"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|minimax-small|Deltek", "prompt": "c204-l5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Deltek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Deltek** (for project-based assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|mistral-small|Sage Fixed Assets", "prompt": "c204-l5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Narrow down vendors based on your requirements (e.g., Sage Fixed Assets, Asset Panda, FMIS, Procurify, or NetSuite Fixed Asset Management)."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|mistral-small|Asset Panda", "prompt": "c204-l5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Sage Fixed Assets, Asset Panda, FMIS, Procurify, or NetSuite Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|mistral-small|FMIS", "prompt": "c204-l5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "FMIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Sage Fixed Assets, Asset Panda, FMIS, Procurify, or NetSuite Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|mistral-small|Procurify", "prompt": "c204-l5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Sage Fixed Assets, Asset Panda, FMIS, Procurify, or NetSuite Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|mistral-small|NetSuite Fixed Asset Management", "prompt": "c204-l5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Sage Fixed Assets, Asset Panda, FMIS, Procurify, or NetSuite Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Oracle ERP customers | Native integration, strong audit trails"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|SAP S/4HANA Asset Accounting", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP S/4HANA Asset Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SAP ERP customers | Enterprise scale, complex multinational needs"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|Sage Fixed Assets", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-to-large enterprises | Strong depreciation engine, IRS compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|NetSuite Fixed Assets", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NetSuite ERP users | Native SuiteApp, real-time GL posting"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|Bloomberg Tax Fixed Assets", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tax-first organizations | Best-in-class tax depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|moonshot-small|Asset Panda", "prompt": "c204-l5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Distributed/mobile workforce | Strong mobile/RFID capabilities"}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|MRI Software", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "MRI Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MRI Software, Sage Fixed Assets, Asset Panda**: Strong depreciation/compliance for mid-large orgs."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Sage Fixed Assets", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MRI Software, Sage Fixed Assets, Asset Panda**: Strong depreciation/compliance for mid-large orgs."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Asset Panda", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**MRI Software, Sage Fixed Assets, Asset Panda**: Strong depreciation/compliance for mid-large orgs."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Fusion Cloud Fixed Assets, SAP Asset Management**: If deep ERP ties; robust for globals."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|SAP Asset Management", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle Fusion Cloud Fixed Assets, SAP Asset Management**: If deep ERP ties; robust for globals."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|AssetCues", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetCues", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AssetCues, Reftab**: Audit-heavy with evidence workflows (check enterprise tiers)."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Reftab", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AssetCues, Reftab**: Audit-heavy with evidence workflows (check enterprise tiers)."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Yardi", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Yardi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Yardi, ibexFA, Fidelitone (verify SSO/SOC2 via sales)."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|ibexFA", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "ibexFA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Yardi, ibexFA, Fidelitone (verify SSO/SOC2 via sales)."}, {"id": "mai-20260917-1752-baseline-2|c204-l5|xai-small|Fidelitone", "prompt": "c204-l5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fidelitone", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others: Yardi, ibexFA, Fidelitone (verify SSO/SOC2 via sales)."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|alibaba-small|Excel", "prompt": "c204-l6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Models (Excel/Google Sheets)\n**Why to Avoid:** ... spreadsheets fail rapidly as asset volume exceeds a few thousand rows."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|alibaba-small|Google Sheets", "prompt": "c204-l6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Based Models (Excel/Google Sheets)\n**Why to Avoid:** ... spreadsheets fail rapidly as asset volume exceeds a few thousand rows."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|alibaba-small|IBM Maximo", "prompt": "c204-l6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "EAM systems (like IBM Maximo or SAP EAM) focus on the *operational* lifecycle... They are not designed for *financial* accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|alibaba-small|SAP EAM", "prompt": "c204-l6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP EAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "EAM systems (like IBM Maximo or SAP EAM) ... Relying on them for financial reporting creates significant variance."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|anthropic-small|Xero", "prompt": "c204-l6", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Xero and QuickBooks (especially QuickBooks Online Advanced) are primarily small-to-medium business accounting tools with more basic asset tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|anthropic-small|QuickBooks", "prompt": "c204-l6", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Xero and QuickBooks (especially QuickBooks Online Advanced) are primarily small-to-medium business accounting tools with more basic asset tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Spreadsheets (Excel / Google Sheets)", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Spreadsheets (Excel / Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel / Google Sheets) — AVOID at scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Xero's built-in fixed asset module", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero's built-in fixed asset module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many accounting platforms (e.g., **Xero's built-in fixed asset module**, QuickBooks, and similar SMB tools) have hard ceilings that don't fit an enterprise"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|QuickBooks", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "QuickBooks, and similar SMB tools) have hard ceilings that don't fit an enterprise"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Sortly", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sortly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lightweight visual tracking tools (like **Sortly** and similar simple asset-tagging apps) are fine for small teams... but they generally lack"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|SAP Asset Management", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP Asset Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ERP-embedded modules** — SAP Asset Management, Oracle Fusion Cloud Fixed Assets, Infor CloudSuite, Microsoft Dynamics Business Central"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "ERP-embedded modules — SAP Asset Management, Oracle Fusion Cloud Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Infor CloudSuite", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Infor CloudSuite, Microsoft Dynamics Business Central"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Microsoft Dynamics Business Central", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Microsoft Dynamics Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Infor CloudSuite, Microsoft Dynamics Business Central"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Sage Fixed Assets", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Dedicated depreciation/reconciliation engines — Sage Fixed Assets, Verdantis"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|deepseek-small|Verdantis", "prompt": "c204-l6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Verdantis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Sage Fixed Assets, Verdantis, and other specialist platforms built for large asset registers"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Excel", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Completely: Spreadsheet-Based Tracking (Excel/Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Google Sheets", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Completely: Spreadsheet-Based Tracking (Excel/Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|NetSuite", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Highly Cautious: Native ERP Fixed Asset Modules ... (such as basic setups of NetSuite, Sage, or Microsoft Dynamics)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Sage", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as basic setups of NetSuite, Sage, or Microsoft Dynamics) frequently offer add-on Fixed Asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Microsoft Dynamics", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as basic setups of NetSuite, Sage, or Microsoft Dynamics) frequently offer add-on Fixed Asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|ServiceNow", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Financials: Pure ITAM & CMMS Tools (e.g., ServiceNow, Snipe-IT, Asset Panda)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Snipe-IT", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Financials: Pure ITAM & CMMS Tools (e.g., ServiceNow, Snipe-IT, Asset Panda)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|google-small|Asset Panda", "prompt": "c204-l6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Financials: Pure ITAM & CMMS Tools (e.g., ServiceNow, Snipe-IT, Asset Panda)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|NetSuite Fixed Assets", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the fixed asset management software that are recommended for large enterprises include: 1. NetSuite Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Thomson Reuters Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|Sage Fixed Assets", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|Asset Panda", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|Sonaria", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sonaria", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Sonaria"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|UpKeep", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|IBM Maximo", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. IBM Maximo"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|meta-small|Infor EAM", "prompt": "c204-l6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Infor EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|QuickBooks (Desktop or Online)", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks (Desktop or Online)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "QuickBooks has significant limitations for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Xero", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Xero lacks several enterprise-critical features"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Spreadsheet-Based Asset Tracking (Excel)", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Spreadsheet-Based Asset Tracking (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Many enterprises still rely on spreadsheets, but this approach carries serious risks"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|NetSuite", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise-grade ERPs**: NetSuite, Sage Intacct, Oracle SAP"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Sage Intacct", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise-grade ERPs**: NetSuite, Sage Intacct, Oracle SAP"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Oracle SAP", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise-grade ERPs**: NetSuite, Sage Intacct, Oracle SAP"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|IBM Maximo", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Specialized EAM systems**: IBM Maximo, Asset Panda (for operational tracking)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Asset Panda", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Specialized EAM systems**: IBM Maximo, Asset Panda (for operational tracking)"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Sage Fixed Assets", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Dedicated fixed asset software**: Sage Fixed Assets, Thomson Reuters Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|minimax-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-l6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Dedicated fixed asset software**: Sage Fixed Assets, Thomson Reuters Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|CCH ProSystem fx Fixed Assets", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "CCH ProSystem fx Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple users have called it \"the worst fixed asset software\" they've ever worked with"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|Sage Fixed Assets", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** **Clunky import/export features**"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid for large enterprises:** **Severe scalability limitations**"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|Fixed Asset Pro", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Better suited for smaller organizations rather than large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|IFS EAM", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IFS EAM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional/On-Premise Legacy Systems (like older IFS EAM) - **Why to be cautious:** **Scalability issues**"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|moonshot-small|UpKeep", "prompt": "c204-l6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "UpKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Limited financial fixed-asset coverage** \\u2013 depreciation, capitalization, impairment, and lease schedules require separate accounting software"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|Excel", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (e.g., Excel or Google Sheets)** - **Why avoid?** ... fail catastrophically at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|Google Sheets", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Spreadsheets (e.g., Excel or Google Sheets)** - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|basic SAP/Oracle FA sub-modules", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "basic SAP/Oracle FA sub-modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Overly Rigid ERP Modules (e.g., basic SAP/Oracle FA sub-modules without customization)** - **Why cautious?**"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|IFS Cloud EAM", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IFS Cloud EAM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look for tools like IFS Cloud EAM, IBM Maximo, SAP EAM, Sage Fixed Assets Premier"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|IBM Maximo", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "IBM Maximo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look for tools like IFS Cloud EAM, IBM Maximo, SAP EAM, Sage Fixed Assets Premier"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|SAP EAM", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP EAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for tools like IFS Cloud EAM, IBM Maximo, SAP EAM, Sage Fixed Assets Premier"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|Sage Fixed Assets Premier", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets Premier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sage Fixed Assets Premier, or dedicated FA platforms"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|AssetCue", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetCue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "dedicated FA platforms (e.g., AssetCue, AssetWorks) that excel in audit controls"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|xai-small|AssetWorks", "prompt": "c204-l6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "dedicated FA platforms (e.g., AssetCue, AssetWorks) that excel in audit controls"}, {"id": "mai-20260917-1752-baseline-2|c204-l6|zai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-l6", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"Top‑10 Fixed‑Asset Management Software reviews note that Oracle Fusion Cloud Fixed Assets ties capitalization, depreciation, transfers, and retirements to a unified ledger.\""}, {"id": "mai-20260917-1752-baseline-2|c204-m1|alibaba-small|MRI Fixed Asset Accounting (Series4000)", "prompt": "c204-m1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting (Series4000)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Standalone Specialist: MRI Fixed Asset Accounting (Series4000) ... most powerful specialist engine for mid-to-large organizations"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|alibaba-small|NetAsset (by Netgain)", "prompt": "c204-m1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetAsset (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company runs on Oracle NetSuite, this is the definitive choice."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|alibaba-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sage Fixed Assets if you operate strictly within the Sage family of products."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|anthropic-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Fixed Assets is frequently cited as the leading choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|anthropic-small|EZO", "prompt": "c204-m1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "EZO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EZO is another excellent option specifically for mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c204-m1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice if your company already uses the Dynamics ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|anthropic-small|AssetAccountant", "prompt": "c204-m1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for accounting teams handling multi-jurisdictional operations"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|challenger-small|Sage Intacct", "prompt": "c204-m1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice in the results is **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|challenger-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Fixed Assets** is also a top contender"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|challenger-small|NetSuite Fixed Assets Management", "prompt": "c204-m1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose NetSuite Fixed Assets Management** if you need deeper ERP-style integration"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|challenger-small|Microsoft Dynamics 365 Business Central", "prompt": "c204-m1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your company is already standardized on Microsoft"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|Sage Intacct", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Intacct is the strongest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex Depreciation & Tax: **Sage Fixed Assets** (standalone)"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|Asset Panda", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Operational / Lifecycle Tracking: **Asset Panda**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|Microsoft Dynamics 365 Business Central", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-in-one cloud ERP with built-in fixed asset management, ideal for mid-market B2B"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|MRI Fixed Asset Accounting", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built for mid-sized to large orgs, integrates natively with Sage Intacct and other ERPs"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|deepseek-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for accounting-heavy firms needing deep depreciation and tax accuracy"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|google-small|NetAsset by Netgain", "prompt": "c204-m1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetAsset by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if your entire organization operates within **NetSuite**, **NetAsset by Netgain** will provide the cleanest, single-source-of-truth experience."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|google-small|AssetAccountant", "prompt": "c204-m1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AssetAccountant** is the strongest choice for flexibility, lease-accounting alignment, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bloomberg Tax is the gold standard for tax-heavy depreciation and planning."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|google-small|Sage Fixed Assets (SFA)", "prompt": "c204-m1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets (SFA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SFA suffers from a legacy, clunky user interface and that the \"Planning\" and reporting tools can feel outdated"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|google-small|Asset Panda", "prompt": "c204-m1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sage Fixed Assets** or **Asset Panda** | Best suited for physical inventory audits, barcode scanning"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|meta-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best fixed asset accounting software for a mid-market B2B company is Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|meta-small|MRI Fixed Asset Accounting", "prompt": "c204-m1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include MRI Fixed Asset Accounting, which is built for mid-sized to large organizations"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|minimax-small|Sage Intacct", "prompt": "c204-m1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|minimax-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Intacct** or **Sage Fixed Assets** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|minimax-small|Acumatica Fixed Assets", "prompt": "c204-m1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Acumatica Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for: Mid-market teams wanting fixed asset processing within ERP workflow"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|minimax-small|SAP Asset Accounting", "prompt": "c204-m1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consideration**: More enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|minimax-small|Asset Panda", "prompt": "c204-m1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for: Companies needing physical asset tracking alongside depreciation management"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|mistral-small|MRI Fixed Asset Accounting", "prompt": "c204-m1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Built for mid-sized to large organizations with complex asset portfolios."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|mistral-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market firms that want turnkey IRS and GAAP support."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|mistral-small|Oracle NetSuite Fixed Assets", "prompt": "c204-m1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for companies wanting deep ERP integration and scalability"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|moonshot-small|Sage Intacct", "prompt": "c204-m1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|moonshot-small|Oracle NetSuite", "prompt": "c204-m1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** if you're planning significant growth, have multi-entity operations, or need a full ERP suite"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|moonshot-small|Sage Fixed Assets", "prompt": "c204-m1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Compliance-Focused Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|moonshot-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tax-Heavy Environments"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|openai-small|Fixed Asset Pro", "prompt": "c204-m1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Fixed Asset Pro** for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|openai-small|FMIS Fixed Asset Management", "prompt": "c204-m1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "FMIS Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want a more finance-team-oriented tool with audit trail"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|openai-small|Fixed Assets CS", "prompt": "c204-m1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your accounting team already works in the Thomson Reuters ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|Sage Fixed Assets / Sage Intacct Fixed Assets", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets / Sage Intacct Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Fixed Assets / Sage Intacct Fixed Assets** (Most frequently cited for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|Oracle NetSuite Fixed Assets Management", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full lifecycle (acquisition to disposal), global/multi-currency support... Ideal for growing B2B with international ops."}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|Microsoft Dynamics 365 Business Central", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built-in fixed assets ... within a mid-market ERP. Seamless with Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|MRI Fixed Asset Accounting", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Honorable mention for complex portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|Asset Panda", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for tracking but lighter accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|xai-small|Acumatica", "prompt": "c204-m1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Acumatica (4.4/5 G2, SMB-mid cloud ERP)"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|Sage Intacct", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid‑Market B2B Finance Teams:** **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|Oracle NetSuite", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best All‑In‑One ERP Option:** **Oracle NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|MRI Fixed Asset Accounting", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider dedicated FAM add‑ons like MRI Fixed Asset Accounting or Bassets to avoid duplicative data entry"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|Bassets eDepreciation", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Pure Depreciation & Tax Compliance:** **Bassets eDepreciation**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|Asset Panda", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Physical Asset Tracking:** **Asset Panda** or **GoCodes**"}, {"id": "mai-20260917-1752-baseline-2|c204-m1|zai-small|GoCodes Asset Tracking", "prompt": "c204-m1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "GoCodes Asset Tracking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Not a full depreciation engine; works best alongside core accounting or FAM software"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "this is widely considered the market leader... **Sage Fixed Assets** is usually the best add-on"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|MRI Software (Fixed Asset Accounting)", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "MRI Software (Fixed Asset Accounting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Specialized Industries... Overkill for a standard office-based B2B service firm."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Acumatica", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One ERP Solution: **Acumatica**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|NetSuite", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Acumatica** or **Oracle NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Bassets", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cost-Efficiency / Lighter Workload** | **Bassets** or **Asset Panda**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Asset Panda", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bassets** or **Asset Panda**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Dynamics 365", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check if their native modules meet your needs before buying a third-party tool"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|alibaba-small|Sage Intacct", "prompt": "c204-m2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cloud ERP like **Dynamics 365**, **NetSuite**, or **Sage Intacct**, check if their native modules meet your needs"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|anthropic-small|EZO", "prompt": "c204-m2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "EZO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EZO has one of the most intuitive depreciation tracking interfaces on the market"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|anthropic-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best suited for mid-sized to large organizations with complex tax reporting or multi-entity accounting requirements"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|anthropic-small|Asset Panda", "prompt": "c204-m2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-sized businesses and IT/facilities teams needing comprehensive asset tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|anthropic-small|AssetAccountant", "prompt": "c204-m2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "automates depreciation and lease management and integrates with Xero and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|challenger-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sage Fixed Assets** if your priority is robust depreciation accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|challenger-small|Fixed Asset Pro", "prompt": "c204-m2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Fixed Asset Pro** if cost and simplicity matter most."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|challenger-small|Bassets eDepreciation", "prompt": "c204-m2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "both positioned for mid-sized businesses and depreciation tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|challenger-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another credible option for accurate depreciation calculation"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies that don't already run NetSuite, **Sage Fixed Assets** is the safest, most dependable choice"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|NetSuite Fixed Assets Management", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Already Use NetSuite ... its native Fixed Assets module is the most complete option"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|Sage Intacct", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's an excellent mid-market choice if you're a professional-services, SaaS, or service-oriented B2B company"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|AssetCloud (by Wasp)", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetCloud (by Wasp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$108/mo, rated 8.8–9.1/10 in several rankings; great for controlled depreciation runs"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|AssetTiger", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$20 for 500 assets/mo (free plan up to 250 assets); good lightweight tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|deepseek-small|Snipe-IT", "prompt": "c204-m2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Snipe-IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong for IT asset tracking if that's your primary use case"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|google-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Verdict:** The industry gold standard for complex accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|google-small|AssetAccountant", "prompt": "c204-m2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best modern, cloud-native option for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|google-small|Asset Panda", "prompt": "c204-m2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for workflow depth, physical audits, and flexibility."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|google-small|Netgain (NetAsset / NetAsset Tax Pro)", "prompt": "c204-m2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Netgain (NetAsset / NetAsset Tax Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are currently using **NetSuite** or want an AI-assisted cloud close."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|meta-small|Bassets eDepreciation", "prompt": "c204-m2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bassets eDepreciation - a depreciation and fixed asset management software for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|meta-small|FixedAssetPro", "prompt": "c204-m2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "FixedAssetPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "FixedAssetPro - a fixed asset depreciation and tracking software for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|meta-small|Xero", "prompt": "c204-m2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Xero - an automated asset depreciation software that allows users to track assets and liabilities"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|meta-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sage Fixed Assets - a fixed asset software that gives users the flexibility to manage and optimize their fixed assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|minimax-small|Asset Panda", "prompt": "c204-m2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Asset Panda** or **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|minimax-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Asset Panda** or **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|minimax-small|Bassets", "prompt": "c204-m2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Bassets** (Runner Up)"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|minimax-small|Reftab", "prompt": "c204-m2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Reftab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-size teams wanting clear traceable asset records without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|mistral-small|Microsoft Dynamics 365 Business Central", "prompt": "c204-m2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Dynamics 365 Business Central** and **Asset Panda** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|mistral-small|Asset Panda", "prompt": "c204-m2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Dynamics 365 Business Central** and **Asset Panda** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|mistral-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for mid-sized businesses and provides comprehensive depreciation and asset management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-m2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for companies looking for a unified platform for financial management and fixed asset tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|mistral-small|Zoho Books", "prompt": "c204-m2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a more budget-conscious solution, **Zoho Books** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|moonshot-small|Asset Infinity", "prompt": "c204-m2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Asset Infinity** (Best Overall for Mid-Sized B2B)"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|moonshot-small|Asset Panda", "prompt": "c204-m2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ranked as a top choice for asset tracking and depreciation management combined"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|moonshot-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Asset Infinity** or **Sage Fixed Assets** if you're looking for a standalone solution"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|moonshot-small|NetSuite Fixed Asset Management", "prompt": "c204-m2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(if already using NetSuite) Native integration with NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|moonshot-small|Sage Intacct", "prompt": "c204-m2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already using NetSuite or Sage Intacct as your ERP, go with their native fixed asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|openai-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|openai-small|Fixed Asset Pro", "prompt": "c204-m2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fixed Asset Pro** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|openai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sage Fixed Assets vs Fixed Asset Pro vs Bloomberg Tax Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|xai-small|Asset Infinity", "prompt": "c204-m2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Asset Infinity as the top asset depreciation tracking tool."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|xai-small|Asset Panda", "prompt": "c204-m2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if mobile scanning/custom workflows are key ... but steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|xai-small|Bassets eDepreciation", "prompt": "c204-m2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finance/accounting-focused with IRS-compliant schedules"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|xai-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust for mid-market, but more enterprise-oriented and potentially pricier/complex."}, {"id": "mai-20260917-1752-baseline-2|c204-m2|zai-small|Sage Fixed Assets", "prompt": "c204-m2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Fixed Assets — **Best Overall for Mid-Market**"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|zai-small|Fixed Asset Pro", "prompt": "c204-m2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget-Friendly All-in-One"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|zai-small|NetSuite Fixed Assets Management", "prompt": "c204-m2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best If You Use NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|zai-small|Bassets eDepreciation", "prompt": "c204-m2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Specialized SMBs"}, {"id": "mai-20260917-1752-baseline-2|c204-m2|zai-small|AssetCloud", "prompt": "c204-m2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloud-First Teams"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|SAP (S/4HANA Finance)", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP (S/4HANA Finance)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely considered the gold standard for massive organizations."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Oracle Fixed Assets (part of Oracle EPM)", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fixed Assets (part of Oracle EPM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose SAP or Oracle if you are a large multinational enterprise needing strict compliance and control."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|IBM Maximo", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its fixed asset module is robust for industries involving heavy machinery, oil/gas, or utilities"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|NetSuite (by Oracle)", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite (by Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The leading cloud ERP for mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Microsoft Dynamics 365 Finance & Operations", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance & Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for businesses already entrenched in the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|AssetWorks", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly specialized for the real estate industry (buildings, facilities)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Asset Panda", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Asset Panda if you need to quickly label, scan, and track thousands of items"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Zoho Assets", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Zoho Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "It offers a great price-to-feature ratio, though it lacks the depth of ERPs."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Sage", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Traditional tools (older versions of Sage or older Oracle setups) are desktop-bound and hard to use on the go."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|alibaba-small|Upkeep", "prompt": "c204-m3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Upkeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern Mobile-First (Asset Panda, Upkeep, Maximo Go): These are designed for tablets and phones."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|Asset Panda", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Asset Panda - Best for tracking on the go. Asset Panda unifies IT Asset Management (ITAM), maintenance management (CMMS), and fixed asset tracking with depreciation in a single configurable platform"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|NetAsset by Netgain", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetAsset by Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Covers every aspect of fixed asset management with features for asset tracking, tax scheduling, depreciation management, compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for integration with Plex & SAP, making it ideal for organizations already using those ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|Bloomberg Tax Fixed Asset Software", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Asset Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for integration with Workday and Microsoft Dynamics"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|Intuit ProSeries", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Intuit ProSeries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for tax preparation agencies"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|anthropic-small|Hardcat", "prompt": "c204-m3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Hardcat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Hardcat, are designed for industries with strict compliance needs, like government and defense"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise fixed-asset lifecycle control | Strong ledger posting and audit trail"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Accounting-heavy teams | Deep depreciation handling with strong tax and book accuracy."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mature depreciation engine with planning tools and many formulas."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|NetSuite Fixed Assets Management", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when fixed assets need to stay tightly integrated with the ERP and general ledger."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Asset Panda", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Configurable asset records, mobile access, and barcode workflows for tracking physical items."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|AssetTiger", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMB asset tracking | Emphasis on scan-driven counts, custody traceability"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Reftab", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Reftab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SMB asset tracking | Emphasis on scan-driven counts, custody traceability"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|EZOfficeInventory", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SMB asset tracking | Emphasis on scan-driven counts, custody traceability"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|UpKeep", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CMMS-style work orders, inspections, and preventive maintenance rather than pure accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|IBM Maximo", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built for complex, asset-intensive organizations with broader EAM and maintenance needs."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|challenger-small|Infor EAM", "prompt": "c204-m3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Built for complex, asset-intensive organizations with broader EAM and maintenance needs."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need precise accounting and depreciation: Go with **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The gold standard for tax-heavy workflows — it's a **vertical specialist** built specifically for professional tax accountants"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|NetSuite Fixed Assets Management", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native integration with a full ERP suite — ideal if you want your asset management to be part of your entire financial system"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|Asset Panda", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Asset Panda** (best overall)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|Snipe-IT", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great budget option but lacks advanced lifecycle management and mobile capabilities compared to Asset Panda."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|AssetTiger (by Wasp)", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger (by Wasp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Very affordable with a **permanently free tier** ... However, it's more basic in automation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|AssetCloud by Wasp", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud by Wasp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong on compliance and accuracy, integrates well with inventory workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|UpKeep", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The most **mobile-first CMMS** with a user-friendly interface"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|eMaint", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "eMaint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly configurable and backed by **dedicated customer success managers**"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|Fiix (Rockwell Automation)", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fiix (Rockwell Automation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong integration with **Rockwell Automation/PLC ecosystems** for manufacturing environments."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|deepseek-small|IBM Maximo Application Suite", "prompt": "c204-m3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo Application Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "the heavyweight option for large organizations with thousands of assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is one of the most battle-tested financial subledgers on the market. It features an incredibly robust depreciation engine handling over 300 methods"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|NetAsset (by Netgain)", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetAsset (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Scaling enterprises, NetSuite users, and finance teams looking to shrink month-end close times."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is the gold standard for tax-driven asset management."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|AssetAccountant", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern, highly intuitive, cloud-native alternative to clunky ERP fixed asset modules."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Asset Panda", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations with highly unique workflows requiring custom data fields."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Sortly", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sortly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small to mid-sized teams who want an incredibly easy-to-use, visual asset tracker."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Cheqroom", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Cheqroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cheqroom is purpose-built to prevent double-bookings."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|IBM Maximo", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The Catch: Highly expensive and requires dedicated IT support to deploy and manage."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|Limble CMMS", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Limble CMMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Facilities managers, property management, and field maintenance teams."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|google-small|MaintainX", "prompt": "c204-m3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "MaintainX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Built for technicians to handle work orders on the go."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|AssetWorks", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include AssetWorks, Fishbowl, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Fishbowl", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fishbowl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include AssetWorks, Fishbowl, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|ManageEngine AssetExplorer", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include AssetWorks, Fishbowl, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Katana", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Katana, Sage Fixed Assets, UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Katana, Sage Fixed Assets, UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|UpKeep", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Katana, Sage Fixed Assets, UpKeep, IBM Maximo"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|IBM Maximo", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Maximo, EZ OfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|EZ OfficeInventory", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZ OfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "EZ OfficeInventory, AssetCloud"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|AssetCloud", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AssetCloud, AsseTrack FAMS"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|AsseTrack FAMS", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AsseTrack FAMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AsseTrack FAMS, Cheqroom"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Cheqroom", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Cheqroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cheqroom, Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Asset Panda", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Asset Panda, Ivanti"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Ivanti", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ivanti, Infor EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Infor EAM", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Infor EAM, Nektar Data"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|Nektar Data", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Nektar Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Nektar Data, and InvGate Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|meta-small|InvGate Assets", "prompt": "c204-m3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Nektar Data, and InvGate Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|Asset Panda", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most teams**: Asset Panda or EZOfficeInventory offer the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|EZOfficeInventory", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For most teams**: Asset Panda or EZOfficeInventory offer the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|IBM Maximo", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For enterprise needs**: IBM Maximo provides the most comprehensive asset lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong accounting/depreciation tracking; integrates with Sage ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|Infor EAM", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Industrial-grade; predictive maintenance; deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|UpKeep", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For maintenance-focused operations**: UpKeep or Fiix are strong CMMS options"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|minimax-small|Fiix", "prompt": "c204-m3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fiix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For maintenance-focused operations**: UpKeep or Fiix are strong CMMS options"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|Asset Panda", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Organizations needing asset-based pricing, unlimited users, and unified management"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|UpKeep", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Maintenance-led teams that need live equipment status"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Enterprise teams requiring tight integration with financial ledgers"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Teams wanting accounting-aligned processes"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams prioritizing consolidation within a single ERP environment."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|IBM Maximo", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Large enterprises needing comprehensive asset lifecycle and maintenance management."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|EZOfficeInventory", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Small to mid-size businesses needing straightforward asset tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|Intuit ProSeries Fixed Assets Manager", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Intuit ProSeries Fixed Assets Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Tax preparation agencies and small to mid-size businesses."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|Bloomberg Tax Fixed Asset Software", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Asset Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Integration with Workday and Microsoft Dynamics."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|mistral-small|SAP Asset Accounting", "prompt": "c204-m3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP Asset Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Control-oriented organizations using SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|Asset Panda", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Customizable asset workflows and inspections"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|GoCodes", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Physical asset tracking with QR codes and GPS"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|UpKeep", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Maintenance-focused asset management"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|IBM Maximo", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprises with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best-in-class for financial/accounting teams focused on depreciation and regulatory compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|Oracle Fusion Cloud Fixed Assets / NetSuite", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets / NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises needing ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|AssetCloud by Wasp", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud by Wasp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Small to mid-sized businesses wanting accuracy"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|EZOfficeInventory", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Small businesses and startups"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|AssetTiger", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Affordability** | EZOfficeInventory or AssetTiger"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|ManageEngine AssetExplorer", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**IT Asset Management** | ManageEngine AssetExplorer or Lansweeper"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|Lansweeper", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**IT Asset Management** | ManageEngine AssetExplorer or Lansweeper"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|moonshot-small|Fiix", "prompt": "c204-m3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fiix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "UpKeep and Fiix focus on work orders, preventive maintenance, and equipment uptime."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Examples:** Sage Fixed Assets, QuickBooks asset add-ons, NetSuite Fixed Assets, SAP fixed asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|QuickBooks asset add-ons", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks asset add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Examples:** Sage Fixed Assets, QuickBooks asset add-ons, NetSuite Fixed Assets, SAP fixed asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|NetSuite Fixed Assets", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples:** Sage Fixed Assets, QuickBooks asset add-ons, NetSuite Fixed Assets, SAP fixed asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|SAP fixed asset modules", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP fixed asset modules", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples:** Sage Fixed Assets, QuickBooks asset add-ons, NetSuite Fixed Assets, SAP fixed asset modules"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|IBM Maximo", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Examples:** IBM Maximo, Infor EAM, Oracle EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Infor EAM", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Examples:** IBM Maximo, Infor EAM, Oracle EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Oracle EAM", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Examples:** IBM Maximo, Infor EAM, Oracle EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|ServiceNow ITAM", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ServiceNow ITAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Examples:** ServiceNow ITAM, Lansweeper, Ivanti, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Lansweeper", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Lansweeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Examples:** ServiceNow ITAM, Lansweeper, Ivanti, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Ivanti", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Examples:** ServiceNow ITAM, Lansweeper, Ivanti, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|ManageEngine AssetExplorer", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Examples:** ServiceNow ITAM, Lansweeper, Ivanti, ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Asset Panda", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Examples:** Asset Panda, GoCodes, EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|GoCodes", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Examples:** Asset Panda, GoCodes, EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|EZOfficeInventory", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Examples:** Asset Panda, GoCodes, EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Oracle NetSuite", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Examples:** Oracle NetSuite, SAP S/4HANA, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|SAP S/4HANA", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Examples:** Oracle NetSuite, SAP S/4HANA, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|openai-small|Microsoft Dynamics 365", "prompt": "c204-m3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Examples:** Oracle NetSuite, SAP S/4HANA, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pure depreciation? Sage"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|Asset Panda", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mobile audits? Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|UpKeep", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "UpKeep** (leading CMMS-style for maintenance)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|IBM Maximo", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex/expensive setup; overkill for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|EZOfficeInventory", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basic depreciation; strong on reservations not full accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|NetSuite Fixed Assets", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires NetSuite ecosystem; not standalone"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-scale only; steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|xai-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Desktop-heavy; less mobile tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Oracle NetSuite Fixed Assets", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle NetSuite Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Oracle NetSuite Fixed Assets** or **Oracle Fusion Cloud Fixed Assets** if you need tight integration with your ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Oracle Fusion Cloud Fixed Assets", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Oracle Fusion Cloud Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise‑scale, ledger‑centric fixed‑asset control."}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Sage Fixed Assets", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "46/49 fixed‑asset criteria supported (≈94% weighted support)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Sage Intacct", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sage Fixed Assets** (and **Sage Intacct**)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bloomberg Tax Fixed Assets** for tax‑preparation agencies"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|PowerPlan Fixed Asset Suite", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "PowerPlan Fixed Asset Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PowerPlan is ideal when you need flexible GAAP/tax setups in a mid‑size context"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Asset Panda", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Asset Panda** for broad, configurable workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|AssetCloud (Wasp)", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud (Wasp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**EZOfficeInventory** or **AssetCloud** for cost‑effective SMB solutions"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|EZOfficeInventory", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "EZOfficeInventory is a cost‑effective SMB choice"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|GoCodes", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**GoCodes** for QR/GPS field scanning"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Snipe‑IT", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe‑IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open‑source IT asset management (hardware, software, users, locations)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|UpKeep", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**UpKeep** for mobile work‑order management"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|eMaint", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "eMaint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Highly customizable, integrates with Fluke sensors ... but UI can feel dated"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|IBM Maximo Application 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custody and maintenance"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Mitti (by SafetyCulture)", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**Mitti** for small crews"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|BuilderTrend", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "BuilderTrend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Job‑linked asset tracking for SMB teams (no enterprise fixed‑asset stack)"}, {"id": "mai-20260917-1752-baseline-2|c204-m3|zai-small|Fleetio", "prompt": "c204-m3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fleetio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Fleetio** for low‑budget preventive maintenance"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are doing everything manually in spreadsheets currently, start with **Fixed Asset Pro**."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|QuickBooks Online", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "QuickBooks Online does not handle complex fixed asset depreciation natively"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|AssetAccountant", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already using QuickBooks, adding **AssetAccountant** is likely the safest, most efficient route."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|EZOfficeInventory", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Physical Tracking + Basic Accounting: **EZOfficeInventory**"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|Asset Panda", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "much cheaper than high-end asset management systems like Asset Panda or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|NetSuite", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "much cheaper than high-end asset management systems like Asset Panda or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|Xero", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Xero\\u2019s native depreciation tools are limited"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|Asset Manager", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if You Use **Xero**: **Xero Native Integrations (e.g., Asset Manager)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|alibaba-small|Sage 50", "prompt": "c204-m4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage 50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Sage 50** | **Desktop Preference** | Moderate | robust local server setup"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|anthropic-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fixed Asset Pro is one of the most highly recommended options for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|anthropic-small|NetAsset Tax Pro", "prompt": "c204-m4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetAsset Tax Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetAsset Tax Pro is another budget-friendly alternative."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|challenger-small|Xero", "prompt": "c204-m4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Xero with its fixed-asset features** if you want the lowest-cost *simple* option"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|challenger-small|QuickBooks Online Advanced", "prompt": "c204-m4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **QuickBooks Online Advanced with an asset add-on** if you need more complete accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|challenger-small|AssetAccountant", "prompt": "c204-m4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online Advanced + AssetAccountant** — cited as the overall best pick by one small-business roundup"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|challenger-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as a “powerful and affordable fixed asset depreciation and management system.”"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|challenger-small|Sage Fixed Assets", "prompt": "c204-m4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally better for SMB teams with more formal depreciation and reconciliation workflows than for the tightest budgets"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|AssetTiger", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **AssetTiger** ... Start free with AssetTiger"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|EZO (ezOfficeInventory)", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZO (ezOfficeInventory)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EZO at ~$40/month** is the best value next step"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|Bricks Fixed Assets", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low cost with no per-asset fees and no long-term contracts."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|WorthIt Fixed Assets", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "WorthIt Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often highlighted as a good budget-friendly fit for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a powerful yet affordable depreciation and management tool for small/mid-sized orgs and CPAs"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|deepseek-small|Sage Fixed Assets", "prompt": "c204-m4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Limited Budget **Sage Fixed Assets** is excellent but generally too expensive for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|Sage Fixed Assets", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade software (like Sage Fixed Assets) can cost thousands of dollars"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|Xero", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero** is the most budget-friendly choice"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|QuickBooks Online", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "which locks its automated fixed asset depreciation tools behind its expensive \"Advanced\" plan"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|AssetTiger", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AssetTiger** is arguably the best-value dedicated tool on the market"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|nettTracker", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "nettTracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Buy **nettTracker** for ~$12/month to automate it for you"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fixed Asset Pro** (by MoneySoft) is a highly reliable option"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|google-small|Snipe-IT", "prompt": "c204-m4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For highly technical teams or IT-heavy startups, **Snipe-IT** is a powerful option"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|meta-small|AssetTiger", "prompt": "c204-m4", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best fixed asset accounting software for a company with a limited budget is AssetTiger."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|AssetTiger", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute best budget choice, I'd recommend starting with **AssetTiger** or **AssetCenter.app**"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|AssetCenter.app", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetCenter.app", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **AssetTiger** or **AssetCenter.app** if you have fewer than 25-250 assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|ProfitBooks", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "ProfitBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ProfitBooks** - Free option available for basic fixed asset management."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|AssetFrog", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetFrog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers free asset management and depreciation software with mobile barcode scanning."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|EZOfficeInventory", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more features, **EZOfficeInventory** at $40/month provides excellent value for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|Bricks Fixed Assets", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starts at $50/user/month for under 5,000 assets."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|minimax-small|Xero", "prompt": "c204-m4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some platforms like Xero offer fixed asset modules starting around $3.75/user/month."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|mistral-small|EZOfficeInventory", "prompt": "c204-m4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EZOfficeInventory** and **Bricks Fixed Assets** are the top recommendations due to their affordability and robust feature sets"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|mistral-small|Bricks Fixed Assets", "prompt": "c204-m4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EZOfficeInventory** and **Bricks Fixed Assets** are the top recommendations due to their affordability"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|mistral-small|Xero", "prompt": "c204-m4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their fixed asset add-on is also a strong, low-cost choice"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-m4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for small businesses already using NetSuite... may be more suitable for those already invested in the NetSuite ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|Akaunting", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is extremely limited, start with **Akaunting** (free)"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|GnuCash", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Very small businesses with simple needs"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|ERPNext", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing company, need scalability | ERPNext (free)"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|AssetAccountant", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Need depreciation calculations | AssetAccountant"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies with complex tax compliance needs on a budget"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|QuickBooks Online Advanced", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basic fixed asset tracking within full accounting system"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|moonshot-small|Xero", "prompt": "c204-m4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$30-$80/month (broader accounting suite)"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|openai-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a tight budget:** Fixed Asset Pro."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|openai-small|FMIS Fixed Asset Management", "prompt": "c204-m4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "FMIS Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "worth a look if you want configurable asset tracking with pricing marketed as accessible"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|openai-small|Sage Fixed Assets – Lite Depreciation", "prompt": "c204-m4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Sage Fixed Assets – Lite Depreciation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you already use Sage:** Sage Fixed Assets – Lite Depreciation."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|xai-small|AssetTiger", "prompt": "c204-m4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetTiger** stands out as the best fixed asset accounting software for a company with a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|xai-small|EZOfficeInventory", "prompt": "c204-m4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper SMB alternative to enterprise tools. | Higher cost than AssetTiger at small scale."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|xai-small|Bricks Fixed Assets", "prompt": "c204-m4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Accurate depreciation (multiple methods), easy data import (Excel/Sage), no per-asset fees. | Per-user pricing adds up."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|xai-small|Xero Fixed Assets", "prompt": "c204-m4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Auto-depreciation (straight-line/declining balance), integrates with full accounting. | Not standalone; total cost higher."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|xai-small|Fixed Asset Pro", "prompt": "c204-m4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full depreciation lifecycle (GAAP/tax), GL imports, reports. | Less emphasis on physical tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|zai-small|AssetAccountant", "prompt": "c204-m4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: AssetAccountant ... this is the top choice for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|zai-small|xAssets", "prompt": "c204-m4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "xAssets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Free\" Option: xAssets ... this is the best free option."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|zai-small|AssetTiger", "prompt": "c204-m4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for the first 250 assets ... excellent for physical tracking but lacks advanced accounting depreciation tools."}, {"id": "mai-20260917-1752-baseline-2|c204-m4|zai-small|Deprecia", "prompt": "c204-m4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Deprecia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Accountant-Grade\" Option: Deprecia ... Clean, simple depreciation tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-m4|zai-small|QuickBooks", "prompt": "c204-m4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Do not buy the expensive \"Advanced\" plan ... cheaper than paying for the expensive \"Advanced\" tier of QuickBooks just to get their basic fixed asset module."}, {"id": "mai-20260917-1752-baseline-2|c204-m5|deepseek-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **best-of-breed** tool like Sage Fixed Assets, FMIS, Bloomberg Fixed Assets, or Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|deepseek-small|FMIS", "prompt": "c204-m5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "FMIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **best-of-breed** tool like Sage Fixed Assets, FMIS, Bloomberg Fixed Assets, or Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|deepseek-small|Bloomberg Fixed Assets", "prompt": "c204-m5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bloomberg Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **best-of-breed** tool like Sage Fixed Assets, FMIS, Bloomberg Fixed Assets, or Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|deepseek-small|Asset Panda", "prompt": "c204-m5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **best-of-breed** tool like Sage Fixed Assets, FMIS, Bloomberg Fixed Assets, or Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|NetSuite FAM", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite FAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating vendors (such as *NetSuite FAM, Sage Fixed Assets, AssetWorks, RAM (Real Asset Management), or modern SaaS players like Asset Panda or Fishbowl*)"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as *NetSuite FAM, Sage Fixed Assets, AssetWorks, RAM (Real Asset Management), or modern SaaS players like Asset Panda or Fishbowl*"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|AssetWorks", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetSuite FAM, Sage Fixed Assets, AssetWorks, RAM (Real Asset Management)"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|RAM (Real Asset Management)", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "RAM (Real Asset Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AssetWorks, RAM (Real Asset Management), or modern SaaS players"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|Asset Panda", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "modern SaaS players like Asset Panda or Fishbowl"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|google-small|Fishbowl", "prompt": "c204-m5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fishbowl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern SaaS players like Asset Panda or Fishbowl"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|ProSeries FX", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "ProSeries FX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ProSeries FX: Best for multi-client accounting firms"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|Bassets eDepreciation", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bassets eDepreciation: Best for governments and municipalities"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|Bloomberg Tax Fixed Assets", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bloomberg Tax Fixed Assets: Best for tax automation"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sage Fixed Assets: Strong depreciation engine"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|Bricks Fixed Assets", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bricks Fixed Assets: Most modern system"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|MRI Fixed Asset Accounting", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MRI Fixed Asset Accounting: Best for multi-entity and international compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|EZO", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "EZO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EZO: Most intuitive UI"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|Fixed Assets CS", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fixed Assets CS: Best for customization"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|AssetMAXX", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetMAXX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AssetMAXX: Best for multi-location asset control"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|WorthIt Fixed Assets", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "WorthIt Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "WorthIt Fixed Assets: Strong compliance management"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|meta-small|FMIS Fixed Assets", "prompt": "c204-m5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "FMIS Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "FMIS Fixed Assets: Best asset lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|minimax-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Fixed Assets** – Strong for complex tax reporting and multi-entity requirements"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|minimax-small|NetSuite Fixed Asset Management", "prompt": "c204-m5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|minimax-small|MRI Fixed Asset Accounting", "prompt": "c204-m5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "MRI Fixed Asset Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for large, complex portfolios"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|minimax-small|Oracle Fixed Assets", "prompt": "c204-m5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If using Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|minimax-small|Microsoft Dynamics Asset Management", "prompt": "c204-m5", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Microsoft Dynamics Asset Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If on Dynamics platform"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Potential Vendors to Research:**\n- **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Oracle Fixed Assets (part of E-Business Suite)", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fixed Assets (part of E-Business Suite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle Fixed Assets (part of E-Business Suite)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Deltek Maconomy", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Deltek Maconomy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Deltek Maconomy**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Adaptive Insights", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Adaptive Insights (for asset planning)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|BlackLine", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BlackLine (for close management, including fixed assets)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Asset Panda", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Asset Panda**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Invensis", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Invensis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Invensis (for lease accounting under ASC 842/IFRS 16)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Procurify", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|mistral-small|Zoho Books", "prompt": "c204-m5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Zoho Books (for smaller asset bases)**"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendors commonly evaluated at your size include **Sage Fixed Assets, Thomson Reuters Fixed Assets CS, NetSuite Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors commonly evaluated at your size include **Sage Fixed Assets, Thomson Reuters Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|NetSuite Fixed Assets", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetSuite Fixed Assets (if on NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|Bloomberg Tax (formerly BNA) Fixed Assets", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bloomberg Tax (formerly BNA) Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bloomberg Tax (formerly BNA) Fixed Assets, Asset Panda, and EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|Asset Panda", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though the latter two lean more operational/ITAM unless paired with a strong accounting engine"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|moonshot-small|EZOfficeInventory", "prompt": "c204-m5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "EZOfficeInventory", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though the latter two lean more operational/ITAM unless paired with a strong accounting engine"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|xai-small|Sage Fixed Assets", "prompt": "c204-m5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "top picks: Sage Fixed Assets (tax/depreciation focus)"}, {"id": "mai-20260917-1752-baseline-2|c204-m5|xai-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Thomson Reuters Fixed 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Asset Accountant (automation/IFRS)"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|alibaba-small|Excel", "prompt": "c204-m6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The \"Spreadsheet Trap\" (Avoid Completely) ... ensure you are not relying on **Excel**"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|alibaba-small|Sage Fixed Assets", "prompt": "c204-m6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users frequently complain about its **user experience (UX) and data transfer capabilities.**"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|alibaba-small|Thomson Reuters / BNA Fixed Assets", "prompt": "c204-m6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Thomson Reuters / BNA Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Concern: Reliability and transparency in calculations."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|alibaba-small|Prosystem", "prompt": "c204-m6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Prosystem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy Desktop-Only Apps (e.g., older versions of Prosystem) ... Rigid architecture."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|GoCodes", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "GoCodes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Barcode-first asset trackers** such as **GoCodes** or similar field-operations tools if you need finance-grade depreciation and ledger alignment"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|Asset Panda", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "\"safe to use vs. use with caution\" shortlist for specific tools like Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|Wasp AssetCloud", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Wasp AssetCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific tools like Asset Panda, Wasp AssetCloud, Sage Fixed Assets, NetSuite, Oracle, and Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|Sage Fixed Assets", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific tools like Asset Panda, Wasp AssetCloud, Sage Fixed Assets, NetSuite, Oracle, and Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|NetSuite", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific tools like Asset Panda, Wasp AssetCloud, Sage Fixed Assets, NetSuite, Oracle, and Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|Oracle", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific tools like Asset Panda, Wasp AssetCloud, Sage Fixed Assets, NetSuite, Oracle, and Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|challenger-small|Fixed Assets CS", "prompt": "c204-m6", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Assets CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific tools like Asset Panda, Wasp AssetCloud, Sage Fixed Assets, NetSuite, Oracle, and Fixed Assets CS"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|CCH ProSystem fx Fixed Assets (PFX FA)", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "CCH ProSystem fx Fixed Assets (PFX FA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"the worst fixed asset software I have ever worked with. Avoid!!\""}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|BNA Fixed Assets (now Bloomberg Tax)", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "BNA Fixed Assets (now Bloomberg Tax)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "well-documented calculation bugs (PFX FA, BNA)"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|QuickBooks", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These deserve caution not because they're \"bad,\" but because they're **accounting tools, not tracking tools**"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|Xero", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These deserve caution not because they're \"bad,\" but because they're **accounting tools, not tracking tools**"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|NetSuite", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "basic NetSuite/Sage Intacct fixed asset modules) — These deserve caution"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|Sage Intacct", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "basic NetSuite/Sage Intacct fixed asset modules) — These deserve caution"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|Sage Fixed Assets", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "A recurring complaint (e.g., about Sage Fixed Assets) is uninformed implementation analysts and messy migrations"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|deepseek-small|Excel", "prompt": "c204-m6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Excel is often the worst \"tool\" of all: no audit trail, easy overwrite, error-prone"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|google-small|Excel", "prompt": "c204-m6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel and Google Sheets) as a System of Record ... they are the number one tool you should move away from"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|google-small|Google Sheets", "prompt": "c204-m6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel and Google Sheets) as a System of Record ... they are the number one tool you should move away from"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|meta-small|spreadsheets", "prompt": "c204-m6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are a common tool to avoid, as they can contain errors and are prone to problems such as miscalculations"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|minimax-small|Excel", "prompt": "c204-m6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (Excel, Google Sheets, etc.)** | Prone to formula errors, no built-in audit trail, hard to reconcile, poor compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|minimax-small|Google Sheets", "prompt": "c204-m6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Spreadsheets (Excel, Google Sheets, etc.)** | Prone to formula errors, no built-in audit trail... scaling limits."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|mistral-small|Spreadsheets (e.g., Excel)", "prompt": "c204-m6", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Spreadsheets (e.g., Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid spreadsheets for anything beyond very small, simple asset lists."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|moonshot-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c204-m6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are widely recognized as problematic for fixed asset management"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|spreadsheets", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid spreadsheets entirely for fixed asset management."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Fixed Asset Pro", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complaints include depreciation mismatches with tax software, disposed assets not dropping from totals"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Sage Fixed Assets", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users report difficulties changing asset histories, missing key fields in reports"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Paragon Fixed Assets (PFX)", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Paragon Fixed Assets (PFX)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "call it \"by far the worst\" due to extreme frustration and usability issues—avoid if still in use"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Thomson Reuters Fixed Assets CS", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Thomson Reuters Fixed Assets CS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Opt for highly rated options like Thomson Reuters Fixed Assets CS (strong for depreciation/tax)"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Asset Panda", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Asset Panda (mobile tracking)"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|xai-small|Oracle Fusion", "prompt": "c204-m6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle Fusion (enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|zai-small|Prosystem Fixed Assets", "prompt": "c204-m6", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Prosystem Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Difficult to manage assets across multiple states; state‑related columns are locked on rollover; some users report frustration with the UI."}, {"id": "mai-20260917-1752-baseline-2|c204-m6|zai-small|Fixed Asset Pro", "prompt": "c204-m6", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Disposals may not automatically reduce totals; tax depreciation calculations can mismatch tax software"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|zai-small|Sage Fixed Assets", "prompt": "c204-m6", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excel exports are poorly formatted (merged cells, hard to pivot); slow report generation"}, {"id": "mai-20260917-1752-baseline-2|c204-m6|zai-small|Enterprise Asset Management (EAM) tools", "prompt": "c204-m6", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Enterprise Asset Management (EAM) tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generally poor UI/UX, non‑intuitive, and require formal training; often feel “rubbish” and over‑engineered"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|alibaba-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two platforms consistently rank at the top depending on your primary needs: **Sage Fixed Assets** and **Hardcat**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|alibaba-small|Hardcat", "prompt": "c204-s1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Hardcat", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Hardcat is often ranked #1 for companies that struggle with the link between what the finance team sees in the books and what actually exists on the floor."}, {"id": "mai-20260917-1752-baseline-2|c204-s1|alibaba-small|Assetbase", "prompt": "c204-s1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Assetbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lighter add-ons like **Assetbase** (if focused on hardware tracking)"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|alibaba-small|Tracktivity", "prompt": "c204-s1", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Tracktivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "cloud-based tools like **Tracktivity**. However, these may lack the rigorous tax reporting depth"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|anthropic-small|Xero", "prompt": "c204-s1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one accounting solution with built-in fixed asset management, **Xero** is a popular choice for simplicity"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|anthropic-small|Fixed Asset Pro", "prompt": "c204-s1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced depreciation capabilities, **Fixed Asset Pro** offers comprehensive features at an affordable price"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|anthropic-small|AssetAccountant", "prompt": "c204-s1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use multiple accounting platforms, **AssetAccountant** provides strong integration options"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|anthropic-small|QuickBooks Accountant Desktop", "prompt": "c204-s1", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Accountant Desktop", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the only QuickBooks Desktop version with a fixed asset manager"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|challenger-small|Xero", "prompt": "c204-s1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for simplicity: Xero — ... small businesses or startups often find Xero adequate when the asset base is smaller and simpler"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|challenger-small|QuickBooks Online", "prompt": "c204-s1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose QuickBooks Online + AssetAccountant for a small B2B company that wants solid accounting plus fixed-asset management"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|challenger-small|AssetAccountant", "prompt": "c204-s1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "AssetAccountant with QuickBooks Online is the strongest option in the results"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|challenger-small|Asset Panda", "prompt": "c204-s1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results emphasize them more for asset tracking than accounting-first fixed-asset workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|challenger-small|AssetTiger", "prompt": "c204-s1", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetTiger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the results emphasize them more for asset tracking than accounting-first fixed-asset workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|QuickBooks Online Advanced / Intuit Enterprise Suite", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced / Intuit Enterprise Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced / Intuit Enterprise Suite** — *Best overall for simplicity*"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|Xero", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** — *Best fixed asset manager built into cloud accounting*"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Fixed Assets** — *Best for compliance & clean GL posting*"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|AssetAccountant", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "upgraded with AssetAccountant only if you outgrow it"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|EZOfficeInventory", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize **Asset Panda** or **EZOfficeInventory** for barcode-based custody tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|AssetTiger", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetTiger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EZOfficeInventory / AssetTiger / Asset Panda — *Best for physical/tangible asset tracking*"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|Asset Panda", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize **Asset Panda** or **EZOfficeInventory** for barcode-based custody tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|deepseek-small|NetSuite Fixed Assets", "prompt": "c204-s1", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "overkill/expensive for most small companies unless you're already on the NetSuite platform"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|AssetAccountant", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetAccountant** is the industry standard. It acts as a powerful \"add-on\" that automates compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Xero’s Native Fixed Assets Module", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero’s Native Fixed Assets Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One for Xero Users ... you may not need to buy external fixed asset software at all"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Puzzle", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Puzzle** is a highly recommended AI-native alternative"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|QuickBooks Online Advanced", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CPAs frequently point out that QBO's native fixed asset tool is limited"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid legacy enterprise platforms like **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid legacy enterprise platforms like ... **Bloomberg Tax Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Fixed Assets CS", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Assets CS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid legacy enterprise platforms like ... or **Fixed Assets CS**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Asset Panda", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for tracking tangible assets using barcodes/QR codes"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|google-small|Sortly", "prompt": "c204-s1", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sortly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "highly visual, photo-based inventory and asset tracker ... lighter on complex accounting features"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|meta-small|Hardcat", "prompt": "c204-s1", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Hardcat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top-rated options include Hardcat, and other software that integrates with popular ERP systems like NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c204-s1|minimax-small|QuickBooks Online Advanced", "prompt": "c204-s1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **QuickBooks Online Advanced** or **Xero** as they offer the best balance of features, cost, and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|minimax-small|Xero", "prompt": "c204-s1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **QuickBooks Online Advanced** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|minimax-small|Fixed Asset Pro", "prompt": "c204-s1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|minimax-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Complex tax compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|minimax-small|Hardcat", "prompt": "c204-s1", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Hardcat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Comprehensive asset management"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|QuickBooks Online Advanced", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** or **Xero**: These are widely recommended for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|Xero", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online Advanced** or **Xero**: These are widely recommended for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses NetSuite ERP, this is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|AssetAccountant", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built specifically for fixed asset accounting ... a good fit for small B2B companies with complex depreciation needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|Hardcat", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Hardcat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "highly rated for small businesses, with Hardcat earning top spots in several rankings"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|EZOfficeInventory", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EZOfficeInventory offering a more budget-friendly option with custody tracking and depreciation outputs"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|mistral-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s1", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For specialized or complex depreciation, AssetAccountant or Bloomberg Tax Fixed Assets may be better."}, {"id": "mai-20260917-1752-baseline-2|c204-s1|moonshot-small|Xero", "prompt": "c204-s1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Xero** hits the sweet spot of functionality and cost."}, {"id": "mai-20260917-1752-baseline-2|c204-s1|moonshot-small|QuickBooks Online Advanced", "prompt": "c204-s1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fixed asset features are gated behind the **~$275/month Advanced plan**, so it only makes sense if you're already paying for that tier"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|moonshot-small|AssetAccountant", "prompt": "c204-s1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Depreciation Needs: AssetAccountant"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|moonshot-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated Desktop/Traditional Option: Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|openai-small|Fixed Asset Pro", "prompt": "c204-s1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company: Fixed Asset Pro"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|openai-small|Asset Panda", "prompt": "c204-s1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need easy asset tracking and mobile workflows: Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|openai-small|Striven", "prompt": "c204-s1", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Striven", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want accounting plus broader business ops in one system: Striven"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|QuickBooks Online + AssetAccountant integration", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online + AssetAccountant integration", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **QuickBooks Online + AssetAccountant**—it's the most frequently top-rated for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|Xero", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero (Best built-in option for simple needs)**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|Asset Panda", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Panda (Best for asset tracking-focused B2B)**"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong contenders: Sage Fixed Assets (tax-heavy, ~$1k+/yr)"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|EZOfficeInventory", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EZOfficeInventory (cheap tracking, $40/mo)"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|xai-small|Fixed Asset Pro", "prompt": "c204-s1", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fixed Asset Pro (affordable desktop, for CPAs)"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|zai-small|QuickBooks Online", "prompt": "c204-s1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "QuickBooks Online is your core accounting system; AssetAccountant plugs in to automate depreciation"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|zai-small|AssetAccountant", "prompt": "c204-s1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best standalone tool:** AssetAccountant."}, {"id": "mai-20260917-1752-baseline-2|c204-s1|zai-small|Xero", "prompt": "c204-s1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero + AssetAccountant (best cloud-based accounting + fixed assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|zai-small|Sage Fixed Assets", "prompt": "c204-s1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost and complexity; typically aimed at mid-market to enterprise. May be overkill for a very small B2B"}, {"id": "mai-20260917-1752-baseline-2|c204-s1|zai-small|QuickBooks Online Advanced", "prompt": "c204-s1", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricing: Advanced plan starts around $275/month (plus fees). Still basic compared to a dedicated asset management tool"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|alibaba-small|AssetAccountant", "prompt": "c204-s2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with AssetAccountant** if your primary need is accurate depreciation reporting"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|alibaba-small|Asset Panda", "prompt": "c204-s2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Asset Panda** only if you also need robust physical tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|alibaba-small|QuickBooks Online", "prompt": "c204-s2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online + AssetAccountant add-on:** Smoothest experience if you're already on QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|alibaba-small|Xero Fixed Assets", "prompt": "c204-s2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero Fixed Assets:** If you're on Xero, this keeps everything native"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|alibaba-small|Fixed Asset Pro", "prompt": "c204-s2", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tight budget (<$100/month) | Fixed Asset Pro or built-in"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|anthropic-small|Fixed Asset Pro", "prompt": "c204-s2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend **Fixed Asset Pro** or **Sage Fixed Assets** given their strong accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|anthropic-small|Sage Fixed Assets", "prompt": "c204-s2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **Fixed Asset Pro** or **Sage Fixed Assets**"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|anthropic-small|WorthIT Fixed Assets", "prompt": "c204-s2", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "WorthIT Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small to midsize companies in various industries that are upgrading from Excel spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|challenger-small|Xero", "prompt": "c204-s2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Xero** if you want a straightforward, SMB-friendly asset depreciation tool"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|challenger-small|Puzzle.io", "prompt": "c204-s2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Puzzle.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Puzzle.io** is the better pick among the options mentioned in the results, but it is more of a broader finance workflow tool"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|challenger-small|AssetTiger", "prompt": "c204-s2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick AssetTiger** if you mainly want a low-cost or free asset register workflow"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|challenger-small|Sage Fixed Assets", "prompt": "c204-s2", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Sage Fixed Assets** if you expect more complex depreciation control and accounting rigor as you grow"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|deepseek-small|AssetAccountant", "prompt": "c204-s2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **AssetAccountant**. It's the most cost-effective and compliance-focused option available."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|deepseek-small|Asset Panda", "prompt": "c204-s2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Asset Panda** is worth the higher investment."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|deepseek-small|QuickBooks Online", "prompt": "c204-s2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online + AssetAccountant** (Best Combo for Most Small B2B Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|deepseek-small|Xero", "prompt": "c204-s2", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Xero** fixed assets | $20\\u2013$80/month | Cloud accounting | Built-in depreciation, unlimited assets (but no MACRS)"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|AssetAccountant", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetAccountant** is widely considered the industry gold standard."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|Sage", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you don't want to upgrade to a massive enterprise resource planning (ERP) system like Sage or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|NetSuite", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a massive enterprise resource planning (ERP) system like Sage or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|QuickBooks Online", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike QuickBooks Online—which often gatekeeps its fixed asset features behind expensive \"Advanced\" tiers"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|Puzzle", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Puzzle** is a powerful general ledger with built-in, AI-driven fixed asset tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|Xero", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xero** is the clear winner over QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|google-small|Fixed Asset Pro", "prompt": "c204-s2", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fixed Asset Pro** by MoneySoft is a highly reliable option."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|meta-small|Asset Shark", "prompt": "c204-s2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Shark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Asset Shark - Smart Asset Management for Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|meta-small|Xero", "prompt": "c204-s2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Xero - Automated Asset Depreciation Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|meta-small|Enerpize", "prompt": "c204-s2", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Enerpize", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Enerpize - Cloud Based Fixed Asset Management Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|minimax-small|Bassets eDepreciation", "prompt": "c204-s2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets eDepreciation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Asset Panda** or **Bassets** as they offer good value"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|minimax-small|Asset Panda", "prompt": "c204-s2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Asset Panda** or **Bassets** as they offer good value"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|minimax-small|EZOfficeInventory", "prompt": "c204-s2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as a cheaper alternative if you mainly need daily asset custody tracking plus depreciation outputs"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|minimax-small|Asset Shark", "prompt": "c204-s2", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Shark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically built for small businesses, automates depreciation calculations"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|mistral-small|Sage Fixed Assets", "prompt": "c204-s2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "is a top-tier option, though it may be more than what a very small business needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|mistral-small|AssetTiger", "prompt": "c204-s2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AssetTiger** or **Asset Infinity** are often recommended as they balance ease of use, affordability"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|mistral-small|Asset Infinity", "prompt": "c204-s2", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**AssetTiger** or **Asset Infinity** are often recommended"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|AssetAccountant", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **AssetAccountant integrated with QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|Asset Infinity", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Infinity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Asset Infinity** or **AssetCloud** are excellent standalone options"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|AssetCloud", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Infinity** or **AssetCloud** are excellent standalone options"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|Sage Fixed Assets", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Finance teams wanting clean GL posting"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|Asset Panda", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Balancing cost vs. features"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|moonshot-small|Bassets", "prompt": "c204-s2", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget-conscious small businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|openai-small|Sage Fixed Assets", "prompt": "c204-s2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Sage Fixed Assets** if your main need is **accurate depreciation, tax compliance, and clean accounting integration**"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|openai-small|Fixed Asset Pro", "prompt": "c204-s2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fixed Asset Pro** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|openai-small|Asset Panda", "prompt": "c204-s2", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Asset Panda** is worth a look because it's rated highly for usability and asset management workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|xai-small|AssetTiger", "prompt": "c204-s2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend AssetTiger as the top asset depreciation tracking tool."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|xai-small|Asset Panda", "prompt": "c204-s2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive for small scale; steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|xai-small|EZOfficeInventory", "prompt": "c204-s2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good tracking + depreciation, unlimited users | No free tier; more inventory-focused"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|xai-small|QuickBooks (built-in)", "prompt": "c204-s2", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "QuickBooks (built-in)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not automated tracking; requires Advanced for better fixed assets app"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Xero's built-in Fixed Asset Register", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Xero's built-in Fixed Asset Register", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses that already use Xero or QuickBooks, the built-in fixed-asset features are the most cost-effective and simplest path."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|QuickBooks Online Advanced", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses that already use Xero or QuickBooks, the built-in fixed-asset features are the most cost-effective and simplest path."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|AssetAccountant", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AssetAccountant** or **Steer the Books** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Steer the Books", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Steer the Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AssetAccountant** or **Steer the Books** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Bassets", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Bassets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A dedicated, SMB-focused fixed-asset depreciation and tracking tool that's reconciliation-ready"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Fincent", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Fincent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a unified platform that handles assets, procurement, and accounting together, **Fincent** is worth a look."}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Asset Panda", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mobile-first, field-friendly tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|NetSuite Fixed Asset Management", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "NetSuite Fixed Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Larger SMBs or those using NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|Hardcat", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "Hardcat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Asset-heavy industries (e.g., construction, manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c204-s2|zai-small|mydepreciation.org", "prompt": "c204-s2", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "paraphrase", "raw": "mydepreciation.org", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Free, IRS-compliant calculators for MACRS"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Fixed Assets** (Best for Financial Compliance) If your primary goal is calculating depreciation and filing taxes, this is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|EZOfficeInventory", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EZOfficeInventory** (Best for Physical Operations) This is an operational tool designed to stop lost equipment"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|Asset Panda", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Asset Panda is a \"no-code\" platform that allows you to build your own database without coding."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|UpKeep", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **UpKeep** | ... **Maintenance** & Repairs"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|AssetTiger", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Free\" Option: Offers a generous free tier (up to 250 assets) which is great for startups"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|alibaba-small|Xero Fixed Assets", "prompt": "c204-s3", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Xero Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lowest friction because you don't log into a second system, but it lacks advanced physical tracking features."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|anthropic-small|AssetTiger", "prompt": "c204-s3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AssetTiger is a free online tool for tracking and managing assets such as tools, equipment, and vehicles, allowing you to manage up to 250 assets for free"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|anthropic-small|UpKeep", "prompt": "c204-s3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UpKeep is a mobile-first computerized maintenance management system designed for small to medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|anthropic-small|Cheqroom", "prompt": "c204-s3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Cheqroom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheqroom provides equipment booking, maintenance scheduling, reservation management, and item location analytics across multiple facilities"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|anthropic-small|Asset Panda", "prompt": "c204-s3", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Asset Panda is a highly customizable asset tracking and management tool with mobile apps"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Fixed Assets** | Small finance teams | Stronger for **depreciation output** and posting cleanly to the **general ledger**"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|Asset Panda", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better for **mobile tracking, configurable workflows, and audit trails** across many asset types and locations"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|GoCodes", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built around **scan-driven tracking** and **quick reconciliation** of fixed assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|AssetTiger", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a lighter-weight choice for teams that need **repeatable inventory counts**"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|UpKeep", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is better for equipment uptime than for depreciation accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|NetSuite Fixed Assets Management", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the most natural fit when fixed assets must stay inside an **ERP/finance system**"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|QuickBooks Online + AssetAccountant", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks Online + AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong option for **comprehensive depreciation accounting** inside a familiar accounting stack"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|challenger-small|Excel or Google Sheets", "prompt": "c204-s3", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Excel or Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "companies with only a handful of fixed assets can often start with **Excel or Google Sheets** before moving to software"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|QuickBooks Online (Advanced)", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks Online (Advanced)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need depreciation to hit your books: **QuickBooks Online Advanced** (built-in) or **AssetAccountant** for more complex rules."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|AssetAccountant", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "add AssetAccountant if you need MACRS/tax rules"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill for most small teams... Very clunky for physical tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|Asset Panda", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams that need extreme configurability... Weakness: Setup is heavy"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|Snipe-IT", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you're *technical* and want no software costs: **Snipe-IT** (self-hosted, free)."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|GoCodes", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "GoCodes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you're *non-technical* and just need to track physical stuff: **GoCodes** (easiest to deploy)."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|EZOfficeInventory", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Machines with maintenance needs** → **EZOfficeInventory** (has a CMMS module)."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|deepseek-small|Wasp AssetCloud", "prompt": "c204-s3", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Wasp AssetCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Need compliance audit trails** → Wasp AssetCloud."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|google-small|Sortly", "prompt": "c204-s3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sortly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Sortly if your biggest headache is losing physical track of tools, AV gear, or shared assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|google-small|BlueTally", "prompt": "c204-s3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "BlueTally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BlueTally if you are an IT-heavy team tracking employee laptops and software licenses"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|google-small|AssetAccountant", "prompt": "c204-s3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Dedicated, affordable accounting power... AssetAccountant offers enterprise-grade depreciation math at small-business pricing"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|google-small|Xero / QuickBooks Online (Built-In Tools)", "prompt": "c204-s3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Xero / QuickBooks Online (Built-In Tools)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams with very simple depreciation needs who want to avoid buying extra software."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|google-small|UpKeep", "prompt": "c204-s3", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose UpKeep if your physical assets break down, require routine servicing"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|UpKeep", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top fixed asset tools for a small team are:\n\n1. UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Hardcat", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Hardcat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Hardcat"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|QuickBooks Online", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Xero", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Xero"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Asset Panda", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|AssetExplorer", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|AssetWorks", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetWorks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. AssetWorks"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Fishbowl", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fishbowl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Fishbowl"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|ManageEngine AssetExplorer", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "ManageEngine AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. ManageEngine AssetExplorer"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Katana", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Katana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Katana"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|IBM Maximo", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "IBM Maximo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. IBM Maximo"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|EZ OfficeInventory", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZ OfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. EZ OfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|AssetCloud", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "14. AssetCloud"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|AsseTrack FAMS", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AsseTrack FAMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "15. AsseTrack FAMS"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Cheqroom", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Cheqroom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "16. Cheqroom"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Ivanti", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Ivanti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "17. Ivanti"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Infor EAM", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Infor EAM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "18. Infor EAM"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|Nektar Data", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Nektar Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "19. Nektar Data"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|meta-small|InvGate Assets", "prompt": "c204-s3", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "InvGate Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "20. InvGate Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|UpKeep", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Maintenance-led operations with mobile work orders"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|Asset Panda", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **EZOfficeInventory** (affordable) or **Asset Panda** (robust tracking)"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|QuickBooks Online", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **QuickBooks Online** if you already use it for accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Tax savings and compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|EZOfficeInventory", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For most small teams, I'd recommend starting with **EZOfficeInventory** (affordable)"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|Xero", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Cloud-based accounting users"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|AssetExplorer", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetExplorer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** IT asset tracking and software license management"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|minimax-small|Fiix", "prompt": "c204-s3", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fiix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Maintenance-focused** (UpKeep, Fiix)"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-s3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for small businesses already using NetSuite's ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|mistral-small|EZOfficeInventory", "prompt": "c204-s3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A more affordable, SMB-friendly option focused on daily asset custody tracking."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|mistral-small|Hardcat", "prompt": "c204-s3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Hardcat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong in physical asset reconciliation and compliance-ready processes."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|mistral-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed for small finance teams that want depreciation outputs to post cleanly to the general ledger."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|mistral-small|UpKeep", "prompt": "c204-s3", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often highlighted for its overall usability and maintenance features."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|moonshot-small|AssetTiger", "prompt": "c204-s3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. AssetTiger** ⭐ Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|moonshot-small|Sortly", "prompt": "c204-s3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sortly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Less robust for depreciation/accounting; more inventory-focused"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|moonshot-small|AssetAccountant", "prompt": "c204-s3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Need accounting compliance & depreciation?** → **AssetAccountant**"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|moonshot-small|EZOfficeInventory", "prompt": "c204-s3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for IT/Maintenance ... Item-based pricing can add up"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|moonshot-small|Snipe-IT", "prompt": "c204-s3", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Open-Source Option ... Requires technical setup, no official support"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|openai-small|Fixed Asset Pro", "prompt": "c204-s3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small finance-led team:** Fixed Asset Pro or Bloomberg Tax Fixed Assets."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|openai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small finance-led team:** Fixed Asset Pro or Bloomberg Tax Fixed Assets."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|openai-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Team needing accounting + tracking + barcode scans:** Sage Fixed Assets."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|openai-small|OfficeSpace", "prompt": "c204-s3", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "OfficeSpace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Capterra's list includes platforms like **OfficeSpace** and notes some tools are more workplace-operations oriented than finance-oriented."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|xai-small|AssetTiger", "prompt": "c204-s3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetTiger** (Best overall for budget-conscious small teams)"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|xai-small|EZOfficeInventory (EZO)", "prompt": "c204-s3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory (EZO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for maintenance + tracking"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|xai-small|Snipe-IT", "prompt": "c204-s3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe-IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free/open-source option"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|xai-small|Fixed Asset Pro", "prompt": "c204-s3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If depreciation is key, go Fixed Asset Pro."}, {"id": "mai-20260917-1752-baseline-2|c204-s3|xai-small|Asset Panda", "prompt": "c204-s3", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for high customizability"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|AssetTiger", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most budget‑friendly:** AssetTiger"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|EZOfficeInventory (EZO)", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "EZOfficeInventory (EZO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all‑rounder (tracking + maintenance + depreciation):** EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|Asset Panda", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Most flexible for complex workflows:** Asset Panda"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|Sage Fixed Assets", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for finance/compliance:** Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|Snipe‑IT", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "Snipe‑IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for IT teams:** Snipe‑IT"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|UpKeep", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "UpKeep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for maintenance‑focused teams:** UpKeep"}, {"id": "mai-20260917-1752-baseline-2|c204-s3|zai-small|NetSuite Fixed Assets", "prompt": "c204-s3", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "comparative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if you’re already on NetSuite:** NetSuite Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|alibaba-small|QuickBooks Online", "prompt": "c204-s4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall: **QuickBooks Online** (Essentials Plan)"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|alibaba-small|EZofficeInventory", "prompt": "c204-s4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZofficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best Dedicated Tool: **EZofficeInventory**"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|alibaba-small|Xero", "prompt": "c204-s4", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best Alternative Accounting Platform: **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|anthropic-small|Fixed Asset Pro", "prompt": "c204-s4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fixed Asset Pro appears to offer the best combination of affordability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|anthropic-small|Xero", "prompt": "c204-s4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is another practical option if you're already using it for accounting"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|anthropic-small|Zoho Books", "prompt": "c204-s4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For small teams that want clean books, Xero or Zoho Books can be enough"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|anthropic-small|QuickBooks", "prompt": "c204-s4", "model": "anthropic-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you're already using Xero or QuickBooks, their built-in asset management features might meet your needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|challenger-small|AssetTiger", "prompt": "c204-s4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **AssetTiger** — highlighted as the budget-conscious choice for fixed-asset register workflows[5]."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|challenger-small|Xero", "prompt": "c204-s4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use cloud accounting:** **Xero** — recommended for small businesses and startups with simpler asset needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|challenger-small|QuickBooks Online + AssetAccountant", "prompt": "c204-s4", "model": "challenger-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online + AssetAccountant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as the overall best by one review, but it is likely less tight-budget-friendly than a standalone low-cost tool[4]"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|deepseek-small|AssetTiger", "prompt": "c204-s4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: AssetTiger (Free)"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|deepseek-small|Xero", "prompt": "c204-s4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Accounting Integration: Xero"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|deepseek-small|QuickBooks Online", "prompt": "c204-s4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** QuickBooks Online's fixed asset feature for a tight budget — it's locked behind the expensive Advanced tier."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|deepseek-small|AssetAccountant", "prompt": "c204-s4", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Specialist Add-on: AssetAccountant"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|google-small|Manager.io", "prompt": "c204-s4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is literally zero, **Manager.io** is hands-down the best choice."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|google-small|Xero", "prompt": "c204-s4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need cloud access and automated bank feeds, **Xero** is the best choice."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|google-small|QuickBooks Online", "prompt": "c204-s4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most cloud accounting platforms (like QuickBooks Online) gate their fixed asset registers behind expensive corporate tiers"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|google-small|Fixed Asset Pro (by MoneySoft)", "prompt": "c204-s4", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro (by MoneySoft)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fixed Asset Pro** is highly cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|meta-small|EZOfficeInventory", "prompt": "c204-s4", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best fixed asset accounting software for a small company with a tight budget is EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|meta-small|NetSuite Fixed Assets Management", "prompt": "c204-s4", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option is NetSuite Fixed Assets Management, which is ideal for small businesses already on NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|minimax-small|Xero", "prompt": "c204-s4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** (Best Overall Budget Choice) ... **Xero** or **ProfitBooks** would be the best choices"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|minimax-small|ProfitBooks", "prompt": "c204-s4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "ProfitBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero** or **ProfitBooks** would be the best choices since they offer fixed asset tracking either free or at minimal cost"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|minimax-small|AssetFrog", "prompt": "c204-s4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetFrog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AssetFrog** (Free Tier Available) ... No cost for basic tracking needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|minimax-small|QuickBooks Online", "prompt": "c204-s4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caveat**: Only worth it if you already have the Advanced plan"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|minimax-small|Asset Panda", "prompt": "c204-s4", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most paid options like Asset Panda offer 14-day free trials to test functionality"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|mistral-small|EZOfficeInventory", "prompt": "c204-s4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **EZOfficeInventory** and **Xero** are the most affordable and user-friendly options."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|mistral-small|Xero", "prompt": "c204-s4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budget, **EZOfficeInventory** and **Xero** are the most affordable and user-friendly options."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|mistral-small|Bricks Fixed Assets", "prompt": "c204-s4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bricks Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing starts at $50/user/month for those with under 5,000 assets, with no per-asset fees or long-term contracts"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|mistral-small|NetSuite Fixed Assets Management", "prompt": "c204-s4", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "NetSuite Fixed Assets Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be more expensive and is more suitable for those already in the NetSuite ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|moonshot-small|AssetFrog", "prompt": "c204-s4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetFrog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If cash is extremely tight**: Start with **AssetFrog** (free)"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|moonshot-small|Xero", "prompt": "c204-s4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need full accounting integration**: **Xero** at $2.50/month promotional rate"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|moonshot-small|MoneySoft Fixed Asset Pro", "prompt": "c204-s4", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "MoneySoft Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want to avoid subscriptions**: **MoneySoft Fixed Asset Pro** pays for itself in about 20 months"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|openai-small|Fixed Asset Pro", "prompt": "c204-s4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Fixed Asset Pro**"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|openai-small|AssetAccountant", "prompt": "c204-s4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good fit if you're a small business or accounting firm and want something focused on accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|openai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s4", "model": "openai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "stronger for tax/compliance needs, but usually more than a tiny business needs"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|xai-small|AssetTiger", "prompt": "c204-s4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Start with AssetTiger (free tier)** if you have fewer than 250 assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|xai-small|Xero", "prompt": "c204-s4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** edges out for integrated fixed assets at a low monthly cost, especially with promos."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|xai-small|Fixed Asset Pro", "prompt": "c204-s4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a perpetual license: **Fixed Asset Pro** offers the best long-term value under $500"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|xai-small|AssetAccountant", "prompt": "c204-s4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetAccountant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free very limited; requires QBO (~$99+/mo) for full value."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|xai-small|Asset Panda", "prompt": "c204-s4", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pricier for small scale; quote-based."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|zai-small|AssetTiger", "prompt": "c204-s4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AssetTiger** – Top Overall Free Choice"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|zai-small|xAssets", "prompt": "c204-s4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "xAssets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**xAssets** – Best for Larger Free Use ... Good for testing before committing to paid software"}, {"id": "mai-20260917-1752-baseline-2|c204-s4|zai-small|EZOfficeInventory", "prompt": "c204-s4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "EZOfficeInventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EZOfficeInventory** at $40/month is your best bet."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|zai-small|QuickBooks Online", "prompt": "c204-s4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using QuickBooks – **QuickBooks Online** built-in fixed asset tracking will be most cost-effective."}, {"id": "mai-20260917-1752-baseline-2|c204-s4|zai-small|Xero", "prompt": "c204-s4", "model": "zai-small", "cat": "fixed-asset-accounting", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Xero** – Cloud-Native Choice ... Modern cloud platform, good for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|SAP", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need the complexity (or cost) of enterprise suites like SAP or Oracle."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|Oracle", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't need the complexity (or cost) of enterprise suites like SAP or Oracle."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|QuickBooks Desktop Fixed Assets", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "QuickBooks Desktop Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you use QuickBooks/Xero:** Consider add-on plugins (like *QuickBooks Desktop Fixed Assets* or specialized cloud apps)"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|Accurate", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Accurate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you are standalone:** Look at established players like *Accurate*, *TRIRIGGA*, or *Fixed Asset Pro*."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|TRIRIGGA", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "TRIRIGGA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look at established players like *Accurate*, *TRIRIGGA*, or *Fixed Asset Pro*."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|alibaba-small|Fixed Asset Pro", "prompt": "c204-s5", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look at established players like *Accurate*, *TRIRIGGA*, or *Fixed Asset Pro*."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|Asset Accountant", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Accountant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3\\u20135 vendors (look at: Asset Accountant, AssetCues, WorthIt Fixed Assets, Sage Fixed Assets, EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|AssetCues", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetCues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "look at: Asset Accountant, AssetCues, WorthIt Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|WorthIt Fixed Assets", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "WorthIt Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "WorthIt Fixed Assets, Sage Fixed Assets, EZOfficeInventory"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|Sage Fixed Assets", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sage Fixed Assets, EZOfficeInventory, or a module in your existing accounting software"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|EZOfficeInventory", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EZOfficeInventory, or a module in your existing accounting software if you're on NetSuite/Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|NetSuite", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or a module in your existing accounting software if you're on NetSuite/Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|deepseek-small|Sage Intacct", "prompt": "c204-s5", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a module in your existing accounting software if you're on NetSuite/Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|NetSuite", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to justify the cost and heavy implementation of a massive enterprise ERP (like NetSuite or Sage Fixed Assets Premier)"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|Sage Fixed Assets Premier", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets Premier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify the cost and heavy implementation of a massive enterprise ERP (like NetSuite or Sage Fixed Assets Premier)"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|QuickBooks Online", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they both have basic built-in fixed asset registers... Very limited... this is a great place to start."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|Xero", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already using Xero or QuickBooks Online (Advanced), they both have basic built-in fixed asset registers."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|Sage Intacct", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "direct, out-of-the-box integrations with standard SMB accounting platforms like QuickBooks Online, Xero, or Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|UpKeep", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "UpKeep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These tools focus on mobile access, barcode/QR code scanning, and maintenance, but have integrations/modules to support the financial side"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|Asset Panda", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Asset Panda or UpKeep: These tools focus on mobile access, barcode/QR code scanning, and maintenance"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|EZOfficeInventory", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "EZOfficeInventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for managing handoffs, scanning barcodes, and scheduling maintenance (e.g., UpKeep, Asset Panda, EZOfficeInventory)"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|AssetAccountant", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Widely regarded as one of the best dedicated fixed asset tools for SMBs. It integrates beautifully with QuickBooks and Xero"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|google-small|NetAsset (by Netgain)", "prompt": "c204-s5", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetAsset (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you plan to scale rapidly or use NetSuite, this is a highly polished option."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|meta-small|Fixed Assets CS by Thomson Reuters", "prompt": "c204-s5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fixed Assets CS by Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular fixed asset accounting software options for small to mid-sized companies include: 1. Fixed Assets CS by Thomson Reuters"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|meta-small|Sage Fixed Assets Management Software", "prompt": "c204-s5", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets Management Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Sage Fixed Assets Management Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Sage Fixed Assets", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mid-Market:** Sage Fixed Assets, Asset Panda, Fixed Asset Cloud (by Softrax), MRI Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Asset Panda", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mid-Market:** Sage Fixed Assets, Asset Panda, Fixed Asset Cloud (by Softrax), MRI Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Fixed Asset Cloud (by Softrax)", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fixed Asset Cloud (by Softrax)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fixed Asset Cloud (by Softrax)"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|MRI Software", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "MRI Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mid-Market:** Sage Fixed Assets, Asset Panda, Fixed Asset Cloud (by Softrax), MRI Software"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|QuickBooks Fixed Asset Manager", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "QuickBooks Fixed Asset Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Small Business:** QuickBooks Fixed Asset Manager, Fixed Assets by Thomson Reuters, Dext Prepare"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Fixed Assets by Thomson Reuters", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Fixed Assets by Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fixed Assets by Thomson Reuters"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Dext Prepare", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Dext Prepare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Small Business:** QuickBooks Fixed Asset Manager, Fixed Assets by Thomson Reuters, Dext Prepare"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|Oracle Fixed Assets", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Oracle Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Enterprise:** Oracle Fixed Assets, SAP Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|mistral-small|SAP Fixed Asset Management", "prompt": "c204-s5", "model": "mistral-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP Fixed Asset Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise:** Oracle Fixed Assets, SAP Fixed Asset Management"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|moonshot-small|WorthIT Fixed Assets", "prompt": "c204-s5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "WorthIT Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMB-focused tools (like **WorthIT Fixed Assets** or **EZOfficeInventory**) can be deployed in days"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|moonshot-small|EZOfficeInventory", "prompt": "c204-s5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "EZOfficeInventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SMB-focused tools (like **WorthIT Fixed Assets** or **EZOfficeInventory**) can be deployed in days"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|moonshot-small|Sage Fixed Assets", "prompt": "c204-s5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise tools (Sage Fixed Assets, MRI) require weeks... Strong tax compliance + mid-market scale | Sage Fixed Assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|moonshot-small|MRI", "prompt": "c204-s5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "MRI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "whereas enterprise tools (Sage Fixed Assets, MRI) require weeks"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|moonshot-small|AssetCues", "prompt": "c204-s5", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "AssetCues", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Visual workflows + audit readiness | AssetCues-style platforms"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|Asset Panda", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Asset Panda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB fits: Asset Panda, Sage Fixed Assets, Brightpearl, or dedicated tools like NetAsset/Bassets."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|Sage Fixed Assets", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular SMB fits: Asset Panda, Sage Fixed Assets, Brightpearl, or dedicated tools like NetAsset/Bassets."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|Brightpearl", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Brightpearl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular SMB fits: Asset Panda, Sage Fixed Assets, Brightpearl, or dedicated tools like NetAsset/Bassets."}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|NetAsset", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "NetAsset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated tools like NetAsset/Bassets"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|Bassets", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "Bassets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dedicated tools like NetAsset/Bassets"}, {"id": "mai-20260917-1752-baseline-2|c204-s5|xai-small|SAP", "prompt": "c204-s5", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid over-featured enterprise tools (e.g., SAP) that are pricey/complex."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|PFX Fixed Assets", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "PFX Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Widely cited by accountants as \"by far the worst,\" reviews frequently highlight extremely poor user interface design"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|BNA Fixed Assets (Bloomberg Industry Accounting)", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "BNA Fixed Assets (Bloomberg Industry Accounting)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often criticized for being unnecessarily complex and \"bloated\" compared to competitors."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|NetSuite Fixed Assets", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "You should be cautious about implementing fully-fledged ERP modules (like **NetSuite Fixed Assets** or **Sage Intacct**)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|Sage Intacct", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cautious about implementing fully-fledged ERP modules (like **NetSuite Fixed Assets** or **Sage Intacct**) if your small business has fewer than 20–30 assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|QuickBooks Online \"Simple Start\"", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks Online \"Simple Start\"", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be wary of using low-tier accounting software (specifically **QuickBooks Online \"Simple Start\"** or **Standard**"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|Xero", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "and basic **Xero** plans) as your sole solution for fixed assets"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|Fixed Asset Pro", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Solutions like **Fixed Asset Pro** or **NetAsset** designed specifically for volume and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|alibaba-small|NetAsset", "prompt": "c204-s6", "model": "alibaba-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetAsset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Solutions like **Fixed Asset Pro** or **NetAsset** designed specifically for volume and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|NetSuite", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "These are powerful but built for large, multi-entity organizations. The cost, licensing, and implementation complexity ... is overkill for a small business."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|SAP", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade ERP fixed asset modules (e.g., full NetSuite, SAP, Oracle) ... is overkill for a small business."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Oracle", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade ERP fixed asset modules (e.g., full NetSuite, SAP, Oracle) ... is overkill for a small business."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Wasp RFID", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Wasp RFID", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "RFID readers, tags, and gateway hardware are expensive ... For a small business with a handful of stable assets, it's significant cost for little return."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|nettTracker", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "nettTracker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Only suitable if you're a small UK practice—otherwise avoid."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Asset.Guru", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset.Guru", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Asset tracking tools that aren't real accounting systems (e.g., Asset.Guru, pure inventory apps) ... don't do proper depreciation, lease accounting, or tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Asset Panda", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Asset Panda (with caution) ... Opaque pricing ... Steep learning curve and costly per-500-asset tiers"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|QuickBooks", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Built-in fixed asset modules in accounting software you already use (QuickBooks, Xero Fixed Assets, Sage Fixed Assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Xero Fixed Assets", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Built-in fixed asset modules in accounting software you already use (QuickBooks, Xero Fixed Assets, Sage Fixed Assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|Sage Fixed Assets", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Built-in fixed asset modules in accounting software you already use (QuickBooks, Xero Fixed Assets, Sage Fixed Assets)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|deepseek-small|AssetTiger", "prompt": "c204-s6", "model": "deepseek-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A lightweight register tool like AssetTiger (free tier, unlimited users) for simple physical tracking combined with your accounting software."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|Excel", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on them as a long-term solution is a major liability... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|Google Sheets", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "nearly every small business starts by tracking assets in Excel or Google Sheets, relying on them as a long-term solution is a major liability"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|Snipe-IT", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Snipe-IT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "specialized IT Asset Management (ITAM) tools like Snipe-IT) are great at telling you *where* an asset is, but fail at accounting."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|NetSuite", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overpowered Enterprise ERPs (e.g., NetSuite, SAP, Oracle)... generally a poor fit for independent small businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|SAP", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overpowered Enterprise ERPs (e.g., NetSuite, SAP, Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|Oracle", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Overpowered Enterprise ERPs (e.g., NetSuite, SAP, Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|AssetAccountant", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "look for **modular, cloud-native fixed asset tools** (e.g., *AssetAccountant, Sortly, or AssetTiger*)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|Sortly", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sortly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "e.g., *AssetAccountant, Sortly, or AssetTiger*"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|google-small|AssetTiger", "prompt": "c204-s6", "model": "google-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "e.g., *AssetAccountant, Sortly, or AssetTiger*"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|meta-small|AssetTiger", "prompt": "c204-s6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AssetTiger: Offers all the essentials, such as managing asset inventory, alerts, and basic maintenance features."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|meta-small|QuickBooks Online with AssetAccountant", "prompt": "c204-s6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks Online with AssetAccountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online with AssetAccountant: Best overall when integrated with AssetAccountant."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|meta-small|Xero", "prompt": "c204-s6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero: Best fixed asset manager in cloud-based accounting software."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|meta-small|Asset Panda", "prompt": "c204-s6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Asset Panda: Best for tracking tangible assets using barcodes."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|meta-small|AssetExplorer", "prompt": "c204-s6", "model": "meta-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetExplorer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AssetExplorer: Best for IT asset tracking and software license management."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|SAP Fixed Assets", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should steer clear of over‑engineered, high‑cost “enterprise‑grade” fixed‑asset software"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Oracle Fixed Assets", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Very high licensing & implementation costs.<br>• Requires dedicated IT staff or consultants.<br>• Over‑kill for a business with < $5 M revenue"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Microsoft Dynamics GP", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise‑grade Fixed‑Asset Modules (e.g., SAP Fixed Assets, Oracle Fixed Assets, Microsoft Dynamics GP) ... Over‑kill"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|QuickBooks", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use the fixed‑asset functionality built into mainstream accounting platforms (QuickBooks, Xero, Wave, FreshBooks)."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Xero", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use the fixed‑asset functionality built into mainstream accounting platforms (QuickBooks, Xero, Wave, FreshBooks)."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Wave", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "mainstream accounting platforms (QuickBooks, Xero, Wave, FreshBooks). These cover depreciation, disposal, and basic reporting"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|FreshBooks", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "mainstream accounting platforms (QuickBooks, Xero, Wave, FreshBooks). These cover depreciation, disposal, and basic reporting"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Asset Panda", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or a simple barcode‑scanning app like “Asset Panda” – many have free tiers"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|DepreciationPro", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "DepreciationPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "choose a low‑cost paid version that offers tax‑compliance updates (e.g., “DepreciationPro”)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|minimax-small|Excel/Google Sheets", "prompt": "c204-s6", "model": "minimax-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Spreadsheet‑Only Solutions (Excel/Google Sheets) for Large Portfolios ... Prone to formula errors, version‑control issues"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|NetSuite", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid/Be cautious with:** NetSuite, Sage Intacct, Bloomberg Tax Fixed Assets, and similar full ERP suites."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|Sage Intacct", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid/Be cautious with:** NetSuite, Sage Intacct, Bloomberg Tax Fixed Assets, and similar full ERP suites."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid/Be cautious with:** NetSuite, Sage Intacct, Bloomberg Tax Fixed Assets, and similar full ERP suites."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|Excel/Google Sheets", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Spreadsheets (Excel/Google Sheets) — Use With Extreme Caution"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|Xero", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious with:** Generic built-in fixed asset modules in platforms like **Xero** or basic **QuickBooks** versions."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|QuickBooks", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be cautious with:** Generic built-in fixed asset modules in platforms like **Xero** or basic **QuickBooks** versions."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|BNA Fixed Assets", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "BNA Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**BNA Fixed Assets** and **PFX** have been cited by accounting professionals as frustrating to use"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|moonshot-small|PFX", "prompt": "c204-s6", "model": "moonshot-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "PFX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**BNA Fixed Assets** and **PFX** have been cited by accounting professionals as frustrating to use"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Excel", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (e.g., Excel, Google Sheets):** - **Why avoid:** Prone to errors in depreciation calculations"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Google Sheets", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Spreadsheets (e.g., Excel, Google Sheets):** - **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|NetSuite Fixed Assets", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "NetSuite Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Enterprise-Level ERP Modules (e.g., NetSuite Fixed Assets ... - **Why avoid/caution:** Designed for large/multi-entity operations"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|SAP Fixed Asset Accounting", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "SAP Fixed Asset Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SAP Fixed Asset Accounting ... Reviews call them \"overbudget\" and \"heavyweight\" for small teams."}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Oracle Fixed Assets", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Oracle Fixed Assets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Oracle Fixed Assets ... **Why avoid/caution:** Designed for large/multi-entity operations"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Sage Fixed Assets", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Sage Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why caution:** May include unnecessary advanced compliance ... Reviews note it's \"overkill\" for small/medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Bloomberg Tax Fixed Assets", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Bloomberg Tax Fixed Assets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overly Complex/Feature-Heavy Tools (e.g., ... Bloomberg Tax Fixed Assets): **Why caution:**"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Fixed Asset Pro", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Fixed Asset Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Outdated/Local-Install Software (e.g., some legacy like Fixed Asset Pro):** Occasional calc errors, manual processes"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|AssetTiger", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "AssetTiger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Simple, Affordable Options:** AssetTiger (free tier, customizable)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|QuickBooks Online Advanced", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "QuickBooks Online Advanced/Xero built-ins (integrated, low-cost)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Xero", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "QuickBooks Online Advanced/Xero built-ins (integrated, low-cost)"}, {"id": "mai-20260917-1752-baseline-2|c204-s6|xai-small|Bassets.ez", "prompt": "c204-s6", "model": "xai-small", "cat": "fixed-asset-accounting", "variant": "negative", "raw": "Bassets.ez", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Bassets.ez (ROI-focused for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Rillet (Aura)", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Rillet (Aura)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently considered the leader in AI-native accounting for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Numeric", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Rillet** or **Numeric**. They act as an intelligent layer that makes your expensive ERP faster and cheaper to run."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Maxima", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A full-suite platform that uses AI to assist across the entire accounting cycle... often chosen by larger enterprises"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Rossum", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Rossum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Too Many Vendor Bills to Enter Manually:* Choose **Rossum** or **Vic.ai**."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Vic.ai", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focused primarily on Accounts Payable, Vic.ai learns from your historical behavior to auto-code vendor bills"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Xendoo", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xendoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines an all-in-one cloud financial system with a dedicated finance team."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Digits", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "No (We are modernizing):* Look at **Digits** or **Dext**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|alibaba-small|Dext", "prompt": "c205-l1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Look at **Digits** or **Dext**, which serve as a new, lighter, AI-first central system."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|anthropic-small|Sage Intacct", "prompt": "c205-l1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sage Intacct's AI-powered accounting software is built for more complex accounting with multi-entity reporting, deeper controls, and a modular setup that grows with the organization"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|anthropic-small|Vic.ai", "prompt": "c205-l1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vic.ai doesn't cover close management, reconciliation or financial reporting, so finance teams looking for broader workflow automation will need additional tooling alongside it"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|anthropic-small|Tabs", "prompt": "c205-l1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tabs is an AI-powered revenue automation platform built for SaaS and B2B companies with complex, contract-driven revenue"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|anthropic-small|DualEntry", "prompt": "c205-l1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market B2B companies, DualEntry is a smart choice for lean, fast-moving finance teams"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|challenger-small|Netgain", "prompt": "c205-l1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Netgain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most defensible **enterprise** pick from the results, **Netgain** is the best fit for companies already on **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|challenger-small|Numeric", "prompt": "c205-l1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** is the strongest option in these results: it is positioned for **month-end close, reconciliation, flux drafting, and reporting**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|challenger-small|Docyt", "prompt": "c205-l1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Docyt** is also a serious contender because it is described as a **full-stack AI workflow system**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|challenger-small|Booke AI", "prompt": "c205-l1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Booke AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Booke AI** is highlighted by one source for automating books in those ledgers"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|FloQast", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the strongest overall pick for most large B2B organizations"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Vic.ai", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Vic.ai** as a critical complement for high-volume AP"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Sage Intacct", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** (best for multi-entity mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Oracle NetSuite", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle NetSuite** (best for large-scale enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Rillet", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rillet** (AI-native, built for SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|SAP", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ERP of record** \\u2013 NetSuite, Sage Intacct, or SAP (your source of truth)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Ramp", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AP automation layer** \\u2013 **Vic.ai** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|BlackLine", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or BlackLine if you're at the very top end / already in SAP-heavy environments"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Younium", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "add a dedicated revenue recognition tool (Younium, Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|deepseek-small|Zuora", "prompt": "c205-l1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "add a dedicated revenue recognition tool (Younium, Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|QuickBooks Online", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "B2B companies do not use standard, single-app \"bookkeeping\" tools like those designed for small businesses (e.g., QuickBooks Online, Xero, or Bench)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Xero", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "do not use standard, single-app \"bookkeeping\" tools like those designed for small businesses (e.g., QuickBooks Online, Xero, or Bench)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Bench", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Bench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "do not use standard, single-app \"bookkeeping\" tools like those designed for small businesses (e.g., QuickBooks Online, Xero, or Bench)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Oracle NetSuite", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ensure you are utilizing the native AI features of your core ERP... NetSuite includes native AI tools like Bill Capture"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Sage Intacct", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "an Enterprise Resource Planning (ERP) platform like **Oracle NetSuite, Sage Intacct, SAP, or Workday**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|SAP", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ERP platform like **Oracle NetSuite, Sage Intacct, SAP, or Workday**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Workday", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ERP platform like **Oracle NetSuite, Sage Intacct, SAP, or Workday**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Numeric", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Numeric is widely regarded as the leading AI-native close management platform for mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|FloQast", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Alternative:* **FloQast** (highly trusted for enterprise close workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Tabs", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for Complex Revenue Recognition (ASC 606): **Tabs**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Vic.ai", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Vic.ai is the leader in autonomous enterprise AP"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|google-small|Trullion", "prompt": "c205-l1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best for AI Lease & Asset Accounting: **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|meta-small|Botkeeper", "prompt": "c205-l1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Botkeeper - for bookkeeping automation with human oversight."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|meta-small|Numeric", "prompt": "c205-l1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Numeric - for month-end close management and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|meta-small|Vic.ai", "prompt": "c205-l1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vic.ai - for AP invoice processing."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|meta-small|FloQast", "prompt": "c205-l1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FloQast - for enterprise AI accounting transformation."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|minimax-small|Maxima", "prompt": "c205-l1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Maxima", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Maxima**\n- AI-native platform designed for enterprise accounting... platforms like Maxima offer specialized enterprise-grade AI accounting capabilities."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|minimax-small|SAP Business AI", "prompt": "c205-l1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "SAP Business AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for companies already using SAP infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|minimax-small|Oracle AI Financials", "prompt": "c205-l1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Oracle AI Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for enterprises with complex financial structures"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|minimax-small|Workday Financial Management", "prompt": "c205-l1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies needing integrated finance and HR functions"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|minimax-small|QuickBooks Enterprise", "prompt": "c205-l1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More affordable enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|mistral-small|Numeric", "prompt": "c205-l1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** and **Vic.ai** are top choices... Numeric is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|mistral-small|Vic.ai", "prompt": "c205-l1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Numeric** and **Vic.ai** are top choices due to their advanced AI features"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|mistral-small|Botkeeper", "prompt": "c205-l1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers bookkeeping automation with human oversight, suitable for firms that want a balance"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|mistral-small|FloQast", "prompt": "c205-l1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for enterprise AI accounting transformation, particularly for larger organizations."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|moonshot-small|Digits", "prompt": "c205-l1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Digits** if you want a modern, AI-first approach"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|moonshot-small|Maxima", "prompt": "c205-l1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AI-native platform for enterprise accounting**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|moonshot-small|Docyt", "prompt": "c205-l1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Multi-Entity Operations)"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|moonshot-small|Sage Intacct", "prompt": "c205-l1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or **Sage Intacct** if you need a more established enterprise solution with broader ecosystem support"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|moonshot-small|Nominal", "prompt": "c205-l1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Nominal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Autonomous reconciliation and consolidation for mid-market to enterprise finance teams"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|openai-small|NetSuite", "prompt": "c205-l1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation for true enterprise use**, I'd choose **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|openai-small|Sage Intacct", "prompt": "c205-l1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **best bookkeeping automation with strong accounting controls**: **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|openai-small|QuickBooks", "prompt": "c205-l1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good AI capabilities, but more suited to **SMB to lower-mid-market** than a typical enterprise B2B environment"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|openai-small|BlackLine", "prompt": "c205-l1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your main pain is **financial close and reconciliations**, rather than day-to-day bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|NetSuite (Oracle)", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If starting fresh or need integrated ERP:** NetSuite—frequently tops enterprise lists for AI depth in B2B finance."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|Sage Intacct", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**B2B SaaS-focused (e.g., subscriptions):** Sage Intacct or add-ons like Tabs for revenue workflows."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|BlackLine", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For finance teams on legacy ERP:** BlackLine for targeted AI close/bookkeeping automation."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|Oracle Fusion Cloud ERP", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost/complexity; suited for Oracle ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|Tabs", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sage Intacct or add-ons like Tabs for revenue workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|Numeric", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Emerging players like Numeric or FloQast shine for mid-enterprise but scale less for true globals."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|xai-small|FloQast", "prompt": "c205-l1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Emerging players like Numeric or FloQast shine for mid-enterprise but scale less for true globals."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|zai-small|LayerNext", "prompt": "c205-l1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "LayerNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your enterprise already uses NetSuite, SAP, or QuickBooks and wants to automate the bookkeeping *without* replacing your core system, LayerNext is the strongest contender."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|zai-small|FloQast", "prompt": "c205-l1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast is widely ranked as the top choice for mid-to-large accounting teams because its AI is designed to be \"auditable.\""}, {"id": "mai-20260917-1752-baseline-2|c205-l1|zai-small|Digits", "prompt": "c205-l1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your enterprise is willing to move away from a traditional ERP and adopt an AI-native ledger, Digits is the market leader in this specific category."}, {"id": "mai-20260917-1752-baseline-2|c205-l1|zai-small|Trullion", "prompt": "c205-l1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprise companies focused heavily on external audits, regulatory compliance, and complex lease accounting, Trullion is the specialized tool."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|HighRadius", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is widely considered the market leader for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|Zuora", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zuora is the gold standard for subscription management."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|BlackLine", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then layer in **BlackLine** for the accounting close"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|Tipalti", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti acts as an automated AP agent."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|Ramp", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While not strictly an \"accounting agent\" for your ledgers, these are critical for the front-end operations"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|alibaba-small|Brex", "prompt": "c205-l2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For Employee Spend (Expense Mgmt): Ramp or Brex"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|Oracle NetSuite", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle NetSuite is the best ERP-first choice"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|Sage Intacct", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sage Intacct for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|Dynamics 365 Finance", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dynamics 365 Finance for Microsoft-centric estates"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|Maxima's new \"Max\" AI agent", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Maxima's new \"Max\" AI agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maxima's new \"Max\" AI agent works with a company's existing enterprise systems"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|Vic.ai", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vic.ai is an AI-native AP automation platform built for enterprises processing high volumes of invoices"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|BlackLine", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BlackLine is the incumbent in enterprise close and reconciliation automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|anthropic-small|HighRadius", "prompt": "c205-l2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HighRadius covers the entire order-to-cash cycle for large global operations"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|challenger-small|FloQast", "prompt": "c205-l2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **FloQast** if your main need is enterprise-grade **close management, reconciliations, journal entries..."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|challenger-small|Vic.ai", "prompt": "c205-l2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vic.ai** for **high-volume accounts payable** automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|challenger-small|Numeric", "prompt": "c205-l2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** for **month-end close** acceleration"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|challenger-small|BlackLine", "prompt": "c205-l2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlackLine** for **close orchestration and reconciliation governance** at scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|challenger-small|Maxima", "prompt": "c205-l2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Maxima** for **record-to-report** work such as journals, reconciliations, matching, and flux"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|BlackLine", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to name **one** platform for a large B2B company with thousands of employees, it would be **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|Vic.ai", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**paired with Vic.ai** for your accounts payable volume"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|FloQast", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **FloQast** as the leading mid-market alternative"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|HighRadius", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong alternative for enterprise close automation with native agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|Trintech", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worth evaluating for large, complex consolidations and FP&A."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|deepseek-small|OneStream", "prompt": "c205-l2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Worth evaluating for large, complex consolidations and FP&A."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|Workday Accounting Agent (via Workday Illuminate / Sana AI)", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Workday Accounting Agent (via Workday Illuminate / Sana AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "begin by evaluating **SAP Joule** or **Workday’s Accounting Agent**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|SAP Joule Agents", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "SAP Joule Agents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "begin by evaluating **SAP Joule** or **Workday’s Accounting Agent**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|NetSuite Embedded AI Agents", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "NetSuite Embedded AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** NetSuite-native companies."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|HighRadius", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Implement **HighRadius** if your priority is cash collection and AR optimization."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|Auditoria.ai", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Auditoria.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Implement **Auditoria.ai** or **Vic.ai** if you need to eliminate human invoice-data entry"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|Vic.ai", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "built specifically to automate accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|Numeric", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Numeric** or **FloQast**: **Best For:** Companies looking to move ... to a continuous, real-time close."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|FloQast", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Numeric** or **FloQast**: **Best For:** Companies looking to move ... to a continuous, real-time close."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|GPT-4", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "GPT-4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid building custom agents using raw, general-purpose LLMs (like standard GPT-4 or Claude) without specialized middleware."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|google-small|Claude", "prompt": "c205-l2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid building custom agents using raw, general-purpose LLMs (like standard GPT-4 or Claude) without specialized middleware."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|meta-small|Basis AI", "prompt": "c205-l2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Basis AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Basis AI: This AI agent is designed for accounting firms and can help automate repetitive tasks"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|meta-small|Maxima", "prompt": "c205-l2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Maxima: This AI agent is designed for enterprise accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|meta-small|Pilot AI Accountant", "prompt": "c205-l2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "designed for full-cycle autonomous bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|meta-small|Ramp Accounting Agent", "prompt": "c205-l2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "designed for expense coding and real-time close"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|meta-small|Vic.ai", "prompt": "c205-l2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vic.ai: This AI agent is designed for enterprise AP automation."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|minimax-small|Maxima", "prompt": "c205-l2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Maxima", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Maxima** (specifically their AI agent \"Max\") as a top choice"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|minimax-small|Vic.ai", "prompt": "c205-l2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd specifically request demos from Maxima and Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|minimax-small|Ramp Accounting Agent", "prompt": "c205-l2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ramp Accounting Agent** - Expense coding and real-time close"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|minimax-small|Basis AI", "prompt": "c205-l2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Basis AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Basis AI** - Accounting, tax, and audit for large firms"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|mistral-small|Vic.ai", "prompt": "c205-l2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Vic.ai** or **FloQast** as top AI agents for accounting tasks."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|mistral-small|FloQast", "prompt": "c205-l2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Vic.ai** or **FloQast** as top AI agents for accounting tasks."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|moonshot-small|Maxima (Max)", "prompt": "c205-l2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Maxima (Max)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick:** **BlackLine** or **Maxima**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|moonshot-small|BlackLine (Verity AI)", "prompt": "c205-l2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine (Verity AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top pick:** **BlackLine** or **Maxima** — both are built specifically for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|moonshot-small|FloQast AI Agents", "prompt": "c205-l2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Close Management & Compliance"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|moonshot-small|Vic.ai", "prompt": "c205-l2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Accounts Payable Automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|openai-small|BlackLine", "prompt": "c205-l2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **BlackLine** if your main need is **enterprise accounting operations**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|openai-small|Workday Accounting Agent", "prompt": "c205-l2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Workday Accounting Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Accounting Agent** is also a strong choice because it's tightly integrated with Workday's finance data model"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|xai-small|Vic.ai", "prompt": "c205-l2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vic.ai** as the top AI agent for accounting tasks"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|xai-small|BlackLine (Verity AI)", "prompt": "c205-l2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine (Verity AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for full financial close management in Fortune 500 environments... but more expensive ($50K+ annually)"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|xai-small|FloQast", "prompt": "c205-l2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some reviews note scalability limits for ultra-large (5,000+ accounts) setups"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|xai-small|NetSuite AI (Oracle)", "prompt": "c205-l2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "NetSuite AI (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already on these ERPs, their embedded AI agents handle AP/AR automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|xai-small|SAP Joule Agents", "prompt": "c205-l2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "SAP Joule Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP for massive multinationals"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|zai-small|BlackLine", "prompt": "c205-l2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most robust, enterprise‑wide AI agent for accounting work is **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c205-l2|zai-small|Vic.ai", "prompt": "c205-l2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise AP automation (invoice processing, coding, 3‑way matching)."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|zai-small|Trullion", "prompt": "c205-l2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lease accounting (ASC 842), revenue recognition (ASC 606/IFRS 15), and audit traceability."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|zai-small|ChatFin / Basis AI", "prompt": "c205-l2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "ChatFin / Basis AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Natural‑language queries, variance explanations, and generative reporting."}, {"id": "mai-20260917-1752-baseline-2|c205-l2|zai-small|Kognitos", "prompt": "c205-l2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Kognitos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End‑to‑end workflow orchestration (close, reconciliation, journal entries, AP/AR)."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|alibaba-small|FloQast", "prompt": "c205-l3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast is widely considered the gold standard for enterprise close management."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|alibaba-small|Vic.ai", "prompt": "c205-l3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are drowning in **invoices** and receipts, start with **Vic.ai** and **Dext**."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|alibaba-small|Numeric", "prompt": "c205-l3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your biggest pain is a **slow month-end close**, start with **FloQast** or **Numeric**."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|alibaba-small|Dext Prepare (formerly Expensify)", "prompt": "c205-l3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext Prepare (formerly Expensify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dext acts as the data gateway for the finance department."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|alibaba-small|Sage Intacct", "prompt": "c205-l3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are managing **multiple subsidiaries** and complex revenue recognition, your foundation should likely be **Sage Intacct**."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|anthropic-small|Numeric", "prompt": "c205-l3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric is the best overall AI accounting software for mid-sized to enterprise teams"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|anthropic-small|Trullion", "prompt": "c205-l3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trullion is purpose-built for complex accounting standards"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|anthropic-small|Vic.ai", "prompt": "c205-l3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vic.ai doesn't cover close management, reconciliation or financial reporting, so finance teams looking for broader workflow automation will need additional tooling"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|anthropic-small|Sage Intacct", "prompt": "c205-l3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation is lengthy and expensive... and the AI accounting software capabilities through Copilot are still maturing"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|anthropic-small|Netgain", "prompt": "c205-l3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Netgain automates key processes including reconciliations, cash management, and financial reporting, with solutions fully embedded in NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|BlackLine", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for governance-heavy close**: **BlackLine** or **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|FloQast", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for governance-heavy close**: **BlackLine** or **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|Numeric", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall for close automation**: **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|Vic.ai", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for enterprise AP**: **Vic.ai**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|Sage Intacct", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for multi-entity enterprise finance**: **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|NetSuite", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for broader ERP + accounting**: **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|challenger-small|Trullion", "prompt": "c205-l3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for lease/revenue recognition**: **Trullion**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|deepseek-small|BlackLine", "prompt": "c205-l3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Global enterprise with heavy compliance & SAP/Oracle** → **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|deepseek-small|FloQast", "prompt": "c205-l3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid-market, fast implementation, accountant-friendly** → **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|deepseek-small|Sage Intacct", "prompt": "c205-l3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need a full AI-enabled ERP/system of record with multi-entity support** → **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|deepseek-small|Vic.ai", "prompt": "c205-l3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High-volume AP, want autonomous invoice processing** → **Vic.ai**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|deepseek-small|Numeric", "prompt": "c205-l3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Newer and less proven at massive enterprise scale than BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Sage Intacct", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look to **Workday, Sage Intacct, or Oracle NetSuite's** native AI agents"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Oracle NetSuite", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look to **Workday, Sage Intacct, or Oracle NetSuite's** native AI agents"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Workday", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large, multinational enterprises with complex revenue structures"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|BlackLine", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The gold standard for enterprise close and reconciliation automation."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Numeric", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **BlackLine** ... or **Numeric** (for fast-growing enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Vic.ai", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "deploy point agents like **Vic.ai** or **Tabs/Trullion** directly alongside your ledger"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Trullion", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Enterprise audit prep, asset-heavy companies dealing with lease accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|google-small|Tabs", "prompt": "c205-l3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An AI platform dedicated specifically to enterprise revenue recognition and contract ingestion."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|FloQast", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|Vic.ai", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|Dext", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|Sage Intacct", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|BlackLine", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|meta-small|Workiva", "prompt": "c205-l3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include FloQast, Vic.ai, Dext, Sage Intacct, BlackLine, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|FloQast", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Complex enterprise workflows across journal entries, reconciliations, close management, compliance, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|BlackLine", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Large enterprises requiring high-volume financial reconciliation and robust compliance"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|Numeric", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Mid-sized to enterprise teams focused on month-end close optimization"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|Vic.ai", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Autonomous accounts payable processing"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|Sage Intacct", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Large enterprises needing comprehensive ERP-level functionality"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|minimax-small|Vena Copilot", "prompt": "c205-l3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vena Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** FP&A teams wanting AI embedded in Excel-based workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|FloQast", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Enterprise AI accounting transformation... FloQast is widely regarded as a leader in close management orchestration for large organizations."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|BlackLine", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine is considered the enterprise close management platform incumbent."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Vic.ai", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vic.ai is the top choice for autonomous AP"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Numeric", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native close management and CFO-ready reporting"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Trullion", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trullion excels in lease and revenue recognition."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Kognitos", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Kognitos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kognitos uses neurosymbolic AI for deterministic, auditable automation across workflows."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|BILL", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BILL, Ramp, and Brex are strong for spend management."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Ramp", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BILL, Ramp, and Brex are strong for spend management."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|mistral-small|Brex", "prompt": "c205-l3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BILL, Ramp, and Brex are strong for spend management."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|FloQast", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** - Best for Enterprise Close Management"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Vic.ai", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vic.ai** - Best for Autonomous Accounts Payable"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Sage Intacct", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** - Best for Multi-Entity Enterprise Accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|BlackLine", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**BlackLine** - Best for Enterprise Financial Close & Controls ... industry standard for enterprise controls"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Trintech", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trintech** - Best for AI-Powered Close Planning"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Numeric", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Numeric** - Best for AI-Native Close Automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Trullion", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Trullion** - Best for Audit-Ready Document Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Docyt", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Docyt** - Best for Continuous Real-Time Bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|Zeni", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zeni** - Best for AI + Human Bookkeeping Service"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|BILL", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BILL (SMB/mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|moonshot-small|NetSuite", "prompt": "c205-l3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For full ERP replacement**: Sage Intacct (mid-market), NetSuite (enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|openai-small|Intuit Enterprise Suite", "prompt": "c205-l3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Intuit Enterprise Suite** if you need **multi-entity accounting, consolidated reporting, and AI-assisted bookkeeping**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|openai-small|Workday Financial Management", "prompt": "c205-l3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday** if your priority is **enterprise finance operations, controls, and accounting integrated with broader workforce/operations data**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|openai-small|Oracle Fusion Cloud Financial Management", "prompt": "c205-l3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Oracle Fusion Cloud Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Oracle** if you need **ERP-scale finance, planning, close, and controls** across a large organization"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|openai-small|QuickBooks Online Advanced / Intuit Intelligence", "prompt": "c205-l3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online Advanced / Intuit Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **QuickBooks Online Advanced** if you want **AI help for a growing company**"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|xai-small|Oracle NetSuite", "prompt": "c205-l3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "All-in-one ERP (finance + CRM/inventory/HR); embedded AI across suite for end-to-end (record-to-report)."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|xai-small|Sage Intacct", "prompt": "c205-l3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Finance-first cloud platform (not full ERP); easier setup/customization than NetSuite, stronger real-time visibility/reporting."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|xai-small|Oracle Fusion Cloud ERP", "prompt": "c205-l3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More complex/expensive than NetSuite; focuses on massive enterprises."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|xai-small|FloQast", "prompt": "c205-l3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "slow closes → FloQast"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|xai-small|Vic.ai", "prompt": "c205-l3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AP bottlenecks → Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|zai-small|BlackLine", "prompt": "c205-l3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the market leader for **Financial Close Management**."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|zai-small|FloQast", "prompt": "c205-l3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast positions itself as the modern alternative to BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|zai-small|Docyt", "prompt": "c205-l3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Docyt is unique because it is **AI-native** rather than AI-attached."}, {"id": "mai-20260917-1752-baseline-2|c205-l3|zai-small|Vic.ai", "prompt": "c205-l3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Vic.ai if your biggest bottleneck is Accounts Payable"}, {"id": "mai-20260917-1752-baseline-2|c205-l3|zai-small|Trullion", "prompt": "c205-l3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Trullion if your primary need is to support external audits"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|QuickBooks", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard bookkeeping software (like QuickBooks or Xero) is insufficient"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|Xero", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard bookkeeping software (like QuickBooks or Xero) is insufficient"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|Acumatica Cloud ERP", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Acumatica Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the best solution is **Acumatica Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|Oracle NetSuite", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Market Standard & AI Depth: Oracle NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Microsoft Ecosystems: Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|alibaba-small|BlackLine", "prompt": "c205-l4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider adding **BlackLine** as a specific tool on top of your ERP"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|anthropic-small|Tofu", "prompt": "c205-l4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company with thousands of users, **Tofu's flat entity-based pricing model** would provide the most predictable total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|anthropic-small|Sage Intacct", "prompt": "c205-l4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** and **Vic.ai** are purpose-built enterprise solutions worth evaluating"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|anthropic-small|Vic.ai", "prompt": "c205-l4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vic.ai is a highly robust AI alternative tailored predominantly for enterprise-level operations"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|Sage Intacct", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is the better default pick because it is explicitly positioned for **enterprise-grade cloud accounting**"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|NetSuite", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong enterprise option for multi-entity and complex organizations, but the results frame it as more expensive and more implementation-heavy"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|BlackLine", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlackLine** if the core pain point is close and reconciliation rather than day-to-day bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|QuickBooks AI / Intuit Assist", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks AI / Intuit Assist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "described as best for SMBs or accountant ecosystems, not thousands of internal users"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|Botkeeper", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Botkeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "emphasize firm workflow and enterprise service rather than a predictable company-wide seat model"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|Numeric", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the sources do not clearly establish a simpler predictable-total-cost model for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|Docyt", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Docyt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "positioned more as back-office automation or managed-service-style tools than as a broad enterprise user platform"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|challenger-small|Zeni", "prompt": "c205-l4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "positioned more as back-office automation or managed-service-style tools than as a broad enterprise user platform"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|Acumatica", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Acumatica — Best overall for predictable enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|Xero", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero — Great for flat-rate bookkeeping with AI built-in"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|Tofu", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tofu is designed for bookkeeping firms, not necessarily direct enterprise use"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|HelloBooks.ai", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "HelloBooks.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This is a newer, smaller player... Probably insufficient for complex multi-entity or regulatory-heavy industries."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|BlackLine", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go enterprise-grade with BlackLine or FloQast and negotiate a flat annual platform fee"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|FloQast", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go enterprise-grade with BlackLine or FloQast and negotiate a flat annual platform fee"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|BookWell", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BookWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "layer an AI bookkeeping tool on top (e.g., Tofu, BookWell, or a custom integration)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|QuickBooks Online Advanced", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid any tool pricing per user (e.g., QuickBooks Online Advanced..."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|NetSuite", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid any tool pricing per user (e.g., ... NetSuite on a seat-based plan"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|deepseek-small|BILL", "prompt": "c205-l4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "or typical SaaS like BILL) — at thousands of users, the cost becomes prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|google-small|Ramp", "prompt": "c205-l4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Ramp (Best for Corporate Spend, Expense Management, & AI Accounting Sync)... You do not pay per-user, making your software cost entirely predictable."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|google-small|Vic.ai", "prompt": "c205-l4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vic.ai is the industry leader for enterprise-grade autonomous finance."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|google-small|Tipalti", "prompt": "c205-l4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti is an enterprise-scale finance platform ideal for companies with global operations"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|meta-small|NetSuite", "prompt": "c205-l4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. NetSuite - A cloud-based platform that offers AI-powered pricing, revenue management, and demand forecasting"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|meta-small|Vic.ai", "prompt": "c205-l4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Vic.ai - A platform that offers autonomous GL coding, intelligent approval routing, and high-volume invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|meta-small|QuickBooks Online with Intuit Assist", "prompt": "c205-l4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. QuickBooks Online with Intuit Assist - A platform that offers generative categorization, invoice drafting, and cash-flow forecasting"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|meta-small|Ramp", "prompt": "c205-l4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Ramp - A platform that offers corporate cards and expense management, with a free core platform"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|HelloBooks.ai", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "HelloBooks.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Negotiate an enterprise site license with **Xero** (unlimited users) or explore **HelloBooks.ai Business** at $79.99/mo flat"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|BookWell", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BookWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Flat rate $19-$39/mo | Cost-sensitive scaling | Unlimited users + transactions"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Xero", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Negotiate an enterprise site license with **Xero** (unlimited users)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Tofu", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tofu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tofu** at $199/mo handles unlimited users across unlimited clients—exceptional value, though designed for accounting firms"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|SAP", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Negotiated enterprise licenses** with SAP, Oracle, or Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Oracle", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Negotiated enterprise licenses** with SAP, Oracle, or Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Microsoft Dynamics 365", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "require custom contracts ($100-250/user/month all-in)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Digits", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Multi-entity platforms** like **Digits** (enterprise plans)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|minimax-small|Microsoft Copilot for Finance", "prompt": "c205-l4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Microsoft Copilot for Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you already have ERP**: Add AI capabilities via **Microsoft Copilot**"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|mistral-small|Vic.ai", "prompt": "c205-l4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vic.ai** stands out as the best AI bookkeeping tool"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Vic.ai", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Vic.ai** (Enterprise Tier)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Ramp Enterprise", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Ramp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Ramp Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|BILL (Bill.com)", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid for Your Use Case ... scales linearly with headcount"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Sage Intacct", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Per-user model ... Costs explode with scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|NetSuite", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "usage-based by user count—unpredictable at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Numeric", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "designed for smaller teams, not thousands"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|QuickBooks Advanced", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Capped at 25 users—not built for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Zeni", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Accounting firm/outsourced model** | **Zeni** (custom enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|moonshot-small|Docyt", "prompt": "c205-l4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Docyt** (flat subscription tiers)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|openai-small|Botkeeper", "prompt": "c205-l4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Botkeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Botkeeper’s tech-only “Infinite” model**"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|openai-small|Sage Intacct", "prompt": "c205-l4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** is strong, but Sage says pricing is **customized**... which is less predictable upfront"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|openai-small|Xero", "prompt": "c205-l4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing model includes **per-user fees**, which can become less predictable at very large headcounts"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Xero", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Xero stands out as the strongest option among viable tools."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|BILL", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Per-user tools (QuickBooks Advanced ~$200–$275/mo with caps; BILL $45–$89/user/mo): Unpredictable/costly explosion at scale."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|QuickBooks", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Per-user tools (QuickBooks Advanced ~$200–$275/mo with caps...): Unpredictable/costly explosion at scale."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|NetSuite (Oracle)", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best full ERP with AI for massive enterprises... negotiate NetSuite for locked-in annual pricing."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Sage Intacct", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per-user scaling makes it costly for thousands (e.g., $500K+ total). Better for mid-market than ultra-large."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Tofu", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tofu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB-focused AI tools (Tofu $79–$199/mo entity-based...): Not battle-tested for thousands of enterprise users."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Growthy", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Growthy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Growthy/Docyt per-entity): Not battle-tested for thousands of enterprise users."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Docyt", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Docyt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Growthy/Docyt per-entity): Not battle-tested for thousands of enterprise users."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|Workday", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Custom/ERP-heavy (Workday, SAP): Even higher negotiated costs, less pure bookkeeping focus."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|xai-small|SAP", "prompt": "c205-l4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Custom/ERP-heavy (Workday, SAP): Even higher negotiated costs, less pure bookkeeping focus."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|zai-small|Tofu", "prompt": "c205-l4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Tofu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI bookkeeping tool for a large company with thousands of users looking for predictable total cost is **Tofu**."}, {"id": "mai-20260917-1752-baseline-2|c205-l4|zai-small|BookWell", "prompt": "c205-l4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "BookWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BookWell** (for accounting firms managing multiple clients)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|zai-small|Growthy", "prompt": "c205-l4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Growthy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growthy** (for accounting firms)"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|zai-small|NetSuite", "prompt": "c205-l4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**NetSuite** (Enterprise edition): Custom pricing typically $25,000-100,000+/year with AI features"}, {"id": "mai-20260917-1752-baseline-2|c205-l4|zai-small|Sage Intacct", "prompt": "c205-l4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sage Intacct:** Custom pricing starting at $9,000 annually for basic packages, with AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|alibaba-small|ChatGPT", "prompt": "c205-l6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools like public versions of ChatGPT or Claude ... are generally **unsafe to use as primary processing engines** for sensitive financial data"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|alibaba-small|Claude", "prompt": "c205-l6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "tools like public versions of ChatGPT or Claude ... are generally **unsafe to use as primary processing engines** for sensitive financial data"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|alibaba-small|NetSuite", "prompt": "c205-l6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "adopt **\"Co-Pilots\"**—specialized AI modules embedded within established, secure platforms (like **NetSuite**, **Oracle NetSuite**, **SAP S/4HANA**, or **Workday**)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|alibaba-small|SAP S/4HANA", "prompt": "c205-l6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "embedded within established, secure platforms (like **NetSuite**, **Oracle NetSuite**, **SAP S/4HANA**, or **Workday**)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|alibaba-small|Workday", "prompt": "c205-l6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "embedded within established, secure platforms (like **NetSuite**, **Oracle NetSuite**, **SAP S/4HANA**, or **Workday**)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|QuickBooks", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-first accounting platforms like QuickBooks, Xero, and FreshBooks when used as the core finance stack for a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Xero", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-first accounting platforms like QuickBooks, Xero, and FreshBooks when used as the core finance stack for a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|FreshBooks", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-first accounting platforms like QuickBooks, Xero, and FreshBooks when used as the core finance stack for a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Digits", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "such as Digits and Puzzle if your enterprise needs mature governance, deep configurability, and long-term platform stability"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Puzzle", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Puzzle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "such as Digits and Puzzle if your enterprise needs mature governance, deep configurability, and long-term platform stability"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|ChatGPT", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "General-purpose LLMs like ChatGPT and Claude if they are used without governance as a system of record"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Claude", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "General-purpose LLMs like ChatGPT and Claude if they are used without governance as a system of record"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|FloQast", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the safer alternatives in the results are enterprise close and AP platforms like FloQast, Numeric, Vic.ai, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Numeric", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safer alternatives ... FloQast, Numeric, Vic.ai, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Vic.ai", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer alternatives ... FloQast, Numeric, Vic.ai, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|BlackLine", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "safer alternatives ... FloQast, Numeric, Vic.ai, BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Sage Intacct", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Sage Intacct, NetSuite, Oracle Financials, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|NetSuite", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Sage Intacct, NetSuite, Oracle Financials, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|Oracle Financials", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Oracle Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Sage Intacct, NetSuite, Oracle Financials, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|challenger-small|SAP", "prompt": "c205-l6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Sage Intacct, NetSuite, Oracle Financials, or SAP"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|ChatGPT", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid feeding financial data into: ChatGPT"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|DeepSeek", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "this is a non-starter unless explicitly approved by IT/security/legal"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Grok", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Grok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid feeding financial data into: ChatGPT, DeepSeek, Grok"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Meta AI", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Meta AI — experienced a glitch exposing private prompts and generated content."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Google Gemini", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Google Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid feeding financial data into: ChatGPT, DeepSeek, Grok, Meta AI, Google Gemini"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Claude (consumer tiers)", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude (consumer tiers)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid feeding financial data into: ... Claude (consumer tiers)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Intuit / QuickBooks (Intuit Assist)", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Intuit / QuickBooks (Intuit Assist)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid ... tools that train on your/client books (Intuit/QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Digits", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "pools transaction patterns at its global tier ... a consent/confidentiality problem"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Booke.ai", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Booke.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "makes strong privacy promises but offers \"thin verification\" of them"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Vic.ai", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "also listed as training AI on customer data without a clean opt-out"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Stampli", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "also listed as training AI on customer data without a clean opt-out"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Sage Copilot", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "any assistant with cross-tenant data-isolation failures (Sage Copilot)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|FloQast", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "unlike FloQast, Trullion, Karbon, which publish explicit commitments not to train models on client data"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Trullion", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "publish explicit commitments not to train models on client data and use isolated Azure OpenAI"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|deepseek-small|Karbon", "prompt": "c205-l6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Karbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "publish explicit commitments not to train models on client data"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|ChatGPT", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid or approach the following categories of AI accounting tools with extreme caution... standard, non-enterprise instances of ChatGPT, Claude, Gemini, or Copilot"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Claude", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ban employees from using public, unsandboxed chatbots for corporate finance work."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Gemini", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "standard, non-enterprise instances of ChatGPT, Claude, Gemini, or Copilot ... The Risk: Data leakage and non-determinism."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Copilot", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ban employees from using public, unsandboxed chatbots for corporate finance work."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Vic.ai", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "stick to established, specialized enterprise AI accounting software (e.g., Vic.ai, Trullion, Numeric, FloQast, Trintech)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Trullion", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "stick to established, specialized enterprise AI accounting software (e.g., Vic.ai, Trullion, Numeric, FloQast, Trintech)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Numeric", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stick to established, specialized enterprise AI accounting software (e.g., Vic.ai, Trullion, Numeric, FloQast, Trintech)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|FloQast", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stick to established, specialized enterprise AI accounting software (e.g., Vic.ai, Trullion, Numeric, FloQast, Trintech)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|google-small|Trintech", "prompt": "c205-l6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "stick to established, specialized enterprise AI accounting software (e.g., Vic.ai, Trullion, Numeric, FloQast, Trintech)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|meta-small|Vic.ai", "prompt": "c205-l6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vic.ai - AP automation for mid-market and enterprise."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|meta-small|Noxus", "prompt": "c205-l6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Noxus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Noxus may not be suitable for large enterprises with complex ERP environments."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|meta-small|Numeric", "prompt": "c205-l6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Numeric - AI accounting tools for finance teams, best for month-end close, reconciliation, flux, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|meta-small|BILL", "prompt": "c205-l6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BILL - Accounts payable/receivable automation."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|meta-small|Ramp", "prompt": "c205-l6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ramp - Spend management."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|minimax-small|ChatGPT", "prompt": "c205-l6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Consumer-grade AI tools** (free or low-cost versions of ChatGPT, Claude, etc.) that may use your data for model training"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|minimax-small|Claude", "prompt": "c205-l6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Consumer-grade AI tools** (free or low-cost versions of ChatGPT, Claude, etc.) that may use your data for model training"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|QuickBooks (Online & Desktop)", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks (Online & Desktop)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid at enterprise scale:** Not architected for AI."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Xero", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why be cautious:** Its AI remains largely limited to bank reconciliation suggestions"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Digits", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious:** Explicitly optimized for SMBs and startups."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Melio", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why avoid:** Positioned as an SMB B2B payments tool."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|ChatGPT", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**These should never process your financial data directly.**"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Claude", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Uploading ledgers, payroll data, or client financials into ChatGPT/Claude risks exposing sensitive information."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|DeepSeek", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "DeepSeek database exposed chat logs and prompts"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Meta AI", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Meta AI glitch revealed private prompts and generated content"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|BILL.com", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "BILL.com (cost & support at scale)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|SAP", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize AI features embedded within established enterprise-grade ERPs (SAP, Oracle, Workday)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Oracle", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "established enterprise-grade ERPs (SAP, Oracle, Workday)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|moonshot-small|Workday", "prompt": "c205-l6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "established enterprise-grade ERPs (SAP, Oracle, Workday)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Botkeeper", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools or Vendors to Avoid or Be Highly Cautious About ... Botkeeper shut down in 2026"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Bench", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Bench", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Bench nearly collapsed in late 2024 (rescued at the last minute)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Booke", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Booke", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Firms like Booke or Truewind target CPA/bookkeeping firms or SMBs, not multi-entity enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Truewind", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Truewind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Firms like Booke or Truewind target CPA/bookkeeping firms or SMBs, not multi-entity enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|ChatGPT", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General-Purpose LLMs Without Accounting Integrations (e.g., ChatGPT, Claude as standalone tools) ... unreliable for production workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Claude", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "General-Purpose LLMs Without Accounting Integrations (e.g., ChatGPT, Claude as standalone tools) ... unreliable for production workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|BILL", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "BILL excels at invoice extraction but lacks full close automation"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Ramp", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Ramp is policy-focused but not for ledger-wide ops"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Basis", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Basis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Early-Stage AI Agents for Firms (e.g., Basis, Zeni, Pilot) ... Not built for autonomous enterprise-scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Zeni", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Early-Stage AI Agents for Firms (e.g., Basis, Zeni, Pilot) ... Not built for autonomous enterprise-scale"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Pilot", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Pilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Early-Stage AI Agents for Firms (e.g., Basis, Zeni, Pilot) ... Priced for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Digits", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Proprietary ledgers (e.g., some AI-native like Digits, Puzzle) trap data."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Puzzle", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Puzzle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Proprietary ledgers (e.g., some AI-native like Digits, Puzzle) trap data."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Numeric", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Prefer Established Players with Enterprise Focus: Numeric (close/recon)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Vic.ai", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Vic.ai (AP for mid-enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Sage Intacct", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Sage Intacct (dimensional/multi-entity)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|FloQast", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "FloQast (close platform)"}, {"id": "mai-20260917-1752-baseline-2|c205-l6|xai-small|Noxus", "prompt": "c205-l6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Noxus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Noxus (multi-system workflows). They integrate deeply and handle volume."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|zai-small|DeepSeek", "prompt": "c205-l6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unsecured DeepSeek database exposing chat logs and prompts (Forbes, 2026)."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|zai-small|OpenAI", "prompt": "c205-l6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "OpenAI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "OpenAI bug exposing conversation titles and payment details (Forbes, 2026)."}, {"id": "mai-20260917-1752-baseline-2|c205-l6|zai-small|Xero", "prompt": "c205-l6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Xero\\u2019s AI\\u2011related issues included automated emails sent directly to users, bypassing the client\\u2011accountant relationship (Capital Brief, 2026)."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|alibaba-small|DualEntry", "prompt": "c205-m1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**DualEntry** is currently the most distinct \"AI-first\" choice for this segment"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|alibaba-small|Sage Intacct", "prompt": "c205-m1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** remains the safer, established choice"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|alibaba-small|Vic.ai", "prompt": "c205-m1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vic.ai serving as a powerful add-on for accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|anthropic-small|Vic.ai", "prompt": "c205-m1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vic.ai is recommended for mid-market or enterprise AP teams, as it's autonomous invoice processing for organizations processing thousands of bills every month"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|anthropic-small|Booke AI", "prompt": "c205-m1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Booke AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Booke AI is strongest when the goal is AI bookkeeping workflow automation inside QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|anthropic-small|DualEntry", "prompt": "c205-m1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DualEntry is an AI-native ERP designed for mid-market firms with complex financial operations"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|anthropic-small|Integra Balance AI", "prompt": "c205-m1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Integra Balance AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integra Balance AI works best for mid-sized businesses seeking customizable bookkeeping automation tools"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|anthropic-small|Sage Intacct", "prompt": "c205-m1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sage Intacct is a mid-market cloud ERP with an AI layer, recommended if you run three or more legal entities"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|challenger-small|Sage Intacct with AI features/Copilot", "prompt": "c205-m1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct with AI features/Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Sage Intacct with AI features/Copilot**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|challenger-small|Vic.ai", "prompt": "c205-m1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vic.ai** is the better specialist pick; it is repeatedly described as best for **mid-market firms with high AP invoice volume**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|challenger-small|Numeric", "prompt": "c205-m1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** is a strong alternative for **high-growth in-house finance teams**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|challenger-small|DualEntry", "prompt": "c205-m1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DualEntry** is positioned for mid-market firms with complex financial operations"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|Rho", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Rho** if you want one connected finance workflow, or **Sage Intacct** if you need a serious, scalable GL"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|Sage Intacct", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best if you need a full accounting/GL platform built for mid-market complexity"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|Vic.ai", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pair either with **Vic.ai** if invoice volume is your bottleneck."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|Zeni", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want AI automation backed by a dedicated human finance team"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|NetSuite", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need inventory, order management, or manufacturing inside the same platform, NetSuite wins."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|deepseek-small|Xero (JAX)", "prompt": "c205-m1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero (JAX)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global/international B2B or multi-currency needs | **Xero (JAX) or NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|QuickBooks Online", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike small businesses that can run their entire ledger on simple, automated tools like QuickBooks Online, Zeni, or Inkle"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Zeni", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike small businesses that can run their entire ledger on simple, automated tools like QuickBooks Online, Zeni, or Inkle"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Inkle", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Inkle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike small businesses that can run their entire ledger on simple, automated tools like QuickBooks Online, Zeni, or Inkle"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Numeric", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Widely considered the gold standard for mid-market close management."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Ledge", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for Month-End Close & Daily Bookkeeping: **Numeric** or **Ledge**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Vic.ai", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The undisputed leader in autonomous AP for mid-market and enterprise companies running on major ERPs."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Tabs", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Complex B2B Contract Billing & Revenue Recognition: **Tabs**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|google-small|Ramp", "prompt": "c205-m1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A leading AI-driven spend management and corporate card platform."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|meta-small|Sage Intacct with Sage Copilot", "prompt": "c205-m1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI bookkeeping tool for a mid-market B2B company is Sage Intacct with Sage Copilot."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|meta-small|Vic.ai", "prompt": "c205-m1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Vic.ai and Truewind"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|meta-small|Truewind", "prompt": "c205-m1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Vic.ai and Truewind"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|minimax-small|Sage Intacct with Sage Copilot", "prompt": "c205-m1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct with Sage Copilot** appears to be the most recommended option"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|minimax-small|Vic.ai", "prompt": "c205-m1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have high AP invoice volume → **Vic.ai**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|minimax-small|Truewind", "prompt": "c205-m1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need faster month-end workflows → **Truewind**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|minimax-small|DualEntry", "prompt": "c205-m1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a comprehensive AI-native ERP → **DualEntry**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|mistral-small|Sage Intacct with Sage Copilot", "prompt": "c205-m1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct with Sage Copilot** is the top recommendation due to its comprehensive features and focus on mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|mistral-small|Vic.ai", "prompt": "c205-m1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market firms with high AP invoice volume"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|mistral-small|Truewind", "prompt": "c205-m1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for finance teams at mid-market companies needing faster month-end workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|moonshot-small|Sage Intacct (with Sage Copilot)", "prompt": "c205-m1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct (with Sage Copilot)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sage Intacct** as the top choice because it's specifically built for mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|moonshot-small|Numeric", "prompt": "c205-m1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** — Best for AI-Powered Close Management"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|moonshot-small|DualEntry", "prompt": "c205-m1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DualEntry** — AI-Native ERP for Complex Operations"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|moonshot-small|Vic.ai", "prompt": "c205-m1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary pain point is **accounts payable**, consider **Vic.ai** as a specialized solution."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|moonshot-small|Truewind", "prompt": "c205-m1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Truewind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher price point ($2,000+/month) but extensive capabilities"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|Sage Intacct", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more context: **Sage Intacct**."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|Microsoft Dynamics 365 Business Central", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're more ERP-oriented and operationally complex:** **Microsoft Dynamics 365 Business Central** or **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|NetSuite", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NetSuite as best for larger/multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|FloQast", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you mainly need AP automation rather than a full bookkeeping system:** **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|Hyperbots A/P Suite", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Hyperbots A/P Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a dedicated AP tool like **Hyperbots A/P Suite**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|Xero", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better for leaner bookkeeping, but usually less ideal once complexity grows"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|openai-small|QuickBooks Online", "prompt": "c205-m1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for leaner bookkeeping, but usually less ideal once complexity grows"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|QuickBooks", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex finances beyond basic SMB tools like QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|Sage Intacct", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sage Intacct with Sage Copilot stands out as the top recommendation for mid-market B2B firms"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|NetSuite (Oracle)", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "NetSuite edges out if you need integrated ERP beyond pure bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|QuickBooks Online Advanced (Intuit Assist)", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online Advanced (Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simpler mid-market transitioning from basic tools"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|Xero", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global B2B with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|Docyt", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Multi-location bookkeeping automation"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|xai-small|Vic.ai", "prompt": "c205-m1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High AP volume? → Vic.ai add-on."}, {"id": "mai-20260917-1752-baseline-2|c205-m1|zai-small|Sage Intacct with Sage Copilot", "prompt": "c205-m1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best tool is **Sage Intacct with Sage Copilot**"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|zai-small|QuickBooks", "prompt": "c205-m1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complex revenue recognition (ASC 606), which standard SMB tools like QuickBooks cannot handle at scale"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|zai-small|Docyt", "prompt": "c205-m1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. The Best AI-Native Platform: Docyt"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|zai-small|Xero", "prompt": "c205-m1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies already using QuickBooks or Xero who want to automate the actual bookkeeping work"}, {"id": "mai-20260917-1752-baseline-2|c205-m1|zai-small|Zeni", "prompt": "c205-m1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 3. The Best Managed Service: Zeni"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|Sage Intacct with Sage Copilot", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct with Sage Copilot** is the strongest overall recommendation"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|Vic.ai", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Autonomous Agent for Accounts Payable: **Vic.ai**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|Ramp", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Spend Management Agent: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|FloQast", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Financial Close & Reconciliation: **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|QuickBooks", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies growing out of QuickBooks/Xero into the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|alibaba-small|Xero", "prompt": "c205-m2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies growing out of QuickBooks/Xero into the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|anthropic-small|Ramp", "prompt": "c205-m2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp (Best Overall for Mid-Market)**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|anthropic-small|Vic.ai", "prompt": "c205-m2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Vic.ai (Best for AP-Heavy Operations)**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|anthropic-small|Docyt", "prompt": "c205-m2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Docyt (Best for End-to-End Bookkeeping)**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|challenger-small|Ramp", "prompt": "c205-m2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the safest recommendation because it covers the broadest operational accounting surface area while still being explicitly positioned for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|challenger-small|Vic.ai", "prompt": "c205-m2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vic.ai** if you process a **high volume of invoices** and want autonomous AP automation."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|challenger-small|FloQast", "prompt": "c205-m2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** if your biggest issue is **close management and reconciliations** rather than spend."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|challenger-small|QuickBooks AI / Intuit Assist", "prompt": "c205-m2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks AI / Intuit Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want the **lowest-friction SMB-style accounting workflow** and already live in QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|challenger-small|Numeric", "prompt": "c205-m2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Numeric** if you're specifically modernizing the **financial close** in a growth or mid-market finance team."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|Ramp", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the best overall choice"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|Vic.ai", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vic.ai** as the top pick if your pain point is high-volume accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|FloQast", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** or **Numeric** if your pain point is the month-end close"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|Numeric", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeric** is a strong modern alternative with published pricing"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|NetSuite AI Agents", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "NetSuite AI Agents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "bundled at no extra cost. If your GL is already there, this is the lowest-friction option"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|Sage Copilot", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sage Copilot** are bundled at no extra cost"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|deepseek-small|BILL", "prompt": "c205-m2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "BILL runs ~$45\\u201389/user/month and scales quickly"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|google-small|Numeric", "prompt": "c205-m2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Mid-market finance teams looking to dramatically compress close times.... It is built for audit scrutiny."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|google-small|Ledge", "prompt": "c205-m2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Multi-entity B2B companies with complex intercompany transactions."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|google-small|Vic.ai", "prompt": "c205-m2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Eliminating manual data entry in AP and corporate expense workflows."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|google-small|Sage Intacct (with Built-In Finance Agents)", "prompt": "c205-m2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct (with Built-In Finance Agents)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Intacct users who want deep, native multi-entity accounting and compliance controls."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|google-small|NetSuite (Intelligent Close)", "prompt": "c205-m2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "NetSuite (Intelligent Close)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: NetSuite users looking to avoid third-party software sprawl."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|meta-small|Docyt (GARY)", "prompt": "c205-m2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt (GARY)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Docyt (GARY) - a multi-entity bookkeeping AI agent"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|meta-small|Vic.ai", "prompt": "c205-m2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vic.ai - an enterprise AP automation AI agent"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|meta-small|Pilot AI Accountant", "prompt": "c205-m2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pilot AI Accountant - a full-cycle autonomous bookkeeping AI agent"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|meta-small|Ramp Accounting Agent", "prompt": "c205-m2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp Accounting Agent - an expense coding and real-time close AI agent"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|meta-small|DeskFerry", "prompt": "c205-m2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "DeskFerry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DeskFerry - a purpose-built AI agent for accounting firms and bookkeepers"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|minimax-small|Ramp Intelligence", "prompt": "c205-m2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend starting with **Ramp Intelligence** if you need broad spend management capabilities, or **Ledge** if your primary focus is month-end close automation"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|minimax-small|Ledge", "prompt": "c205-m2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Ledge** if your primary focus is month-end close automation. Both scale well for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|minimax-small|Vic.ai", "prompt": "c205-m2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for: Accounts Payable automation**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|minimax-small|Docyt", "prompt": "c205-m2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for: Full-cycle bookkeeping**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|mistral-small|Vic.ai", "prompt": "c205-m2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Vic.ai** is the top recommendation due to its specialized focus on AP automation and proven scalability."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|mistral-small|FloQast", "prompt": "c205-m2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small to medium-sized teams, excelling at automating reconciliations and streamlining the financial close process."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|mistral-small|Sage Copilot", "prompt": "c205-m2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses Sage Intacct, **Sage Copilot** would be a close second."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|moonshot-small|Numeric", "prompt": "c205-m2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** – Best Overall for Mid-Sized Companies"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|moonshot-small|Sage Intacct (with Sage Copilot)", "prompt": "c205-m2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct (with Sage Copilot)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **Numeric** or **Sage Intacct with Copilot** if you want a comprehensive solution"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|moonshot-small|Vic.ai", "prompt": "c205-m2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vic.ai** if your primary pain point is accounts payable automation"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|moonshot-small|FloQast", "prompt": "c205-m2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** – Best for Close Management"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|moonshot-small|Pilot AI Accountant", "prompt": "c205-m2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pilot AI Accountant** – Best for Full-Cycle Bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|openai-small|BILL AP/AR", "prompt": "c205-m2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BILL AP/AR** ... **Best default pick:** **BILL AP/AR**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|openai-small|Payhawk", "prompt": "c205-m2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for broader spend control:** **Payhawk**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|openai-small|Sage Intacct", "prompt": "c205-m2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for deeper accounting structure/reporting:** **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|openai-small|Intuit Enterprise Suite", "prompt": "c205-m2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** or **Intuit Enterprise Suite** are better fits for companies that need deeper reporting"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|xai-small|Sage Intacct with Sage Copilot", "prompt": "c205-m2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sage Intacct with Sage Copilot as the top AI agent-integrated accounting platform."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|xai-small|QuickBooks Online", "prompt": "c205-m2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less robust for multi-entity mid-market"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|xai-small|Xero", "prompt": "c205-m2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Basic tracking; upgrade for complexity"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|xai-small|Vic.ai", "prompt": "c205-m2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If AP-heavy, layer Vic.ai on Intacct."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|xai-small|FloQast", "prompt": "c205-m2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Month-end close & reconciliations | AI agents for checklists"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|zai-small|Vic.ai", "prompt": "c205-m2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **Vic.ai** for accounts payable and **Docyt** for end‑to‑end bookkeeping."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|zai-small|Docyt", "prompt": "c205-m2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with **Vic.ai** for accounts payable and **Docyt** for end‑to‑end bookkeeping."}, {"id": "mai-20260917-1752-baseline-2|c205-m2|zai-small|Ramp", "prompt": "c205-m2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Card + expense + bill sprawl** → Consider Ramp"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|zai-small|BILL", "prompt": "c205-m2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spend management & W‑9 compliance** → Consider BILL"}, {"id": "mai-20260917-1752-baseline-2|c205-m2|zai-small|FloQast", "prompt": "c205-m2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FloQast** | Month‑end close workflow automation | Close certification & audit prep | Custom |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|FloQast", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprises focused on optimizing the close should look at **FloQast** or **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|QuickBooks + Intuit Intelligence", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks + Intuit Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small businesses, **QuickBooks with Intuit Intelligence** offers the best balance of affordability and AI capability."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Numeric", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises focused on optimizing the close should look at **FloQast** or **Numeric**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Vic.ai", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Vic.ai** requires significant invoice volume to justify its cost"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Dext Prepare", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext Prepare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Dext is ideal for capturing receipts/invoices from various sources"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Botkeeper", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Firms needing to manage many clients may prefer **Botkeeper** (AI-led outsourced bookkeeping)"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Xero (with AI features)", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with AI features)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use **QuickBooks** or **Xero**, starting with their native AI features ... is often the most seamless path"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|FreshBooks", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Freelancers & service SMBs | Invoicing, time tracking, and expense tracking with AI insights."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Sage Copilot / Microsoft Copilot for Finance", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Copilot / Microsoft Copilot for Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-assisted financial planning, forecasting, and management reporting."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|ChatGPT", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not specialized for accounting data security or integration"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|alibaba-small|Claude", "prompt": "c205-m3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Not specialized for accounting data security or integration"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Netgain", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Netgain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the most notable platforms include Netgain, Microsoft Copilot, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Microsoft Copilot", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the most notable platforms include Netgain, Microsoft Copilot, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Botkeeper", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the most notable platforms include Netgain, Microsoft Copilot, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Dext", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dext and Hubdoc are widely adopted for document extraction and transaction processing"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Hubdoc", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Hubdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dext and Hubdoc are widely adopted for document extraction and transaction processing"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|ZoneCapture", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ZoneCapture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ZoneCapture uses OCR, AI and GenAI to extract invoice data"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|DualEntry", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "DualEntry", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "DualEntry ranks as the top AI accounting tool with a 4.9 G2 rating and complete workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|QuickBooks Online", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "QuickBooks Online and Xero are strong for bookkeeping and financial management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Xero", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "QuickBooks Online and Xero are strong for bookkeeping and financial management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Vic.ai", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vic.ai is better for large-scale automation"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Trullion", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Trullion is best for AI-driven lease accounting, revenue recognition, and audit-ready data extraction."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Anrok", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Anrok is best for AI-native global sales tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Fathom", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Fathom's Commentary Writer tool is best suited for accountants who want AI-generated financial commentary"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Zone & Co", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zone & Co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Zone & Co runs directly inside NetSuite, using native data structures and workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|anthropic-small|Zeni", "prompt": "c205-m3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Zeni is an AI-powered bookkeeping service combining software with human bookkeepers"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|QuickBooks Online / Intuit Assist", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online / Intuit Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best as a general SMB accounting platform with embedded AI for categorization, insights, and anomaly flags"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Xero (JAX AI)", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (JAX AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for collaborative bookkeeping and bank-reconciliation prediction"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Dext", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **bookkeeping and document capture**, look at **Dext**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Vic.ai", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for **autonomous invoice processing**... most compelling at high invoice volumes"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|BILL", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broader than Vic.ai: combines invoice capture, bill pay, receivables"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Ramp", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for corporate cards, expense automation, procurement"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Numeric", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specializes in **close optimization** with AI-drafted flux explanations"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|FloQast", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong for controllers and enterprise close workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Botkeeper", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines ML-based transaction processing with human review"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|MindBridge", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "MindBridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you need **audit or fraud/risk detection**, look at **MindBridge**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Trullion", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Specializes in ASC 842 / ASC 606 workflows and audit-ready extraction"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Tabs", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Turns signed contracts into ASC 606 schedules automatically"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Anrok", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Focuses on nexus monitoring, calculation, filing, and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Workiva", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for regulatory reporting, documentation, and governance"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Docyt", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "More of an end-to-end AI workflow system for financial back offices"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|DataSnipper/AppZen", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "DataSnipper/AppZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "look at **MindBridge** or **DataSnipper/AppZen**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|challenger-small|Blue J/TaxGPT", "prompt": "c205-m3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Blue J/TaxGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "tax-specific assistants like **Blue J/TaxGPT**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|QuickBooks Online", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small business / solo** → **QuickBooks or Xero** (AI already embedded, minimal disruption)."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Xero", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small business / solo** → **QuickBooks or Xero** (AI already embedded, minimal disruption)."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|FreshBooks", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FreshBooks** | Freelancers & service-based SMBs | AI-assisted invoicing, expense & time tracking"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Docyt", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Accounting firm managing many clients** → **Dext + Karbon or Docyt**."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Accy.ai", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Accy.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Docyt / Accy.ai / Basis AI — End-to-end bookkeeping, compliance, and invoice classification"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Basis AI", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Basis AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Docyt / Accy.ai / Basis AI — End-to-end bookkeeping, compliance, and invoice classification"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Digits", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Digits** — Automates day-to-day bookkeeping straight off a live bank feed without manual setup."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Zeni", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zeni / Trullion** — AI-native ledgers"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Trullion", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trullion specializes in lease and revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Vic.ai", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "The gold standard for **autonomous, high-volume AP**"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|BILL (Bill.com)", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**High invoice volume, payables-focused** → **Vic.ai or BILL**."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Ramp", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Ramp / Brex** — Card-based spend management, auto-coding, and purchase-order generation."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Brex", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Ramp / Brex** — Card-based spend management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Stampli", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Stampli** — AI invoice management with the \"Billy\" bot for PO matching."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|FloQast", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**FloQast** — #1 ranked; **auditable AI agents** for journal entries, reconciliations, close management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Numeric", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Enterprise month-end close & compliance** → **FloQast or Numeric**."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Stacks", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Stacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Stacks** — Specialized workflow automation for close and reconciliations."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|BlackLine", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**BlackLine / Trullion** — compliance-focused platforms."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Dext", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Doc-heavy workflow** → **Dext or DOKKA** for extraction."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|DOKKA", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Doc-heavy workflow** → **Dext or DOKKA** for extraction."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|AutoEntry", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "AutoEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "AutoEntry/HubDoc come free with Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|HubDoc", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "HubDoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "AI-driven invoice data extraction; AutoEntry/HubDoc come free with Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|MindBridge", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "MindBridge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "**MindBridge** — AI audit and anomaly/risk detection."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Anrok", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "**Anrok** — Sales tax and nexus compliance automation."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Blue J", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Blue J", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 25, "ev": "**Blue J** — Tax research and legal analysis."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Karbon AI", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Karbon AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "**Accounting firm managing many clients** → **Dext + Karbon or Docyt**."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Canopy", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Canopy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 27, "ev": "**Karbon AI / Canopy** — Practice management, client workflows, and communications for firms."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|ChatGPT", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 28, "ev": "though they lack accounting-specific controls and auditability"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Claude", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 29, "ev": "though they lack accounting-specific controls and auditability"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|deepseek-small|Microsoft Copilot", "prompt": "c205-m3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Microsoft Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 30, "ev": "though they lack accounting-specific controls and auditability"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Simple SMB Accounting** | **QuickBooks Online / Xero** | AI is natively built into your existing ledger"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Xero (with JAX)", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with JAX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **Simple SMB Accounting** | **QuickBooks Online / Xero** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Booke AI", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Booke AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Scaling QBO/Xero Bookkeeping** | **Booke AI** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Truewind", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Accrual-Heavy Bookkeeping** | **Truewind** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Zeni", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Outsourced Startup Finance** | **Zeni** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Vic.ai", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **High-Volume AP (Enterprise)** | **Vic.ai** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|BILL", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Spend Management & Cards** | **Ramp / BILL / Brex** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Ramp", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Spend Management & Cards** | **Ramp / BILL / Brex** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Brex", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| **Spend Management & Cards** | **Ramp / BILL / Brex** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Numeric", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "| **Month-End Close Automation** | **Numeric** |"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|google-small|Trullion", "prompt": "c205-m3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best For:** Auditing, complex lease accounting, and revenue recognition compliance."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Numeric", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Numeric, ChatGPT, BILL, Vic.ai, Tabs, Trullion, QuickBooks, Xero, FreshBooks, Wave, Docyt, FinStackk, Zeni, Digits, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|ChatGPT", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Numeric, ChatGPT, BILL, Vic.ai, Tabs, Trullion, 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5, "ev": "Some of the top tools include ... Tabs, Trullion, QuickBooks..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Trullion", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include ... Trullion, QuickBooks, Xero..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|QuickBooks", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools include ... QuickBooks, Xero, FreshBooks..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Xero", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top tools include ... Xero, FreshBooks, Wave..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|FreshBooks", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top tools include ... FreshBooks, Wave, Docyt..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Wave", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the top tools include ... Wave, Docyt, FinStackk..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Docyt", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some of the top tools include ... Docyt, FinStackk, Zeni..."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|FinStackk", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FinStackk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some of the top tools include ... FinStackk, Zeni, Digits, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Zeni", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some of the top tools include ... Zeni, Digits, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Digits", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Some of the top tools include ... Digits, and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|meta-small|Botkeeper", "prompt": "c205-m3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Some of the top tools include ... and Botkeeper."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|QuickBooks with Intuit Assist", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks with Intuit Assist (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Xero", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks or Xero offer the most comprehensive ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|FreshBooks", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Freelancers and service-based SMBs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Numeric", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric excels at month-end close automation."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Ramp", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AP/AR automation: Ramp or BILL are strong choices."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|BILL (formerly Bill.com)", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "End-to-end AP/AR automation with strong AI for document processing."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Dext Prepare", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext Prepare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at Dext for document capture"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Trullion", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For complex compliance: Trullion handles lease accounting and revenue recognition."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Fathom", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fathom or Karbon AI for client reporting"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Microsoft Copilot for Finance", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Microsoft Copilot for Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Extend into broader FP&A capabilities"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Sage Copilot", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ideal for businesses already using Microsoft or Sage ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Botkeeper", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Dext, Botkeeper, Vic.ai | Automation of data entry"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Vic.ai", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Dext, Botkeeper, Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Acterys", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Acterys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Acterys, Microsoft Copilot, Sage Copilot, Numeric"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Brex", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Ramp, BILL, Brex | Invoice processing, approvals, spend management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|minimax-small|Karbon AI", "prompt": "c205-m3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Karbon AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Fathom or Karbon AI for client reporting"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|QuickBooks with Intuit Intelligence", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks with Intuit Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Small businesses and accounting professionals"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Xero", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Accountants and bookkeepers"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|FreshBooks", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Freelancers and service-based SMBs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Zoho Books", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Ramp", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Accounting teams looking to scale with intelligence"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Numeric", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams that want to cut down the month-end close"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Fathom", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Accountants who want AI-generated financial commentary"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|BILL", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Automating accounts payable and spend management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Brex", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Automating accounts payable and spend management"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|ChatGPT", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Not accounting-specific, but useful for drafting reports, emails, and analysis"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|mistral-small|Claude", "prompt": "c205-m3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Not accounting-specific, but useful for drafting reports, emails, and analysis"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|QuickBooks AI", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks AI** → If you need the most comprehensive, mature AI for general small business accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Xero", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** → If you have a growing team and want unlimited users without per-seat costs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|FreshBooks", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** → If you're a freelancer or service business billing by hour/project"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|FloQast", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ranked #1 for AI-native accounting transformation"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Fathom", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-generated financial commentary for reports"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Dext Prepare", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext Prepare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best-in-class receipt/invoice OCR and extraction"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Karbon AI", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Karbon AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Accounting firm workflow management | Internal practice management & communication"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Syft Analytics", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-assisted variance explanations"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|moonshot-small|Datarails", "prompt": "c205-m3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI support for complex Excel models"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|openai-small|QuickBooks Online / Intuit Intelligence", "prompt": "c205-m3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online / Intuit Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** small businesses that want a mainstream accounting platform with AI built in."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|openai-small|Xero with JAX", "prompt": "c205-m3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero with JAX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** small businesses and accountants who want AI-native accounting."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|openai-small|Sage Copilot", "prompt": "c205-m3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** businesses that may need broader finance/ERP-style workflows, especially mid-market."}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMBs start with QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Xero (with JAX)", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with JAX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SMBs start with QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Vic.ai", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "high-volume AP goes Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Zeni", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Startups/VC-backed companies needing full bookkeeping + CFO insights"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Ramp", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Spend/expense management and AP for scaling teams"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Docyt", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Multi-location businesses (e.g., hospitality/franchises)"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|xai-small|Digits", "prompt": "c205-m3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: AI-native full ledger for growing SMBs/CPAs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|QuickBooks + Intuit Assist", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks + Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full accounting inside a familiar platform** | QuickBooks with Intuit Assist"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Xero + JAX AI Assistant", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero + JAX AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Multi‑currency support with global reach** | Xero with JAX AI"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|FloQast", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise‑grade close management & auditability** | FloQast"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Vic.ai", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Autonomous AP processing at high volume** | Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Dext", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Document extraction from receipts/invoices** | Dext"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Ramp", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unified cards, expense, and AP in one place** | Ramp"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Numeric", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Shortened month‑end close with AI‑drafted flux** | Numeric"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Syft Analytics", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI‑assisted financial insights & explanations"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Karbon AI", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Karbon AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Internal workflow automation, communication tools"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Tabs", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**AI‑driven ASC 606 revenue schedules** | Tabs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Trullion", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Lease accounting automation** | Trullion"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Zoho Books", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Workflow automation, multi‑currency, custom reporting | Scaling SMBs"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|BILL (formerly Bill.com)", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Invoice capture, GL coding, policy enforcement | AP workflows"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|FreshBooks", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**SMBs / Freelancers** | QuickBooks, Xero, FreshBooks, Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c205-m3|zai-small|Fathom", "prompt": "c205-m3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Client‑facing financial commentary** | Fathom"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|alibaba-small|Wave", "prompt": "c205-m4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Winner: Wave** ... Wave is the industry standard for free accounting."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|alibaba-small|Zoho Books", "prompt": "c205-m4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Winner: Zoho Books** Zoho is often the best middle ground between price and functionality."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|alibaba-small|Xero", "prompt": "c205-m4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not the cheapest, Xero is frequently cited as the best value because its AI assistant is included in every plan"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|Zoho Books", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books is free under $50,000 in revenue\n, making it an excellent choice if you qualify."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|Xero", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Xero costs $25/month and Puzzle costs $30/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|Puzzle", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Xero costs $25/month and Puzzle costs $30/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|FreshBooks", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FreshBooks at $23, Bookeeping.ai at $35, and QuickBooks at $38"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|Bookeeping.ai", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For freelancers and micro-businesses, \nBookeeping.ai is simple and starts at $29/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|QuickBooks", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FreshBooks at $23, Bookeeping.ai at $35, and QuickBooks at $38"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|LayerNext", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "LayerNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LayerNext's Starter plan at $79/month provides enterprise-grade automation with fully autonomous AI bookkeeping and CFO-level insights"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|anthropic-small|Kick", "prompt": "c205-m4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Kick", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Kick has a free tier with up to 250 transactions per year"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|challenger-small|Wave", "prompt": "c205-m4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI bookkeeping tool is usually **Wave** if you want the lowest possible cost"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|challenger-small|Xero", "prompt": "c205-m4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wave for the tightest budget; Xero for the best overall value**"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|challenger-small|QuickBooks Online", "prompt": "c205-m4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also budget-friendly, but its entry pricing is generally higher than Wave and often higher than Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|challenger-small|Zoho Books", "prompt": "c205-m4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another low-cost option, and some guides place it in the budget tier for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Zoho Books", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick for Tight Budgets\n\n**Zoho Books** — **$0 (free) up to $50,000 in annual revenue**"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Xero", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (~$25/mo) is the best value"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Puzzle", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed by Puzzle or Bookeeping.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Bookeeping.ai", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-first, cheaper than QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|QuickBooks (Simple Start)", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks (Simple Start)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need **US banking integrations** and can stretch slightly → **QuickBooks Simple Start**"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|FreshBooks", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for freelancers; AI invoicing, expense & time tracking"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Wave", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zoho Books (free)** or **Wave (free)**"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Kick", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Kick", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Kick** — Real free tier up to ~250 transactions/year"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Zeni", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zeni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid if cost-sensitive ... **Zeni** ($494–$719/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Bench", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bench", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid if cost-sensitive ... **Bench** ($199+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|deepseek-small|Truewind", "prompt": "c205-m4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Truewind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid if cost-sensitive ... **Truewind** ($299–$499/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Zeni", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rather than expensive, fully-managed AI platforms (like Zeni or Pilot, which cost $500+/month)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Pilot", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Pilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Rather than expensive, fully-managed AI platforms (like Zeni or Pilot, which cost $500+/month)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Kick", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Kick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Kick (Best Overall for Micro-Budgets & High Automation)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|QuickBooks", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a modern, AI-first alternative to QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Bookeeping.ai", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Conversational AI & Solopreneurs"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Zoho Books", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Value for Standard, Audit-Ready Bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Xero", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Growing Businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|HelloBooks.ai", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "HelloBooks.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for \"Wave Refugees\" / Completely Free"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|google-small|Wave", "prompt": "c205-m4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "recent policy changes shifted automatic bank feeds and collaborator access to Wave's paid Pro plan ($19/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|meta-small|Zoho Books", "prompt": "c205-m4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Zoho Books (free)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|meta-small|FreshBooks", "prompt": "c205-m4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. FreshBooks ($23/month)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|meta-small|Bookeeping.ai", "prompt": "c205-m4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Bookeeping.ai ($35/month)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|meta-small|QuickBooks", "prompt": "c205-m4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. QuickBooks ($38/month)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|Zoho Books", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zoho Books** offers a free tier that's quite capable."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|FreshBooks", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero at $25/month** or **FreshBooks at $23/month** offer the best value"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|Bookeeping.ai", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bookeeping.ai** - $35/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|QuickBooks", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**QuickBooks** - $38/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|Xero", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Xero at $25/month** or **FreshBooks at $23/month** offer the best value"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|Double (formerly Keeper)", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Double (formerly Keeper)** - $10 per client/month (best for low client counts)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|minimax-small|Puzzle", "prompt": "c205-m4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Puzzle** - $30/month flat rate"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|mistral-small|Zoho Books", "prompt": "c205-m4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the absolute lowest cost, Zoho Books' free plan is a great starting point."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|mistral-small|FreshBooks", "prompt": "c205-m4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For slightly more advanced AI features, FreshBooks and Bookeeping.ai offer good value at $23–$35/month."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|mistral-small|Bookeeping.ai", "prompt": "c205-m4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks and Bookeeping.ai offer good value at $23–$35/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|mistral-small|QuickBooks Online", "prompt": "c205-m4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Online is a strong all-around choice if you can stretch your budget to $38/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|Wave", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have $0 to spend: Use **Wave** or **Zoho Books** (free under $50K revenue)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|Zoho Books", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Books is more robust if you qualify."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|FreshBooks", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **FreshBooks** | $23–$29/mo | Service businesses needing invoicing + time tracking |"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|Bookeeping.ai", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** paid tier or **Bookeeping.ai** give you the most automation for the money."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|QuickBooks Online", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need accountant compatibility: Bite the bullet on **QuickBooks** at $38+/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|Xero", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Xero** | ~$38/mo | Multi-currency or project-based accounting |"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|moonshot-small|Bench", "prompt": "c205-m4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "services like **Bench** start at ~$299/month"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|openai-small|QuickBooks Online Simple Start", "prompt": "c205-m4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you already know you want QuickBooks, then **QuickBooks Simple Start** is the safer mainstream choice."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|openai-small|Xero Early", "prompt": "c205-m4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero Early", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Xero Early** as the best overall budget pick"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|openai-small|Booke AI", "prompt": "c205-m4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Booke AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Skip dedicated AI add-ons like Booke AI** unless you already use QuickBooks/Xero ... usually too expensive for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|xai-small|Zoho Books", "prompt": "c205-m4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books stands out as the best AI-powered bookkeeping tool"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|xai-small|Wave", "prompt": "c205-m4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Ultra-Low-Cost Alternatives: 1. Wave (Starter: $0)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|xai-small|Xero", "prompt": "c205-m4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your revenue exceeds limits or you need more users/AI, switch to Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|xai-small|QuickBooks Online", "prompt": "c205-m4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive; best if you need deep US integrations/payroll."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Kick", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Kick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **very low transaction volume**:\n→ **Kick** ... Genuine free tier (up to 250 transactions/year) with no credit card required."}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Zoho Books", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a **full-featured free option**:\n→ **Zoho Books** ... Completely free for businesses under $50K in revenue"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Xero", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **multi-user access**:\n→ **Xero** ... Starts at $25/month, includes JAX AI assistant (beta)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|FreshBooks", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the best balance of price and features:** Xero ($25/mo) or FreshBooks ($23/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Puzzle", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For quick setup with basic AI automation:** Puzzle ($30/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|QuickBooks Simple Start", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "QuickBooks Simple Start ($38/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Jupid", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Jupid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you need tax prep, consider Jupid ($50/mo includes federal/state filing)"}, {"id": "mai-20260917-1752-baseline-2|c205-m4|zai-small|Bench", "prompt": "c205-m4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bench (human-assisted, $199+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Digits", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**AI-native ledgers** (Digits, Puzzle) — best for startups, not a 500-person org"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Puzzle", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Puzzle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**AI-native ledgers** (Digits, Puzzle) — best for startups, not a 500-person org"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Vic.ai", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Close & AP automation layers** that sit on your existing ERP (Vic.ai, Numeric, Trullion) — often the right fit at your size"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Numeric", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often the right fit at your size"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Trullion", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often the right fit at your size"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Truewind", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Truewind", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**AI agents for accounting firms** (Truewind, Basis, Booke) — built for firms, not corporate finance teams"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Basis", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Basis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "built for firms, not corporate finance teams"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Booke", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Booke", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "built for firms, not corporate finance teams"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Pilot", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Managed AI+human services** (Pilot, Zeni, Bench) — you'd be outsourcing your books"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Zeni", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "you'd be outsourcing your books"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Bench", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Bench", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "you'd be outsourcing your books"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|QuickBooks", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Incumbent suite AI** (built into QuickBooks/Sage/NetSuite) — may already cover 70% of what you need"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|Sage", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Incumbent suite AI** (built into QuickBooks/Sage/NetSuite) — may already cover 70% of what you need"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|deepseek-small|NetSuite", "prompt": "c205-m5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Incumbent suite AI** (built into QuickBooks/Sage/NetSuite) — may already cover 70% of what you need"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Botkeeper", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shortlist**: QuickBooks Enterprise AI, Botkeeper, Netgain, Xero AI—request enterprise demos."}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Netgain", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Netgain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shortlist**: QuickBooks Enterprise AI, Botkeeper, Netgain, Xero AI"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Docyt", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options from recent reviews include Botkeeper, Netgain, Docyt, Intuit QuickBooks with AI"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Intuit QuickBooks with AI (Intuit Assist)", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Intuit QuickBooks with AI (Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Shortlist**: QuickBooks Enterprise AI, Botkeeper, Netgain, Xero AI—request enterprise demos."}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Xero with JAX", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero with JAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shortlist**: QuickBooks Enterprise AI, Botkeeper, Netgain, Xero AI"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Noxus", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Noxus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise players like Noxus or Vic.ai—test 3-5 via demos/POCs"}, {"id": "mai-20260917-1752-baseline-2|c205-m5|xai-small|Vic.ai", "prompt": "c205-m5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise players like Noxus or Vic.ai—test 3-5 via demos/POCs"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|alibaba-small|ChatGPT", "prompt": "c205-m6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should **never** use public-facing consumer AI models (such as standard free tiers of ChatGPT, Bard, or generic LLM interfaces) to process your actual client ledgers"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|alibaba-small|Bard", "prompt": "c205-m6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Bard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "never** use public-facing consumer AI models (such as standard free tiers of ChatGPT, Bard, or generic LLM interfaces) to process your actual client ledgers"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|alibaba-small|Anthropic’s Claude", "prompt": "c205-m6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Anthropic’s Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users could connect their software directly to advanced AI models (like Anthropic’s Claude) to eliminate the need for hired accountants"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|challenger-small|ChatGPT", "prompt": "c205-m6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-grade chatbots** used with client data, such as free/public versions of ChatGPT, Claude, or Gemini, because some may use inputs for training"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|challenger-small|Claude", "prompt": "c205-m6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "free/public versions of ChatGPT, Claude, or Gemini ... not designed for sensitive accounting data handling"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|challenger-small|Gemini", "prompt": "c205-m6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "free/public versions of ChatGPT, Claude, or Gemini ... not designed for sensitive accounting data handling"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|ChatGPT", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**1. General-purpose AI chatbots (ChatGPT, DeepSeek, Meta AI) for accounting**\nThis is the biggest caution area."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|DeepSeek", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "An unsecured DeepSeek database exposed chat logs and sensitive info"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|Meta AI", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General-purpose AI chatbots (ChatGPT, DeepSeek, Meta AI) for accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|Sage Copilot", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "temporarily suspended in January 2025** after a serious privacy breach ... A caution flag for any accounting AI with cross-tenant data risks."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|Ramp's AI spreadsheet tool", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Ramp's AI spreadsheet tool", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Researchers found a **prompt-injection vulnerability** where hidden instructions inside a spreadsheet could trick the AI into exfiltrating sensitive financial data"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|Bench Accounting", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Bench Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "(now defunct)** ... **shut down abruptly Dec 27, 2024**, locking thousands of customers out of their data"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|deepseek-small|Botkeeper", "prompt": "c205-m6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "wound down in February 2026** after 11 years and is now run under Xendoo ownership (creating continuity risk)"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|ChatGPT", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Public, Consumer-Grade AI Chatbots (ChatGPT, Claude, Gemini) for Active Bookkeeping or Tax Advice ... should **never** be used to run your books"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|Claude", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "public, non-enterprise AI chatbots should **never** be used to run your books or research complex tax regulations"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|Gemini", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "public, non-enterprise AI chatbots should **never** be used to run your books or research complex tax regulations"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|QuickBooks’ built-in AI agents", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks’ built-in AI agents", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The best AI accounting platforms (like QuickBooks’ built-in AI agents, Dext, or MakersHub) do not replace human review"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|Dext", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Dext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The best AI accounting platforms (like QuickBooks’ built-in AI agents, Dext, or MakersHub) do not replace human review"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|google-small|MakersHub", "prompt": "c205-m6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "MakersHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "The best AI accounting platforms (like QuickBooks’ built-in AI agents, Dext, or MakersHub) do not replace human review"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Basis", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Basis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Booke", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Booke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Truewind", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Truewind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Pilot", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Zeni", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Bench", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Digits", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Puzzle", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Numeric", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|meta-small|Vic.ai", "prompt": "c205-m6", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some specific AI accounting tools mentioned include Basis, Booke, Truewind, Pilot, Zeni, Bench, Digits, Puzzle, Numeric, and Vic.ai."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|minimax-small|Botkeeper", "prompt": "c205-m6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Botkeeper** was a well-funded AI bookkeeping company ($90M in funding, operating since 2015). It **shut down in February 2026**—overnight."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|mistral-small|ChatGPT", "prompt": "c205-m6", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Free versions of general AI tools (like ChatGPT, Claude, or Gemini) may use your inputs to train future models, which could expose your financial data."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|mistral-small|Claude", "prompt": "c205-m6", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Free versions of general AI tools (like ChatGPT, Claude, or Gemini) may use your inputs to train future models, which could expose your financial data."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|mistral-small|Gemini", "prompt": "c205-m6", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free versions of general AI tools (like ChatGPT, Claude, or Gemini) may use your inputs to train future models, which could expose your financial data."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|moonshot-small|ChatGPT", "prompt": "c205-m6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Uploading client financial data directly into ChatGPT, Claude, or other general-purpose AI tools"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|moonshot-small|Claude", "prompt": "c205-m6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Uploading client financial data directly into ChatGPT, Claude, or other general-purpose AI tools"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|ChatGPT", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid for sensitive financial data.**"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Grok", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Grok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Public/general AI like ChatGPT, Grok, or Claude (free/consumer versions):** High risk of errors"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Claude", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid for sensitive financial data.**"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Vic.ai", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ranked low in privacy audits ... they train AI on customer data without easy opt-out"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Stampli", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ranked low in privacy audits"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Digits", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ranked low in privacy audits"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Intuit Assist", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Intuit Assist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ranked low in privacy audits"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Booke.ai", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Booke.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Privacy claims exist (isolated models), but thin verification per reviews; test thoroughly."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Sage Copilot", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Paused in 2025 after leaking other customers' data"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Air AI", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Air AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "BBB complaints (22+ in 2023-2026) for deceptive sales, undelivered services, FTC lawsuit ties"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Elephas", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Elephas", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Local processing, no cloud upload, PII redaction"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|FloQast", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "No training on data, SOC 2, close management"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Trullion", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Lease/audit focus, contractual no-training"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Karbon", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Karbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Practice mgmt, email AI, AICPA-safe"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|xai-small|Xero/QuickBooks AI", "prompt": "c205-m6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero/QuickBooks AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Built-in, secure if enterprise; test features"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|ChatGPT", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using these directly with financial data: Free versions of ChatGPT, Claude, Gemini, Grok, etc."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|Claude", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Free versions of ChatGPT, Claude, Gemini, Grok, etc."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|Gemini", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Free versions of ChatGPT, Claude, Gemini, Grok, etc."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|Grok", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Grok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free versions of ChatGPT, Claude, Gemini, Grok, etc."}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|DeepSeek", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "An unsecured DeepSeek database containing chat logs, prompts, and sensitive information was discovered in 2025"}, {"id": "mai-20260917-1752-baseline-2|c205-m6|zai-small|Meta AI", "prompt": "c205-m6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Meta AI had a glitch that exposed private prompts"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|alibaba-small|QuickBooks Online Advanced", "prompt": "c205-s1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Infrastructure + AI): QuickBooks Online Advanced"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|alibaba-small|Xero", "prompt": "c205-s1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Automation & Document Management: Xero (+ Hubdoc)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|alibaba-small|Hubdoc", "prompt": "c205-s1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Hubdoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero integrates with **Hubdoc**, a document capture app that uses Optical Character Recognition (OCR)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|alibaba-small|Pilot", "prompt": "c205-s1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"Human-in-the-Loop\" Service: Pilot"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|alibaba-small|Fintual", "prompt": "c205-s1", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Fintual", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Startups & Growth Trajectory: Fintual"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|anthropic-small|QuickBooks Online (with Intuit AI)", "prompt": "c205-s1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online (with Intuit AI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online (with Intuit AI)** ... best for US businesses that need a full accounting platform."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|anthropic-small|Xero", "prompt": "c205-s1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero's AI-powered accounting software focuses on day-to-day accounting with strong bank reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|anthropic-small|FreshBooks", "prompt": "c205-s1", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks is an all-in-one, intuitive AI accounting software with AI-supported invoicing"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|challenger-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **QuickBooks Online with Intuit Assist**"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|challenger-small|Xero", "prompt": "c205-s1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is the strongest alternative, especially where unlimited users and broad integrations matter"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|challenger-small|Digits", "prompt": "c205-s1", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Digits** is the notable challenger, but it is positioned as a newer, more specialized product"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|QuickBooks Online (Intuit Assist)", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online (Intuit Assist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall ... I'd start with **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|Xero", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tight, **Xero + HubDoc** is an excellent value."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|HubDoc", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "HubDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pairing with HubDoc/AutoEntry automates document capture and coding."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If **AP/payables** are your biggest pain point, look at **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|Zeni", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zeni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Price: Higher (~$500+/mo) — premium \"full-service\" option"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|Dext (formerly Receipt Bank)", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Dext (formerly Receipt Bank)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Document capture and expense coding from suppliers/purchase orders"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|deepseek-small|AutoEntry", "prompt": "c205-s1", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "AutoEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pairing with HubDoc/AutoEntry automates document capture and coding."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|google-small|Puzzle", "prompt": "c205-s1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Puzzle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Puzzle** if you are a B2B SaaS startup wanting to self-manage your books for under $30/mo"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|google-small|Xero with JAX", "prompt": "c205-s1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero with JAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero with JAX** (Best for General B2B Services & Agencies)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|google-small|Booke.ai", "prompt": "c205-s1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Booke.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best AI \"Add-on\" for existing QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|google-small|Zeni", "prompt": "c205-s1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One for Venture-Backed B2B Companies"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|google-small|Truewind", "prompt": "c205-s1", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Truewind** (Best for Accrual-Heavy close work)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|meta-small|FreshBooks", "prompt": "c205-s1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FreshBooks: An all-in-1, intuitive AI accounting software that is best for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|meta-small|AutoEntry", "prompt": "c205-s1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "AutoEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AutoEntry or HubDoc (free with Xero): Budget-friendly options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|meta-small|HubDoc", "prompt": "c205-s1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "HubDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AutoEntry or HubDoc (free with Xero): Budget-friendly options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|meta-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s1", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The best overall AI bookkeeping platform that pairs the deepest accountant ecosystem with generative categorization"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|minimax-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Online with Intuit Assist** or **Zoho Books** would be the best starting points"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|minimax-small|Xero with AI Features", "prompt": "c205-s1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero with AI Features", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: UK/global teams, unlimited users needed"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|minimax-small|Zoho Books", "prompt": "c205-s1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "QuickBooks for robust features and integrations, Zoho Books for cost-effectiveness"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|minimax-small|FreshBooks", "prompt": "c205-s1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Service-based B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|minimax-small|Digits", "prompt": "c205-s1", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Modern AI-native experience"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|mistral-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI bookkeeping tool for a small B2B company is generally considered to be **QuickBooks Online with Intuit Assist**"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|mistral-small|FreshBooks", "prompt": "c205-s1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include FreshBooks for its intuitive all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|mistral-small|AutoEntry", "prompt": "c205-s1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "AutoEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AutoEntry or HubDoc (often bundled with Xero) for budget-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|mistral-small|HubDoc", "prompt": "c205-s1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "HubDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AutoEntry or HubDoc (often bundled with Xero) for budget-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|mistral-small|Xero", "prompt": "c205-s1", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AutoEntry or HubDoc (often bundled with Xero)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|QuickBooks Online", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: QuickBooks Online ... Start with **QuickBooks Online** if you're US-based and want the smartest automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|Xero", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Xero** if you prioritize integrations and team collaboration without per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|FreshBooks", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Service-Based B2B: FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|Bench", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Bench** | Hands-off bookkeeping | ~$299/month |"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|Zoho Books", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zoho Books** | Heavy automation users | ~$30/month |"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|moonshot-small|Wave", "prompt": "c205-s1", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Wave** | Tight budgets | Free (core) |"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|openai-small|QuickBooks Online", "prompt": "c205-s1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI bookkeeping tool is usually **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|openai-small|Xero", "prompt": "c205-s1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is a very strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|openai-small|Botkeeper", "prompt": "c205-s1", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want managed/bookkeeper-led service, not just software"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online with Intuit Assist stands out as the top recommendation for most small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|Xero", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global team/multi-currency? Xero for unlimited users and integrations."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|FreshBooks", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Service-based B2B (e.g., agencies/consultants) ... Easiest UI; limited inventory/scalability for product B2B."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|Zoho Books", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable, multi-currency; best if you use Zoho suite."}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|Vic.ai", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Vic.ai or Booke AI integrate but aren't full bookkeeping suites"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|xai-small|Booke AI", "prompt": "c205-s1", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Booke AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Vic.ai or Booke AI integrate but aren't full bookkeeping suites"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|QuickBooks Online with Intuit Assist / AccountingAI", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "QuickBooks Online with Intuit Assist / AccountingAI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1) Best Overall (AI‑assisted, self‑serve platform)\n- **QuickBooks Online with Intuit Assist / AccountingAI**"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Xero with JAX Assure (bank rec AI)", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Xero with JAX Assure (bank rec AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global / Multi‑Entity B2B"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Zoho Books (AI assistant Zia)", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Zoho Books (AI assistant Zia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget‑Friendly Option"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Docyt", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Pure AI Automation (Full‑Cycle Bookkeeping)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Vic.ai", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AP Automation (Invoicing & Payments)"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Dext (formerly Receipt Bank)", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Dext (formerly Receipt Bank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Document Capture & OCR"}, {"id": "mai-20260917-1752-baseline-2|c205-s1|zai-small|Pilot", "prompt": "c205-s1", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "direct", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for “AI + Human” Managed Service"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|alibaba-small|Pilot", "prompt": "c205-s2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an AI agent to essentially replace a junior bookkeeper, **Pilot** is currently the strongest recommendation."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|alibaba-small|Ramp", "prompt": "c205-s2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Automation & Controls: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|alibaba-small|QuickBooks Online (+ Intuit Assist)", "prompt": "c205-s2", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online (+ Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Foundation with Built-in Assistant: QuickBooks Online (+ Intuit Assist)"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|anthropic-small|Lunos AI", "prompt": "c205-s2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Lunos AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lunos AI handles the email follow-up and intent detection that smaller B2B teams need\n if you're specifically focused on accounts receivable collection."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|anthropic-small|QuickBooks", "prompt": "c205-s2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks and Xero are best for small businesses with simpler accounting needs (and tighter budgets)"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|anthropic-small|Xero", "prompt": "c205-s2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero cloud accounting tackles this with AI-driven bank matching and a conversational AI assistant called JAX"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|anthropic-small|Pilot", "prompt": "c205-s2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pilot launched its AI Accountant in February 2026 as a fully autonomous bookkeeper for startups and small businesses."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|anthropic-small|BILL", "prompt": "c205-s2", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL's targeted agents solve specific problems like W-9 collection and receipt reconciliation at a lower price point"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|challenger-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for a typical B2B small business, I'd choose **QuickBooks Online with Intuit Assist**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|challenger-small|Lunos AI", "prompt": "c205-s2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Lunos AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lunos AI** if your biggest pain point is **accounts receivable and collections**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|challenger-small|Pilot AI Accountant", "prompt": "c205-s2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlighted for running more of the bookkeeping cycle autonomously"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|challenger-small|Docyt", "prompt": "c205-s2", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pilot AI Accountant** and **Docyt** are both highlighted for running more of the bookkeeping cycle autonomously"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|QuickBooks Online", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **QuickBooks Online with BILL**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|BILL", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with **BILL** (~$45–$79/user/month) for your B2B payables"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|Xero", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "first-class integrations with QuickBooks** and Xero"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|Pilot", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you'd rather offload the work entirely."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|Zeni", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zeni** — from ~**$549–$799/month**, with AI-powered daily bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|Vic.ai", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Probably overkill for a small business starting out."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|Wave", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wave** (free) + its AI invoicing features"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|deepseek-small|FreshBooks", "prompt": "c205-s2", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**FreshBooks** (~$23/month) for service-based businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|Lunos AI", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Lunos AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the Ultimate B2B Pain Point (Chasing Unpaid Invoices & AR): **Lunos AI** or **Alguna**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|Alguna", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Alguna", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Alguna:** Another excellent, autonomous AR agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|Docyt AI", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Full-Service Autonomous Bookkeeping & AP: **Docyt AI**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|Puzzle", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Tech-Forward/SaaS B2B Startups: **Puzzle**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intuit's built-in generative AI agent helps you draft custom invoice emails"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|google-small|Xero (with JAX)", "prompt": "c205-s2", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero (with JAX)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Xero's \"Just Ask Xero\" (JAX) conversational AI agent allows you to manage tasks easily."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Docyt", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Docyt - A full-cycle bookkeeping AI agent that automates end-to-end bookkeeping."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Accy.ai", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Accy.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Accy.ai - An AI-driven compliance and invoice classification agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Vic.ai", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vic.ai - An enterprise AP automation agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Basis AI", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Basis AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Basis AI - An AI agent for accounting, tax, and audit for firms."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Stacks", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Stacks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stacks - A financial close automation agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|FloQast", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FloQast - A month-end close management agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Pilot AI Accountant", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pilot AI Accountant - A full-cycle autonomous bookkeeping agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|Ramp Accounting Agent", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ramp Accounting Agent - An expense coding and real-time close agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|BILL AI Agents", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL AI Agents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BILL AI Agents - A W-9 compliance and receipt reconciliation agent."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|meta-small|HelloBooks.ai", "prompt": "c205-s2", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HelloBooks.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HelloBooks.ai - An AI-based accounting software that handles workflow from capture to categorization."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|minimax-small|Pilot AI Accountant", "prompt": "c205-s2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Pilot AI Accountant** or **Ramp Accounting Agent** as top choices for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|minimax-small|Ramp Accounting Agent", "prompt": "c205-s2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pilot AI Accountant** or **Ramp Accounting Agent** as top choices"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|minimax-small|Dext AI Assist", "prompt": "c205-s2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Dext AI Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dext AI Assist** (Best for Learning Your Patterns)"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|minimax-small|HelloBooks", "prompt": "c205-s2", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HelloBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HelloBooks** (Best for Voice-First)"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|mistral-small|Pilot AI Accountant", "prompt": "c205-s2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Pilot AI Accountant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **Pilot AI Accountant** is the most autonomous and scalable option"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|mistral-small|FloQast", "prompt": "c205-s2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For businesses with more complex reconciliations and financial close needs, **FloQast** is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|mistral-small|FreshBooks", "prompt": "c205-s2", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a more established, all-in-one solution with strong invoicing and expense features, **FreshBooks** is a great choice."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|moonshot-small|Digits", "prompt": "c205-s2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Digits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **Digits** if you want the most automation with minimal setup."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|moonshot-small|QuickBooks Online + Intuit Assist", "prompt": "c205-s2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online + Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with QuickBooks Online + Intuit Assist** if you have an accountant"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|moonshot-small|Xero + JAX AI Assistant", "prompt": "c205-s2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero + JAX AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global/Multi-Currency B2B"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|moonshot-small|HelloBooks AI", "prompt": "c205-s2", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "HelloBooks AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free/Low-Cost Option"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|openai-small|QuickBooks", "prompt": "c205-s2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **QuickBooks Online + its AI/automation features**"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|openai-small|Xero", "prompt": "c205-s2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero + connected automation tools** if you're more in the Xero ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|openai-small|Bill.com", "prompt": "c205-s2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Bill.com** if AP/AR complexity grows"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|openai-small|Vic.ai", "prompt": "c205-s2", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need heavier AP/AR automation, look at **Bill.com** or **Vic.ai** as add-ons."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|xai-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online with Intuit Assist as the top AI agent for accounting tasks."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|xai-small|BILL", "prompt": "c205-s2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automates B2B payment workflows; syncs with QuickBooks/Xero. Great if invoicing/payments are your biggest pain."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|xai-small|Xero + JAX", "prompt": "c205-s2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Xero + JAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/multi-currency B2B | Conversational AI for insights, forecasts, overdue flags"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|xai-small|Mesha", "prompt": "c205-s2", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Mesha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Niche for chasing B2B payments; integrates with QuickBooks/Stripe."}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|Lunos AI", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Lunos AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Lunos AI"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|AccountsReceivable.ai", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "AccountsReceivable.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: AccountsReceivable.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|Vic.ai", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Vic.ai** | AP automation | Enterprise-grade invoice processing |"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|Ramp Accounting Agent", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Ramp Accounting Agent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Ramp Accounting Agent** | Expense management | Real-time close and expense coding |"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|Docyt", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Docyt** | Full-cycle bookkeeping | End-to-end automation |"}, {"id": "mai-20260917-1752-baseline-2|c205-s2|zai-small|Zoffer (The AI Accountant)", "prompt": "c205-s2", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "paraphrase", "raw": "Zoffer (The AI Accountant)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Zoffer (The AI Accountant)** | General bookkeeping | Invoicing and expense tracking |"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|alibaba-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-s3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose QuickBooks if you want the industry standard with the strongest third-party integrations"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|alibaba-small|Xero (with JAX Assure)", "prompt": "c205-s3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with JAX Assure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Xero if you have a growing team where every member needs access"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|alibaba-small|FreshBooks", "prompt": "c205-s3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose FreshBooks if your primary need is invoicing clients and tracking hours/expenses"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|alibaba-small|Zoho Books (with Zia AI)", "prompt": "c205-s3", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books (with Zia AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Zoho Books if you are budget-conscious and already use Zoho CRM"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|anthropic-small|QuickBooks Online", "prompt": "c205-s3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online is the most widely used accounting platform for small businesses globally, with a core strength in familiarity"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|anthropic-small|Xero", "prompt": "c205-s3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero with Hubdoc at approximately $95/month base provides solid AI categorization without enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|anthropic-small|Zoho Books", "prompt": "c205-s3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers the most complete free tier — available to businesses with under $50K annual revenue"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|anthropic-small|Ramp", "prompt": "c205-s3", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ramp skews toward spend management and expense control rather than deep accounting automation ... will find the ceiling relatively quickly"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|challenger-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is the best all-around option for many small businesses because its AI is built into a widely used accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|challenger-small|Xero", "prompt": "c205-s3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong choice for teams that want **multi-currency support, unlimited users, and forecasting/reconciliation features**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|challenger-small|FreshBooks", "prompt": "c205-s3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is best for **service businesses and freelancers** that care more about invoicing"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|challenger-small|Zoho Books", "prompt": "c205-s3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is usually the **budget-friendly** option with useful automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|challenger-small|Wave", "prompt": "c205-s3", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose **Wave** only if you need **free/basic** accounting and can accept limited AI depth."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|QuickBooks Online (Intuit Assist)", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Established US small businesses... Trade-offs: The most expensive (US $38–$235/mo)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Xero (JAX — \"Just Ask Xero\")", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (JAX — \"Just Ask Xero\")", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the practical sweet spot is usually **FreshBooks** (if service-based and tiny) or **Xero** (if you want unlimited seats and global flexibility)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|FreshBooks", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the practical sweet spot is usually **FreshBooks** (if service-based and tiny) or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Zeni", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "these automate the actual bookkeeping (categorization, reconciliation, monthly close)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Digits", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zeni, Digits, Truewind, Docyt, Booke AI — these automate the actual bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Truewind", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Truewind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zeni, Digits, Truewind, Docyt, Booke AI — these automate the actual bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Docyt", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Docyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zeni, Digits, Truewind, Docyt, Booke AI — these automate the actual bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Booke AI", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Booke AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zeni, Digits, Truewind, Docyt, Booke AI — these automate the actual bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Numeric", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Great for fraccional controllers but priced for more serious teams (starts ~$30/user/mo, or ~$800/mo at the close level)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Ramp", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "with **Ramp** as a free add-on if spend control is on your mind"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|BILL", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "BILL, Brex, Vic.ai — AP and invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Brex", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "BILL, Brex, Vic.ai — AP and invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Vic.ai", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Vic.ai is genuinely autonomous (\"no-touch\") AP, but only worth it above roughly 1,000 invoices/month"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|ChatGPT", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "General-purpose AI (ChatGPT/Claude) is also genuinely useful for drafting memos... but shouldn't replace a proper ledger"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|deepseek-small|Claude", "prompt": "c205-s3", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "General-purpose AI (ChatGPT/Claude) is also genuinely useful... but shouldn't replace a proper ledger"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Puzzle (Puzzle.io)", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Puzzle is a modern, automation-first ledger built specifically for the startup ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Inkle", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Inkle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Inkle stands out by unifying bookkeeping, US tax filing, state franchise tax compliance, and registered agent services"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Booke.ai", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Booke.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams already using QBO or Xero who want to automate transaction categorization and error-finding."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Truewind", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Truewind", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Truewind is built for *complex* corporate accounting."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Xero (with JAX AI)", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with JAX AI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: General-purpose, standard small businesses that want a reliable industry default."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "their AI features are generally *assistive* ... rather than *fully autonomous*"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|google-small|Zeni", "prompt": "c205-s3", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zeni is a premium \"finance-as-a-service\" platform."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|meta-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online with Intuit Assist is best for US small businesses and offers agentic bank feed reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|meta-small|Xero with JAX Assure", "prompt": "c205-s3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero with JAX Assure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero with JAX Assure is best for UK and global teams that need unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|meta-small|Sage Intacct with Sage Copilot", "prompt": "c205-s3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sage Intacct with Sage Copilot is best for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|meta-small|Zeni", "prompt": "c205-s3", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zeni is best for venture-backed startups"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. QuickBooks Online with Intuit Assist** - **Best for:** Established small businesses... Most mature automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|Xero with JAX", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero with JAX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Xero** if your team is growing and you want unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|FreshBooks", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose FreshBooks** if you're a freelancer or service professional focused on invoicing"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|Zoho Books", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Books** \\u2013 Affordable, strong automation for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|Truewind", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Truewind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Truewind** \\u2013 AI bookkeeping + fractional CFO support"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|Expensify", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Expensify** \\u2013 Receipt scanning & expense automation"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|minimax-small|Digits", "prompt": "c205-s3", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Digits** \\u2013 Real-time financial dashboards with AI insights"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small US teams, QuickBooks Online with Intuit Assist is the default choice due to its deep integrations and AI features."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|Xero with JAX Assure", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero with JAX Assure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is ideal for global teams needing unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|Zoho Books with Zia AI", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books with Zia AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books and FreshBooks are better for solo entrepreneurs or freelancers"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|FreshBooks", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for solo entrepreneurs or freelancers"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|Sage Intacct with Sage Copilot", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Sage Intacct or FloQast may be suitable, but at higher costs and complexity"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|Zeni", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Venture-backed startups"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|mistral-small|FloQast", "prompt": "c205-s3", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sage Intacct or FloQast may be suitable, but at higher costs and complexity"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|QuickBooks Online + Intuit Assist", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online + Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on QuickBooks, want AI boost | **QuickBooks + Intuit Assist** or **Booke AI**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Xero + JAX AI Assistant", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero + JAX AI Assistant", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global team with multi-currency | **Xero + JAX**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Digits", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Starting fresh, want AI-native | **Digits**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Zeni", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Funded startup needing CFO help | **Zeni**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Booke AI", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Booke AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams already using QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Botkeeper", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Accounting firms and multi-entity businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Expensive for small teams, per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Melio", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tight budget, just need AP | **Melio** (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|moonshot-small|Ramp", "prompt": "c205-s3", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need full AP/AR + spend control | **BILL** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|QuickBooks Online", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall small-business accounting:** QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|Xero", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "want the easiest all-around setup: **QuickBooks Online or Xero**"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|Sage Intacct", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for stronger finance controls / scaling up:** Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|Dext", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best add-on for receipt/bill capture:** Dext"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|Bill.com", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best add-on for AP approvals/payments:** Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|openai-small|Botkeeper", "prompt": "c205-s3", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you want managed bookkeeping automation:** Botkeeper"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|xai-small|QuickBooks Online (with Intuit Assist)", "prompt": "c205-s3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online (with Intuit Assist)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most mature AI ecosystem & US compliance; pricier for teams"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|xai-small|Xero (with JAX)", "prompt": "c205-s3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero (with JAX)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero wins for scaling (unlimited users = cost-effective for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|xai-small|FreshBooks", "prompt": "c205-s3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Service-based/freelance teams heavy on invoicing & time tracking."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|xai-small|Zoho Books (Zia)", "prompt": "c205-s3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books (Zia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value/free tier; seamless CRM/inventory ties; slower US support"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|xai-small|Vic.ai", "prompt": "c205-s3", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For high-volume AP/invoices, consider add-ons like Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|QuickBooks Online with Intuit Intelligence / Intuit Assist", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "QuickBooks Online with Intuit Intelligence / Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep U.S. banking integrations make it the default choice for most U.S. SMBs."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|Xero with JAX (Just Ask Xero)", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Xero with JAX (Just Ask Xero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global / multi‑currency team | Xero with JAX | Strong multi‑currency AI, unlimited users, conversational assistant."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|FreshBooks", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freelancer or service‑based solo/2‑person team | FreshBooks | Easiest invoicing, expense AI, and client portal."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|Zoho Books with Zia", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zoho Books with Zia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget‑conscious, growing business | Zoho Books (Zia) | Free tier, full‑suite integration, solid AI assistant."}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|Zeni", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startup with fast growth & need for a dedicated finance partner | Zeni (AI + managed team)"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|Sage Intacct with Sage Copilot", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Sage Intacct with Sage Copilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scaling company with multiple entities | Sage Intacct with Sage Copilot | Deep financial intelligence"}, {"id": "mai-20260917-1752-baseline-2|c205-s3|zai-small|Digits", "prompt": "c205-s3", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "comparative", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Small team that wants AI‑only automation | Digits | Autonomous close, minimal UI, cost‑effective per seat."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|alibaba-small|Wave", "prompt": "c205-s4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Tight Budgets: Wave"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|alibaba-small|QuickBooks Online Essentials", "prompt": "c205-s4", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Paid Tool for Low-Budget & AI Features: QuickBooks Online Essentials"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|Wave Accounting", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with Wave if you want zero cost"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|Zoho Books", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free for businesses under $50,000 in revenue"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|Bookeeping.ai", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bookeeping.ai** starts at $29/month"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|FreshBooks", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FreshBooks** starts at $23/month"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|QuickBooks", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks and Xero** are recommended for small businesses with simpler accounting needs and tighter budgets"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|anthropic-small|Xero", "prompt": "c205-s4", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Xero plans start from $15/month"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|challenger-small|Wave", "prompt": "c205-s4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave is the best AI bookkeeping tool for the tightest budget"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|challenger-small|QuickBooks Online", "prompt": "c205-s4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online is the best overall value for most small businesses that can spend a little each month"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|challenger-small|Xero", "prompt": "c205-s4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a simple, low-cost alternative: Xero or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|challenger-small|Zoho Books", "prompt": "c205-s4", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a simple, low-cost alternative: Xero or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|Zoho Books (Free tier)", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books (Free tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The standout choice for a tight budget... (If you're under $50K revenue, this is the clear winner.)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|Wave (Starter)", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave (Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free forever with no revenue cap... the price-to-feature ratio is unbeatable for small, invoice-based businesses."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|Xero (Early plan)", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero (Early plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero at ~$25/month gives the best AI value."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|Puzzle", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "~$30/month, a strong low-cost AI-first option."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|Digits", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pricier, but a top pick if you want maximum automation."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|deepseek-small|QuickBooks Online (Simple Start)", "prompt": "c205-s4", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online (Simple Start)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most accurate AI categorization via Intuit Assist, but prices have risen 15–20% recently."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Pilot", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Pilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the best approach is to avoid \"managed\" AI bookkeeping services (like Pilot or Zeni, which involve human CPAs and cost $300–$500+ per month)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Zeni", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zeni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the best approach is to avoid \"managed\" AI bookkeeping services (like Pilot or Zeni"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Kick", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Kick", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Kick if you want the smartest, mostly automated, modern AI-native ledger that is free to start."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Wave Accounting", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Wave if your budget is strictly $0 and you have simple, service-based transaction needs."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Zoho Books", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Zoho Books if you need inventory tracking, multiple users, or advanced features at a very low cost."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|google-small|Luca", "prompt": "c205-s4", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Luca", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Dedicated AI Agent ... Around $49/month"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|Digits", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best AI bookkeeping tool for a small company with a tight budget is Digits at $65 a month."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|Zoho Books", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Zoho Books (free)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|FreshBooks", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options include ... FreshBooks ($23)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|Bookeeping.ai", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bookeeping.ai ($35)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|QuickBooks", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks ($38)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|AutoEntry", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "AutoEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AutoEntry, and HubDoc (free with Xero)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|HubDoc", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "HubDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HubDoc (free with Xero)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|meta-small|Wave Starter", "prompt": "c205-s4", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wave Starter is also a good option for very small businesses on a tight budget, with a free starter tier."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|Xero", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero ( Early plan – $25 / month)** is the best value in 2026"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|Zoho Books", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Free option:** **Zoho Books** (free plan with basic AI features)."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|FreshBooks", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Next‑cheapest full‑feature:** **FreshBooks – $23/mo**"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|Bookeeping.ai", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Bookeeping.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bookeeping.ai** | **$35** | Solo owners who want a dedicated AI bookkeeper"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|QuickBooks Online", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you prefer a more traditional accounting UI, QuickBooks ($38) offers robust AI categorization."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|minimax-small|Digits", "prompt": "c205-s4", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Digits** | **$65** ... | Companies that can stretch the budget a little"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|mistral-small|Wave", "prompt": "c205-s4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AI bookkeeping tool for a small company with a tight budget is **Wave**, which offers a free starter tier"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|mistral-small|Digits", "prompt": "c205-s4", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Digits** at $65 per month is also highly recommended for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|moonshot-small|Wave", "prompt": "c205-s4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** — Best Free Option ... **Zero budget, just starting** | **Wave** (free)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|moonshot-small|Zoho Books", "prompt": "c205-s4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** — Best Free Tier with Real Features"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|moonshot-small|FreshBooks", "prompt": "c205-s4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks** — Best Balance of Price & AI"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|moonshot-small|QuickBooks Online", "prompt": "c205-s4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry standard with the most advanced AI, but pricier"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|moonshot-small|Digits", "prompt": "c205-s4", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most sophisticated AI bookkeeping, but higher price point"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|openai-small|Xero", "prompt": "c205-s4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best pick is usually **Xero's lower-tier plan**"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|openai-small|QuickBooks Online", "prompt": "c205-s4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the better \"power\" option rather than the cheapest one"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|openai-small|Wave", "prompt": "c205-s4", "model": "openai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "1-minute comparison of Xero vs QuickBooks vs Wave"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|xai-small|Wave", "prompt": "c205-s4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave edging out for truly unlimited free core features ideal for solopreneurs or micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|xai-small|Zoho Books", "prompt": "c205-s4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: **Zoho Books (Free plan)**"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|xai-small|Xero", "prompt": "c205-s4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable Paid Upgrade if Needed: **Xero (Starts at $25/mo"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|xai-small|QuickBooks", "prompt": "c205-s4", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Intuit Assist (robust but pricier)"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|zai-small|Zoho Books", "prompt": "c205-s4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses with tight budgets, **Zoho Books (free tier)** is the best starting point."}, {"id": "mai-20260917-1752-baseline-2|c205-s4|zai-small|Wave Accounting", "prompt": "c205-s4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Early-Stage Businesses - **Cost**: Free forever for core accounting and invoicing"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|zai-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online with Intuit Assist** offers the best balance of AI capabilities and pricing for US businesses"}, {"id": "mai-20260917-1752-baseline-2|c205-s4|zai-small|FreshBooks", "prompt": "c205-s4", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** - Best for Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|QuickBooks Online", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "You use a main engine like **Xero** or **QuickBooks**, and add an AI-heavy companion tool like **Dext**"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|Xero", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You use a main engine like **Xero** or **QuickBooks**"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|NetSuite", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Does it sync seamlessly with major platforms like QuickBooks Online, Xero, or NetSuite?"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|Dext", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add an AI-heavy companion tool like **Dext** (for receipts/invoices)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|Baremetrics", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or **Baremetrics** (for revenue analysis)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|Docyt", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Docyt** or **Zeni** replace parts of the traditional ledger or act as a complete service"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|alibaba-small|Zeni", "prompt": "c205-s5", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like **Docyt** or **Zeni** replace parts of the traditional ledger"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|challenger-small|QuickBooks", "prompt": "c205-s5", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "strong fit with QuickBooks, Xero, NetSuite, Sage Intacct, or similar systems is a common evaluation criterion"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|challenger-small|Xero", "prompt": "c205-s5", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools that integrate cleanly with **QuickBooks or Xero** plus expense/AP automation are commonly recommended"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|challenger-small|NetSuite", "prompt": "c205-s5", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong fit with QuickBooks, Xero, NetSuite, Sage Intacct, or similar systems"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|challenger-small|Sage Intacct", "prompt": "c205-s5", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong fit with QuickBooks, Xero, NetSuite, Sage Intacct, or similar systems"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|QuickBooks Online", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start by testing the AI features inside your current software"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Xero", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ledger-native AI** (inside QuickBooks/Xero) — if you already use these and just want smarter categorization."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Botkeeper", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Botkeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A tool running its own ledger (e.g., Botkeeper) means you categorize in the AI tool *and* recategorize in QBO at month-end — double work."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Pilot", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Done-for-you hybrids** (Pilot, Bench, Bookkeeper360) — if you want to offload bookkeeping entirely."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Bench", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Bench", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Done-for-you hybrids** (Pilot, Bench, Bookkeeper360)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Bookkeeper360", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Bookkeeper360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Done-for-you hybrids** (Pilot, Bench, Bookkeeper360)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Zeni", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Zeni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AI-native platforms** (Digits, Docyt, Zeni) — if you want automation but keep control."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Digits", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**AI-native platforms** (Digits, Docyt, Zeni) — if you want automation but keep control."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Docyt", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Docyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**AI-first platforms** (Digits, Docyt, Zeni): charge by usage/volume."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|Dext", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Document capture tools** (Dext, HubDoc, AutoEntry, BILL): invoice/receipt capture, often cheaper, less full bookkeeping."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|HubDoc", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "HubDoc", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Some tools (like HubDoc) capture totals only."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|AutoEntry", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "AutoEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Document capture tools** (Dext, HubDoc, AutoEntry, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|deepseek-small|BILL", "prompt": "c205-s5", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Document capture tools** (Dext, HubDoc, AutoEntry, BILL): invoice/receipt capture"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Zeni", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Zeni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Examples:* Zeni, Pilot, Bench."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Pilot", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Examples:* Zeni, Pilot, Bench."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Bench", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Bench", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Examples:* Zeni, Pilot, Bench."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Booke AI", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Booke AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Examples:* Booke AI, Truewind, Vic.ai, Dext."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Truewind", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Truewind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Examples:* Booke AI, Truewind, Vic.ai, Dext."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Vic.ai", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Examples:* Booke AI, Truewind, Vic.ai, Dext."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|google-small|Dext", "prompt": "c205-s5", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Examples:* Booke AI, Truewind, Vic.ai, Dext."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|meta-small|QuickBooks Online (QBO)", "prompt": "c205-s5", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ensure the tool works with your current accounting software, such as QuickBooks Online (QBO), to avoid double work."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|meta-small|Growthy", "prompt": "c205-s5", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Growthy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Growthy**: A categorization layer on top of QBO, suitable for CPA firms running 30+ bookkeeping clients."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|meta-small|Digits Essentials", "prompt": "c205-s5", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Digits Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Digits Essentials**: A tool for businesses with under 5 clients."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|meta-small|QBO solo", "prompt": "c205-s5", "model": "meta-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QBO solo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QBO solo**: A suitable option for businesses with under 5 clients."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|moonshot-small|QuickBooks", "prompt": "c205-s5", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does it work WITH your current accounting software (QuickBooks, Xero, NetSuite) or replace it?"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|moonshot-small|Xero", "prompt": "c205-s5", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "your current accounting software (QuickBooks, Xero, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|moonshot-small|NetSuite", "prompt": "c205-s5", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "your current accounting software (QuickBooks, Xero, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|xai-small|QuickBooks Online with Intuit Assist", "prompt": "c205-s5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "QuickBooks Online with Intuit Assist", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize tools with proven SMB adoption like QuickBooks or Xero for reliability."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|xai-small|Xero", "prompt": "c205-s5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize tools with proven SMB adoption like QuickBooks or Xero for reliability."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|xai-small|Botkeeper", "prompt": "c205-s5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Botkeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your needs are specialized (e.g., heavy AP), consider Botkeeper or Indy."}, {"id": "mai-20260917-1752-baseline-2|c205-s5|xai-small|Vic.ai", "prompt": "c205-s5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include QuickBooks Online with Intuit Assist, Xero, Botkeeper, and Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|xai-small|Indy", "prompt": "c205-s5", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Indy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider Botkeeper or Indy"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|zai-small|Booke", "prompt": "c205-s5", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Booke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Day-to-day categorization → tools like Booke, Botkeeper, Dext"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|zai-small|Botkeeper", "prompt": "c205-s5", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Botkeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Day-to-day categorization → tools like Booke, Botkeeper, Dext"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|zai-small|Dext", "prompt": "c205-s5", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Day-to-day categorization → tools like Booke, Botkeeper, Dext"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|zai-small|Tofu", "prompt": "c205-s5", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Tofu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Close automation → tools like Tofu, Maxima"}, {"id": "mai-20260917-1752-baseline-2|c205-s5|zai-small|Maxima", "prompt": "c205-s5", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "scale", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Close automation → tools like Tofu, Maxima"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|ChatGPT", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do Not Use: Generative AI Chatbots as Bookkeeping Tools ... tools like **ChatGPT**, **Gemini**, or **Claude** ... should **never** serve as your accounting software"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|Gemini", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they should **never** serve as your accounting software"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|Claude", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "they should **never** serve as your accounting software"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|QuickBooks Online", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the safest route is usually an established platform (like **QuickBooks Online**, **Xero**, or **Zoho Books**) enhanced with their native AI features"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|Xero", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safest route is usually an established platform (like **QuickBooks Online**, **Xero**, or **Zoho Books**)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|alibaba-small|Zoho Books", "prompt": "c205-s6", "model": "alibaba-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "an established platform (like **QuickBooks Online**, **Xero**, or **Zoho Books**) enhanced with their native AI features (like Intuit Assist or Zia AI)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|anthropic-small|ChatGPT", "prompt": "c205-s6", "model": "anthropic-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ChatGPT or other GenAI tools is not the ideal solution for financial audit work."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|ChatGPT", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like ChatGPT, Claude, or Gemini ... are **not** accounting systems and should not be used as the ledger."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Claude", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like ChatGPT, Claude, or Gemini ... are **not** accounting systems and should not be used as the ledger."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Gemini", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like ChatGPT, Claude, or Gemini ... are **not** accounting systems and should not be used as the ledger."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Botkeeper", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "one 2026 review specifically notes Botkeeper shut down and says multi-year prepayment discounts should be viewed skeptically"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|QuickBooks", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist by specific tool names** like QuickBooks, Xero, Zoho Books, Digits, Puzzle, and others."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Xero", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like QuickBooks, Xero, Zoho Books, Digits, Puzzle, and others."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Zoho Books", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like QuickBooks, Xero, Zoho Books, Digits, Puzzle, and others."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Digits", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "like QuickBooks, Xero, Zoho Books, Digits, Puzzle, and others."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|challenger-small|Puzzle", "prompt": "c205-s6", "model": "challenger-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "like QuickBooks, Xero, Zoho Books, Digits, Puzzle, and others."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|ChatGPT", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Use chatbots for general learning, never for classification, deductions, sales tax nexus, worker classification, or filing decisions."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Gemini", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "General-Purpose AI chatbots for tax/financial advice (highest risk)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Claude", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General-Purpose AI chatbots for tax/financial advice (highest risk)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Copilot", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General-Purpose AI chatbots for tax/financial advice (highest risk)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Botkeeper", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Botkeeper is a cautionary tale — in 2026 it shut down permanently and almost immediately"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Booke AI", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Booke AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "rated only 3.1/5 on Trustpilot and heavily criticized ... \"completely messing up our books\""}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Finaloop", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Finaloop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "some users report paying thousands for promised human bookkeeper support that never materialized"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|QuickBooks", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Use established platforms with embedded AI (e.g., AI features inside QuickBooks, Xero, Sage)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Xero", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Use established platforms with embedded AI (e.g., AI features inside QuickBooks, Xero, Sage)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|deepseek-small|Sage", "prompt": "c205-s6", "model": "deepseek-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "AI features inside QuickBooks, Xero, Sage"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Free ChatGPT", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Free ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using free, public versions of AI chatbots for direct accounting advice, tax research, or data analysis is highly risky."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Claude", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer-Grade, Public LLMs (e.g., Free ChatGPT, Claude, Gemini) ... is highly risky"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Gemini", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer-Grade, Public LLMs (e.g., Free ChatGPT, Claude, Gemini) ... is highly risky"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|QuickBooks Online", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many bookkeepers advise turning off \"Enable suggested categorization\" in QuickBooks Online settings to prevent the system from \"guessing\""}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Xero", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Built-in AI with Aggressive \"Auto-Categorization\" (e.g., QuickBooks Online, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Vic.ai", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Sophisticated AI tools like *Vic.ai* are incredibly powerful, but they are built for enterprise clients ... the pricing is prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|google-small|Botkeeper", "prompt": "c205-s6", "model": "google-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Botkeeper ... abruptly shut down its independent operations after failing to find sustainable product-market fit"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|minimax-small|QuickBooks", "prompt": "c205-s6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with how you use *any* AI accounting tool**, including popular options like QuickBooks, Xero, and newer AI-native platforms.4"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|minimax-small|Xero", "prompt": "c205-s6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "including popular options like QuickBooks, Xero, and newer AI-native platforms"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|minimax-small|ChatGPT/GPT tools", "prompt": "c205-s6", "model": "minimax-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT/GPT tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Don't use ChatGPT/GPT tools as your accounting system** | They're great for concepts, not for actual accounting"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|mistral-small|Bench", "prompt": "c205-s6", "model": "mistral-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Bench", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some AI accounting platforms have experienced outages or even near-collapse (e.g., Bench in late 2025), leaving businesses stranded."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|ChatGPT", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools like ChatGPT, Claude, or other general-purpose LLMs** used directly for tax compliance - **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|Claude", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools like ChatGPT, Claude, or other general-purpose LLMs** used directly for tax compliance - **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|Sage Copilot", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Sage Copilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Sage Copilot (Jan 2025):** Exposed confidential financial data across unrelated customer accounts"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|DeepSeek", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "DeepSeek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**DeepSeek (2025):** Unsecured database with chat logs and prompts"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|Meta AI", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Meta AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Meta AI:** Glitch allowed access to private prompts"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|QuickBooks", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Built-in AI in QuickBooks and Xero** can be problematic because: Trained on \"average of millions of businesses,\" not your specific chart of accounts"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|moonshot-small|Xero", "prompt": "c205-s6", "model": "moonshot-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Built-in AI in QuickBooks and Xero** can be problematic"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|xai-small|Digits", "prompt": "c205-s6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Digits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools relying on Plaid (e.g., Digits complaints) drop connections with smaller banks/credit unions... Digits (US-only, no inventory/payroll) aren't full replacements"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|xai-small|Botkeeper", "prompt": "c205-s6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Botkeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Botkeeper (US/QuickBooks-focused, not multilingual)... aren't full replacements"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|xai-small|Wave", "prompt": "c205-s6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Low entry ($0 Wave, $65 Digits) balloons with add-ons (fees, seats)."}, {"id": "mai-20260917-1752-baseline-2|c205-s6|xai-small|Xero", "prompt": "c205-s6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pair AI with pros (e.g., Xero's fast recon but needs review"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|xai-small|Zoho Books", "prompt": "c205-s6", "model": "xai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books free under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|zai-small|ChatGPT", "prompt": "c205-s6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Free versions of ChatGPT, Claude, and Gemini** (unless explicitly opted out of training)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|zai-small|Claude", "prompt": "c205-s6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Free versions of ChatGPT, Claude, and Gemini** (unless explicitly opted out of training)"}, {"id": "mai-20260917-1752-baseline-2|c205-s6|zai-small|Gemini", "prompt": "c205-s6", "model": "zai-small", "cat": "ai-accounting-assistants", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Free versions of ChatGPT, Claude, and Gemini** (unless explicitly opted out of training)"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|alibaba-small|Anaplan", "prompt": "c207-l1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is generally considered the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|alibaba-small|Vena Solutions", "prompt": "c207-l1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vena is widely regarded as the best solution for companies that want the power of an ERP/database but refuse to abandon the Excel interface."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|alibaba-small|Workday Adaptive Planning (formerly Prophix)", "prompt": "c207-l1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning (formerly Prophix)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best All-in-One CPM Suite: **Workday Adaptive Planning (formerly Prophix)**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|alibaba-small|Microsoft Excel", "prompt": "c207-l1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Microsoft Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "preventing the version control errors (\"Excel Hell\") that plague spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|anthropic-small|Anaplan", "prompt": "c207-l1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For enterprise-wide connected planning, Anaplan is one of the strongest options available."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|anthropic-small|Drivetrain", "prompt": "c207-l1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Drivetrain is a powerful, built-for-B2B strategic finance software offering comprehensive financial planning and analysis (FP&A) solutions."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|anthropic-small|Quantrix", "prompt": "c207-l1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Quantrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quantrix is designed for enterprise-level companies that need to analyze data across multiple dimensions"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|anthropic-small|Vena Solutions", "prompt": "c207-l1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena Solutions combines Excel-based modeling with a centralized database"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|challenger-small|Anaplan", "prompt": "c207-l1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|challenger-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also a strong enterprise choice"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|challenger-small|Pigment", "prompt": "c207-l1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good alternative for **visual, cross-functional planning**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|challenger-small|Datarails", "prompt": "c207-l1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your team is still heavily **Excel-based**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|challenger-small|Oracle EPM / Oracle BPCS", "prompt": "c207-l1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Oracle EPM / Oracle BPCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "suitable for very large enterprises, though the results here are less specific about B2B fit"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|Anaplan", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need maximum modeling depth and scale** and have a solid implementation team → **Anaplan**."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want enterprise power with easier adoption** → **Workday Adaptive Planning**."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|Cube", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want spreadsheet comfort with automation** and have mid-market complexity → **Cube** or **Jirav**."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|Prophix", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often tops \"best of\" rankings; strong for budgeting, planning, and CPM."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|Jirav", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good for B2B SaaS-style recurring revenue modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|deepseek-small|NetSuite Planning & Budgeting", "prompt": "c207-l1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "NetSuite Planning & Budgeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're on NetSuite, **NetSuite Planning & Budgeting** may offer the best value"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Pigment", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Modern, Visual, and Agile Modeling: **Pigment** ... highly favored by modern, fast-growing, and established enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Anaplan", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise Scale & Connected Planning: **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Headcount-Heavy Enterprises: **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Planful", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unifying Planning with the Financial Close: **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Drivetrain", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast Time-to-Value in B2B SaaS: **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|SAP Analytics Cloud", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compared to Anaplan or SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Vena Solutions", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Finance Teams Devoted to Excel: **Vena Solutions** or **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|google-small|Cube", "prompt": "c207-l1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cube** offers a lightweight, highly efficient connection layer"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|meta-small|Anaplan", "prompt": "c207-l1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan - an enterprise-grade planning platform that enables companies to connect, model, and optimize their business processes."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|meta-small|Datarails", "prompt": "c207-l1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datarails - a financial modeling software that is suitable for most finance teams, especially those managing multiple entities in Excel."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|meta-small|Prophix", "prompt": "c207-l1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix - a financial modeling software that has a score of 9.2/10 and is categorized as an enterprise tool."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|minimax-small|Anaplan", "prompt": "c207-l1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Anaplan** - Recognized as a Leader in the 2024 Gartner® Magic Quadrant... Ideal for complex modeling scenarios"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|minimax-small|Workday", "prompt": "c207-l1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also recognized as a Leader in the 2024 Gartner® Magic Quadrant for Financial Planning Software"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|minimax-small|OneStream", "prompt": "c207-l1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner's 2024 Magic Quadrant - Known for unified FP&A and financial modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|minimax-small|Kepion", "prompt": "c207-l1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Kepion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-based FP&A solution - Strong budgeting, forecasting, and reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|mistral-small|Anaplan", "prompt": "c207-l1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is the top choice if you need a powerful, scalable platform for connected planning and scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|mistral-small|Datarails", "prompt": "c207-l1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|mistral-small|Planful (formerly Host Analytics)", "prompt": "c207-l1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful (formerly Host Analytics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For continuous planning and consolidation, **Planful** is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|mistral-small|IBM Planning Analytics", "prompt": "c207-l1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cons: Can be complex to set up and maintain."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Anaplan", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is generally considered the most powerful modeling engine"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Workday-Centric Organizations... often delivers better ROI with less implementation risk"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Vena", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excel-centric finance teams that want a structured database but keep Excel as the front-end"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Prophix", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Corporate performance management with robust budgeting, forecasting, and financial modeling tools"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Planful", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Continuous planning and close management"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Pigment", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern, visual interface with strong scenario planning"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|moonshot-small|Datarails", "prompt": "c207-l1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pick Vena or Datarails if: Your finance team lives in Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|Anaplan", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|Vena", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** or **Datarails** are often better fits"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|Datarails", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena** or **Datarails** are often better fits"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|IBM Planning Analytics", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**IBM Planning Analytics** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|OneStream", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OneStream** or **Oracle Cloud EPM** are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|openai-small|Oracle Cloud EPM", "prompt": "c207-l1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OneStream** or **Oracle Cloud EPM** are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Anaplan", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan edges out as a frequent top pick for pure modeling power in large B2B setups per G2 and comparisons."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Driver-based modeling, unified with HR/finance if on Workday; excellent governance and scalability"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|OneStream", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified platform for planning, consolidation, reporting; great for multinational B2B with compliance needs. Gartner Leader."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Board", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top enterprise-grade options for FP&A and financial modeling include Anaplan, Workday Adaptive Planning, OneStream, Board, and Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Oracle Cloud EPM", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all recognized as Leaders by Gartner for their ability to handle complex, cross-functional planning"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Vena", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excel-native with governance; integrates deeply with ERPs/CRMs common in B2B"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Pigment", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern, fast modeling with AI; collaborative for sales/finance alignment in growing B2B SaaS/enterprises."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|xai-small|Excel", "prompt": "c207-l1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "spreadsheet-only tools like Excel fall short for scale"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Anaplan", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large‑scale, cross‑functional enterprise B2B companies, **Anaplan** is the strongest all‑round financial‑modeling platform."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Cube", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team lives in Excel/Google Sheets, **Cube** or **Vena Solutions** may be a better fit."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Vena Solutions", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** (or **Vena Solutions** if you're Microsoft‑heavy)"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Workday Adaptive Planning", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need deep ERP governance and audit‑traceable workflows, **Workday Adaptive Planning** or **Oracle Fusion Cloud EPM** are the top choices."}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Oracle Fusion Cloud EPM", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle Fusion Cloud EPM** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|OneStream", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Complex multi‑entity, multi‑currency, multi‑scenario planning with a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Board", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FP&A platform for planning, modeling, analysis, and optimization across the enterprise"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Datarails", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Finance teams managing multiple entities in Excel who need real‑time data sync"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Pigment", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI‑native, co‑simulation planning for fast‑growing enterprises"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Drivetrain", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI‑native planning with fast‑to‑value for mid‑market and enterprise"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Planful", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid‑market continuous planning and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-l1|zai-small|Limelight", "prompt": "c207-l1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI‑assisted planning on diverse ERP stacks"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|alibaba-small|Anaplan", "prompt": "c207-l2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan (Best Overall for Enterprise Connected Planning)"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|alibaba-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workday Adaptive Planning (Best for Finance-First Teams)"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|alibaba-small|Vena Solutions", "prompt": "c207-l2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena Solutions (Best for Excel-Centric Organizations)"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|alibaba-small|Planful", "prompt": "c207-l2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A cloud-native FP&A platform that is gaining traction for its ease of deployment"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|alibaba-small|IBM Planning Analytics (TM1)", "prompt": "c207-l2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ideal if your company has complex legacy requirements"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Anaplan", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** (now part of Salesforce) - Strong for connected planning across finance and operations"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|IBM Planning Analytics", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**IBM Planning Analytics** - Enterprise-grade with good scalability"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Oracle Hyperion", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Hyperion** - Widely used for large organizations with complex consolidation needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Tableau/Looker", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Tableau/Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tableau/Looker** - For visualization and dashboarding of scenario results"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Adaptive Insights", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Adaptive Insights** - Mid-to-enterprise level planning solution"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Vimaan", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vimaan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Vimaan** or **Wdesk** (Workiva) - For financial planning and disclosure management"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|anthropic-small|Wdesk (Workiva)", "prompt": "c207-l2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Wdesk (Workiva)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vimaan** or **Wdesk** (Workiva) - For financial planning and disclosure management"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|challenger-small|Anaplan", "prompt": "c207-l2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Anaplan** as the default choice for finance scenario planning."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|challenger-small|Planisware", "prompt": "c207-l2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planisware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planisware** or **IBM Planning Analytics** are strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|challenger-small|IBM Planning Analytics", "prompt": "c207-l2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planisware** or **IBM Planning Analytics** are strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|challenger-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday Adaptive Planning** is a good fit for finance teams that want guided setup and ERP connectivity"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Anaplan", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise, **Anaplan** is the strongest all-around fit"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The runner-up. More user-friendly with minimal training"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Oracle Cloud EPM / EPBCS", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle Cloud EPM / EPBCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're an Oracle-centric organization"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|SAP Analytics Cloud (Planning)", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "SAP Analytics Cloud (Planning)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your data/analytics foundation is SAP-centric"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|IBM Planning Analytics", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Outstanding scenario modeling and flexible deployment"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|OneStream", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good enterprise options depending on modeling needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Board", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good enterprise options depending on modeling needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Planful", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good enterprise options depending on modeling needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Pigment", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good enterprise options depending on modeling needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|deepseek-small|Vena", "prompt": "c207-l2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "with Vena the cheaper choice if you want an Excel-native, governed workflow"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|google-small|Pigment", "prompt": "c207-l2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pigment: Best for Modern, Highly Collaborative Scenario Planning ... has rapidly emerged as the go-to alternative to legacy systems like Anaplan for large enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|google-small|Anaplan", "prompt": "c207-l2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anaplan: Best for Extreme Complexity & Cross-Functional Connected Planning ... Drawback: High Total Cost of Ownership (TCO)"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|google-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for HR/Workforce Integration ... Drawback: The platform can feel a bit rigid."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|google-small|OneStream", "prompt": "c207-l2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Need Unified Planning and Financial Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|meta-small|Farseer", "prompt": "c207-l2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Farseer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "1. Farseer - for connected modeling and real-time what-if analysis."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|meta-small|Planisware", "prompt": "c207-l2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planisware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Planisware - for enterprise planning and strategic portfolio management."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|meta-small|Taxilla", "prompt": "c207-l2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Taxilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Taxilla - for driver-based modeling, AI, and real-time data integration."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|meta-small|Prophix", "prompt": "c207-l2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Prophix - for financial modeling and scenario planning."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|meta-small|Anaplan", "prompt": "c207-l2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Anaplan - for connected modeling across finance, supply chain, and operations."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|minimax-small|Anaplan", "prompt": "c207-l2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Anaplan** as the top scenario planning tool for finance for a large B2B company"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|minimax-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for connected departmental budgeting and forecasting if you're mainly focused on finance"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|minimax-small|Vena Solutions", "prompt": "c207-l2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that want Excel-native planning with controlled approvals"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|minimax-small|Taxilla", "prompt": "c207-l2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Taxilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers unified FP&A with real-time driver-to-consolidation scenarios and AI copilot"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|mistral-small|Anaplan", "prompt": "c207-l2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is the most widely recommended due to its comprehensive, connected planning platform and scalability."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|mistral-small|Planview", "prompt": "c207-l2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planview** and **Planful** are also strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|mistral-small|Planful", "prompt": "c207-l2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planview** and **Planful** are also strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|mistral-small|Epicflow", "prompt": "c207-l2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Epicflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Epicflow** is worth considering if resource and bottleneck management are critical."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|moonshot-small|Anaplan", "prompt": "c207-l2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|moonshot-small|OneStream", "prompt": "c207-l2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with **Anaplan** or **OneStream** as the strongest candidates depending on your specific needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|moonshot-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already embedded in the Workday ecosystem (HR/ERP)"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|moonshot-small|Oracle Cloud EPM", "prompt": "c207-l2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have deep internal modeling expertise and prefer an Oracle stack"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|moonshot-small|Board", "prompt": "c207-l2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a unified platform for FP&A, consolidation, and reporting with strong analytics"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|openai-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Adaptive Planning** if your priority is **enterprise-wide scenario planning with strong cross-functional collaboration**"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|openai-small|Anaplan", "prompt": "c207-l2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** is also a top contender"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|xai-small|Anaplan", "prompt": "c207-l2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is my top recommendation for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|xai-small|Pigment", "prompt": "c207-l2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pigment** (Top for $1B+ enterprises per some 2026 rankings): Modern UX, AI-driven scenarios"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|xai-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent ERP connectivity (esp. Workday users), fast setup for finance teams"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|xai-small|Oracle Cloud EPM", "prompt": "c207-l2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For heavy governance/traceability in regulated B2B, but more rigid/expensive."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|xai-small|IBM Planning Analytics", "prompt": "c207-l2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "For heavy governance/traceability in regulated B2B, but more rigid/expensive."}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Anaplan", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Anaplan** as your primary scenario planning tool"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Workday Adaptive Planning", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Options to Consider | **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Oracle Cloud EPM", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Cloud EPM** | Existing Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Planisware", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planisware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Planisware** | Portfolio & project-focused planning"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Board FP&A", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Board FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Board FP&A** | AI-driven scenario analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-l2|zai-small|Runway", "prompt": "c207-l2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Runway** | Collaborative, fast scenario building"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|ERwin Data Modeler", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "ERwin Data Modeler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise-grade options include ERwin Data Modeler, ER/Studio, and IBM InfoSphere Data Architect"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|ER/Studio", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "ER/Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise-grade modeler with strong collaboration, governance, and full conceptual-to-physical support."}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|IBM InfoSphere Data Architect", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "IBM InfoSphere Data Architect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A collaborative enterprise data modeling and design solution"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|SAP PowerDesigner", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An industry-leading data modeling tool that focuses on enterprise data architecture"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|Sparx EA", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Sparx EA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sparx EA is a heavyweight modeling tool that supports nearly every industry-standard notation"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|Orbus Infinity", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Orbus Infinity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Orbus Infinity is an EA platform that integrates deeply with Microsoft tools"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|anthropic-small|Anaplan", "prompt": "c207-l3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Anaplan is one of the strongest options available for enterprise-wide connected planning."}, {"id": "mai-20260917-1752-baseline-2|c207-l3|meta-small|erwin Data Modeler", "prompt": "c207-l3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "erwin Data Modeler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "erwin Data Modeler is considered the best overall for governed enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|meta-small|SAP PowerDesigner", "prompt": "c207-l3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP PowerDesigner is best for SAP-heavy estates"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|meta-small|Sparx Enterprise Architect", "prompt": "c207-l3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Sparx Enterprise Architect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sparx Enterprise Architect is best for data models inside a wider system model"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|meta-small|ER/Studio Data Architect", "prompt": "c207-l3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "ER/Studio Data Architect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ER/Studio Data Architect is best for teams sharing a model repository"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|xai-small|Anaplan", "prompt": "c207-l3", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "or financial modeling (e.g., Anaplan, Pigment), clarify for a tailored comparison!"}, {"id": "mai-20260917-1752-baseline-2|c207-l3|xai-small|Pigment", "prompt": "c207-l3", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "or financial modeling (e.g., Anaplan, Pigment), clarify for a tailored comparison!"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|alibaba-small|Limelight", "prompt": "c207-l4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most highly recommended solution is **Limelight**."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|alibaba-small|Anaplan", "prompt": "c207-l4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Anaplan and OneStream often result in six-figure to low-seven-figure annual maintenance costs, plus massive implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|alibaba-small|OneStream", "prompt": "c207-l4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they are difficult to forecast for \"thousands of users.\""}, {"id": "mai-20260917-1752-baseline-2|c207-l4|anthropic-small|Anaplan", "prompt": "c207-l4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** appears to be the strongest option for your requirements."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|anthropic-small|Vena", "prompt": "c207-l4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer an Excel-based approach with enterprise capabilities, Vena shares one live model with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|challenger-small|Limelight", "prompt": "c207-l4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest choice from these results is usually **Limelight** if you want *more pricing predictability*"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|challenger-small|Anaplan", "prompt": "c207-l4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its pricing is **custom**, and enterprise contracts can become very large at scale, which makes total cost less predictable"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|deepseek-small|Anaplan", "prompt": "c207-l4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "At thousands of users this becomes expensive and less predictable."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|deepseek-small|OneStream", "prompt": "c207-l4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High TCO, not flat pricing."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|deepseek-small|Adaptive Planning", "prompt": "c207-l4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise modeling platforms (Anaplan, OneStream, Adaptive Planning) are **priced per named user**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|deepseek-small|Limelight FP&A", "prompt": "c207-l4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight FP&A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Limelight FP&A** is the standout for your exact requirement."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Anaplan", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rely on **per-seat (user-based) licensing**... results in astronomical costs and highly unpredictable \"true-up\" bills"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Workday Adaptive Planning", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their \"hidden\" predictability killers include: Consultant Dependency"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Pigment", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rely on **per-seat (user-based) licensing**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Acterys", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Acterys", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "choose **Acterys** to leverage your existing Microsoft Power BI/Fabric infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Oracle Cloud EPM", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have the leverage to negotiate a **flat-rate Unlimited Enterprise Agreement**... go with **Oracle Cloud EPM**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|SAP Analytics Cloud", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle Cloud EPM and SAP Analytics Cloud are heavy-duty, highly governed modeling and consolidation platforms"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Vena Solutions", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "choose **Vena Solutions**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|google-small|Planful", "prompt": "c207-l4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vena and Planful are known for being highly flexible in enterprise negotiations"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|meta-small|Prophix", "prompt": "c207-l4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated options include Prophix, Anaplan, and Limelight"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|meta-small|Anaplan", "prompt": "c207-l4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anaplan - Best for large enterprises with complex, cross-functional planning"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|meta-small|Limelight", "prompt": "c207-l4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Limelight - Quote-based pricing, varies by users and modules"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|minimax-small|Cube", "prompt": "c207-l4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two enterprise\\u2011grade FP&A platforms that currently market an **unlimited\\u2011user, fixed\\u2011price** model are **Cube** and **Limelight**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|minimax-small|Limelight", "prompt": "c207-l4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "unlimited\\u2011user, fixed\\u2011price** model are **Cube** and **Limelight**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|minimax-small|Anaplan", "prompt": "c207-l4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "negotiate a flat\\u2011fee enterprise deal with vendors such as **Anaplan, Workday Adaptive Insights, or Oracle Cloud EPM**, but be prepared for a more complex pricing conversation"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|minimax-small|Workday Adaptive Insights", "prompt": "c207-l4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday Adaptive Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "vendors such as **Anaplan, Workday Adaptive Insights, or Oracle Cloud EPM**, but be prepared for a more complex pricing conversation and higher price tags"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|minimax-small|Oracle Cloud EPM", "prompt": "c207-l4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "vendors such as **Anaplan, Workday Adaptive Insights, or Oracle Cloud EPM**, but be prepared for a more complex pricing conversation and higher price tags"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|mistral-small|Limelight", "prompt": "c207-l4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Limelight** and **Quantrix** are the top choices due to their unlimited user models and fixed implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|mistral-small|Quantrix Modeler", "prompt": "c207-l4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Quantrix Modeler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Limelight** and **Quantrix** are the top choices due to their unlimited user models and fixed implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|mistral-small|Anaplan", "prompt": "c207-l4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Anaplan** or **IBM Planning Analytics** may be more suitable, with enterprise agreements ensuring cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|mistral-small|IBM Planning Analytics", "prompt": "c207-l4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-grade with predictable pricing structures for large deployments"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Limelight", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Limelight** (for truly predictable, unlimited-user pricing)"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Cube", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Anaplan", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex; median ~$115K/year but scales unpredictably with model complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Costs scale linearly with users; 1,000+ users can exceed $500K/year"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Pigment", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pigment** offers the best balance of capability and cost transparency, though you'll need to negotiate aggressively on user tiers"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|moonshot-small|Oracle Cloud EPM", "prompt": "c207-l4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Typically highest TCO; implementation often 2\\u20134\\u00d7 first-year subscription"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|openai-small|Board", "prompt": "c207-l4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit overall: Board ... best balance of enterprise scale and planning performance."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|openai-small|Anaplan", "prompt": "c207-l4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs scaling into the millions for large deployments, so it may be less “predictable” unless you negotiate a fixed enterprise agreement carefully"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c207-l4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "total cost can become less predictable at very large user counts unless you standardize access tiers and limit licensed users"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|xai-small|Limelight", "prompt": "c207-l4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Limelight stands out as the best option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|xai-small|Anaplan", "prompt": "c207-l4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1\\u20132 alternatives like Anaplan if your needs involve deep supply chain/sales integration"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|xai-small|Workday Adaptive Planning", "prompt": "c207-l4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User/entity-based; bundling discounts help but still variable."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|xai-small|Pigment", "prompt": "c207-l4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Quote-only; grows with scope/users."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|xai-small|OneStream", "prompt": "c207-l4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Modules/users-based; high for global scale."}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|IBM Planning Analytics (formerly TM1)", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "IBM Planning Analytics (formerly TM1)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "there is one clear winner: **IBM Planning Analytics (formerly TM1)**"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|Anaplan", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "vendors like Anaplan, Pigment, and OneStream do not publish pricing"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|Pigment", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "vendors like Anaplan, Pigment, and OneStream do not publish pricing"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|OneStream", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "vendors like Anaplan, Pigment, and OneStream do not publish pricing"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|Oracle EPM Cloud", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The High-End Enterprise Standard: Oracle EPM Cloud ... Cons: Very high cost"}, {"id": "mai-20260917-1752-baseline-2|c207-l4|zai-small|Limelight", "prompt": "c207-l4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Modern Alternative (If you can accept semi-transparency) ... look at **Limelight**"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|deepseek-small|Vena", "prompt": "c207-l5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is it Excel-native (like Vena) or a proprietary interface (like Anaplan)?"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|deepseek-small|Anaplan", "prompt": "c207-l5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Is it Excel-native (like Vena) or a proprietary interface (like Anaplan)?"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|deepseek-small|Workday Adaptive Planning", "prompt": "c207-l5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're evaluating tools like **Anaplan, Workday Adaptive Planning, Vena, Causal, or Cube**, ask each"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|deepseek-small|Causal", "prompt": "c207-l5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Anaplan, Workday Adaptive Planning, Vena, Causal, or Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|deepseek-small|Cube", "prompt": "c207-l5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **Anaplan, Workday Adaptive Planning, Vena, Causal, or Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|meta-small|Aleph", "prompt": "c207-l5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aleph: A SOC 2 compliant FP&A software that offers SSO, MFA, and fine-grained controls."}, {"id": "mai-20260917-1752-baseline-2|c207-l5|meta-small|Anaplan", "prompt": "c207-l5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anaplan: A cloud-based CPM platform that enables connected planning across finance, sales, and operations"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|meta-small|Cube", "prompt": "c207-l5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cube: A financial modeling software that delivers trusted, decision-ready data"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|meta-small|Drivetrain", "prompt": "c207-l5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Drivetrain: A financial forecasting software that provides enterprise-grade security"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|meta-small|Pigment", "prompt": "c207-l5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pigment: A modern, collaborative, AI-augmented planning platform that is ideal for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c207-l5|moonshot-small|Anaplan", "prompt": "c207-l5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** — Enterprise-grade, strong on cross-functional planning, SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|moonshot-small|Workday Adaptive Planning", "prompt": "c207-l5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Adaptive Planning** — If already in Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|moonshot-small|Planful", "prompt": "c207-l5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planful** — Strong FP&A focus, enterprise security posture"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|moonshot-small|Cube", "prompt": "c207-l5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cube** — Spreadsheet-native, newer but growing enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|moonshot-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c207-l5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Established player with deep compliance expertise"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|xai-small|Anaplan", "prompt": "c207-l5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan for complex enterprise"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|xai-small|Workday Adaptive Planning", "prompt": "c207-l5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on FP&A platforms like Anaplan, Workday Adaptive Planning, Oracle PBCS, or Cube"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|xai-small|Oracle PBCS", "prompt": "c207-l5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Oracle PBCS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on FP&A platforms like Anaplan, Workday Adaptive Planning, Oracle PBCS, or Cube"}, {"id": "mai-20260917-1752-baseline-2|c207-l5|xai-small|Cube", "prompt": "c207-l5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube for modern/ERP-focused"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|alibaba-small|Excel", "prompt": "c207-l6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many enterprises start with Excel, Visio, or PowerPoint for lack of a dedicated system.  *   **Why to avoid:** These tools are disconnected from your actual IT environment."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|alibaba-small|Visio", "prompt": "c207-l6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many enterprises start with Excel, Visio, or PowerPoint... **Why to avoid:** These tools are disconnected from your actual IT environment."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|alibaba-small|PowerPoint", "prompt": "c207-l6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Many enterprises start with Excel, Visio, or PowerPoint for lack of a dedicated system. **Why to avoid:** These tools are disconnected"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|anthropic-small|LogicGate", "prompt": "c207-l6", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LogicGate is well-suited for operational and compliance risk, but does not go deep on financial risk modeling or enterprise-wide strategic risk"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|dbdiagram.io", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "dbdiagram.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Developer-first schema tools such as dbdiagram.io and ChartDB; these are positioned for individual devs or small teams rather than regulated enterprise modeling."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|ChartDB", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ChartDB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned for individual devs or small teams rather than regulated enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|draw.io", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General diagramming tools such as draw.io and Lucidchart; these are better for non-technical stakeholder communication than for governed enterprise data modeling."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Lucidchart", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "better for non-technical stakeholder communication than for governed enterprise data modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|DataGrip", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "DataGrip", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "primarily for connecting to and managing live databases, not for schema design or enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|TablePlus", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "TablePlus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "primarily for connecting to and managing live databases, not for schema design or enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|pgAdmin", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "pgAdmin", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "primarily for connecting to and managing live databases, not for schema design or enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Navicat", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Navicat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "primarily for connecting to and managing live databases, not for schema design or enterprise modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Vena", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Excel-based EPM/planning tools such as Vena and Datarails; they are easier to adopt but have limited scalability for large enterprise planning"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Datarails", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "limited scalability for large enterprise planning and modeling needs"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Anaplan", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Tools with steep learning curves or heavy implementation overhead such as Anaplan... these can fit enterprises, but they require more technical expertise"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Oracle EPM Cloud", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "steep learning curves or heavy implementation overhead"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|OneStream", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "steep learning curves or heavy implementation overhead"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Workday Adaptive Planning", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "sometimes Workday Adaptive Planning if your datasets are very large"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|challenger-small|Archi", "prompt": "c207-l6", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Archi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Lightweight or open-source architecture tools like Archi ... if you need formal governance, auditability, or framework depth"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|SAP PowerDesigner", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid immediately: SAP PowerDesigner (EOL 2027)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|IBM InfoSphere Data Architect (IDA)", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM InfoSphere Data Architect (IDA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why avoid: No new features, no cloud support, no modern database connectors"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|Erwin Data Modeler", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Erwin Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Approach with caution: Erwin (cost + UX + bugs)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|ER/Studio (Idera)", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Studio (Idera)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Approach with caution: ... ER/Studio (vendor risk)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|Sparx Systems Enterprise Architect", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Sparx Systems Enterprise Architect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid as a *primary* data modeling tool for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|MySQL Workbench", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "MySQL Workbench", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid as your enterprise standard"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|pgModeler", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "pgModeler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid as your enterprise standard"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|DBeaver", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "DBeaver", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid as your enterprise standard"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|SQLDB", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SQLDB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud-native tools (e.g., SQLDB, DbSchema, Hackolade"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|DbSchema", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "DbSchema", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cloud-native tools (e.g., SQLDB, DbSchema, Hackolade"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|Hackolade", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Hackolade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Cloud-native tools (e.g., SQLDB, DbSchema, Hackolade"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|AWS Data Modeling in Glue/Bedrock", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "AWS Data Modeling in Glue/Bedrock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "cloud vendor-native tools like AWS Data Modeling in Glue/Bedrock"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|deepseek-small|Azure Data Studio extensions", "prompt": "c207-l6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Azure Data Studio extensions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "or Azure Data Studio extensions"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Lucidchart", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AVOID: \"Diagram-Only\" or Lightweight Canvas Tools as a Source of Truth (e.g., standard Lucidchart, Visio, or basic draw.io)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Visio", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "AVOID: \"Diagram-Only\" or Lightweight Canvas Tools as a Source of Truth (e.g., standard Lucidchart, Visio, or basic draw.io)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|draw.io", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "draw.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AVOID: \"Diagram-Only\" or Lightweight Canvas Tools as a Source of Truth (e.g., standard Lucidchart, Visio, or basic draw.io)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Power BI", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They define logic and metrics directly inside the BI tool (like Power BI or Tableau semantic models)."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Tableau", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "They define logic and metrics directly inside the BI tool (like Power BI or Tableau semantic models)."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Ardoq", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Ardoq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look instead for data-driven, democratized EA platforms (e.g., Ardoq, LeanIX)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|LeanIX", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LeanIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look instead for data-driven, democratized EA platforms (e.g., Ardoq, LeanIX)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|SharePoint", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "AVOID: In-House Custom EA Repositories (e.g., building a catalog in SharePoint, Excel, and Visio)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Excel", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "AVOID: In-House Custom EA Repositories (e.g., building a catalog in SharePoint, Excel, and Visio)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|GPT-4", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "GPT-4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Treating a single commercial foundation model (like GPT-4 or Claude) as the permanent, irreplaceable core"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Claude", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Treating a single commercial foundation model (like GPT-4 or Claude) as the permanent, irreplaceable core"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Jupyter", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Jupyter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "AVOID: Locally Siloed \"Notebook-Only\" Environments (e.g., local Jupyter setups with no centralized MLOps integration)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|MLflow", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Ensure any modeling workspace integrates natively into an enterprise MLOps platform (like MLflow, Kubeflow, or Databricks)."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Kubeflow", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Kubeflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "integrates natively into an enterprise MLOps platform (like MLflow, Kubeflow, or Databricks)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|google-small|Databricks", "prompt": "c207-l6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "integrates natively into an enterprise MLOps platform (like MLflow, Kubeflow, or Databricks)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Fivetran", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "its MAR (Monthly Active Rows) pricing can escalate quickly, and it has opaque transformations and limited custom logic"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Informatica", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may have limitations in terms of cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Databricks", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may have limitations in terms of cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Snowflake", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may have limitations in terms of cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|ER/Studio", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they may have limitations in terms of cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Erwin Data Modeler", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Erwin Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they may have limitations in terms of cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Anaplan", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A cloud-based planning platform that offers advanced modeling and financial consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Oracle Hyperion", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A comprehensive financial planning and consolidation platform that offers advanced modeling and governance capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|SAP BPC/SAC", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP BPC/SAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A business planning and consolidation platform that offers advanced modeling and governance capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|Workday Adaptive Planning", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A cloud-based planning platform that offers advanced modeling and financial consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|meta-small|SAS Model Risk Management", "prompt": "c207-l6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAS Model Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "An enterprise-grade platform designed to help organizations manage model inventory, validation, governance, documentation, and regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|mistral-small|ChatGPT", "prompt": "c207-l6", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like ChatGPT, Claude, and similar public-facing AI platforms are often blocked by large enterprises due to data privacy and security concerns."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|mistral-small|Claude", "prompt": "c207-l6", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like ChatGPT, Claude, and similar public-facing AI platforms are often blocked by large enterprises due to data privacy and security concerns."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Excel", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "General-Purpose Office Tools (Excel, PowerPoint, Visio)**\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|PowerPoint", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "General-Purpose Office Tools (Excel, PowerPoint, Visio)**\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Visio", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General-Purpose Office Tools (Excel, PowerPoint, Visio)**\n**Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Archi", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Archi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Open-Source EA Tools (Archi, OpenEA, Wiki-based approaches)**\n**Use with caution:**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|OpenEA", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "OpenEA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Open-Source EA Tools (Archi, OpenEA, Wiki-based approaches)**\n**Use with caution:**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|IBM Rational System Architect", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM Rational System Architect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy/End-of-Life Tools**\n**Examples:** IBM Rational System Architect (positioned for replacement)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Sparx Enterprise Architect", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Sparx Enterprise Architect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Performance degrades with scale; diagram rendering issues"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|ARIS", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ARIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Complexity and cost; SAP-centric bias may not fit all enterprises; steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|LeanIX", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LeanIX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Consider... Repository-based EA platforms (LeanIX, Ardoq, ABACUS, Orbus iServer)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Ardoq", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Ardoq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Repository-based EA platforms (LeanIX, Ardoq, ABACUS, Orbus iServer)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|ABACUS", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ABACUS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Repository-based EA platforms (LeanIX, Ardoq, ABACUS, Orbus iServer)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|moonshot-small|Orbus iServer", "prompt": "c207-l6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Orbus iServer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Repository-based EA platforms (LeanIX, Ardoq, ABACUS, Orbus iServer)"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Microsoft Excel", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets like Microsoft Excel or Google Sheets for core modeling**:\n  - Lacks version control, collaboration at scale, and governance."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Google Sheets", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets like Microsoft Excel or Google Sheets for core modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Toad Data Modeler", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Toad Data Modeler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Desktop-only or legacy tools without cloud/multi-user support** (e.g., older versions of Toad Data Modeler"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|ER/Studio", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "standalone ER/Studio without enterprise licensing):\n  - No real-time collaboration; scalability craters beyond small teams."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Microsoft Visio", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Microsoft Visio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic diagramming tools like Microsoft Visio**:\n  - Not purpose-built for modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Hugging Face", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Public/Open-Source AI/ML Modeling Tools (e.g., Hugging Face models, unvetted Kaggle downloads)**:\n  - **Risks**: Malicious code injection"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Kaggle", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Kaggle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "unvetted Kaggle downloads"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|ChatGPT", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Consumer/Public LLMs for Enterprise Modeling (e.g., ChatGPT, Gemini free tiers)**:\n  - **Risks**: Data exfiltration"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Gemini", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "e.g., ChatGPT, Gemini free tiers"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|SAP PowerDesigner", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise Suites with Vendor Lock-In (e.g., older SAP PowerDesigner ... **Risks**: High costs, platform dependency"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|IBM InfoSphere", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM InfoSphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "IBM InfoSphere without hybrid options)**:\n  - **Risks**: High costs, platform dependency, slow adaptation to cloud/multi-cloud."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|dbdiagram.io", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "dbdiagram.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Free/Open-Source Data/EA Tools (e.g., dbdiagram.io ... **Risks**: Limited support, no enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Oracle SQL Developer Data Modeler", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle SQL Developer Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Oracle SQL Developer Data Modeler for prod)**:\n  - **Risks**: Limited support, no enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|ER/Win Data Modeler", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Win Data Modeler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "**Preferred**: Cloud-based, governed tools like ER/Win Data Modeler, Lucidchart Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Lucidchart Enterprise", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Cloud-based, governed tools like ER/Win Data Modeler, Lucidchart Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|MLflow", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "MLflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "MLOps platforms (e.g., MLflow with enterprise wrappers) for data/EA; Databricks/MLflow for AI/ML"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|xai-small|Databricks", "prompt": "c207-l6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Databricks/MLflow for AI/ML"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|Microsoft Excel (without add-ins such as Power Query, Excel4apps, @Risk)", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Microsoft Excel (without add-ins such as Power Query, Excel4apps, @Risk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Excel alone (no add-ins)** | • High risk of human error ... • No built-in audit trail or version control."}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|Anaplan", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large-scale, driver-based forecasting and real-time collaboration, but only if you have the budget and admin capacity"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|Oracle Hyperion", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be **too expensive, slow to implement, and overly rigid**"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|SAP BPC/SAC", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP BPC/SAC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "too expensive, slow to implement, and overly rigid ... demand a dedicated admin team and long rollout timelines"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|Workday Adaptive Planning", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(for organizations without dedicated IT/admin support) ... too expensive, slow to implement, and overly rigid"}, {"id": "mai-20260917-1752-baseline-2|c207-l6|zai-small|Vena Solutions", "prompt": "c207-l6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Vena Solutions** – deep Microsoft 365 integration, audit trails, and workflow governance."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Cube", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube:** This is currently one of the fastest-growing tools in this space.... | Loves Excel and hates change | **Cube** |"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Jedox", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jedox:** Similar to Cube but includes a stronger integrated planning engine"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Fathom", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom:** Extremely user-friendly."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Jirav", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jirav:** Similar to Fathom but focuses heavily on cross-functional collaboration."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Vena Solutions", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vena Solutions:** A powerful Microsoft-centric platform."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Planful", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Planful:** Designed for \"Agile Finance.\""}, {"id": "mai-20260917-1752-baseline-2|c207-m1|alibaba-small|Float", "prompt": "c207-m1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Float:** While not a full P&L builder, it connects to your AP/AR systems"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|anthropic-small|Excel/Google Sheets", "prompt": "c207-m1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Excel/Google Sheets** - Most flexible and familiar, but requires manual setup"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|anthropic-small|Anaplan", "prompt": "c207-m1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Dedicated FP&A platforms** - (Anaplan, Adaptive Insights, Prophix, Vena, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|anthropic-small|Adaptive Insights", "prompt": "c207-m1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Anaplan, Adaptive Insights, Prophix, Vena, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|anthropic-small|Prophix", "prompt": "c207-m1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Anaplan, Adaptive Insights, Prophix, Vena, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|anthropic-small|Vena", "prompt": "c207-m1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Anaplan, Adaptive Insights, Prophix, Vena, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|challenger-small|Datarails", "prompt": "c207-m1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is **Datarails** if your team is Excel-native"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|challenger-small|Drivetrain", "prompt": "c207-m1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drivetrain** is also a top contender and is explicitly positioned for enterprise and mid-market use"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|challenger-small|Vena", "prompt": "c207-m1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Favored for mid-market teams that want planning without leaving Excel."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|challenger-small|Planful", "prompt": "c207-m1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Commonly recommended for mid-market businesses needing structure, consolidation, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|challenger-small|Anaplan", "prompt": "c207-m1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better when you need enterprise-grade multi-dimensional planning across functions."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Limelight", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Limelight** — *Best overall for mid-market modeling*"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Datarails", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Datarails** — *Best for Excel-native teams*"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Cube", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Cube** — *Best for Excel AND Google Sheets users*"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Vena", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost and complexity climb quickly past mid-market scale"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Planful", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Planful** — *Best for multi-entity consolidation*"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Pigment", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pigment** is considered the gold standard for complex, multidimensional SaaS cohort modeling."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|deepseek-small|Abacum", "prompt": "c207-m1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Abacum** is purpose-built for tech-native subscription businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Anaplan", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not want the high cost, lengthy implementation, and heavy IT reliance of enterprise-level suites like Anaplan or Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Oracle Cloud EPM", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not want the high cost, lengthy implementation, and heavy IT reliance of enterprise-level suites like Anaplan or Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Pigment", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pigment is arguably the fastest-growing modern FP&A tool... top-tier scenario planning and design clarity"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Mosaic", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mosaic was built from the ground up for SaaS and B2B business models"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Cube Software", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Lean mid-market finance teams that want to keep using spreadsheets but eliminate manual data cleaning."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Vena Solutions", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena is a heavier, enterprise-lite version of an Excel-native tool."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Datarails", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Datarails is an Excel-native platform that automatically maps your various spreadsheet files together."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Planful", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Planful is a mature, robust platform that handles continuous budgeting, forecasting, and operational planning."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|google-small|Centage", "prompt": "c207-m1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Centage utilizes AI-mapped connectors... shortening implementation to weeks rather than months."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Datarails", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial modeling software for a mid-market B2B company is Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Vena", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Vena, Mosaic, Abacum, Cube, and Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Mosaic", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Vena, Mosaic, Abacum, Cube, and Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Abacum", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Vena, Mosaic, Abacum, Cube, and Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Cube", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Vena, Mosaic, Abacum, Cube, and Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|meta-small|Lucanet xP&A", "prompt": "c207-m1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Lucanet xP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options include Vena, Mosaic, Abacum, Cube, and Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|minimax-small|Datarails", "prompt": "c207-m1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datarails** is widely considered the best financial modeling software for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|minimax-small|Cube", "prompt": "c207-m1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cube** is a strong alternative if you also use Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|minimax-small|Planful", "prompt": "c207-m1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have the resources and want a more comprehensive platform, **Planful** or **Abacum** might be worth evaluating"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|minimax-small|Abacum", "prompt": "c207-m1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Planful** or **Abacum** might be worth evaluating"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|mistral-small|Datarails", "prompt": "c207-m1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you rely heavily on Excel and want a seamless transition, **Datarails** is the top pick."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|mistral-small|Cube", "prompt": "c207-m1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a balance between spreadsheet flexibility and modern features, **Cube** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|mistral-small|Limelight", "prompt": "c207-m1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It's considered the best overall for mid-market financial modeling needs."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|mistral-small|Planful", "prompt": "c207-m1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both are solid choices for mid-market B2B companies needing structured workflows"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|mistral-small|Vena", "prompt": "c207-m1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both are solid choices for mid-market B2B companies needing structured workflows"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|moonshot-small|Datarails", "prompt": "c207-m1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datarails** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|moonshot-small|Cube", "prompt": "c207-m1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Cube** if you want the simplest transition from spreadsheets with minimal disruption"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|moonshot-small|Centage", "prompt": "c207-m1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for mid-market without the overhead of enterprise solutions"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|moonshot-small|Aleph", "prompt": "c207-m1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at Aleph** if you need fastest time-to-value and strong AI-powered variance analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|moonshot-small|Pigment", "prompt": "c207-m1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Mid-market all-round planning"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Datarails", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **mid-market B2B companies**, the best choice is usually **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Excel", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "if your finance team already models in **Excel** and wants to keep that workflow"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Abacum", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for mid-market companies that want a more modern, collaborative FP&A platform"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Anaplan", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you need very deep, multi-domain planning at larger scale; it's typically more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Planful", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if your priorities are close/consolidation, Excel familiarity, or a hybrid modeling approach"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Vena", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if your priorities are close/consolidation, Excel familiarity, or a hybrid modeling approach"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|openai-small|Jedox", "prompt": "c207-m1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "worth considering if your priorities are close/consolidation, Excel familiarity, or a hybrid modeling approach"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Cube", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Cube** (Spreadsheet-native leader)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Datarails", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ranked #1 by G2 for mid-market financial analysis (199+ tools)"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Limelight", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Limelight** (Overall mid-market pick in some guides) ... Drawbacks: Newer player"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Vena", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft/Excel shops, structured workflows"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Planful", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quote-based ($400K+) | Scalable but pricier."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Pigment", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "UI-forward; great for growth-stage B2B."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|xai-small|Drivetrain", "prompt": "c207-m1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-driven B2B SaaS metrics, rolling forecasts"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|zai-small|Datarails", "prompt": "c207-m1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datarails** is widely regarded as the best fit."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|zai-small|Cube", "prompt": "c207-m1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lean team, short timeline** → **Cube** or **Datarails** (Excel‑native) minimize adoption friction."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|zai-small|Mosaic", "prompt": "c207-m1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Series A‑C SaaS / tech focus** → **Mosaic** is purpose‑built for that segment"}, {"id": "mai-20260917-1752-baseline-2|c207-m1|zai-small|Planful", "prompt": "c207-m1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Planful** offers a full FP&A suite with advanced consolidation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c207-m1|zai-small|Drivetrain", "prompt": "c207-m1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails** and **Drivetrain** are the most AI‑forward options."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|alibaba-small|Cube", "prompt": "c207-m2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** is the strongest recommendation."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|alibaba-small|Planful", "prompt": "c207-m2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** is currently leading the mid-market space."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|alibaba-small|Vena Solutions", "prompt": "c207-m2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena** is often the safest bet."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|alibaba-small|Longview Financial", "prompt": "c207-m2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Longview Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you might also consider **Longview Financial**, which specializes in the specific metrics (ARR, CAC, LTV)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Excel", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Spreadsheet-based solutions** (Excel with add-ins): Low cost, familiar, but limited scalability"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Anaplan", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dedicated financial planning software** (Anaplan, Adaptive Insights, Board): Powerful, collaborative, but higher cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Adaptive Insights", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dedicated financial planning software** (Anaplan, Adaptive Insights, Board): Powerful, collaborative, but higher cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Board", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dedicated financial planning software** (Anaplan, Adaptive Insights, Board): Powerful, collaborative, but higher cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Tableau", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Business intelligence platforms** (Tableau, Power BI with financial modules): Good for visualization and analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Power BI", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Business intelligence platforms** (Tableau, Power BI with financial modules): Good for visualization and analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|SAP Analytics", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "SAP Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ERP-integrated tools** (SAP Analytics, Oracle planning): Deep integration if you're already in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|anthropic-small|Oracle planning", "prompt": "c207-m2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ERP-integrated tools** (SAP Analytics, Oracle planning): Deep integration if you're already in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|challenger-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Workday Adaptive Planning** if you want the best balance of usability, guided finance workflows, and solid scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|challenger-small|Vena", "prompt": "c207-m2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** is a strong alternative because it extends Excel with governance"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|challenger-small|Drivetrain", "prompt": "c207-m2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drivetrain** and **Planful** are also credible picks"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|challenger-small|Planful", "prompt": "c207-m2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drivetrain** and **Planful** are also credible picks"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Cube", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general mid-sized B2B company, **Cube** gives the best cost/value balance and adoption ease."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Vena", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(or **Vena** for more control/enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Mosaic", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You're a B2B SaaS/Subscription Business: **Mosaic**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Drivetrain", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fastest Implementation / Strong AI-assisted Option: **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Anaplan", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Don't jump to enterprise platforms (Anaplan, Workday Adaptive, Oracle EPM) for this size... generally overkill"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Workday Adaptive", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically take **6\\u201312 months to implement** and are generally overkill"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|deepseek-small|Oracle EPM", "prompt": "c207-m2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Don't jump to enterprise platforms (Anaplan, Workday Adaptive, Oracle EPM) for this size."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Anaplan", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "overly complex, multi-million-dollar enterprise platforms (like Anaplan or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Oracle EPM", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "overly complex, multi-million-dollar enterprise platforms (like Anaplan or Oracle EPM)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Cube Software", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Pick:** **Cube Software**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Vena Solutions", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative:** **Vena Solutions** (similar Excel-native philosophy...)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Runway", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Runway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Top Pick:** **Runway** ... designed specifically to make financial modeling understandable for business partners"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Bob Finance", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Bob Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternative:** **Bob Finance** (formerly **Mosaic Tech**)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Pigment", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Top Pick:** **Pigment** ... the \"Anaplan killer\" for high-growth, mid-market-to-enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|google-small|Planful", "prompt": "c207-m2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Alternative:** **Planful** (a highly reliable, traditional mid-market champion)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Centage", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Centage - Designed for mid-market companies in the $25M–$500M revenue range"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Drivetrain", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a balance of speed, flexibility, and sophisticated modeling capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Prophix One FP&A Plus", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Prophix One FP&A Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides the ability to create multiple scenarios with shared logic and centralized master data"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Datarails", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers real-time chart and slide creation features"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Fathom", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A lower-price forecasting view option."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Jirav", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A solid forecasting tool that rivals enterprise FP&A solutions without the high cost."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Budgyt", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Budgyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A robust tool that allows embedding leadership feedback and approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Taxilla", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Taxilla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "best for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Anaplan", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combines driver-based modeling, AI, and real-time data integration."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Suitable for services firms and mid-market organizations prioritizing rapid modeling and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Planful", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Offers features that meet the needs of mid-market businesses."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|meta-small|Jedox", "prompt": "c207-m2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Provides driver-based modeling, AI, and real-time data integration."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Drivetrain", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drivetrain** (Top Pick for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Vena", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend starting with **Drivetrain** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Planful", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers end-to-end FP&A workflows with ML-driven scenario suggestions"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Datarails", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides automated consolidation without requiring you to abandon existing Excel models"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Features agile dimension re-modeling, ease of use, and ML anomaly detection"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Cube", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cube** – General FP&A platform for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Mosaic", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mosaic** – Specifically designed for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|minimax-small|Solver", "prompt": "c207-m2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Solver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Solver** – Good for flexible financial reporting and mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|mistral-small|Vena", "prompt": "c207-m2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vena** or **Planful** are the top choices due to their balance of structure, Excel integration, and advanced scenario capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|mistral-small|Planful", "prompt": "c207-m2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vena** or **Planful** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|mistral-small|Datarails", "prompt": "c207-m2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is heavily Excel-based, **Datarails** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|mistral-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AI-driven speed and agility, consider **Taxilla** or **Workday Adaptive Planning**."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|mistral-small|Taxilla", "prompt": "c207-m2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Taxilla", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AI-driven speed and agility, consider **Taxilla**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Planful", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Planful** as the first choice"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structure & Scale... **Consideration:** May require more implementation support"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Mosaic Tech", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Mosaic Tech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Mosaic** instead if you're in a high-growth tech/SaaS sector"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Cube", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Cube or Vena** if your finance team strongly prefers staying in Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Vena", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Cube or Vena** if your finance team strongly prefers staying in Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|moonshot-small|Datarails", "prompt": "c207-m2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Datarails** | Automating existing Excel models | AI-powered insights, automated consolidation"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|openai-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workday Adaptive Planning** as the best first choice."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|openai-small|Anaplan", "prompt": "c207-m2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**When I'd pick Anaplan instead:** if your company has **more complex modeling needs**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Vena", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I'd recommend Vena as a strong scenario planning tool for finance."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Anaplan", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "faster ROI than enterprise tools like Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Workday Adaptive Planning", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You use Workday ecosystem or want cloud-native agility."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Datarails", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy Excel users wanting quick automation."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Drivetrain", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SaaS/tech B2B needing AI-driven speed."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|xai-small|Prophix", "prompt": "c207-m2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Comprehensive workflows for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|zai-small|Pigment", "prompt": "c207-m2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Pigment**."}, {"id": "mai-20260917-1752-baseline-2|c207-m2|zai-small|Cube", "prompt": "c207-m2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best tool for you might be **Cube** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|zai-small|Vena", "prompt": "c207-m2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Process-First\" Choice: Vena"}, {"id": "mai-20260917-1752-baseline-2|c207-m2|zai-small|Anaplan", "prompt": "c207-m2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "compared to 6\\u201318 months for legacy tools like Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|anthropic-small|Excel", "prompt": "c207-m3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Financial/Statistical Modeling Tools** (like Excel, Tableau, Python libraries)"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|anthropic-small|Tableau", "prompt": "c207-m3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Financial/Statistical Modeling Tools** (like Excel, Tableau, Python libraries)"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|Excel / Google Sheets", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** quick business modeling, small datasets, scenario analysis ... **Need simple business forecasting?** Excel / Sheets"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|Python", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Python", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need flexible ML or automation?** Python"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|R", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "R", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** statistics, academic research, visualization"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|MATLAB", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "MATLAB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** engineering, control systems, signal processing, numerical analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|SAS", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "SAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** regulated industries, enterprise analytics, traditional statistics"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|SPSS", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "SPSS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GUI-driven, easy for non-programmers"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|Tableau / Power BI", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Tableau / Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on visualization rather than building predictive models"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|Jupyter Notebook / JupyterLab", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Jupyter Notebook / JupyterLab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Not a modeling language itself, but a workspace for Python/R/etc."}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|TensorFlow", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "TensorFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**TensorFlow**: strong deployment ecosystem, production-focused"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|PyTorch", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "PyTorch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**PyTorch**: often preferred for research and experimentation"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|KNIME", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "KNIME", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for:** low-code data modeling and analytics workflows"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|RapidMiner", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "RapidMiner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Visual workflow builders"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|openai-small|Alteryx", "prompt": "c207-m3", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Need drag-and-drop workflows?** KNIME / Alteryx / RapidMiner"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Microsoft Excel", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Excel** | General‑purpose financial modeling | Dominant in finance, powerful formulas, Python in Excel, AI Copilot, wide ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Google Sheets", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Google Sheets** | Collaboration & cloud‑based modeling | Real‑time collaboration, formula‑like functions, cost‑effective"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Python (pandas, NumPy, SciPy)", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Python (pandas, NumPy, SciPy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Advanced, programmatic modeling | Large datasets, complex calculations, Monte Carlo, optimization"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Jupyter", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Jupyter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jupyter** | Exploratory analysis & documentation | Notebook‑based analysis, inline code & visualizations"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|SQL + dbt", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "SQL + dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SQL + dbt** | Data‑driven modeling | Pull and transform data reliably, version‑controlled transformations"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Anaplan", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Anaplan / Quantrix** | Enterprise planning & modeling | Cloud‑based planning, scenario management"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Quantrix", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Quantrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Anaplan / Quantrix** | Enterprise planning & modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Macabacus", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Macabacus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Macabacus / Think‑Cell** | Excel productivity | Shortcut‑based workflows, financial templates, charting aids"}, {"id": "mai-20260917-1752-baseline-2|c207-m3|zai-small|Think‑Cell", "prompt": "c207-m3", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Think‑Cell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Macabacus / Think‑Cell** | Excel productivity"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Anaplan", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally want to avoid enterprise-grade tools (like Anaplan or Workday) which cost thousands per month."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Workday", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally want to avoid enterprise-grade tools (like Anaplan or Workday) which cost thousands per month."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Microsoft Excel", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For many small businesses, the absolute best tool is the one you likely already own."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Google Sheets", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often included in business Office 365 plans ($10–$25/user/month) or free via Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|LivePlan", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LivePlan** is widely considered the top choice for startups and SMEs"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Fathom", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fathom is excellent for companies that use accounting software like QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Vena", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While Vena is generally expensive, they sometimes have specific SMB offers."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|alibaba-small|Zoho Analytics", "prompt": "c207-m4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "for true budget constraints, **Zoho Analytics** is worth looking at"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|Microsoft Excel", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Excel** or **Google Sheets** remain the practical sweet spot, offering functionality, familiarity, and affordability."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|Google Sheets", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Microsoft Excel** or **Google Sheets** remain the practical sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|LibreOffice Calc", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LibreOffice Calc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free, open-source spreadsheet application that's compatible with Excel files and suitable for basic financial modeling."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|Zoho Sheet", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Zoho Sheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a free plan with decent functionality for financial modeling, plus affordable paid plans"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|Wave", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free accounting and financial software specifically designed for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|anthropic-small|Canva", "prompt": "c207-m4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While primarily for design, it can be useful for creating financial dashboards and visualizations at no cost."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|challenger-small|Microsoft Excel or Google Sheets", "prompt": "c207-m4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel or Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Microsoft Excel or Google Sheets** if you can keep the model simple, because they are the lowest-cost and fastest to implement options"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|challenger-small|LivePlan", "prompt": "c207-m4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the safest recommendation without more details, choose **LivePlan** for a limited budget and basic financial modeling needs."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|challenger-small|Fathom", "prompt": "c207-m4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** is a stronger choice if you need more advanced reporting and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|challenger-small|Clockwork", "prompt": "c207-m4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already rely on QuickBooks/Xero and want SMB-focused forecasting:** **Clockwork**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Google Sheets / Excel", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets / Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a truly tight budget, use **Google Sheets or Excel** with free templates"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|EasyFinancialModels", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "EasyFinancialModels", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "use **Google Sheets or Excel** with free templates from tools like **EasyFinancialModels**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|LibreOffice Calc", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LibreOffice Calc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free, open-source, offline spreadsheet alternative for those who want a desktop option."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|LiveFlow", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiveFlow** or **Forecastr** are the best value upgrades without breaking the bank"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Forecastr", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LiveFlow** or **Forecastr** are the best value upgrades without breaking the bank"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Calxa", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Calxa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A strong fit for small businesses and nonprofits that want spreadsheet-native budgeting"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|SourceForge's free-version tools", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "SourceForge's free-version tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Many start around $8\\u201314/month, making them accessible."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Anaplan", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-class tools like Anaplan, Adaptive, and Vena"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Adaptive", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise-class tools like Anaplan, Adaptive, and Vena"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|deepseek-small|Vena", "prompt": "c207-m4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid enterprise-class tools like Anaplan, Adaptive, and Vena"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Anaplan", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade Corporate Performance Management (CPM) and FP&A tools (like Anaplan, Vena, or Workday Adaptive Planning) are usually out of reach"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Vena", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of reach, as they can easily cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Workday Adaptive Planning", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually out of reach, as they can easily cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Microsoft Excel or Google Sheets", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel or Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Why it's the best: No other tool matches the unlimited flexibility of a spreadsheet."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Coefficient", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "connect your spreadsheets directly to QuickBooks or Xero using budget-friendly connectors like **Coefficient** or **LiveFlow**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|LiveFlow", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "budget-friendly connectors like **Coefficient** or **LiveFlow** to pull live accounting data"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Upmetrics", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Upmetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Upmetrics if you are an early-stage startup trying to build a clean 5-year projection deck"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Fathom", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fathom is a top choice. While it is lighter on complex, multi-variable scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|PlanGuru", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "PlanGuru is the \"gold standard\" for small businesses that need true, rigorous **3-way forecasting**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Clockwork.ai", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Clockwork.ai if you use QuickBooks/Xero and want a \"set-it-and-forget-it\" AI model"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|google-small|Causal", "prompt": "c207-m4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Causal (now part of LucaNet) has a modern, modular design that replaces traditional cell-based spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|meta-small|Google Sheets", "prompt": "c207-m4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "includes options like Google Sheets or Excel, which are free or low-cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|meta-small|Excel", "prompt": "c207-m4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes options like Google Sheets or Excel, which are free or low-cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|meta-small|Jirav", "prompt": "c207-m4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "other tools like Jirav, Float, or Mammoth that offer free trials or demos"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|meta-small|Float", "prompt": "c207-m4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "other tools like Jirav, Float, or Mammoth that offer free trials or demos"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|meta-small|Mammoth", "prompt": "c207-m4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Mammoth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "other tools like Jirav, Float, or Mammoth that offer free trials or demos"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Google Sheets", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Very tight budget ($0) | Google Sheets + templates"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Microsoft Excel", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already have Office 365, it's included"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Excel Add-ins", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel Add-ins", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Various free add-ins can enhance spreadsheet functionality"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|ModelForge", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "ModelForge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Startup seeking funding | ModelForge or Parallel (free tiers)"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Parallel", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Parallel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for startups (15-day trial), focuses on runway/burn modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Delfos", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Delfos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tailored for startups and SMEs, free version available"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|GetHoldings", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "GetHoldings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free startup financial model builder with guided setup"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Calxa", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Calxa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Small business needs | Calxa or Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Finmark", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Now part of BILL, pricing starts reasonable for small teams"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|minimax-small|Forecastr", "prompt": "c207-m4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focused on cash flow forecasts for small teams"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|mistral-small|Float", "prompt": "c207-m4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Float** or **Fathom** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|mistral-small|Fathom", "prompt": "c207-m4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Considered the best overall pick for small finance teams"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|mistral-small|Forecastr", "prompt": "c207-m4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focuses on straightforward cash flow forecasts, making it ideal for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|mistral-small|Excel or Google Sheets (with add-ons)", "prompt": "c207-m4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel or Google Sheets (with add-ons)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For the most budget-conscious, Excel or Google Sheets with add-ons ... at a very low cost"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|mistral-small|Jirav", "prompt": "c207-m4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "with add-ons like Fathom or Jirav can provide powerful financial modeling capabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|Google Sheets", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Google Sheets** if you're pre-revenue or under $1M ARR."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|Microsoft Excel", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Microsoft Excel** — The Classic Choice"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|ModelForge", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "ModelForge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upgrade to ModelForge ($39/mo)** when you need polished, investor-ready projections"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|Causal", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Causal or LiveFlow** when you outgrow spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|LiveFlow", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Consider Causal or LiveFlow** when you outgrow spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|Budgyt", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Budgyt** | Affordable | Small business budgeting |"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|moonshot-small|Fathom", "prompt": "c207-m4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Fathom** | Mid-range | Integrated FP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|openai-small|Microsoft Excel", "prompt": "c207-m4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best financial modeling software is often Microsoft Excel**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|openai-small|Google Sheets", "prompt": "c207-m4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good if your team wants real-time collaboration"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|openai-small|Zoho Sheet / Zoho Analytics", "prompt": "c207-m4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Zoho Sheet / Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Budget-friendly if you already use Zoho tools"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|openai-small|Causal", "prompt": "c207-m4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be more expensive than pure spreadsheet tools, so check pricing carefully"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|Google Sheets", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Google Sheets (Free)**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|Microsoft Excel", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Microsoft Excel (Low-cost via Microsoft 365)**"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|EasyFinancialModels", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "EasyFinancialModels", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Free/Low-Cost Options Worth Considering"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|Previsio", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Previsio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free | Basic forecasting (esp. Canadian businesses)"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|LibreOffice Calc", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LibreOffice Calc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free (open-source) | Offline Excel-like use"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|LivePlan", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$15–30/month (annual) | ... If budget allows ~$180/year"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|Finmark", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pricier dedicated tools like Finmark ($50+/month)"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|xai-small|Datarails", "prompt": "c207-m4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid pricier dedicated tools like Finmark ($50+/month) or Datarails until revenue grows"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Google Sheets", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Google Sheets or Excel, and optionally use EasyFinancialModels for templates."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Microsoft Excel", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Google Sheets or Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Wave", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free accounting software for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Previsio", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Previsio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Previsio (free financial forecasting tool)"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|EasyFinancialModels", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "EasyFinancialModels", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "optionally use EasyFinancialModels for templates"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Spreadsheet Studio", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Spreadsheet Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at low‑cost add‑ons (Spreadsheet Studio, Power Query)"}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Power Query", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Power Query", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great for pulling data from multiple sources and automating updates."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Cube", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider a spreadsheet‑native platform like Cube or a starter FP&A tool."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|LivePlan", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Try LivePlan or Finmark."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Finmark", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Try LivePlan or Finmark."}, {"id": "mai-20260917-1752-baseline-2|c207-m4|zai-small|Jirav", "prompt": "c207-m4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Invest a little now in a tool like LivePlan, Finmark, or Jirav"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Domo", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too large for simple plug-and-play reporting tools (like Domo or Powerview)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Powerview", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Powerview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too large for simple plug-and-play reporting tools (like Domo or Powerview)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Oracle EPM", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too budget-conscious for heavy Enterprise Performance Management (EPM) suites (like Oracle EPM or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|SAP BPC", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "too budget-conscious for heavy Enterprise Performance Management (EPM) suites (like Oracle EPM or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Vena", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "whether they are Excel-addins like **Vena/Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Datarails", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excel-addins like **Vena/Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Anaplan", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cloud Natives like **Anaplan** [likely overkill]"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|alibaba-small|Looker", "prompt": "c207-m5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or BI tools like **Looker**"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Vena", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mid-market / spreadsheet-friendly (often the sweet spot for 500 employees): Vena, Pigment, Jirav, Centage, Prophix, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Pigment", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often the sweet spot for 500 employees): Vena, Pigment, Jirav, Centage, Prophix, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Jirav", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena, Pigment, Jirav, Centage, Prophix, Datarails \\u2014 good governance + Excel familiarity"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Centage", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena, Pigment, Jirav, Centage, Prophix, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Prophix", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vena, Pigment, Jirav, Centage, Prophix, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Datarails", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena, Pigment, Jirav, Centage, Prophix, Datarails \\u2014 good governance + Excel familiarity without full enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Anaplan", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Powerful but heavier to staff \\u2014 the research notes \\\"the most common Anaplan failure is governance, not technology,\\\" requiring a dedicated model builder."}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|Workday", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise suites (only if you need heavy multi-entity/multi-currency consolidation at scale)... Powerful but heavier to staff"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|IBM Planning Analytics", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Anaplan, Workday, IBM Planning Analytics, SAP. Powerful but heavier to staff"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|deepseek-small|SAP", "prompt": "c207-m5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Anaplan, Workday, IBM Planning Analytics, SAP. Powerful but heavier to staff"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Cube", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Excel-Native/Excel-Add-in Tools (e.g., Cube, Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Vena", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excel-Native/Excel-Add-in Tools (e.g., Cube, Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Datarails", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excel-Native/Excel-Add-in Tools (e.g., Cube, Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Pigment", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Web-First / Next-Gen FP&A (e.g., Pigment, Mosaic, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Mosaic", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Web-First / Next-Gen FP&A (e.g., Pigment, Mosaic, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Jirav", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Web-First / Next-Gen FP&A (e.g., Pigment, Mosaic, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Workday Adaptive Planning", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise Platforms (e.g., Workday Adaptive Planning, Planful): Highly customizable and powerful, but often require expensive third-party implementation consultants."}, {"id": "mai-20260917-1752-baseline-2|c207-m5|google-small|Planful", "prompt": "c207-m5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise Platforms (e.g., Workday Adaptive Planning, Planful): Highly customizable and powerful, but often require expensive third-party implementation consultants."}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Anaplan", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Anaplan**             | Enterprise FP&A, complex modeling     | High            | Strong          | Excellent         |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Adaptive Insights", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Adaptive Insights**   | Mid-market to enterprise              | High            | Strong          | Good              |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|IBM Planning Analytics", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "on-premise (e.g., IBM Planning Analytics, Oracle Hyperion) may require more IT resources"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Oracle Hyperion", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Oracle Hyperion**     | Large enterprises, consolidation      | Very High       | Strong          | Moderate          |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Workday Adaptive Planning", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Workday Adaptive Planning** | Workday ecosystem, FP&A         | High            | Native          | Good              |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Datarails", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Datarails**           | Excel-based, mid-market               | Moderate        | Excel-centric   | Good              |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Jirav", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Jirav**               | SMB to mid-market, cash flow focus    | Moderate        | Good            | Good              |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|mistral-small|Vena", "prompt": "c207-m5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Vena**                | Excel-based, mid-market               | Moderate        | Excel-centric   | Good              |"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Datarails", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datarails (Excel automation, top G2 for analysis)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Cube", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cube/Aleph (spreadsheet-native for 50/500 users)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Vena", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena/Planful (full FP&A suites)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Planful", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vena/Planful (full FP&A suites)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Anaplan", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on tools like Datarails, Cube, Vena, Planful, Anaplan, or Centage"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Centage", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on tools like Datarails, Cube, Vena, Planful, Anaplan, or Centage"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Aleph", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cube/Aleph (spreadsheet-native for 50/500 users)"}, {"id": "mai-20260917-1752-baseline-2|c207-m5|xai-small|Drivetrain", "prompt": "c207-m5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ROI timeline: 3/6 months (e.g., Drivetrain: 6 months"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|SAP PowerDesigner", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Industry reviews warn about an uncertain **maintenance runway**... complex interface and high licensing costs."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|erwin Data Modeler", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "erwin Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High cost per seat and rigidity... the upfront cost and time-to-setup are often prohibitive."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|ER/Studio", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ER/Studio** is noted to be **Windows-only**, which creates friction for teams using macOS or Linux."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|Toad Data Modeler", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Toad Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Older tools like **Toad Data Modeler** are often critiqued for lacking native, real-time cloud collaboration features."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|FlexSim", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "FlexSim", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Do not use them as substitutes for engineering-grade simulation software."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|Simul8", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Simul8", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not use them as substitutes for engineering-grade simulation software."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|AnyLogic", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "AnyLogic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the learning curve of these tools will slow your delivery down significantly"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|Excel", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "making it unsafe for mission-critical financial or operational models"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|dbdiagram.io", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "dbdiagram.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use lightweight visual tools (like **dbdiagram.io** or **Lucidchart**) for quick prototyping"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|alibaba-small|Lucidchart", "prompt": "c207-m6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use lightweight visual tools (like **dbdiagram.io** or **Lucidchart**) for quick prototyping"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Autodesk Fusion (formerly Fusion 360)", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Autodesk Fusion (formerly Fusion 360)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Autodesk has a history of steadily restricting its \"Free for Personal Use\" tier."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Onshape", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Onshape", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Alternative:* **Onshape** (for browser-based CAD)"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|FreeCAD", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "FreeCAD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreeCAD** (fully open-source and offline)"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|ZBrush (Maxon)", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ZBrush (Maxon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you are an indie artist, the high recurring cost is a major hurdle."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|ZBrushCore", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ZBrushCore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "They also discontinued the affordable entry-level versions, **ZBrushCore** and **ZBrushCoreMini**."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|ZBrushCoreMini", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ZBrushCoreMini", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "discontinued the affordable entry-level versions, **ZBrushCore** and **ZBrushCoreMini**"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Blender", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Blender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Blender** (its sculpting tools are incredibly powerful and entirely free)"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Nomad Sculpt", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Nomad Sculpt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Nomad Sculpt** (for iPad/mobile modeling)"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|SketchUp (Trimble)", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SketchUp (Trimble)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Trimble has severely crippled the desktop version, pushing free users to a highly limited web browser app"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|IBM Rational Rose / Rational Software Architect", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM Rational Rose / Rational Software Architect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "*Why avoid:* This is a legacy suite from the \"waterfall\" era... incredibly heavy, expensive, and out of touch"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Miro", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Modern visual tools like **Miro** or **Lucidchart** for brainstorming."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Lucidchart", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Modern visual tools like **Miro** or **Lucidchart** for brainstorming."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Sparx Systems Enterprise Architect", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Sparx Systems Enterprise Architect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "it has a notoriously steep learning curve and a cluttered, Windows 95-style user interface"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Mermaid.js", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Mermaid.js", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Code-as-diagram tools like **Mermaid.js** or **PlantUML**"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|PlantUML", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "PlantUML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Code-as-diagram tools like **Mermaid.js** or **PlantUML**"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|ERwin Data Modeler", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ERwin Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "it is extremely expensive, rigid, and slow to adapt to modern cloud data warehousing architectures"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|dbdiagram.io", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "dbdiagram.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**dbdiagram.io** (lightweight and code-based)"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|dbt", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "modern analytics engineering tools like **dbt** (Data Build Tool) which model data directly via SQL"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|DBDesigner4", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "DBDesigner4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 19, "ev": "*Why avoid:* Be careful downloading older, open-source database design tools... may contain unpatched security vulnerabilities"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|Auto-Sklearn", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Auto-Sklearn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Open-source AutoML frameworks like **Auto-Sklearn**, **H2O (open-source version)**, or **TPOT**"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|H2O (open-source version)", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "H2O (open-source version)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Open-source AutoML frameworks like **Auto-Sklearn**, **H2O (open-source version)**, or **TPOT**"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|google-small|TPOT", "prompt": "c207-m6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "TPOT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "which give you full ownership of the generated code"}, {"id": "mai-20260917-1752-baseline-2|c207-m6|xai-small|Excel", "prompt": "c207-m6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Don't rely solely on Excel for large-scale; it scales poorly."}, {"id": "mai-20260917-1752-baseline-2|c207-m6|xai-small|Google Sheets", "prompt": "c207-m6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start simple (e.g., Tinkercad for 3D, Google Sheets for finance) and scale up."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|alibaba-small|Excel / Google Sheets", "prompt": "c207-s1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Excel remains the industry standard** for B2B financial modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|alibaba-small|Flare Finance", "prompt": "c207-s1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Flare Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Flare Finance:** Excellent user interface designed specifically for non-accountants."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|alibaba-small|Cube", "prompt": "c207-s1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube:** A plugin for Sheets/Excel that functions as a centralized database."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|alibaba-small|Float", "prompt": "c207-s1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Float** specializes purely in cash flow forecasting."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|alibaba-small|LivePlan", "prompt": "c207-s1", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LivePlan** is the easiest to navigate"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|LivePlan", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "LivePlan and Fathom are often the easiest starting points, as they're easier to set up, more affordable"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Fathom", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LivePlan and Fathom are often the easiest starting points"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Jirav", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav, Cube, and Mosaic are strong options for businesses that need driver-based forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Cube", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jirav, Cube, and Mosaic are strong options"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Mosaic", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jirav, Cube, and Mosaic are strong options"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Drivetrain", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Drivetrain is purpose-built for B2B companies and is a robust financial modeling solution"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|QuickBooks", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "QuickBooks allows users to create customizable financial models and forecasts based on real-time data"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Excel", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel and Google Sheets are still solid options for simple models"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|anthropic-small|Google Sheets", "prompt": "c207-s1", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel and Google Sheets are still solid options for simple models"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|challenger-small|Clockwork", "prompt": "c207-s1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Clockwork** if you want a modern SMB-focused FP&A tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|challenger-small|Datarails", "prompt": "c207-s1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|challenger-small|LiveFlow", "prompt": "c207-s1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LiveFlow** is also recommended for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|challenger-small|Jirav", "prompt": "c207-s1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you need repeatable forecasting and investor/internal reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|challenger-small|Fathom", "prompt": "c207-s1", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong if you want scenario-based projections and clear dashboard reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Anaplan", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid enterprise-level tools (like Anaplan or Vena, which cost six figures)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Vena", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you generally want to avoid enterprise-level tools (like Anaplan or Vena, which cost six figures)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Finmark", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Finmark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall Pick (B2B/Subscription Focus) – **Finmark**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Fathom", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Budget-Friendly Option – **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Coefficient", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Stay in Excel\" Option – **Coefficient**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Forecastr", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for Cash Flow & Simple SMB Forecasting – **Forecastr**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Jirav", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "The \"Overkill\" Option to Avoid for Now – **Jirav** & **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Cube", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these are usually overkill in both cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|deepseek-small|Excel/Google Sheets", "prompt": "c207-s1", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stick with **Excel/Google Sheets** initially"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|google-small|Clockwork.ai", "prompt": "c207-s1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clockwork is widely considered the easiest way to get robust forecasting without the learning curve."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|google-small|Runway (Runway.com)", "prompt": "c207-s1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Runway (Runway.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Collaborative & High-Growth B2B Startups"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|google-small|Causal", "prompt": "c207-s1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Flexible, Multi-Scenario B2B Modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|google-small|Jirav", "prompt": "c207-s1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jirav is the standard-bearer for small and midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|google-small|LiveFlow", "prompt": "c207-s1", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Spreadsheet Purists (Excel / Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|meta-small|Forecastr", "prompt": "c207-s1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Forecastr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Forecastr - Best for SMB Forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|meta-small|BILL", "prompt": "c207-s1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL (which acquired Finmark in 2022) - a financial modeling software for small business and startup finance teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|meta-small|Farseer", "prompt": "c207-s1", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Farseer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Farseer - Best for small teams, early-stage companies, or simple models."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Finmark", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Finmark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Finmark** (Best Overall for Small B2B)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Forecastr", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Forecastr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Finmark** or **Forecastr** – they offer the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|PlanGuru", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PlanGuru** (Best for Budgeting)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Datarails", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is heavily Excel-based, **Datarails** or **Vena** would be smoother transitions."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|LiveFlow", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**LiveFlow** (Best QuickBooks Integration)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Google Sheets/Excel", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Google Sheets/Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free and flexible, best for pre-revenue to ~$1M ARR"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Adlega", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Adlega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free plan available, good for SaaS B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|minimax-small|Vena", "prompt": "c207-s1", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Datarails** or **Vena** would be smoother transitions"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|mistral-small|Forecastr", "prompt": "c207-s1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Forecastr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Forecastr** or **BILL** are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|mistral-small|BILL (formerly Finmark)", "prompt": "c207-s1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "BILL (formerly Finmark)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Forecastr** or **BILL** are excellent starting points due to their simplicity"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|mistral-small|Fathom", "prompt": "c207-s1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced reporting features, **Fathom** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|mistral-small|Datarails", "prompt": "c207-s1", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a web application that can replace spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|BILL (formerly Finmark)", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "BILL (formerly Finmark)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Fathom** or **BILL** depending on your focus"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Fathom", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Fathom** or **BILL** depending on your focus"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|LivePlan", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LivePlan** \" Best for Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Causal", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Causal** \" Best for Driver-Based Modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Jirav", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jirav** \" Best for Rolling Forecasts"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Google Sheets/Excel", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Google Sheets/Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If budget is tight and your needs are simple, **Excel or Google Sheets** remains perfectly viable"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Adlega", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Adlega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Early-stage B2B SaaS with MRR/ARR focus | **BILL**, **Adlega**, or **Runway**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|moonshot-small|Runway", "prompt": "c207-s1", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Runway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**BILL**, **Adlega**, or **Runway**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|openai-small|Fathom", "prompt": "c207-s1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Fathom** or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|openai-small|LiveFlow", "prompt": "c207-s1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your team lives in **Excel/Google Sheets**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|openai-small|Datarails", "prompt": "c207-s1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd usually start with **Fathom** or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|openai-small|Planful", "prompt": "c207-s1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're already at the point of needing a more formal FP&A platform"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|openai-small|Workday Adaptive Planning", "prompt": "c207-s1", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but usually more than a very small company needs"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Jirav", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jirav and Finmark shine for B2B/SaaS with revenue modeling ... **SaaS B2B metrics?** Jirav."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Finmark (by BILL)", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Finmark (by BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget < $100/mo + simple?** Finmark or LivePlan"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Cube", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Excel must-have?** Cube or Datarails."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Datarails", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Excel must-have?** Cube or Datarails."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Fathom", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reporting + forecasting | 3-way P&L/cash/balance forecasts ... Less SaaS-specific"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Anaplan", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like Anaplan ($100K+)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|Excel", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excel is free/cheap but error-prone for collab."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|xai-small|LivePlan", "prompt": "c207-s1", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget < $100/mo + simple?** Finmark or LivePlan (~$20/mo)."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Excel/Google Sheets", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the best starting point is usually **Excel/Google Sheets** for flexibility"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Finmark", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Finmark", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all\\u2011round for small B2B founders:** **Finmark** (~$50/month)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Fathom", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for clean, accountant\\u2011ready reporting:** **Fathom** (~$65/month)"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Budgyt", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Budgyt** (~$5,988/year) | One platform for budgeting, forecasting, reporting, but higher cost."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Datarails", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails** or **Cube** are strong choices"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Cube", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Excel\\u2011native teams wanting automation:** **Datarails** or **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Jirav", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive, less intuitive for non\\u2011finance founders"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Causal", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Causal | SMBs who want spreadsheet\\u2011style modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Forecastr", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Forecastr** (~$500\\u20131,000+/mo) | Analyst bundled, easy cash\\u2011flow focus, but more expensive."}, {"id": "mai-20260917-1752-baseline-2|c207-s1|zai-small|Runway", "prompt": "c207-s1", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "direct", "raw": "Runway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Runway/burn dashboards, growth metrics | More ops\\u2011oriented, less full\\u2011stack FP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|alibaba-small|Clockwork", "prompt": "c207-s2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I recommend **Clockwork**."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|alibaba-small|Fathom", "prompt": "c207-s2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stick with it. It offers excellent analysis and visualization, though it can sometimes feel geared more toward established teams"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|alibaba-small|Advanced Excel", "prompt": "c207-s2", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Advanced Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "maintaining the link between your accounting books and your scenario sheets manually is prone to errors"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|anthropic-small|Cube", "prompt": "c207-s2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|anthropic-small|Fathom", "prompt": "c207-s2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|anthropic-small|Excel", "prompt": "c207-s2", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're just getting started with scenario development, Excel can be a better choice than implementing a dedicated system"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|challenger-small|Cube", "prompt": "c207-s2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** is the best default recommendation because it balances usability, scenario modeling, and suitability for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|challenger-small|Futrli", "prompt": "c207-s2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Futrli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Futrli** is the better fit for SMBs ... focused on short-term cash flow forecasting and scenario planning for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|challenger-small|Centage", "prompt": "c207-s2", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Centage** if you want a more guided FP&A platform and your business is in the mid-market revenue range"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|deepseek-small|Float", "prompt": "c207-s2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Float (Best overall for your use case)... **Start with Float**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|deepseek-small|Fathom", "prompt": "c207-s2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to Fathom** when you need to show investors or an external accountant formal three-way forecasts"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|deepseek-small|Jirav", "prompt": "c207-s2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid Jirav** until you have a dedicated finance person and more complex modeling needs."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|deepseek-small|Clockwork", "prompt": "c207-s2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Clockwork (Best if you want AI automation on a budget)... Drawback: Less mature than Float/Fathom"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|deepseek-small|Excel/Google Sheets", "prompt": "c207-s2", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you **should not** rely on this long-term... spreadsheets handle poorly"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|google-small|Clockwork.ai", "prompt": "c207-s2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Clockwork.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small, bootstrapped, or lean B2B businesses with *no dedicated finance team*.... Clockwork is built to be \"plug-and-play\"."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|google-small|Runway (runway.com)", "prompt": "c207-s2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Runway (runway.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** High-growth or venture-backed B2B startups ... that need collaborative planning."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|google-small|Causal (causal.app)", "prompt": "c207-s2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Causal (causal.app)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** High-growth B2B companies that want deep, customized, driver-based modeling without using Excel."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|google-small|Dryrun (dryrun.com)", "prompt": "c207-s2", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Dryrun (dryrun.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Project-based B2B businesses (agencies, consultants, contractors) managing heavy sales pipelines."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|meta-small|Farseer", "prompt": "c207-s2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Farseer - a connected platform that allows users to model and compare multiple scenarios."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|meta-small|Centage", "prompt": "c207-s2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Centage - a purpose-built scenario tool that holds every assumption in one model with automatic roll-ups."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|meta-small|Cube", "prompt": "c207-s2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cube - a scenario planning software for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|meta-small|LivePlan", "prompt": "c207-s2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LivePlan - a financial scenario planning software that allows users to build multiple versions of a forecast."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|meta-small|Fathom", "prompt": "c207-s2", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fathom - an all-in-one platform for management reporting, scenario planning, and multi-entity consolidation."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|minimax-small|LivePlan", "prompt": "c207-s2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **LivePlan**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|minimax-small|Brixx", "prompt": "c207-s2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other solid options: ### **Brixx**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|minimax-small|Fathom", "prompt": "c207-s2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More affordable option - Good for cash flow forecasting and scenario analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|minimax-small|Jirav", "prompt": "c207-s2", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers enterprise-level features at smaller business prices"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|mistral-small|Clockwork", "prompt": "c207-s2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Clockwork** as your scenario planning tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|mistral-small|Futrli", "prompt": "c207-s2", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Futrli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another good option is **Futrli**, which is designed for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|moonshot-small|LivePlan", "prompt": "c207-s2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall winner for most B2B small businesses:** **LivePlan** or **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|moonshot-small|Jirav", "prompt": "c207-s2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Overall winner for most B2B small businesses:** **LivePlan** or **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|moonshot-small|Fathom", "prompt": "c207-s2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** \\u2013 Best for Reporting + Quick Scenario Analysis"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|moonshot-small|Pulse", "prompt": "c207-s2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulse** \\u2013 Best for Cash Flow-Focused Scenario Planning"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|moonshot-small|Dryrun", "prompt": "c207-s2", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dryrun** \\u2013 Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|openai-small|Clockwork", "prompt": "c207-s2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Clockwork** if you want the simplest, SMB-friendly scenario planning tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|openai-small|Jirav", "prompt": "c207-s2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jirav** is also a strong option for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|openai-small|Cube", "prompt": "c207-s2", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Cube** if your team already lives in Excel/Sheets"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Profit Frog", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Profit Frog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Profit Frog** as the top choice."}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Anaplan", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike enterprise-heavy tools like Anaplan or Vena that can overwhelm lean teams"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Vena", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid heavier tools like Centage ... or Vena (Excel-centric but pricier for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Fathom", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** (Great runner-up for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Runway", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runway** (If scaling fast)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|xai-small|Centage", "prompt": "c207-s2", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavier tools like Centage (mid-market, $25M+ revenue focus)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|zai-small|LivePlan", "prompt": "c207-s2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **LivePlan** (Best Overall for Small B2B Teams)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|zai-small|Futrli", "prompt": "c207-s2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Futrli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑Up: **Futrli** (Best for Cash‑Flow Focus)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|zai-small|Brixx", "prompt": "c207-s2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Brixx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **Brixx** (Best for Flexible, Spreadsheet‑Style Modeling)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|zai-small|Fathom", "prompt": "c207-s2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small finance team → **Fathom** (if you have a dedicated FP&A person)"}, {"id": "mai-20260917-1752-baseline-2|c207-s2|zai-small|Cash Flow Frog", "prompt": "c207-s2", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "paraphrase", "raw": "Cash Flow Frog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Connect your accounting data if the tool supports it (e.g., Futrli, Cash Flow Frog)."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|Draw.io", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Draw.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Draw.io is a free, open-source tool, making it an excellent choice for budget-conscious teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|Oracle SQL Developer Data Modeler", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Oracle SQL Developer Data Modeler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a free tool that helps simplify data modeling tasks, especially for small teams and systems"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|Lucidchart", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lucidchart offers a wider range of features than draw.io, including real-time collaboration and integrations"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|Erwin Data Modeler", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Erwin Data Modeler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tools like Erwin provide advanced governance and metadata management for complex projects"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|LivePlan", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For startups and small businesses, LivePlan and Fathom are often the easiest starting points"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|anthropic-small|Fathom", "prompt": "c207-s3", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For startups and small businesses, LivePlan and Fathom are often the easiest starting points"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|google-small|Clockwork", "prompt": "c207-s3", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small businesses *without* a dedicated finance team. ... Highly automated, simple, and affordable for standard SMB metrics."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|google-small|Causal", "prompt": "c207-s3", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Fast-growing startups needing highly customized scenario planning."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|google-small|Datarails", "prompt": "c207-s3", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Teams who want to keep using Microsoft Excel but need more control."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|DbSchema", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "DbSchema", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "DbSchema: A cross-platform, SQL/NoSQL design tool that is best for small to medium businesses."}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|Lucidchart", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Lucidchart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Lucidchart: A cloud-based diagramming and collaboration tool that is best for small teams"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|Navicat Data Modeler", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Navicat Data Modeler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Navicat Data Modeler: A multi-DBMS, affordable data modeler"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|ZBrush", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "ZBrush", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ZBrush: A 3D modeling and sculpting tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|FreeCAD", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "FreeCAD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FreeCAD: A free and open-source CAD tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s3|meta-small|Excel", "prompt": "c207-s3", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "comparative", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Excel: A spreadsheet tool that is best for small teams, early-stage companies, or simple models."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|alibaba-small|Excel & Google Sheets", "prompt": "c207-s4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel & Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Zero-Cost\" Route: Excel & Google Sheets ... sticking to native tools is often the most budget-friendly option."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|alibaba-small|Forecastr", "prompt": "c207-s4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Forecastr is widely recommended specifically for Small and Medium Businesses (SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|alibaba-small|Finmark", "prompt": "c207-s4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Startups/Founders: Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|alibaba-small|Cube", "prompt": "c207-s4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Low-Cost\" Upgrade: Cube ... middle-ground solution"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|alibaba-small|Compass AI", "prompt": "c207-s4", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Compass AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recent reviews suggest Compass AI is positioning itself as an affordable entry for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|anthropic-small|LivePlan", "prompt": "c207-s4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LivePlan is one of the easiest and most affordable starting points for many small businesses."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|anthropic-small|Budgyt", "prompt": "c207-s4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with LivePlan or Budgyt if you want an easy-to-use, affordable solution"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|anthropic-small|Fathom", "prompt": "c207-s4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced forecasting and scenario planning, Fathom is also a strong option."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|anthropic-small|Cube", "prompt": "c207-s4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube is a strong fit for small to medium-sized teams that want to keep modeling in Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|anthropic-small|Excel", "prompt": "c207-s4", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "there are free options like Excel, with paid tools sometimes priced as low as $10/month"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|LiveFlow", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **LiveFlow** if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Float", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Float** if your main need is cash-flow forecasting at the lowest cost"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Finmark", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Finmark**, **Jirav**, or **Clockwork** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Jirav", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Finmark**, **Jirav**, or **Clockwork** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Clockwork", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want transparent SMB pricing and more automation:** Clockwork"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Datarails", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Excel-based teams:** Datarails"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Excel", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "start with Excel or Google Sheets plus a simple forecasting tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|challenger-small|Google Sheets", "prompt": "c207-s4", "model": "challenger-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "start with Excel or Google Sheets plus a simple forecasting tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Google Sheets / Excel with free templates", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets / Excel with free templates", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Excel/Google Sheets (free).** For a small company on a tight budget, a well-structured spreadsheet with free templates is often the smartest starting point."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|EasyFinancialModels", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "EasyFinancialModels", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free model generator that turns your assumptions into a formula-linked Excel/Google Sheets model"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Adlega", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Adlega", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a free plan with SaaS-native metrics, a solid option for early-stage startups"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Upmetrics", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Upmetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Upmetrics** or **Productive** for a low monthly cost."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Productive", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Productive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Upmetrics** or **Productive** for a low monthly cost."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|LiveFlow", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LiveFlow** is a strong ~$27/month pick"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Budgyt", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$49/month | Basic budgeting & forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Datarails", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "affordable tier | Excel-native teams wanting automation"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Sturppy", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Sturppy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "affordable | First-time founders building investor-ready models"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Finmark", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Finmark was shut down** (April 2026, by BILL)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Cube", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "are powerful but overkill and over-budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Jirav", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "are powerful but overkill and over-budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Prophix", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "are powerful but overkill and over-budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|deepseek-small|Forecastr", "prompt": "c207-s4", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Forecastr ($5,000+/year)** are powerful but overkill and over-budget for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Google Sheets", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google Sheets is the absolute best financial modeling tool"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Excel", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Google Sheets (or Excel) + Standard Templates"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Clockwork.ai", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Clockwork.ai** is the premier choice for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Sturppy Planning", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Sturppy Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sturppy Planning** is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Fathom", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fathom** is an industry standard"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Runway (Runway Financial)", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Runway (Runway Financial)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget ... its starting price sits around **$500/month**, which is usually too steep"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Jirav", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Often quoted starting around **$10,000/year** ... requires a dedicated in-house finance professional"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Causal", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "no longer aimed at or priced for early-stage startups on a budget"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|google-small|Mosaic", "prompt": "c207-s4", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "no longer aimed at or priced for early-stage startups on a budget"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|meta-small|Finmark", "prompt": "c207-s4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Finmark - A financial planning and modeling platform designed for founders, small businesses, and mid-sized finance teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|meta-small|Compass AI", "prompt": "c207-s4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Compass AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compass AI - An AI-powered forecasting tool that is accessible to small to mid-sized SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|meta-small|Clockwork", "prompt": "c207-s4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Clockwork - An FP&A software that delivers forecasting, scenario planning, and an AI analyst at transparent SMB pricing"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|meta-small|Forecastr", "prompt": "c207-s4", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Forecastr - A financial modeling software that focuses on cash flow forecasts and is suitable for small teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|Excel / Google Sheets", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the cheapest route is still **Excel/Google Sheets** (free)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|Float", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Float** gives the most value for the lowest price"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|Fathom", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** or **Jirav** are the next\\u2011best upgrades"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|Jirav", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Slightly higher price but provides driver\\u2011based modelling and robust scenario tools"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|Forecastr", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Forecastr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both are low\\u2011cost, straightforward budgeting/forecasting tools"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|minimax-small|PlanGuru", "prompt": "c207-s4", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Forecastr** or **PlanGuru** | Both are low\\u2011cost, straightforward budgeting/forecasting tools"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|mistral-small|Microsoft Excel", "prompt": "c207-s4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Excel** remains the best starting point for financial modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|mistral-small|Finmark", "prompt": "c207-s4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Finmark** or **Jirav**. Finmark is designed specifically for founders and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|mistral-small|Jirav", "prompt": "c207-s4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Jirav is another all-in-one FP&A platform suitable for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|mistral-small|Compass AI", "prompt": "c207-s4", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Compass AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Compass AI** is highlighted as a good option for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|Google Sheets", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Google Sheets or EasyFinancialModels (free)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|LibreOffice Calc", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LibreOffice Calc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Tech-savvy users who want Excel-like functionality without the cost"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|EasyFinancialModels", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "EasyFinancialModels", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Google Sheets or EasyFinancialModels (free)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|WPS Spreadsheets", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "WPS Spreadsheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Users wanting an Excel-like experience"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|LiveFlow", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider upgrading to LiveFlow if you need QuickBooks integration"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|Finmark", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Finmark if you want more structured planning features"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|Causal", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want to graduate from spreadsheets → Causal or Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|moonshot-small|Budgyt", "prompt": "c207-s4", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small businesses needing dedicated budgeting software"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|openai-small|Microsoft Excel", "prompt": "c207-s4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the best value:** **Excel + a financial model template**"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|openai-small|Google Sheets", "prompt": "c207-s4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want free and collaborative:** **Google Sheets + template**"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|openai-small|Smartsheet", "prompt": "c207-s4", "model": "openai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "look at **Smartsheet**, but it's usually less budget-friendly than spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Microsoft Excel", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Google Sheets or Excel (Free)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Google Sheets", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Google Sheets or Excel (Free)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|LiveFlow", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Low-Cost Upgrade: LiveFlow (~$50–$150/month, custom quote)"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Fathom", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Upgrade to LiveFlow/Fathom if integrating accounting data saves time."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Compass AI / Finmark", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Compass AI / Finmark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$49–$50/month | Startups/SaaS forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Clockwork", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$149–$499/month | QuickBooks/Xero SMBs"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|xai-small|Anaplan", "prompt": "c207-s4", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like Anaplan (too pricey)."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|LivePlan", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LivePlan – Best overall for simplicity and affordability"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|Fathom", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need deeper analytics and dashboards, Fathom offers strong value."}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|Float", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is on the higher side, but can be justified if cash‑flow visibility is critical"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|Excel/Google Sheets with free templates", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Excel/Google Sheets with free templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Excel/Google Sheets with free templates if you prefer full control"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|Finamodel", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "Finamodel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finamodel, FinancialAHA, and WallStreetMojo offer ready‑made, formula‑driven templates"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|FinancialAHA", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "FinancialAHA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Finamodel, FinancialAHA, and WallStreetMojo offer ready‑made, formula‑driven templates"}, {"id": "mai-20260917-1752-baseline-2|c207-s4|zai-small|WallStreetMojo", "prompt": "c207-s4", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "budget", "raw": "WallStreetMojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Finamodel, FinancialAHA, and WallStreetMojo offer ready‑made, formula‑driven templates"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Anaplan", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard Enterprise Performance Management (EPM) software (like Anaplan or Oracle Hyperion) is often overkill, too expensive"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Oracle Hyperion", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "(like Anaplan or Oracle Hyperion) is often overkill, too expensive, and requires resources you don't have"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Cube", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cloud Financial Planning (FP&A): (e.g., Cube, Float, Fathom, Agilix) – ... Highly recommended for your size."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Float", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "(e.g., Cube, Float, Fathom, Agilix) – These are usually modular ... Highly recommended for your size."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Fathom", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "(e.g., Cube, Float, Fathom, Agilix) ... Highly recommended for your size."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Agilix", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Agilix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "(e.g., Cube, Float, Fathom, Agilix) ... Highly recommended for your size."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Power BI", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spreadsheet Add-ins: (e.g., Power BI, Tableau, or specialized Excel plugins) – Good if you refuse to leave Excel entirely."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Tableau", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "(e.g., Power BI, Tableau, or specialized Excel plugins) – Good if you refuse to leave Excel entirely."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|Clari", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Revenue/Sales Ops Tools: (e.g., Clari, InsightSquared) – If your primary modeling need is strictly top-line revenue"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|alibaba-small|InsightSquared", "prompt": "c207-s5", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "InsightSquared", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "(e.g., Clari, InsightSquared) – If your primary modeling need is strictly top-line revenue/sales funnel analysis."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Excel/Sheets", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Excel/Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "an Excel/Sheets-based approach with an add-in is often the pragmatic, lowest-cost starting point"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Vena", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** — spreadsheet-style control, if you want Excel's feel with governance"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Cube", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** — Excel-native, good for small businesses (~G2 4.5/5, ~2 month implementation)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Pigment", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pigment** — if you need repeatable driver-based planning with traceable scenarios"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Jirav", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jirav** — lean FP&A, scenario comparison and statement-level reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Limelight", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Move to a full FP&A suite (e.g., Pigment, Jirav, Limelight, Anaplan for larger)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Anaplan", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "full enterprise suites (Anaplan, Prophix) are usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Prophix", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "full enterprise suites (Anaplan, Prophix) are usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|deepseek-small|Forecastr", "prompt": "c207-s5", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Forecastr** — designed specifically for SMB forecasting"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Anaplan", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you must avoid enterprise-grade tools** (like Anaplan, Workday Adaptive Planning, or Planful)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Workday Adaptive Planning", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you must avoid enterprise-grade tools** (like Anaplan, Workday Adaptive Planning, or Planful)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Planful", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you must avoid enterprise-grade tools** (like Anaplan, Workday Adaptive Planning, or Planful)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Clockwork.ai", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly automated cash-flow forecasting and simple scenario planning... designed for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Parallel", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Parallel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for early-stage companies."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Fathom", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less suited for highly complex, customized formulas"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Syft Analytics", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less suited for highly complex, customized formulas"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|LiveFlow", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If your finance leader refuses to leave Google Sheets/Excel, LiveFlow is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Jirav", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "incredibly powerful for workforce planning... though it has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Causal", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Very modern, highly visual multi-dimensional modeling platforms."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|google-small|Runway", "prompt": "c207-s5", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Very modern, highly visual multi-dimensional modeling platforms."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Anaplan", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose software that can grow with your company, such as Anaplan, Oracle Hyperion, or Lucanet xP&A."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Oracle Hyperion", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Anaplan, Oracle Hyperion, or Lucanet xP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Lucanet xP&A", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Lucanet xP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Anaplan, Oracle Hyperion, or Lucanet xP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Datarails", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider software with a user-friendly interface, such as Datarails or BILL."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|BILL", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL (for startups and early-stage teams)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Microsoft Excel", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Microsoft Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Excel (with add-ins like @Risk, Power Query, and Excel4apps)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|Hebbia", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Hebbia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hebbia (for AI-powered, institutional-scale financial analysis)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|meta-small|ShortcutAI", "prompt": "c207-s5", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "ShortcutAI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ShortcutAI (for AI-assisted Excel modeling and spreadsheet automation)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|minimax-small|Vena", "prompt": "c207-s5", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Vena** – Mid-market, Excel-based"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|minimax-small|Prophix", "prompt": "c207-s5", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Prophix** – Good for mid-market FP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|minimax-small|Farseer", "prompt": "c207-s5", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Farseer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Farseer** – Strong for budgeting and reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|minimax-small|Clockwork", "prompt": "c207-s5", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Clockwork** – Good if you're on QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|minimax-small|Futrli", "prompt": "c207-s5", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Futrli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Futrli** – Good for SMBs with scenario planning"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Excel + Power BI/Tableau", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Excel + Power BI/Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Low cost, familiar, but limited collaboration."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Google Sheets + Apps Script", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Google Sheets + Apps Script", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good for collaboration, but less powerful for complex models."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Quantrix", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Quantrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Quantrix** (great for multi-dimensional modeling)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Adaptive Insights", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "now Workday Adaptive Planning, strong for FP&A"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Jirav", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jirav** (designed for small to mid-sized businesses)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Jeda.ai", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jeda.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jeda.ai** (AI-powered, good for scenario modeling)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Cube", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cube** (modern, spreadsheet-like, strong collaboration)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Datarails", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Datarails** (Excel-based, but with better controls and automation)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|mistral-small|Planning Maestro", "prompt": "c207-s5", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Planning Maestro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Planning Maestro** (by Centage, good for budgeting and forecasting)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Jirav", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Jirav** | SMB/Growth-stage (<250 employees) | Quick deployment, driver-based modeling, good for repeatable forecasts"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Datarails", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** | Excel-native teams | Keeps Excel workflows while adding automation and centralized reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Cube", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube** | Spreadsheet familiarity with automation | Live Excel/Google Sheets connectivity"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Fathom", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** | Quick scenario-based projections | Strong dashboard reporting"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Forecastr", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Forecastr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Forecastr** | Cash flow focused | Simple, affordable entry point"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Finmark", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Finmark** (now BILL) | Startups/small businesses | Simple budgeting, forecasting, scenario planning"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Anaplan", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically offer more accessible pricing than enterprise solutions like Anaplan or Pigment"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|moonshot-small|Pigment", "prompt": "c207-s5", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more accessible pricing than enterprise solutions like Anaplan or Pigment"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Datarails", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Tools: Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain (top-rated for SMBs per recent reviews on G2/Capterra)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Vena", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Tools: Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Pigment", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Tools: Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Prophix", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Tools: Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Runway", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Runway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Tools: Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Drivetrain", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Datarails, Vena, Pigment, Prophix, Runway, or Drivetrain (top-rated for SMBs per recent reviews on G2/Capterra)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|xai-small|Anaplan", "prompt": "c207-s5", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid enterprise-heavy like Anaplan if overkill."}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Datarails", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Spreadsheet‑native** (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Cube", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Spreadsheet‑native** (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Vena", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Spreadsheet‑native** (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Limelight", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Web‑based** (e.g., Limelight, Anaplan, Forecastr)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Anaplan", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Web‑based** (e.g., Limelight, Anaplan, Forecastr)"}, {"id": "mai-20260917-1752-baseline-2|c207-s5|zai-small|Forecastr", "prompt": "c207-s5", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "scale", "raw": "Forecastr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Web‑based** (e.g., Limelight, Anaplan, Forecastr)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Tableau Desktop", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Tableau Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid/Caution: **Tableau Desktop, Microsoft Power BI (Enterprise versions), SAP BusinessObjects.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Microsoft Power BI (Enterprise versions)", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Microsoft Power BI (Enterprise versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid/Caution: **Tableau Desktop, Microsoft Power BI (Enterprise versions), SAP BusinessObjects.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|SAP BusinessObjects", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP BusinessObjects", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to Avoid/Caution: **Tableau Desktop, Microsoft Power BI (Enterprise versions), SAP BusinessObjects.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Google Looker Studio (formerly Data Studio)", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better Alternative: **Google Looker Studio (formerly Data Studio)** or **SmartSheets**."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|SmartSheets", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SmartSheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternative: **Google Looker Studio (formerly Data Studio)** or **SmartSheets**."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|SAP Signavio", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP Signavio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to Avoid/Caution: **SAP Signavio, Oracle BPM, IBM Blueworks Live.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Oracle BPM", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle BPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to Avoid/Caution: **SAP Signavio, Oracle BPM, IBM Blueworks Live.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|IBM Blueworks Live", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM Blueworks Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools to Avoid/Caution: **SAP Signavio, Oracle BPM, IBM Blueworks Live.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Miro", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Better Alternative: **Miro**, **Lucidchart** (for simple visual mapping)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Lucidchart", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Lucidchart** (for simple visual mapping)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Zapier", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Zapier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "simple no-code automation tools like **Zapier** or **Make**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Make", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "simple no-code automation tools like **Zapier** or **Make**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Hyperion", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Tools to Avoid/Caution: **Hyperion, NetSuite (Financial Module only), Custom Excel workbooks built from scratch.**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|NetSuite (Financial Module only)", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "NetSuite (Financial Module only)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "While excellent overall, using it strictly as a \"financial modeler\" is expensive and complex. It is an ERP, not just a calculator."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Custom Excel workbooks built from scratch", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Custom Excel workbooks built from scratch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Creating large, interconnected financial models from scratch in Excel is high-risk."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|QuickBooks Online", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Use integrated Accounting Software reporting features (QuickBooks Online, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Xero", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Use integrated Accounting Software reporting features (QuickBooks Online, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Fathom", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 18, "ev": "If you must model manually, use a template library or a focused tool like **Fathom** or **LivePlan**."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|LivePlan", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 19, "ev": "a focused tool like **Fathom** or **LivePlan**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Jira", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 20, "ev": "Jira, for instance, is beloved by software engineers but is notorious for being unusably complex for non-technical staff"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Azure DevOps", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Azure DevOps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 21, "ev": "Tools to Avoid/Caution: **Jira, Azure DevOps, Monday.com (in its most complex configurations).**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Monday.com", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 22, "ev": "Monday.com (in its most complex configurations)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Asana", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "Better Alternative: **Asana**, **ClickUp**, or even a well-structured **Notion** workspace."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|ClickUp", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 24, "ev": "Better Alternative: **Asana**, **ClickUp**, or even a well-structured **Notion** workspace."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|alibaba-small|Notion", "prompt": "c207-s6", "model": "alibaba-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 25, "ev": "or even a well-structured **Notion** workspace"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|anthropic-small|Excel", "prompt": "c207-s6", "model": "anthropic-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excel includes high risk of human error and is not ideal for collaboration or audit trails"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Anaplan", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have a dedicated finance team and $50M+ in revenue.... Anaplan starts around **$30,000+/year**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Workday Adaptive Planning", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid unless you have a dedicated finance team and $50M+ in revenue.... Workday Adaptive is often **$15,000–$20,000+/month**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Oracle Hyperion", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Have under 10 staff, simple operations | Anaplan, Adaptive, Hyperion"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Prophix", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-Grade FP&A Platforms (Anaplan, Workday Adaptive Planning, Oracle Hyperion, Prophix)... Avoid unless you have a dedicated finance team"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Excel/Google Sheets", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about over-reliance on Excel/Google Sheets for the *entire* financial model."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Jirav", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer alternative: ... move to SMB-focused tools like **Jirav** (~$500/mo)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Mosaic", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "move to SMB-focused tools like **Jirav** (~$500/mo), **Mosaic**, or **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Fathom", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The *best* tool for a small business is usually **simple spreadsheets** ... + **a lightweight dashboard/forecasting tool** (like Fathom, Float, or Clockwork)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Macabacus", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Macabacus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Macabacus is great for formatting and shortcut keystrokes—but it adds zero value to a small business"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|FactSet", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "FactSet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "S&P Capital IQ and FactSet cost thousands per user per year and are built for market data, not operational planning"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Capital IQ", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Capital IQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid these if you are not doing M&A, fundraising for a large round, or public market analysis."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Vena", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Vena** is essentially a locked-down Excel environment; it requires a **template buildout** by a consultant."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Datarails", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Datarails** requires you to establish a clean data model and often demands ongoing maintenance of Excel files."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|@RISK", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "@RISK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid unless you have a statistical background and a very mature business."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Crystal Ball", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Crystal Ball", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Complex Monte Carlo / Risk Simulation Tools (@RISK, Crystal Ball)... Avoid unless you have a statistical background"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Float", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "a lightweight dashboard/forecasting tool** (like Fathom, Float, or Clockwork) once you outgrow them"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|deepseek-small|Clockwork", "prompt": "c207-s6", "model": "deepseek-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "(like Fathom, Float, or Clockwork) once you outgrow them"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Anaplan", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid/Approach with Caution: *Anaplan, Workday Adaptive Planning, Oracle Hyperion, OneStream*"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Workday Adaptive Planning", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid/Approach with Caution: *Anaplan, Workday Adaptive Planning, Oracle Hyperion, OneStream*"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Oracle Hyperion", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid/Approach with Caution: *Anaplan, Workday Adaptive Planning, Oracle Hyperion, OneStream*"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|OneStream", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid/Approach with Caution: *Anaplan, Workday Adaptive Planning, Oracle Hyperion, OneStream*"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Runway", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Runway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use agile, modern FP&A software built specifically for startups and SMBs, such as **Runway**, **Causal**, or **Finmark**."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Causal", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Runway**, **Causal**, or **Finmark**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Finmark", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **Runway**, **Causal**, or **Finmark**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Excel", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stick to a highly disciplined, well-formatted spreadsheet in **Excel** or **Google Sheets**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|google-small|Google Sheets", "prompt": "c207-s6", "model": "google-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "stick to a highly disciplined, well-formatted spreadsheet in **Excel** or **Google Sheets**"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|meta-small|Make", "prompt": "c207-s6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Make", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "certain tools, such as Make or n8n, may not be suitable for 90% of small businesses due to their complexity or limitations"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|meta-small|n8n", "prompt": "c207-s6", "model": "meta-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "n8n", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "certain tools, such as Make or n8n, may not be suitable for 90% of small businesses due to their complexity or limitations"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|minimax-small|Excel", "prompt": "c207-s6", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Excel and Google Sheets are great starting points, they become problematic when: Multiple team members need to collaborate simultaneously"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|minimax-small|Google Sheets", "prompt": "c207-s6", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Excel and Google Sheets are great starting points, they become problematic when..."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|minimax-small|Sturppy", "prompt": "c207-s6", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Sturppy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better alternatives for small businesses: Tools designed specifically for SMBs (like Sturppy, Finmark, or similar)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|minimax-small|Finmark", "prompt": "c207-s6", "model": "minimax-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools designed specifically for SMBs (like Sturppy, Finmark, or similar)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|mistral-small|Microsoft Excel", "prompt": "c207-s6", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While tools like Microsoft Excel and Google Sheets are standard for small businesses, they lack audit trails, user controls, and automation."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|mistral-small|Google Sheets", "prompt": "c207-s6", "model": "mistral-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While tools like Microsoft Excel and Google Sheets are standard for small businesses, they lack audit trails, user controls, and automation."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Anaplan", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Extremely expensive ($30,000–$50,000+ annually)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Workday Adaptive Planning", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** £150K–200K+ annual costs for 100 users"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Jirav", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built SMB tools like Jirav, BILL/Finmark, or even Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|BILL/Finmark", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "BILL/Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Purpose-built for SMBs** | Tools like Causal, Budgyt, Fathom, Jirav, BILL/Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|IBM Cognos TM1 / Planning Analytics", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM Cognos TM1 / Planning Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid:** $15,000–$30,000 annually for just 10 users"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|SAP BPC (Business Planning & Consolidation)", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP BPC (Business Planning & Consolidation)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Why avoid:** Significantly higher total cost of ownership than alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Prophix", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why avoid:** No transparent pricing (indicates enterprise-level costs)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Workday (for profitability modeling)", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Workday (for profitability modeling)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Why avoid:** ~$275K annual cost"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Camunda", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Camunda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Caution:** BPMN standards are necessarily complex"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Bizagi", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Bizagi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Overkill for simple process documentation; steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|ARIS", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ARIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Overkill for simple process documentation; steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Lucidchart", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Start with simpler tools like Lucidchart, Miro, Gliffy, or diagrams.net"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Miro", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Start with simpler tools like Lucidchart, Miro, Gliffy, or diagrams.net"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Gliffy", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Gliffy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Start with simpler tools like Lucidchart, Miro, Gliffy, or diagrams.net"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|diagrams.net", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "diagrams.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Start with simpler tools like Lucidchart, Miro, Gliffy, or diagrams.net for basic flowcharts"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|IBM BPM", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "IBM BPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "**Why avoid:** Heavy enterprise suites requiring consultants and lengthy deployments"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Oracle BPM Suite", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle BPM Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 17, "ev": "**Why avoid:** Heavy enterprise suites requiring consultants and lengthy deployments"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Excel/Google Sheets", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Risk of version chaos, no audit trail, error-prone for complex models"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Recast", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Recast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "Designed for larger advertisers; SMBs should look at lighter alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Liftlab", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Liftlab", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "Designed for larger advertisers; SMBs should look at lighter alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Keen", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Keen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 21, "ev": "Designed for larger advertisers; SMBs should look at lighter alternatives"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Triple Whale", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Triple Whale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "SMBs should look at lighter alternatives like Triple Whale, Northbeam, or Prescient AI"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Northbeam", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Northbeam", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "lighter alternatives like Triple Whale, Northbeam, or Prescient AI"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Prescient AI", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Prescient AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 24, "ev": "lighter alternatives like Triple Whale, Northbeam, or Prescient AI"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Causal", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 25, "ev": "Purpose-built for SMBs** | Tools like Causal, Budgyt, Fathom, Jirav, BILL/Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Budgyt", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "Tools like Causal, Budgyt, Fathom, Jirav, BILL/Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|moonshot-small|Fathom", "prompt": "c207-s6", "model": "moonshot-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 27, "ev": "Tools like Causal, Budgyt, Fathom, Jirav, BILL/Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|SAP PowerDesigner", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "SAP PowerDesigner", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid or use cautiously: SAP PowerDesigner, erwin Data Modeler, ER/Studio, Anaplan, Oracle tools"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|erwin Data Modeler", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "erwin Data Modeler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to avoid or use cautiously: SAP PowerDesigner, erwin Data Modeler, ER/Studio"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|ER/Studio", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ER/Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid or use cautiously: ... ER/Studio, Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Anaplan", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to avoid or use cautiously: ... Anaplan, Oracle tools"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Oracle tools", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Oracle tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples to avoid or use cautiously: ... Oracle tools, or full enterprise architecture (EA) platforms"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|LeanIX", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LeanIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(E.g., LeanIX is SMB-friendlier alternative.)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Excel", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Spreadsheets as Primary Modeling Tools (e.g., Excel, Google Sheets) - Why be cautious?"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Google Sheets", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Spreadsheets as Primary Modeling Tools (e.g., Excel, Google Sheets) - Why be cautious?"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|ChatGPT", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples to avoid: Free ChatGPT/Gemini for financial/predictive modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Gemini", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Gemini", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Examples to avoid: Free ChatGPT/Gemini for financial/predictive modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Hugging Face", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Hugging Face", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "unvetted open-source models from Hugging Face"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Tableau", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "BI/Analytics Modeling (e.g., some Tableau/Power BI setups): Pricing balloons with users; integration fails"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Power BI", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "some Tableau/Power BI setups: Pricing balloons with users; integration fails"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Finmark", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Finmark", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Defunct/niche tools: Avoid shut-downs like Finmark"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|LivePlan", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Opt for SMB-friendly alternatives like LivePlan/Enloop for business plans"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Enloop", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Enloop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "SMB-friendly alternatives like LivePlan/Enloop for business plans"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Farseer", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Farseer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 17, "ev": "Farseer/Runway for financials"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Runway", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Runway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 18, "ev": "Farseer/Runway for financials"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Lucidchart", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Lucidchart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Lucidchart/DbSchema for data/process modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|DbSchema", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "DbSchema", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Lucidchart/DbSchema for data/process modeling"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Cube", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "or enterprise-lite like Cube/Pigment"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|xai-small|Pigment", "prompt": "c207-s6", "model": "xai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "or enterprise-lite like Cube/Pigment"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Macabacus", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Macabacus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid (or at least be cautious about) ... Designed for investment banks and PE firms, not small firms."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Quantrix Modeler", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Quantrix Modeler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "~$1,995–$3,495/user/year – a big commitment for teams that might be better served by Excel"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Erwin Data Modeler", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Erwin Data Modeler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High licensing costs, especially for collaborative editions; complex interface; overkill for small teams."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Excel", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with spreadsheets (Excel, Google Sheets) for most modeling needs."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Google Sheets", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with spreadsheets (Excel, Google Sheets) for most modeling needs."}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Budgyt", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider simple, affordable FP&A tools (e.g., Budgyt, Fathom, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Fathom", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Consider simple, affordable FP&A tools (e.g., Budgyt, Fathom, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Datarails", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Add a spreadsheet-native FP&A overlay (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Cube", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Add a spreadsheet-native FP&A overlay (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Vena", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Add a spreadsheet-native FP&A overlay (e.g., Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c207-s6|zai-small|Jirav", "prompt": "c207-s6", "model": "zai-small", "cat": "financial-modeling-and-scenario-planning", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider simple, affordable FP&A tools (e.g., Budgyt, Fathom, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|SAP S/4HANA", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The gold standard for massive global enterprises... **SAP S/4HANA** or **Oracle**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Oracle NetSuite", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A cloud-native pioneer... Its real-time reporting features are robust."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Workday Financial Management", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its intuitive user interface and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|BlackLine", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Implement **BlackLine** to fix the foundation first."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Trullion", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These are smart reporting add-ons that sit on top of your ERP."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Datarails", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These are smart reporting add-ons that sit on top of your ERP."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Anaplan", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An incredibly powerful platform for connected planning."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Vena Solutions", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often called \"Excel on steroids.\""}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Tableau", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Invest in a BI tool like **Tableau** or **Microsoft Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|alibaba-small|Microsoft Power BI", "prompt": "c208-l1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Invest in a BI tool like **Tableau** or **Microsoft Power BI** integrated with your current system."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|anthropic-small|SAP Analytics Cloud", "prompt": "c208-l1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common enterprise solutions** often mentioned in the market include platforms like SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|anthropic-small|Oracle Financial Consolidation and Close", "prompt": "c208-l1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Financial Consolidation and Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle Financial Consolidation and Close, Anaplan, Alteryx, and various specialized consolidation tools"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|anthropic-small|Anaplan", "prompt": "c208-l1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oracle Financial Consolidation and Close, Anaplan, Alteryx"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|anthropic-small|Alteryx", "prompt": "c208-l1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Anaplan, Alteryx, and various specialized consolidation tools"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|challenger-small|Workday Adaptive Planning", "prompt": "c208-l1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Workday Adaptive Planning** or **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|challenger-small|OneStream", "prompt": "c208-l1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** is the strongest fit when the company is complex, multi-entity, and close/consolidation heavy"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|challenger-small|Oracle Fusion Cloud Financials", "prompt": "c208-l1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Fusion Cloud Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong enterprise suite option for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|challenger-small|HighRadius", "prompt": "c208-l1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for **automation, scalability, and audit-ready reporting**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|challenger-small|Drivetrain", "prompt": "c208-l1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "positioned for **1000+ employee / $100M+ ARR** enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|SAP S/4HANA Finance", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you're **upgrading your ERP** anyway, look closely at the native reporting in **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look closely at the native reporting in **SAP S/4HANA**, **Oracle Fusion**, or **Workday**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Workday Financial Management", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look closely at the native reporting in **SAP S/4HANA**, **Oracle Fusion**, or **Workday**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|OneStream", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**OneStream** is the most frequently recommended choice for consolidated financial reporting and close automation"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|CCH Tagetik", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for governance, close, reconciliation, and regulatory reporting depth"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Anaplan", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If the challenge is more on the **FP&A/planning side**, consider **Anaplan** or **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|BlackLine", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best-in-class for financial close and account reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Planful", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **Anaplan** or **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Board", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "e.g., OneStream, CCH Tagetik, Anaplan, BlackLine, Planful, Board"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|Oracle Financial Consolidation and Close / Oracle EPM Cloud", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Financial Consolidation and Close / Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best if you're heavily Oracle-aligned"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|deepseek-small|SAP Financial Closing", "prompt": "c208-l1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Financial Closing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best if you're fully on SAP"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Pigment", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pigment is the leading modern challenger to legacy planning platforms."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Workday Adaptive Planning", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adaptive is the industry-standard \"safe bet\""}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Anaplan", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "implementation is notoriously long, and it lacks the modern user-friendliness of systems like Pigment"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Sage Intacct", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intacct has arguably the best **multi-dimensional general ledger** on the market."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Oracle NetSuite (OneWorld)", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite (OneWorld)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "NetSuite is the gold standard for companies scaling toward an IPO or managing global subsidiaries."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|OneStream Software", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OneStream unifies complex financial close, consolidation, and reporting into a single platform."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Maxio", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Maxio bridges this gap by acting as your billing engine and calculating your B2B subscription metrics natively."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|google-small|Board", "prompt": "c208-l1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose **OneStream** or **Board**."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|meta-small|Maxio", "prompt": "c208-l1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some top contenders include Maxio, SAP Analytics Cloud, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|meta-small|SAP Analytics Cloud", "prompt": "c208-l1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some top contenders include Maxio, SAP Analytics Cloud, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|meta-small|HighRadius", "prompt": "c208-l1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some top contenders include Maxio, SAP Analytics Cloud, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|Adaptive Insights (now part of Workday)", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Adaptive Insights (now part of Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud-based budgeting, forecasting & reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|BlackLine", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focused on the close; broader reporting features are limited"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Integrated ERP + BI within the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|NetSuite (Oracle)", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Full-featured cloud ERP with built-in reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|OneStream", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified financial consolidation, reporting & analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|SAP S/4HANA", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade ERP with advanced financial modules"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|Vena", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-driven budgeting, forecasting & reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|minimax-small|Workday Financial Management", "prompt": "c208-l1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cloud-native finance suite with real-time analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|mistral-small|Maxio", "prompt": "c208-l1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maxio** and **HighRadius** are among the best choices due to their specialized features and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|mistral-small|HighRadius", "prompt": "c208-l1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Maxio** and **HighRadius** are among the best choices due to their specialized features and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|SAP S/4HANA Finance", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Global enterprise with complex manufacturing/operations | **SAP S/4HANA Finance**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Oracle Fusion Cloud ERP", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need best-in-class cloud consolidation & close | **Oracle Fusion Cloud ERP**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Workday Financial Management", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on Workday HCM, want unified platform | **Workday Financial Management**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Drivetrain", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Drivetrain** | Enterprise B2B ($100M+ ARR, 1000+ employees) | Purpose-built for complex B2B reporting; strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Anaplan", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need a modern reporting layer on top of existing ERP | **Drivetrain, Anaplan, or OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|OneStream", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OneStream is also excellent"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|insightsoftware", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Organizations needing specialized reporting | Deep reporting capabilities, often used alongside major ERPs"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Pigment", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Pigment** | Modern, fast-scaling enterprises | User-friendly interface"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|NetSuite", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mid-market B2B wanting integrated ERP + reporting | **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Planning-focused reporting, often paired with other ERPs"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Vena", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Excel-friendly reporting layers that sit on top of existing ERPs"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Datarails", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Excel-friendly reporting layers that sit on top of existing ERPs"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|Cube", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Excel-friendly reporting layers that sit on top of existing ERPs"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|moonshot-small|BlackLine", "prompt": "c208-l1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "look at BlackLine (reconciliation) paired with your core system"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|openai-small|Workday Adaptive Planning", "prompt": "c208-l1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Workday Adaptive Planning** if your main need is **financial reporting + planning/FP&A**"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|openai-small|SAP Analytics Cloud", "prompt": "c208-l1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're already deep in SAP and want planning + analytics + governed enterprise reporting in one platform"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|openai-small|Oracle Financials / Oracle BI reporting stack", "prompt": "c208-l1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle Financials / Oracle BI reporting stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if Oracle is your core ERP and you want native financial reporting around that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|OneStream", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with OneStream** if you want a single platform for consolidation, reporting, and FP&A—it's frequently ranked #1 for complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|Workiva", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Workiva** for polished, audit-ready financial statements and disclosures in regulated B2B environments."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|Oracle EPM (FCCS/EPBCS)", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle EPM (FCCS/EPBCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ERP-aligned?** Go Oracle/SAP if you're invested there to minimize integration friction."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|SAP Analytics Cloud", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ERP-aligned?** Go Oracle/SAP if you're invested there to minimize integration friction."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|BlackLine", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Close/reconciliation automation, task mgmt., real-time visibility. Gartner Leader (2024)."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c208-l1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven close/consolidation/reporting/ESG. 3x Gartner Leader (2024-2026)."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|SAP Analytics Cloud (SAC)", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies with SAP ecosystems, **SAP Analytics Cloud** is the leading choice."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|OneStream XF", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream XF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneStream XF** is often the most powerful option"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|Planful", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If governance and audit compliance are paramount, **Planful** or **BlackLine** are strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|BlackLine", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Planful** or **BlackLine** are strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|Anaplan", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anaplan \\u2014 Best for Advanced Planning & Modeling"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|HighRadius", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "HighRadius \\u2014 Best for Autonomous AI\\u2011Driven Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|Workday Adaptive Planning", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for Cloud\\u2011Native Planning + Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|Cube", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cube \\u2014 Best for Spreadsheet\\u2011First Finance Teams"}, {"id": "mai-20260917-1752-baseline-2|c208-l1|zai-small|FineReport", "prompt": "c208-l1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FineReport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "FineReport \\u2014 Best for Highly Customizable, Board\\u2011Ready Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|alibaba-small|Microsoft Power BI", "prompt": "c208-l2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Safe Bet for Most Enterprises: **Microsoft Power BI** ... widely considered the industry standard for large-scale deployment."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|alibaba-small|Spotlight Reporting", "prompt": "c208-l2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Specialist for Finance Teams: **Spotlight Reporting**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|alibaba-small|Sigma Computing", "prompt": "c208-l2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma Computing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Modern Choice (Cloud-Native): **Sigma Computing** ... Sigma is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|anthropic-small|Tableau", "prompt": "c208-l2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Power BI** or **Tableau** are the safest bets due to their proven enterprise track records"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|anthropic-small|Power BI", "prompt": "c208-l2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Power BI** or **Tableau** are the safest bets"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|anthropic-small|Looker (Google Cloud)", "prompt": "c208-l2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for enterprise analytics with strong data governance"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|anthropic-small|SAP Analytics Cloud", "prompt": "c208-l2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal if you're using SAP for your ERP system"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|challenger-small|Microsoft Power BI", "prompt": "c208-l2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Microsoft Power BI** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|challenger-small|Sigma", "prompt": "c208-l2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sigma** if most of your finance data already lives in a **cloud data warehouse**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|challenger-small|Domo", "prompt": "c208-l2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Domo** if your priority is an all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|challenger-small|HighRadius", "prompt": "c208-l2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HighRadius** if your main use case is finance reporting automation"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Microsoft Power BI", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Power BI** is your best overall choice"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Tableau", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your finance and executive teams prioritize highly interactive, visually rich drill-down dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Domo", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worth a look if you need 1,000+ data connectors"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Qlik Sense", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for complex multiplatform data connections"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|IBM Cognos", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "IBM Cognos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprises requiring heavy governed reporting and scheduled delivery (Cognos)"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Anaplan", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Anaplan** for very large, complex enterprises ($2B+ revenue, multi-dimensional modeling, heavy data loads)"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Workday Adaptive Planning", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Workday Adaptive Planning** if you're already on Workday's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|Planful", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Planful** for mid-market continuous planning"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|deepseek-small|SAP Analytics", "prompt": "c208-l2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "SAP Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP \\u2192 SAP Analytics), that ecosystem alignment often outweighs feature differences"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|Anaplan", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your business model is highly complex with massive data scale across departments, **Anaplan** remains the industry's default choice."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|Workday Adaptive Planning", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start by evaluating **Workday Adaptive Planning** or **Pigment**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|OneStream", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream unifies the complex financial close/consolidation process with forecasting and dashboarding."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|Pigment", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start by evaluating **Workday Adaptive Planning** or **Pigment**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|Microsoft Power BI", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trade-off: These are *view-only* tools. They do not support budget entry, collaborative forecasting, or scenario modeling."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|google-small|Tableau", "prompt": "c208-l2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tableau (the gold standard for interactive data visualization) can pull clean, structured data straight from your warehouse."}, {"id": "mai-20260917-1752-baseline-2|c208-l2|meta-small|Sigma Computing", "prompt": "c208-l2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma Computing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended finance dashboard tool for a large B2B company with thousands of employees is Sigma Computing, Microsoft Power BI, or Omni Analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|meta-small|Microsoft Power BI", "prompt": "c208-l2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Sigma Computing, Microsoft Power BI, or Omni Analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|meta-small|Omni Analytics", "prompt": "c208-l2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Omni Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is Sigma Computing, Microsoft Power BI, or Omni Analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|minimax-small|Microsoft Power BI", "prompt": "c208-l2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Microsoft Power BI** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|minimax-small|Sigma", "prompt": "c208-l2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sigma**: Best if your data lives in cloud data warehouses, offers modern UI"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|minimax-small|Tableau", "prompt": "c208-l2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tableau**: Strong visualization capabilities, good for analytical depth"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|minimax-small|Looker", "prompt": "c208-l2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Looker**: Good for embedded analytics and data exploration"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|mistral-small|Microsoft Power BI", "prompt": "c208-l2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Power BI** is the most widely recommended finance dashboard tool"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|moonshot-small|OneStream", "prompt": "c208-l2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. OneStream** — *Best Overall for Large Enterprises*"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|moonshot-small|Anaplan", "prompt": "c208-l2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **OneStream** or **Anaplan** first"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|moonshot-small|Workday Adaptive Planning", "prompt": "c208-l2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if Already on Workday**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|moonshot-small|Oracle Cloud EPM", "prompt": "c208-l2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Oracle-Centric Organizations*"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|moonshot-small|SAP Analytics Cloud", "prompt": "c208-l2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for SAP-Centric Enterprises*"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|openai-small|Workday Adaptive Planning", "prompt": "c208-l2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation: **Workday Adaptive Planning** is the safer default for enterprise finance dashboarding"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|openai-small|Anaplan", "prompt": "c208-l2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anaplan** is the other top contender"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|xai-small|Microsoft Power BI", "prompt": "c208-l2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Microsoft Power BI, particularly with its Premium capacity"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|xai-small|Tableau (Salesforce)", "prompt": "c208-l2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if it doesn't fit: **Tableau (Salesforce)**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|xai-small|Looker (Google Cloud)", "prompt": "c208-l2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Looker (Google Cloud)**: Best for governed semantic layers (LookML)"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|zai-small|Microsoft Power BI", "prompt": "c208-l2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the standout choice is **Microsoft Power BI (now part of Microsoft Fabric)**"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|zai-small|Tableau", "prompt": "c208-l2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Your org is anchored on Salesforce/AWS, your analysts prefer Tableau"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|zai-small|Sigma Computing", "prompt": "c208-l2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma Computing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Your finance team thinks in spreadsheets and you want a browser-based, warehouse-native solution"}, {"id": "mai-20260917-1752-baseline-2|c208-l2|zai-small|Looker", "prompt": "c208-l2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You want a semantic model-driven approach with self-service analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|Microsoft Power BI", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Microsoft Power BI** if your company runs on Windows/Office and wants the best value for money."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|Tableau (owned by Salesforce)", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (owned by Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Tableau** if budget is secondary to design, user-friendliness, and deep visual analysis capabilities."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|Qlik Sense (and QlikView)", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense (and QlikView)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Qlik** if you want to allow non-technical users to search through data freely"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|Looker (owned by Google)", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (owned by Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Looker** if you have a dedicated data engineering team and want to prevent metric inconsistencies"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|SAP Analytics Cloud (SAC)", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Large enterprises running on SAP ERP systems (ECC or S/4HANA)."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|alibaba-small|MicroStrategy", "prompt": "c208-l3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "MicroStrategy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often seen as having a steeper learning curve and a more dated interface compared to Power BI"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|anthropic-small|Microsoft Power BI", "prompt": "c208-l3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Fits Microsoft-centric organizations with budget constraints"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|anthropic-small|Tableau", "prompt": "c208-l3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excels at visual analytics and data storytelling"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|anthropic-small|Qlik Sense", "prompt": "c208-l3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers flexible exploration for complex data environments"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|anthropic-small|Domo", "prompt": "c208-l3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a unified platform for teams that want to consolidate integration, visualization, and AI"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|anthropic-small|Google Looker", "prompt": "c208-l3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Works well for Google Cloud organizations that want code-first governance through LookML"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Microsoft Power BI", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong all-around BI, broad connectivity, semantic modeling... often the easiest fit if your stack is already Microsoft-based."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Tableau", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best known for advanced interactive visualization and storytelling"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for enterprise reporting with governance, reusable metrics, and AI-assisted analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Looker", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built around a governed semantic layer, making it strong for standardized definitions of KPIs"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Qlik Sense", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for associative exploration across many data sources"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Domo", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong connector library and mobile-friendly executive visibility"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Sisense", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Sisense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often used when enterprises need analytics embedded into products or apps"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|SAP Analytics Cloud", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best suited to organizations already deep in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|FineReport", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "FineReport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "often highlighted for *pixel-perfect*, template-based, scheduled reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|Jaspersoft", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Jaspersoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "often highlighted for *pixel-perfect*, template-based, scheduled reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|challenger-small|FastReports", "prompt": "c208-l3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "FastReports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "often highlighted for *pixel-perfect*, template-based, scheduled reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|Microsoft Power BI", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Standardized on Microsoft? → Power BI. ... Lowest enterprise cost among major platforms."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|Tableau (Salesforce)", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need beautiful interactive visualization and analytics culture? → Tableau."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|Looker (Google)", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a single governed semantic layer with consistent metric definitions? → Looker"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|ThoughtSpot", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: AI-powered natural-language search and NLQ analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|SAP BusinessObjects", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP BusinessObjects", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Operating in regulated finance... → SAP BusinessObjects"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong governed, reusable metrics with AI-assisted cross-department analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|MicroStrategy", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "MicroStrategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mature platform for very large enterprises, with strong governance"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|TIBCO Jaspersoft / JasperReports", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "TIBCO Jaspersoft / JasperReports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for teams building repeatable paginated reports with scheduling; developer-centric, embeddable."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|FastReports", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "FastReports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "API-first toolkits like Stimulsoft or FastReports"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|Stimulsoft", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Stimulsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "API-first toolkits like Stimulsoft or FastReports"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|DevExpress", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "DevExpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "API-first, embeddable reporting engines for .NET, Java, and web apps"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|ActiveReports", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ActiveReports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "API-first, embeddable reporting engines for .NET, Java, and web apps"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|OneStream", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "specialized tools like OneStream or CtrlPrint"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|deepseek-small|CtrlPrint", "prompt": "c208-l3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "CtrlPrint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "specialized tools like OneStream or CtrlPrint"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Microsoft Power BI", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** All-in-one enterprise reporting, particularly for organizations heavily invested in Azure and Microsoft 365."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Tableau (by Salesforce)", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (by Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Tableau** if your team consists of dedicated data analysts who require maximum creative freedom"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Google Looker", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Looker** if your priority is **governance**."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Qlik Sense (Qlik Cloud)", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense (Qlik Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Powered by an **Associative Engine** that lets users explore data in any direction"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|ThoughtSpot", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose ThoughtSpot** if you want to bypass dashboard-building entirely"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Amazon QuickSight", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Amazon QuickSight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Amazon QuickSight** if you are building an application and need to embed dashboards for external customers"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|google-small|Databricks", "prompt": "c208-l3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Databricks** if you are already storing your enterprise data in a Lakehouse"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|Microsoft Power BI", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Power BI is a full-scale enterprise reporting and analytics platform that supports large datasets"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|Tableau", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tableau is a widely known enterprise reporting and analytics platform that offers interactive dashboards and paginated reports."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|FastReports", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "FastReports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FastReports is an API-first reporting tool that offers a high score in terms of features and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|TIBCO Jaspersoft", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "TIBCO Jaspersoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TIBCO Jaspersoft is an enterprise reporting tool that offers a high score"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|Yellowfin BI", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Yellowfin BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Yellowfin BI is an enterprise reporting tool that offers a high score"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|meta-small|ReportServer", "prompt": "c208-l3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ReportServer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ReportServer is an enterprise reporting tool that offers a high score"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Microsoft Power BI", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft-centric organization** → Power BI"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Tableau", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visual analytics & exploration** → Tableau"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|IBM Cognos", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Regulated industries needing governance** → IBM Cognos or SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|SAP Analytics Cloud", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Regulated industries needing governance** → IBM Cognos or SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|FastReports", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "FastReports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Embedded/API-first development** → FastReports or Metabase"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Holistics", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Holistics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **API-First/Embedded** | FastReports, Holistics, Metabase |"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Metabase", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Embedded/API-first development** → FastReports or Metabase"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|TIBCO Jaspersoft", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "TIBCO Jaspersoft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal for building repeatable paginated reports with scheduling"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Yellowfin BI", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Yellowfin BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Budget-conscious enterprise** → Yellowfin BI"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|ReportServer", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ReportServer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Enterprise Reporting Specialized** | TIBCO Jaspersoft, Yellowfin BI, ReportServer |"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|ThoughtSpot", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Search-driven natural language** → ThoughtSpot"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|minimax-small|Qlik", "prompt": "c208-l3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Associative exploration across disconnected data sources"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|mistral-small|Microsoft Power BI", "prompt": "c208-l3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're in a Microsoft-heavy environment, **Power BI** is the default choice."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|mistral-small|Tableau", "prompt": "c208-l3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For advanced visualization and user-driven exploration, **Tableau** leads."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|mistral-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For strict compliance and auditable reporting, **IBM Cognos** or **SAP BusinessObjects** are preferred."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|mistral-small|SAP BusinessObjects", "prompt": "c208-l3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP BusinessObjects", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suited for organizations needing robust, scheduled, and highly formatted reports, especially in SAP-centric environments."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|Microsoft Power BI", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Microsoft-centric organizations, cost-conscious enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|Tableau (Salesforce)", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Visual analytics excellence, data exploration, storytelling"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|Qlik Sense", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Associative exploration, complex multi-source data"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|Looker (Google Cloud)", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Governed semantic modeling, BigQuery integration"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|SAP Analytics Cloud", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: SAP-centric enterprises, unified BI and planning"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|moonshot-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Traditional enterprise reporting, strong governance"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|Microsoft Power BI", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Power BI**: best all-around value and Microsoft integration."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|Tableau", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tableau**: best for visual exploration and executive dashboards."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|Looker", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Looker**: best for governed metrics and embedded analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|Qlik Sense Enterprise", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Qlik**: best for exploratory, associative analysis."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cognos**: best for traditional enterprise reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|Oracle Analytics Cloud", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Oracle Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when you want analytics plus pixel-perfect reporting in Oracle environments"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|openai-small|SAP Analytics Cloud", "prompt": "c208-l3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SAP Analytics Cloud**: best for SAP + planning-heavy organizations."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Microsoft Power BI", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consistently rank **Power BI** and **Tableau** at the top ... Power BI wins on cost and Microsoft integration"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Salesforce Tableau", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Salesforce Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consistently rank **Power BI** and **Tableau** at the top ... Tableau on visuals"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Qlik", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unique associative engine (links data intuitively); self-service discovery; AI predictions."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Google (Looker)", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google (Looker)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LookML for reusable models; embeds easily (e.g., GCP); version control."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Oracle Analytics", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Oracle Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Semantic models + Publisher for reports; augmented analytics. | Legacy feel; Oracle-centric."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|ThoughtSpot", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Natural language search (AI-first); spotIQ for anomalies."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|SAP Analytics Cloud", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Integrated planning/forecasting; live SAP HANA; stories/dashboards."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|Domo", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "with **SAP Analytics Cloud**, **Domo**, and **IBM Cognos** also prominent for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|xai-small|IBM Cognos", "prompt": "c208-l3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**IBM Cognos** also prominent for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Microsoft Power BI", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're heavily invested in Microsoft, Power BI is often the most cost‑effective and easiest to adopt."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Tableau (Salesforce)", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Market leader in visual storytelling and advanced data visualization."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Looker (Google Cloud)", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Engineering‑first BI with a strong semantic layer (LookML) and governed metrics."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Qlik Sense", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Associative exploration and flexible self‑service analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|IBM Cognos Analytics", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Recent deprecations and complex architecture; less intuitive for modern self‑service users; ecosystem lock‑in."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|MicroStrategy (Strategy One)", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "MicroStrategy (Strategy One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong mobile BI and embedded analytics capabilities."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Oracle Analytics Cloud (OAC)", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Oracle Analytics Cloud (OAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle‑heavy enterprises needing end‑to‑end analytics and reporting within the Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Domo", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Companies prioritizing real‑time dashboards and embedding analytics in non‑BI applications."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Sisense", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Sisense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Sisense and Domo excel when analytics need to be embedded into custom applications or portals."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Alteryx", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Organize, clean, and analyze data in repeatable workflows"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|BOARD", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "BOARD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Combines BI, performance management, and predictive analytics in a single platform"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|TIBCO Jaspersoft", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "TIBCO Jaspersoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Repeatable paginated reports with scheduling, stakeholder navigation, and distribution."}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Stimulsoft", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Stimulsoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Template‑based enterprise reports with scheduled delivery"}, {"id": "mai-20260917-1752-baseline-2|c208-l3|zai-small|Yellowfin BI", "prompt": "c208-l3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Yellowfin BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Governed report publishing and subscriptions with a low‑cost entry point."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Xero", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Truly unlimited users at a fixed price."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Fathom", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong ecosystem of add-ons for consolidation/reporting (e.g., Fathom, FloQast)."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|FloQast", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "add-ons for consolidation/reporting (e.g., Fathom, FloQast)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|XLReporting", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "XLReporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Designed for multi-entity consolidation and financial reporting. Predictable flat-rate pricing."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Reach Reporting", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Unlimited viewers/users at every tier. ... Transparent, scalable pricing."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|OneStream", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Global enterprises needing consolidated reporting, FP&A, compliance"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Workiva", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "includes unlimited collaborators/viewers within workspaces"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Anaplan", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consumption-based model allows scale without per-seat chaos."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|SAP Analytics Cloud", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Per-User Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Microsoft Power BI Pro", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Microsoft Power BI Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "charge per user, which becomes prohibitively expensive and unpredictable at thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Tableau", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid: Per-User Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Oracle Hyperion", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid: Per-User Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|Adaptive Insights", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Adaptive Insights", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid: Per-User Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|alibaba-small|QuickBooks Online Advanced", "prompt": "c208-l4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid: Per-User Pricing Models"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|anthropic-small|OneStream", "prompt": "c208-l4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream pricing starts at approximately $700 per 10 users/month... This per-user tiered model provides predictability at scale."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|anthropic-small|Workiva", "prompt": "c208-l4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva is ideal if you run a large enterprise or finance team with complex financial reporting... does not publish pricing"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|anthropic-small|Insightsoftware", "prompt": "c208-l4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Insightsoftware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd recommend requesting demos and custom pricing quotes from OneStream and Insightsoftware"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|challenger-small|OneStream", "prompt": "c208-l4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** is the best match among the listed tools for a very large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|challenger-small|Workiva", "prompt": "c208-l4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** is also a strong contender because it is repeatedly recommended for **enterprise/compliance-heavy reporting**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|challenger-small|SAP Analytics Cloud", "prompt": "c208-l4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "all appear in enterprise shortlists, but the results do not show a clearer advantage"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|challenger-small|Oracle Fusion Cloud", "prompt": "c208-l4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all appear in enterprise shortlists, but the results do not show a clearer advantage"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|challenger-small|Workday Adaptive Planning", "prompt": "c208-l4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all appear in enterprise shortlists, but the results do not show a clearer advantage"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|deepseek-small|Acumatica", "prompt": "c208-l4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Acumatica** This is the best fit for your specific constraint."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|deepseek-small|Joiin", "prompt": "c208-l4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you specifically want standalone financial **reporting** software with flat, predictable pricing, choose **Joiin**."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|deepseek-small|Oracle NetSuite", "prompt": "c208-l4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid per-user-priced platforms like NetSuite or OneStream at thousands of seats"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|deepseek-small|OneStream", "prompt": "c208-l4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid per-user-priced platforms like NetSuite or OneStream at thousands of seats"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Workday Adaptive Planning", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you select a traditional Corporate Performance Management (CPM) tool like Workday Adaptive Planning or Anaplan, your annual costs will scale exponentially—and unpredictably"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Anaplan", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs will scale exponentially—and unpredictably—as you add regional managers"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Workiva", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Workiva (Best Overall for Enterprise Financial Reporting & Compliance)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Cube FP&A", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Cube FP&A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cube is an excellent enterprise-grade option"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Acumatica", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Consolidating Core ERP and Financial Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|SAP", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most ERPs (like SAP or Oracle) charge exorbitant per-user licensing fees."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Oracle", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most ERPs (like SAP or Oracle) charge exorbitant per-user licensing fees."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|OneStream", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "deeply committed to legacy, seat-based platforms (such as **OneStream**, **Oracle Cloud EPM**, or **SAP Analytics Cloud**)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|Oracle Cloud EPM", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "legacy, seat-based platforms (such as **OneStream**, **Oracle Cloud EPM**, or **SAP Analytics Cloud**)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|google-small|SAP Analytics Cloud", "prompt": "c208-l4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "legacy, seat-based platforms (such as **OneStream**, **Oracle Cloud EPM**, or **SAP Analytics Cloud**)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|meta-small|Tipalti", "prompt": "c208-l4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated financial reporting software for large companies include Tipalti, Sage Intacct, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|meta-small|Sage Intacct", "prompt": "c208-l4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated financial reporting software for large companies include Tipalti, Sage Intacct, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|meta-small|Rippling Spend", "prompt": "c208-l4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated financial reporting software for large companies include Tipalti, Sage Intacct, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|Acumatica", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial reporting software for a large company with thousands of users seeking predictable, flat-fee pricing is **Acumatica**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|SAP S/4HANA", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "comparing it against Oracle NetSuite and SAP S/4HANA (even though they're per-user, you may get volume discounts at enterprise scale)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|Oracle NetSuite", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comparing it against Oracle NetSuite and SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|Workday", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Workday** | Per employee | ❌ No |"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|Microsoft Dynamics 365", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Microsoft Dynamics 365** | Per user | ❌ No |"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|minimax-small|Xero", "prompt": "c208-l4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "| **Xero** | Flat rate | ✅ Yes (but SMB-focused) |"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|mistral-small|OneStream", "prompt": "c208-l4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for maximum scalability and predictability at the enterprise level, OneStream and Anaplan are the most robust choices"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|mistral-small|Anaplan", "prompt": "c208-l4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OneStream and Anaplan are the most robust choices"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|mistral-small|Sage Intacct", "prompt": "c208-l4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a solution with published pricing, Sage Intacct is a good starting point"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|mistral-small|insightsoftware", "prompt": "c208-l4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "insightsoftware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specializes in ERP-native reporting (SAP, Oracle, NetSuite), making it a strong fit"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|SAP S/4HANA", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most major enterprise financial reporting platforms use **per-user pricing models**, which become unpredictable and expensive at scale"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|Oracle ERP Cloud", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle ERP Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user + platform fees | $300–$400+/user/month"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|NetSuite", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Base + per-user | $999/month base + $99–$129/user/month"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Per-user | $800–$4,500/user/year"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|Vena Solutions", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Per-user | ~$450/user/month"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|OneStream", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**OneStream** offers the best balance of enterprise capability and pricing transparency"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|moonshot-small|Microsoft Dynamics 365 Finance", "prompt": "c208-l4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lowest per-user cost** | Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|openai-small|Oracle Cloud EPM", "prompt": "c208-l4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Oracle Cloud EPM**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|openai-small|Workiva", "prompt": "c208-l4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for predictable cost at scale:** **Workiva** if many users collaborate but don't all need full paid licenses."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|openai-small|SAP Finance", "prompt": "c208-l4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP's public pricing is explicitly **per user**, which can become expensive at very large user counts"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|Oracle Fusion Cloud ERP Financials", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Fusion Cloud ERP Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Go Oracle if flexibility + AI reporting matters**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|SAP S/4HANA Finance", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP S/4HANA Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose SAP S/4HANA if ultimate cost predictability is priority #1**: FUE model shines for massive user bases"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|Workday Financial Management", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Workday if HCM-integrated reporting**: Simpler for unified people/finance views."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|QuickBooks", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like SMB tools (e.g., QuickBooks/NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|NetSuite", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like SMB tools (e.g., QuickBooks/NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|OneStream", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "lack full ERP depth/scale for thousands; their per-user or usage models get unpredictable at volume"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|Workiva", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lack full ERP depth/scale for thousands; their per-user or usage models get unpredictable at volume"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|BlackLine", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "lack full ERP depth/scale for thousands; their per-user or usage models get unpredictable at volume"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|xai-small|Cube", "prompt": "c208-l4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "lack full ERP depth/scale for thousands; their per-user or usage models get unpredictable at volume"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|zai-small|Microsoft Dynamics 365 Finance", "prompt": "c208-l4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Predictable per‑user cost with clear tiers** | **Microsoft Dynamics 365 Finance**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|zai-small|Acumatica", "prompt": "c208-l4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unlimited Users with Consumption‑Based Pricing"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|zai-small|OneStream XF", "prompt": "c208-l4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "OneStream XF", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Expensive** — not suitable for organizations with tighter budgets."}, {"id": "mai-20260917-1752-baseline-2|c208-l4|zai-small|SAP S/4HANA Cloud", "prompt": "c208-l4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High implementation cost** and long timeline. **Complex licensing**"}, {"id": "mai-20260917-1752-baseline-2|c208-l4|zai-small|Oracle Fusion Cloud EPM", "prompt": "c208-l4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Scalable to thousands of users** with transparent module pricing."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|google-small|Jedox", "prompt": "c208-l5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for software that has a **native, secure Excel Add-in** (e.g., Jedox, Velixo, or Workday Adaptive)."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|google-small|Velixo", "prompt": "c208-l5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Velixo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for software that has a **native, secure Excel Add-in** (e.g., Jedox, Velixo, or Workday Adaptive)."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|google-small|Workday Adaptive", "prompt": "c208-l5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for software that has a **native, secure Excel Add-in** (e.g., Jedox, Velixo, or Workday Adaptive)."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|meta-small|SmartSuite", "prompt": "c208-l5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SmartSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include:\n\n1. SmartSuite: A comprehensive financial operations software"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|meta-small|Acumatica", "prompt": "c208-l5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Acumatica: A cloud-based ERP system that offers consumption-based pricing and is suitable for mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|meta-small|NetSuite", "prompt": "c208-l5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetSuite: A cloud-based ERP system that offers advanced financial reporting and compliance features, including SOC 2 Type II and GDPR compliance."}, {"id": "mai-20260917-1752-baseline-2|c208-l5|meta-small|HighRadius", "prompt": "c208-l5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius: A financial reporting platform that automates the entire financial reporting lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|meta-small|Cube", "prompt": "c208-l5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cube: A financial reporting software that enables finance teams to create accurate and governed reports"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|xai-small|Cube", "prompt": "c208-l5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on tools like Cube, Vena, Pigment, Workiva, or NetSuite-adjacent solutions"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|xai-small|Vena", "prompt": "c208-l5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on tools like Cube, Vena, Pigment, Workiva, or NetSuite-adjacent solutions"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|xai-small|Pigment", "prompt": "c208-l5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on tools like Cube, Vena, Pigment, Workiva, or NetSuite-adjacent solutions"}, {"id": "mai-20260917-1752-baseline-2|c208-l5|xai-small|Workiva", "prompt": "c208-l5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on tools like Cube, Vena, Pigment, Workiva, or NetSuite-adjacent solutions"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|alibaba-small|Excel", "prompt": "c208-l6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on it as a primary *enterprise reporting platform* is a major liability for large organizations."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|anthropic-small|Excel", "prompt": "c208-l6", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-based reports typically rely on manual data imports or ad-hoc data exports into tools like Excel... often lack scalability, automation or enterprise governance."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|anthropic-small|Google Sheets", "prompt": "c208-l6", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "### Spreadsheet-Based Solutions (Excel/Google Sheets) ... Tools and Approaches to Avoid"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|challenger-small|Looker Studio", "prompt": "c208-l6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Looker Studio** — avoid for **external client reporting** or when you need true white-labeling, strong governance"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|challenger-small|Google Slides/PowerPoint", "prompt": "c208-l6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Slides/PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**PowerPoint / Google Slides** — avoid as a primary enterprise reporting system because they are presentation tools"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|SQL Server Reporting Services (SSRS)", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SQL Server Reporting Services (SSRS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid outright: SQL Server Reporting Services (SSRS) – Microsoft is sunsetting this."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Crystal Reports (legacy versions)", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Crystal Reports (legacy versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SAP ended mainstream support for Crystal Reports 2016 (December 2024)"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|JasperReports", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "JasperReports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "these often lack enterprise-grade governance, vendor support SLAs, and modern cloud-native capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Pentaho", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Pentaho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often lack enterprise-grade governance, vendor support SLAs, and modern cloud-native capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|BIRT", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "BIRT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "BIRT (older open-source versions) – While open-source, these often lack enterprise-grade governance"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Excel", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Excel/Google Sheets are not reporting tools for enterprise scale. Avoid using them as the primary reporting layer"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Google Sheets", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Excel/Google Sheets are not reporting tools for enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Tableau", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Can become expensive and complex at scale; requires dedicated admin team."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Power BI", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pro tier has data capacity limits (10 GB per workspace) and lacks enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|Qlik Sense", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Costs rise sharply with user licenses; scalability requires significant hardware/capacity planning."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|deepseek-small|IBM Cognos", "prompt": "c208-l6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "IBM Cognos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Powerful but notoriously complex and slow to implement; skills are hard to find."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|SAP BusinessObjects", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP BusinessObjects", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specific Tools to Avoid/Phasing Out: SAP BusinessObjects, IBM Cognos, SAP Crystal Reports, JasperReports."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|IBM Cognos", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "IBM Cognos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Specific Tools to Avoid/Phasing Out: SAP BusinessObjects, IBM Cognos, SAP Crystal Reports, JasperReports."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|SAP Crystal Reports", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Specific Tools to Avoid/Phasing Out: SAP BusinessObjects, IBM Cognos, SAP Crystal Reports, JasperReports."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|JasperReports", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "JasperReports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Specific Tools to Avoid/Phasing Out: SAP BusinessObjects, IBM Cognos, SAP Crystal Reports, JasperReports."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|Looker", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a governed, centralized semantic layer (like Looker\bs LookML, Cube, or Power BI's semantic models)"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|Cube", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a governed, centralized semantic layer (like Looker\bs LookML, Cube, or Power BI's semantic models)"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|Power BI", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "have strict OS constraints, like Power BI Desktop's Windows dependency) create friction in modern, cross-platform enterprise environments"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|SQL Server Reporting Services (SSRS)", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SQL Server Reporting Services (SSRS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Specific Tools to Avoid/Limit: SQL Server Reporting Services (SSRS) and older desktop-reliant BI tools."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|Excel", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Specific Tools to Avoid: Excel or Google Sheets used as database-replacements or primary reporting pipelines."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|google-small|Google Sheets", "prompt": "c208-l6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Specific Tools to Avoid: Excel or Google Sheets used as database-replacements or primary reporting pipelines."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|meta-small|Spreadsheets", "prompt": "c208-l6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets are considered inefficient and dangerous due to the lack of control over editing and access, resulting in billions of dollars lost each year due to errors."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|minimax-small|Excel", "prompt": "c208-l6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Reporting (Excel/Google Sheets) ... consistently warns against relying on spreadsheets at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|minimax-small|Google Sheets", "prompt": "c208-l6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Based Reporting (Excel/Google Sheets) ... consistently warns against relying on spreadsheets at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|minimax-small|Power BI Premium", "prompt": "c208-l6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious about: **Power BI Premium** - watch for \"licensing cliffs\""}, {"id": "mai-20260917-1752-baseline-2|c208-l6|minimax-small|Tableau", "prompt": "c208-l6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tableau** - separate Prep investment needed"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|Microsoft Power BI", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While excellent for many organizations, advanced capabilities and sufficient capacity require Premium tier licensing, which can become very expensive at scale."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|Tableau", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tableau has a steep learning curve and high total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|Qlik Sense", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Qlik Sense can be complex to implement and maintain... require careful planning and budgeting at scale"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|IBM Cognos", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "IBM Cognos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Large enterprises should avoid or be cautious about tools with high total cost of ownership... such as IBM Cognos"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|SAP BusinessObjects", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP BusinessObjects", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "frequently cited for poor user experience, high cost, and integration difficulties with non-SAP systems"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|Oracle BI (OBIEE)", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Oracle BI (OBIEE)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Often criticized for complex architecture, high licensing fees, and slow performance with large datasets"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|SAS Business Intelligence", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAS Business Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SAS BI is expensive, has a steep learning curve, and may not integrate well with modern cloud-based data platforms"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|mistral-small|SAP Crystal Reports", "prompt": "c208-l6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "lacks modern interactive features and scalability, making it less ideal for dynamic, large-scale reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|Spreadsheets (Excel)", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Spreadsheets (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Approaches to Avoid ... Spreadsheets (Excel) as Enterprise Infrastructure — Why avoid: Excel was never designed to be an enterprise data integration layer."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|Power BI", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools to Approach with Caution ... Power BI ... \"priced at capacity and gets expensive at scale\""}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|Tableau", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High total cost of ownership: ~7.5x more expensive per user than Power BI"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|Qlik Sense", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Memory constraints: In-memory processing requires significant RAM planning for large datasets"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|NetSuite", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools in NetSuite, Microsoft Dynamics, etc. aren't built for high-scale, multi-entity analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|moonshot-small|Microsoft Dynamics", "prompt": "c208-l6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools in NetSuite, Microsoft Dynamics, etc. aren't built for high-scale, multi-entity analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Microsoft Excel", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid Entirely for Core Enterprise Reporting:**\n- **Spreadsheets like Microsoft Excel or Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Google Sheets", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets like Microsoft Excel or Google Sheets:** **Why avoid?** They're inefficient and risky at scale."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Microsoft Power BI", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Red flags:** Dataset size caps (1GB Pro, 10-100GB Premium), gateway saturation with concurrent users"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Tableau", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High memory usage and performance issues with massive datasets on standard hardware; expensive for large deployments"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Looker (Google Cloud)", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires data warehouse first (adds ETL costs/latency); LookML learning curve; ... high cost"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Qlik Sense", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Memory-intensive associative engine needs careful planning for very large datasets; licensing costs scale poorly"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Sigma", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or specialists like Sigma/Incorta with caveats"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Incorta", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Incorta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or specialists like Sigma/Incorta with caveats"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|xai-small|Metabase", "prompt": "c208-l6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy/open-source (e.g., Metabase) may add governance headaches."}, {"id": "mai-20260917-1752-baseline-2|c208-l6|zai-small|Excel", "prompt": "c208-l6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheet‑only reporting (e.g., Excel‑centric workflows)** | • 88% of spreadsheets contain errors"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|zai-small|Google Data Studio (now Looker Studio)", "prompt": "c208-l6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Data Studio (now Looker Studio)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Google Data Studio (now Looker Studio) for core enterprise reporting** | • 5‑source blending limit"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|zai-small|Microsoft Power BI", "prompt": "c208-l6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools to Approach with Caution ... **Microsoft Power BI** | • Azure‑only cloud offering; limited on‑premises feature parity"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|zai-small|Tableau", "prompt": "c208-l6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tableau** | • Complex data modeling and visualization can become hard to maintain if not well‑structured"}, {"id": "mai-20260917-1752-baseline-2|c208-l6|zai-small|Looker (Looker Cloud / Looker Studio)", "prompt": "c208-l6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker (Looker Cloud / Looker Studio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires developers to write and maintain LookML • Adoption growth can create content sprawl if not managed"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|QuickBooks", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you are currently using QuickBooks or Xero and have outgrown them"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Xero", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you are currently using QuickBooks or Xero and have outgrown them"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Sage Intacct", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sage Intacct is widely considered the gold standard specifically for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Oracle NetSuite", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite is the largest competitor to Intacct... Drawback: Implementation is heavier"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Microsoft Dynamics 365 Business Central", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you are already heavy users of Microsoft products, though its core financial reporting is generally seen as less powerful than Intacct."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Vena Solutions", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena is highly popular among mid-market companies because it keeps finance teams working in Excel"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Anaplan (by Workday)", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan (by Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Anaplan is technically enterprise-grade and expensive."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Fathom", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A lower-cost alternative for visualization... Winner: Fathom"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Looker Studio", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Winner: Fathom or Looker Studio (free)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|alibaba-small|Planful", "prompt": "c208-m1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Winner: Vena or Planful"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Sage Intacct", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct and Vena** are \nfrequently recommended for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Vena", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sage Intacct and Vena** are \nfrequently recommended for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|FineReport", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FineReport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Other Strong Options** include \nFineReport, Datarails, and Planful for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Datarails", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Other Strong Options** include \nFineReport, Datarails, and Planful"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Planful", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Other Strong Options** include \nFineReport, Datarails, and Planful"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Planir", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Planir, Datarails, Cube, Vena, Workday Adaptive Planning, Prophix, and Jirav are all recommended for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Cube", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cube, Vena, Workday Adaptive Planning, Prophix, and Jirav are all recommended"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Workday Adaptive Planning", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workday Adaptive Planning, Prophix, and Jirav are all recommended"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Prophix", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Prophix, and Jirav are all recommended for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Jirav", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Jirav are all recommended for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|Maxio", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For B2B SaaS specifically**, \nMaxio is an all-in-one platform purpose-built for B2B SaaS financial operations"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|anthropic-small|NetSuite", "prompt": "c208-m1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**For Enterprise Scale**, \nNetSuite is used by more than 43,000 customers"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|challenger-small|Sage Intacct", "prompt": "c208-m1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial reporting software is usually **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|challenger-small|Vena", "prompt": "c208-m1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your finance team wants an Excel-native workflow"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|challenger-small|Datarails", "prompt": "c208-m1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want to keep working in Excel while adding automated reporting and AI assistance"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|challenger-small|Prophix", "prompt": "c208-m1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prophix** is frequently recommended for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Sage Intacct", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies **not** on a heavy subscription revenue model, **Sage Intacct** is the most commonly cited \"best\" choice."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Vena Solutions", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your team works heavily in Excel"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Datarails", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The leading alternative to Vena for mid-market."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Maxio", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a **B2B SaaS company**, **Maxio** is purpose-built for you."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|NetSuite ERP", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you want an integrated ERP + reporting stack"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Cube", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Newer mid-market FP&A players to consider"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Mosaic", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Newer mid-market FP&A players to consider"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Abacum", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer mid-market FP&A players to consider"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Drivetrain", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Newer mid-market FP&A players to consider"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|deepseek-small|Prophix", "prompt": "c208-m1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-driven variance explanations? | **Prophix**, **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|QuickBooks Online", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If your company has outgrown basic tools like QuickBooks Online or Xero because you have multiple subsidiaries"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Xero", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "outgrown basic tools like QuickBooks Online or Xero"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Sage Intacct", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to **replace your core accounting system**... Go with **Sage Intacct**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Oracle NetSuite", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Operations and Supply Chains... Implementation is generally longer and more expensive than Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Cube", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Go with **Cube** (if you want to keep Excel) or **Pigment** (if you want a modern, web-native planning tool)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Datarails", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar to Cube, Datarails is built specifically for Excel-reliant finance teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Vena Solutions", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A slightly heavier, enterprise-grade CPM platform that uses Excel as its primary interface"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Pigment", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Go with **Cube** (if you want to keep Excel) or **Pigment** (if you want a modern, web-native planning tool)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Planful", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A highly established mid-market player. It offers structured, reliable workflows for budgeting, forecasting, and multi-entity consolidation."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|google-small|Aleph", "prompt": "c208-m1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A newer, fast-implementing option that is exceptional for mid-market and private equity-backed B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|Sage Intacct", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial reporting software for a mid-market B2B company is Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|Vena", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Vena, Ramp, Phocas, Fairview, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|Ramp", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Vena, Ramp, Phocas, Fairview, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|Phocas", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Phocas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Vena, Ramp, Phocas, Fairview, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|Fairview", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Vena, Ramp, Phocas, Fairview, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|meta-small|HighRadius", "prompt": "c208-m1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Vena, Ramp, Phocas, Fairview, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Sage Intacct", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is the most frequently \"best-in-class\" financial reporting solution for mid-market B2B firms."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|NetSuite", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** (or Oracle NetSuite) provides the deepest analytics and the broadest ecosystem of add-ons."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're already heavily invested in Microsoft**, **Dynamics 365 Finance** lets you leverage Power BI and Excel for reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|SAP Business ByDesign", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "SAP Business ByDesign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market version of SAP's enterprise power; strong for manufacturers & engineers."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Oracle NetSuite", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Same as NetSuite (above) – often chosen for high-tech & service firms."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Workday Adaptive Planning", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair it with **Workday Adaptive Planning** or **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Cube", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pair it with **Workday Adaptive Planning** or **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Tagetik", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Heavy compliance & regulatory reporting (e.g., IFRS, US GAAP)."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Board", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Combine financial planning & business intelligence in a single UI."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Power BI", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "When you want ultimate visual flexibility and already have clean data."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|minimax-small|Tableau", "prompt": "c208-m1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "$70/user/month (Tableau Creator)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|mistral-small|Sage Intacct", "prompt": "c208-m1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is the best overall choice due to its balance of power, flexibility, and industry-specific features"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|mistral-small|Vena", "prompt": "c208-m1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|mistral-small|Fairview", "prompt": "c208-m1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fairview** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|mistral-small|HighRadius", "prompt": "c208-m1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automates the entire financial reporting lifecycle, from ERP data syncing to board-ready dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|moonshot-small|Sage Intacct", "prompt": "c208-m1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Sage Intacct** if you need a full financial management platform"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|moonshot-small|Vena Solutions", "prompt": "c208-m1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Vena** if you want to enhance your existing Excel-based processes with enterprise-grade controls"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|moonshot-small|Datarails", "prompt": "c208-m1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** is excellent if AI automation and rapid implementation are priorities."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|moonshot-small|Cube", "prompt": "c208-m1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Spreadsheet-centric teams that want planning and reporting in both Excel and Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|openai-small|Sage Intacct", "prompt": "c208-m1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|openai-small|Oracle NetSuite", "prompt": "c208-m1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** is often the main alternative to compare against Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|openai-small|QuickBooks", "prompt": "c208-m1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like **QuickBooks** typically won't scale as well for mid-market reporting complexity"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Sage Intacct", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Sage Intacct** if you need a full financial backbone with robust reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Vena", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **Vena** or **Datarails** if your team lives in Excel and wants quick wins on FP&A/reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Datarails", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go **Vena** or **Datarails** if your team lives in Excel"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|OneStream", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong contenders: OneStream or Planful (enterprise-leaning consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Planful", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OneStream or Planful (enterprise-leaning consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Cube", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cube or Mosaic (growth-stage agility)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Mosaic", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cube or Mosaic (growth-stage agility)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|xai-small|Fathom", "prompt": "c208-m1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fathom (simpler, QuickBooks/Xero users)"}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Vena", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team lives in Excel and needs governance and workflows: Start with **Vena** or **Datarails**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Datarails", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Vena** or **Datarails**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Cube", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the lightest, fastest spreadsheet layer: **Cube** is a great choice."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Sage Intacct", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a full GL/ERP + reporting solution with advanced consolidation: **Sage Intacct**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Workday Adaptive Planning", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want integrated planning + reporting and can invest in a platform: **Workday Adaptive Planning**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|HighRadius", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your biggest bottleneck is the close and consolidation process: **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Anaplan", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Anaplan** – Strong for connected planning and scenario modeling."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|OneStream", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More enterprise‑focused but increasingly used by larger mid‑market groups."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Fathom", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Great for SMBs on QuickBooks/Xero; less ideal if you need multi‑entity consolidation or ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c208-m1|zai-small|Basedash / FineReport", "prompt": "c208-m1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Basedash / FineReport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for warehouse‑native operational reporting or highly customized, board‑ready dashboards across many data sources."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Pigment", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Around Modern FP&A Platform: **Pigment** or **Aleph**"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Aleph", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "pick **Aleph** if you want a highly customizable reporting canvas"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Prophix One", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Multi-Entity Companies: **Prophix One** ... Prophix is the gold standard for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Board", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"Excel-First\" Cultures: **Board**"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Sigma Computing", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma Computing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sigma is often the best choice for raw visibility"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|alibaba-small|Fathom", "prompt": "c208-m2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid this if you already have a senior financial controller who needs complex driver-based modeling; this is more of a \"reporting\" tool"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|anthropic-small|Microsoft Power BI", "prompt": "c208-m2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For General Purpose Finance Dashboards:** Microsoft Power BI is an interactive data visualization platform that supports comprehensive financial dashboarding"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|anthropic-small|Tableau", "prompt": "c208-m2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tableau is a premier data visualization platform that shines in creating dynamic visualizations of financial metrics"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|anthropic-small|Maxio", "prompt": "c208-m2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maxio is an all-in-one platform purpose-built for B2B SaaS financial operations"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|anthropic-small|Datarails", "prompt": "c208-m2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is already using Excel extensively, Datarails is designed for SaaS companies that use Excel for planning and reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|challenger-small|Sage Intacct", "prompt": "c208-m2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sage Intacct** if your priority is **financial reporting with multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|challenger-small|Fathom", "prompt": "c208-m2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** is a strong alternative because it is called the **best overall financial dashboard software**"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|challenger-small|Sigma", "prompt": "c208-m2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams whose data already lives in a **cloud data warehouse**, **Sigma** is a better fit"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Fathom", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Fathom** delivers the best balance of speed, accounting integration, and value."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Mosaic", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're a SaaS/B2B company at $20M+ ARR"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Cube", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for spreadsheet-first finance teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Microsoft Power BI", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already have strong internal BI/data skills"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Jirav", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for a structured FP&A process"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Fairview", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mosaic** or **Fairview**"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|deepseek-small|Vena", "prompt": "c208-m2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cube** (or **Vena** if you need enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Anaplan", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren’t large enough to justify the massive software budgets, dedicated IT admins, and 6-to-12-month implementation timelines required for heavy enterprise platforms like Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Workday Adaptive Planning", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise platforms like Anaplan or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Mosaic", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Mosaic is arguably the strongest out-of-the-box solution"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Cube Software", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Hybrid Teams (Excel & Google Sheets)... Cube bridges this gap beautifully"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Datarails", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Excel-Centric Teams + AI Insights"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|google-small|Pigment", "prompt": "c208-m2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pigment is the powerhouse option"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|meta-small|Sigma", "prompt": "c208-m2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Sigma - for teams whose data lives in a cloud data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|meta-small|Fathom", "prompt": "c208-m2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fathom - for its blend of deep accounting integrations, polished pre-built reports, and speed to first insight"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|meta-small|Plecto", "prompt": "c208-m2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plecto - earns the top spot in the ranking."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|meta-small|Microsoft Power BI", "prompt": "c208-m2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Microsoft Power BI - best overall for most teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|minimax-small|Fathom", "prompt": "c208-m2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Fathom** or **Microsoft Power BI** as top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|minimax-small|Microsoft Power BI", "prompt": "c208-m2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Fathom** or **Microsoft Power BI** as top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|minimax-small|Sigma", "prompt": "c208-m2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies whose data lives in a cloud data warehouse. Strong for more technical teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|minimax-small|Plecto", "prompt": "c208-m2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top-rated in some rankings for dashboard performance."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|mistral-small|Fathom", "prompt": "c208-m2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** is widely recommended as a top finance dashboard tool"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|mistral-small|Sigma", "prompt": "c208-m2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Sigma** (best for teams with data in cloud data warehouses)"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|mistral-small|Plecto", "prompt": "c208-m2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plecto** (top for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Fathom", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fathom** if you just need to upgrade your financial reporting from QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Spotlight Reporting", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need scheduled, repeatable dashboard packs with strong multi-currency and multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Fairview", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you're a B2B company where finance needs to analyze revenue by sales segment... go with **Fairview**"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Mosaic", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class strategic FP&A. Strong scenario modeling and driver-based forecasting"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Jirav", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purpose-built for SMB-to-mid-market. Offers driver-based forecasting"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Sage Intacct", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sage Intacct** is the dominant cloud ERP for the mid-market. It has dimensional reporting and 150+ built-in templates"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|moonshot-small|Looker Studio", "prompt": "c208-m2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Looker Studio** (free, but requires more setup)"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|openai-small|Datarails", "prompt": "c208-m2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default pick: Datarails"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|openai-small|Vena", "prompt": "c208-m2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why Vena is also a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|openai-small|Planful", "prompt": "c208-m2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want more of an end-to-end finance planning and consolidation platform"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|openai-small|Workiva", "prompt": "c208-m2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your main pain is financial reporting, compliance, and collaboration"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|openai-small|LiveFlow", "prompt": "c208-m2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you're a smaller finance team focused mainly on QuickBooks-based reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|xai-small|Fathom", "prompt": "c208-m2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Fathom as the top finance dashboard tool."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|xai-small|Spotlight Reporting", "prompt": "c208-m2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Accountant-friendly; great for structured reporting. Slightly less visual than Fathom."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|xai-small|Fairview", "prompt": "c208-m2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, fast (15-min setup); includes CRM sync for pipeline-to-revenue views."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|xai-small|Power BI", "prompt": "c208-m2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible but steeper learning curve; free Desktop version."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|xai-small|Plecto", "prompt": "c208-m2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simple for ongoing monitoring; less depth in financials."}, {"id": "mai-20260917-1752-baseline-2|c208-m2|zai-small|Fathom", "prompt": "c208-m2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best Overall: Fathom"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|zai-small|Cube", "prompt": "c208-m2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Excel Users: Cube"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|zai-small|Klipfolio", "prompt": "c208-m2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Multi-Source Data: Klipfolio"}, {"id": "mai-20260917-1752-baseline-2|c208-m2|zai-small|Microsoft Power BI", "prompt": "c208-m2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. The Best Budget Option: Microsoft Power BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Microsoft Power BI", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you pay for Office 365, **Power BI** is almost always the default choice due to price and connectivity."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Tableau", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Teams that prioritize stunning, highly customizable visualizations."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Looker", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises needing strict data governance and a \"single source of truth.\""}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Looker Studio (formerly Google Data Studio)", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio (formerly Google Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "excels at rapid dashboard creation for marketers"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Metabase", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplicity for non-technical users."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Sisense", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Sisense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "In-Chip Technology for large datasets."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Grafana", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Grafana is designed for **observability**."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|alibaba-small|Domo", "prompt": "c208-m3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Real-time executive visibility."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|Teamwork.com", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Teamwork.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most popular reporting tools in 2026 include Teamwork.com for project management reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|Tableau", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tableau for data visualization"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|Google Analytics", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Analytics for web analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|Salesforce", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Salesforce for CRM reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|HubSpot", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HubSpot for marketing analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|anthropic-small|Domo", "prompt": "c208-m3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "broader tools like Domo for cross-department analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Microsoft Power BI", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Power BI is usually preferred when teams already rely on Microsoft 365, Azure, or Excel."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Tableau", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tableau is usually the strongest choice when the priority is polished charts"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Looker", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong semantic layer and governance for consistent metrics across teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Zoho Analytics", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often highlighted for ease of use and affordability with strong automation."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|SAP Crystal Reports", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Crystal Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suited to formatted, paginated, highly structured business reports."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|IBM Cognos", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade governance and reporting workflows."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Jaspersoft", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Jaspersoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Commonly used when reports need to be built into other applications."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Domo", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines ETL, BI, and reporting, useful when you want a broader platform."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Metabase", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Easier to deploy and use, but less focused on high-volume scheduled delivery."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Sigma Computing", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Sigma Computing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Spreadsheet-like interface aimed more at analysis than presentation delivery."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Asana", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tools like Asana, ClickUp, monday.com, Wrike, Jira, Hive, and Teamwork focus more on operational and project metrics"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|ClickUp", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|monday.com", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Wrike", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Jira", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Jira", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Hive", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Hive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Teamwork", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Teamwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "focus more on operational and project metrics than general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|Google Analytics", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Google Analytics, HubSpot, and similar tools are best when the data source is primarily digital marketing"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|challenger-small|HubSpot", "prompt": "c208-m3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "best when the data source is primarily digital marketing or website performance"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Microsoft Power BI", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Financial reporting:** Power BI, Zoho Analytics (Excel integration, automation, affordability)"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Tableau", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tableau wins when visual analytics depth and analyst experience are the top priority and budget is secondary"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Looker", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Looker wins when you live on Google Cloud with data in BigQuery and want metrics defined once in code"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Qlik Sense", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qlik is the choice for organizations needing deep data integration with its associative exploration model."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Zoho Analytics", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Financial reporting:** Power BI, Zoho Analytics (Excel integration, automation, affordability)"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Domo", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Domo** | All-in-one platform | Full ETL + BI + reporting stack |"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Metabase", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cater to SMBs with free or very low-cost plans"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|deepseek-small|Looker Studio", "prompt": "c208-m3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Metabase / Looker Studio** | Quick, simple, free | Fast deployment"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Microsoft Power BI", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Power BI is the market leader in enterprise BI... Unmatched value for money"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Tableau (by Salesforce)", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau (by Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tableau is the gold standard for data visualization."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Looker", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Looker offers the best centralized metric governance"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Looker Studio", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Looker Studio offers the easiest, most accessible free entry point."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|ThoughtSpot", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Natural language, search-driven analytics (AI-first BI)."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Qlik Sense", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Powerful associative memory-based data integration and discovery."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Omni", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Omni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A rising favorite for teams that want a middle ground."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Metabase", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Open-source, developer-friendly reporting platforms."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|google-small|Apache Superset", "prompt": "c208-m3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Apache Superset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Open-source, developer-friendly reporting platforms."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Productive", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Productive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top reporting tools include Productive, Teamwork.com, Tableau, Microsoft Power BI, SAP Crystal Reports, Crazy Egg, Looker Studio, and Whatagraph."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Teamwork.com", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Teamwork.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top reporting tools include Productive, Teamwork.com, Tableau, Microsoft Power BI..."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Tableau", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top reporting tools include Productive, Teamwork.com, Tableau, Microsoft Power BI..."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Microsoft Power BI", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top reporting tools include ... Microsoft Power BI, SAP Crystal Reports..."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|SAP Crystal Reports", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Crystal Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft Power BI, SAP Crystal Reports, Crazy Egg, Looker Studio, and Whatagraph"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Crazy Egg", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Crazy Egg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Crystal Reports, Crazy Egg, Looker Studio, and Whatagraph"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Looker Studio", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Crazy Egg, Looker Studio, and Whatagraph"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|meta-small|Whatagraph", "prompt": "c208-m3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Whatagraph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Looker Studio, and Whatagraph. These tools differ in their features, pricing, and suitability"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Microsoft Power BI", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Power BI** leading with 20-22% market share"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Tableau", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Advanced visual analytics and dashboarding"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Qlik Sense", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Associative analytics across multiple data sources"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Looker", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Google Cloud users"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|ThoughtSpot", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Search-driven and AI-powered analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Domo", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Cloud-native dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Sisense", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Sisense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sisense**: Best for embedding analytics into products"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|SAP Analytics Cloud", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for SAP-focused enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|IBM Cognos Analytics", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for enterprise reporting with governance"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Metabase", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best open-source option (free)"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|minimax-small|Apache Superset", "prompt": "c208-m3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Apache Superset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for technical teams seeking open-source"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Microsoft Power BI", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Teams embedded in the Microsoft ecosystem, budget-conscious users, and Excel users."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Tableau", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Organizations with dedicated BI teams, complex visualizations, and data storytelling."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Domo", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Fast, mobile-ready dashboards, real-time alerts, and accessibility across teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Zoho Analytics", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: SMBs wanting low-cost, self-serve analytics with minimal technical overhead."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Looker (Google Cloud)", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Data-mature teams with strong engineering support and a need for embedded analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Qlik Sense", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Associative data modeling, advanced analytics, and self-service visualization."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|mistral-small|Google Looker Studio", "prompt": "c208-m3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Free, simple dashboards and reports, especially for digital marketing."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Microsoft Power BI", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Power BI most affordable for enterprises... Choose Power BI if you're heavily invested in Microsoft tools and want cost-effective enterprise BI"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Tableau", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tableau is the gold standard; Power BI close second"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Looker (Google)", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Looker if you need strong data governance and have technical resources"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Domo", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Domo if you need to connect many disparate data sources quickly"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Qlik Sense", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Complex data analysis and associative engine... Limitations: Can be complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Zoho Analytics", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Zoho Analytics if you're a small business looking for value and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|moonshot-small|Metabase", "prompt": "c208-m3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zoho Analytics, Metabase for beginners"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|Power BI", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Power BI** if you want the best general-purpose option, especially in Microsoft environments."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|Tableau", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Tableau** if visual exploration and presentation quality matter most."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|Looker", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Looker** if you need governed metrics across a modern data stack."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|Qlik Sense", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Qlik** if associative data discovery is important."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|SSRS / Paginated Reporting tools", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "SSRS / Paginated Reporting tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose SSRS or Crystal Reports** if you need formatted operational reports."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|Crystal Reports", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Crystal Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Older architecture\n- Less suitable for modern analytics workflows"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|JasperReports", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "JasperReports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose JasperReports/BIRT** if you need open-source or embedded reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|BIRT", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "BIRT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Open-source or developer-driven reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|openai-small|ThoughtSpot", "prompt": "c208-m3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose ThoughtSpot** if you want search-based analytics for non-technical users."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Microsoft Power BI", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Microsoft Power BI** - Often ranked #1 overall."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Tableau", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tableau** (Salesforce Tableau) - Top for visualization."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Looker", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Looker** (Google Cloud Looker) - Strong in semantic modeling."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Domo", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Domo** - Enterprise-focused for distributed teams."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Qlik Sense", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qlik Sense** - Associative analytics leader."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Zoho Analytics", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Zoho Analytics** - Affordable for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Grafana", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not for general BI; dev-oriented"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Google Looker Studio", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited customization; Google-only"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|xai-small|Rollstack", "prompt": "c208-m3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Rollstack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Domo/Rollstack add automated delivery (PDFs, slides)"}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Power BI", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For general business intelligence: Power BI (cost-effective, Microsoft integration) or Tableau (visual excellence) are top choices."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Tableau", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Power BI (cost‑effective, Microsoft integration) or Tableau (visual excellence) are top choices."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Qlik Sense", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qlik stands out with its associative engine for exploring hidden relationships."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Looker", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Looker emphasizes code‑based governance and metric consistency."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Domo", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Domo focuses on real‑time dashboards and monitoring alerts."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|ChartMogul", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ChartMogul is the go‑to for subscription revenue analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Baremetrics", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Baremetrics excels in SaaS‑specific financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ProfitWell offers a strong free tier for basic SaaS metrics."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Databox", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Databox offers versatility across revenue, marketing, and product data."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Amplitude", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Amplitude leads for product analytics at scale."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|PostHog", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PostHog offers a strong free, open‑source alternative."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Mixpanel", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mixpanel specializes in event‑based tracking and segmentation."}, {"id": "mai-20260917-1752-baseline-2|c208-m3|zai-small|Metabase", "prompt": "c208-m3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Metabase is ideal for simple internal SQL dashboards and self‑service reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|Oracle", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the high price tag of enterprise solutions like Oracle or SAP"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|SAP", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high price tag of enterprise solutions like Oracle or SAP"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|Wave", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your budget is extremely low, Wave is the strongest option."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|Xero", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero is frequently cited as the best balance between features and cost for growing small businesses."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|FreshBooks", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Service-Based Companies ... FreshBooks is ideal."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|alibaba-small|Zoho Books", "prompt": "c208-m4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Customization ... highly configurable and often offers competitive pricing."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|Zoho Books", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books is best for budget-conscious businesses, offering 70+ reports including a free tier for businesses under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|Xero", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero offers affordable pricing that makes it accessible for startups and small businesses, with customizable financial reports"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|G-Accon", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G-Accon connects QuickBooks and Xero to Google Sheets for $39–$99/month, affordable for accountants and SMBs"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|LiveFlow", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "LiveFlow pulls QuickBooks data into Google Sheets in real time for $49–$99/month"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|Sage 50 Cloud", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Sage 50 Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sage 50 Cloud supports basic financial reporting, budgeting, and tax prep for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|anthropic-small|Syft", "prompt": "c208-m4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Syft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Syft offers affordable plans starting at $23/month with financial reporting and live views"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|challenger-small|Zoho Books", "prompt": "c208-m4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Zoho Books** if you want a low-cost accounting platform with built-in financial reports"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|challenger-small|QuickBooks Online", "prompt": "c208-m4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **QuickBooks Online** if you want the **most broadly used small-business option** with strong reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|challenger-small|Xero", "prompt": "c208-m4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Xero** if you want a **similar SMB alternative** with good built-in reports."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|challenger-small|Wave", "prompt": "c208-m4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it is better suited to simpler needs than fuller reporting workflows"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|Wave", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want to pay $0:** Go with **Wave** — it's the best completely free option for basic financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|Zoho Books", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit for small companies... Choose **Zoho Books**."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|Xero", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** is the sweet spot — unlimited users, strong reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|FreshBooks", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **FreshBooks** | ~$19–23/mo | ❌ | Invoicing-focused service firms |"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|QuickBooks Online", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **QuickBooks Online** | ~$38/mo | ❌ | Industry-standard, accountant-friendly |"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|deepseek-small|Fathom", "prompt": "c208-m4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "dedicated FP&A/reporting tools** like Fathom or specialized platforms (which are pricier, typically $50+/mo and aimed at mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Zoho Books", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Zoho Books (Free Tier)** if you have under $50K in revenue and want excellent, built-in financial statements for $0."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Wave Accounting", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Wave** if you are a solo freelancer who just needs a basic, no-nonsense P&L and Balance Sheet for $0."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Xero", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** Growing businesses looking for clean, professional reports and unmatched integration options."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|QuickBooks", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use an accounting tool like QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Vena", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you don't need a massive enterprise platform (like Vena or Jirav, which can cost hundreds of dollars a month)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Jirav", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you don't need a massive enterprise platform (like Vena or Jirav, which can cost hundreds of dollars a month)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Syft Analytics", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Choose Syft Analytics** if you already use Xero or QuickBooks and want to generate professional, visual financial reports"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Fathom Pro", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Fathom** if you need a step up from basic accounting and want true cash-flow forecasting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|LiveFlow", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These tools connect your QuickBooks or Xero directly to Google Sheets or Excel."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|google-small|Coefficient", "prompt": "c208-m4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LiveFlow or Coefficient... Low-cost tiered pricing (or free trials)."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|LiveFlow", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best financial reporting software for 2026 include: 1. LiveFlow"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|G-Accon", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. G-Accon"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|Reach Reporting", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Reach Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|PivotXL", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. PivotXL"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|Vena", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Vena"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|Planful", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Planful"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|Jedox", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Jedox"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|meta-small|Adaptive Planning", "prompt": "c208-m4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|minimax-small|Wave", "prompt": "c208-m4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **strictly limited budgets**, start with **Wave's free plan** for basic reporting needs."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|minimax-small|Xero Analytics+", "prompt": "c208-m4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero Analytics+", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero Analytics+** offers the best value at under $20/month for more advanced financial insights"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|minimax-small|FreshBooks", "prompt": "c208-m4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Service-based small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|minimax-small|QuickBooks Online", "prompt": "c208-m4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Businesses needing scalable accounting with reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|mistral-small|Wave Accounting", "prompt": "c208-m4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the absolute best value with no upfront cost, **Wave Accounting** is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|mistral-small|Zoho Books", "prompt": "c208-m4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** or **QuickBooks Online** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|mistral-small|QuickBooks Online", "prompt": "c208-m4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While not free, it is often recommended for its comprehensive features"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|mistral-small|Xero", "prompt": "c208-m4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another affordable option, especially for small businesses that need real-time financial tracking and reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Zoho Books", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Books** - Best Overall Value"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|FreshBooks", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. FreshBooks** - Best for Freelancers/Small Teams"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Xero", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Xero** - Best for Growing Businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|QuickBooks Online", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. QuickBooks Online** - Most Popular"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Wave", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For startups/very small businesses:** Start with **Wave** (free)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Fathom", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Fathom** - Best for Reporting & Analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Google Looker Studio", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Free Data Visualization"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|moonshot-small|Joiin", "prompt": "c208-m4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For multi-entity businesses:** **Joiin** (starting at $25/month) for consolidation"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|openai-small|QuickBooks Online", "prompt": "c208-m4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small business:** **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|openai-small|Xero", "prompt": "c208-m4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need better management reporting:** **QuickBooks or Xero + Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|openai-small|Fathom", "prompt": "c208-m4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you already use QuickBooks or Xero and want better reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|openai-small|Power BI", "prompt": "c208-m4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need custom dashboards on a shoestring budget:** **Power BI + your accounting system**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|openai-small|Zoho Books / Zoho Analytics", "prompt": "c208-m4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books / Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want lowest-cost broader business suite:** **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|Wave", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave (Best Free Overall)** ... Completely free Starter plan includes double-entry accounting"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|Zoho Books", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books (Best Free Tier for Small Revenue Businesses)**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|QuickBooks Online Solopreneur", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Solopreneur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online Solopreneur (Best Low-Cost Established Option)**"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|FreshBooks", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other mentions:** FreshBooks ($23/mo, great for service businesses)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|Joiin", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Joiin ($23/mo for multi-entity consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|xai-small|Fathom", "prompt": "c208-m4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pricier tools like Fathom ($53/mo) unless needed."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|zai-small|Wave", "prompt": "c208-m4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the simplest, free cloud solution:** Start with **Wave**."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|zai-small|GnuCash", "prompt": "c208-m4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need robust, offline reporting with no subscription:** Choose **GnuCash**."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|zai-small|Manager.io", "prompt": "c208-m4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want a free desktop app with an optional low‑cost cloud upgrade:** Go with **Manager.io**."}, {"id": "mai-20260917-1752-baseline-2|c208-m4|zai-small|Akaunting", "prompt": "c208-m4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Self‑Hosted Open‑Source Option"}, {"id": "mai-20260917-1752-baseline-2|c208-m4|zai-small|Frappe Books", "prompt": "c208-m4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Frappe Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Free Offline Desktop Option"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|alibaba-small|QuickBooks Online", "prompt": "c208-m5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you've likely outgrown basic accounting tools (like QuickBooks Online)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|alibaba-small|SAP", "prompt": "c208-m5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "fully customized Enterprise Resource Planning (ERP) suites (like SAP or Oracle E-Business Suite) to be overly rigid or expensive"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|alibaba-small|Oracle E-Business Suite", "prompt": "c208-m5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle E-Business Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(like SAP or Oracle E-Business Suite) to be overly rigid or expensive"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|NetSuite", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the market-leading options (per recent ERP/finance surveys) are **Oracle NetSuite**, **Sage Intacct**, **Acumatica**, **Microsoft Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|Sage Intacct", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the market-leading options ... are **Oracle NetSuite**, **Sage Intacct**, **Acumatica**, **Microsoft Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|Dynamics 365", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Dynamics 365", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Microsoft Dynamics 365 Business Central**"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|Acumatica", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "market-leading options ... **Acumatica**"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|SAP", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **SAP** and **Workday** relevant if you anticipate scaling well beyond 500"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|deepseek-small|Workday", "prompt": "c208-m5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "with **SAP** and **Workday** relevant if you anticipate scaling well beyond 500"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|SAP", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't yet have the massive IT budget or headcount to support heavy enterprise systems (like SAP or Oracle Hyperion) that require dedicated full-time administrators.evidence"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Oracle Hyperion", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise systems (like SAP or Oracle Hyperion) that require dedicated full-time administrators"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Cube", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Excel-Native tools* (e.g., Cube, Datarails, Vena) work as add-ins to Microsoft Excel/Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Datarails", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Excel-Native tools* (e.g., Cube, Datarails, Vena) work as add-ins to Microsoft Excel/Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Vena", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Excel-Native tools* (e.g., Cube, Datarails, Vena) work as add-ins to Microsoft Excel/Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Planful", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Web-Based/Proprietary platforms* (e.g., Planful, Mosaic, Prophix) have their own web interfaces."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Mosaic", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Web-Based/Proprietary platforms* (e.g., Planful, Mosaic, Prophix) have their own web interfaces."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|google-small|Prophix", "prompt": "c208-m5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Web-Based/Proprietary platforms* (e.g., Planful, Mosaic, Prophix) have their own web interfaces."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|NetSuite", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "start with 8\\u201110 products that meet your core criteria (e.g., NetSuite, SAP S/4HANA Cloud, Microsoft Dynamics 365 Finance, Oracle Cloud ERP, Sage Intacct, Workday Adaptive Planning, Anaplan, Board, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|SAP S/4HANA Cloud", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., NetSuite, SAP S/4HANA Cloud, Microsoft Dynamics 365 Finance, Oracle Cloud ERP, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Microsoft Dynamics 365 Finance, Oracle Cloud ERP, Sage Intacct, Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Oracle Cloud ERP", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Cloud ERP, Sage Intacct, Workday Adaptive Planning, Anaplan, Board, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Sage Intacct", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sage Intacct, Workday Adaptive Planning, Anaplan, Board, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Workday Adaptive Planning", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Adaptive Planning, Anaplan, Board, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Anaplan", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Anaplan, Board, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|minimax-small|Board", "prompt": "c208-m5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Anaplan, Board, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|BlackLine", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|Workiva", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|Vena", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|Oracle Hyperion", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|SAP BPC", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|IBM Cognos", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "IBM Cognos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|Adaptive Insights", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|mistral-small|Jirav", "prompt": "c208-m5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "create a long list (e.g., BlackLine, Workiva, Vena, Oracle Hyperion, SAP BPC, IBM Cognos, Adaptive Insights, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Oracle/Hyperion", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle/Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid \"Enterprise Overkill.\" Solutions built for 10,000+ person global enterprises (e.g., heavy Oracle/Hyperion or SAP BPC deployments) may drown you in complexity and cost."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|SAP BPC", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "heavy Oracle/Hyperion or SAP BPC deployments) may drown you in complexity and cost"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Sage Intacct", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Typical mid-market shortlist candidates to evaluate against each other: Sage Intacct, NetSuite..."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|NetSuite", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NetSuite (if replacing ERP too)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Workday Adaptive Planning", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Typical mid-market shortlist candidates to evaluate against each other"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Planful", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Adaptive Planning, Planful, Board, Vena, and FloQast"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Board", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Planful, Board, Vena, and FloQast"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|Vena", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Board, Vena, and FloQast"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|moonshot-small|FloQast", "prompt": "c208-m5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "FloQast (if keeping existing ERP and focusing on close/reporting)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|Sage Intacct", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Common top picks for your scale: Sage Intacct (dimensional reporting), Cube (FP&A focus), Workiva (compliance-heavy)."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|Workiva", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva (compliance-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|OneStream", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Proven mid-market track record (e.g., Sage Intacct, Workiva, OneStream, Vena, Cube, Limelight)."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|Vena", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Sage Intacct, Workiva, OneStream, Vena, Cube, Limelight"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|Cube", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cube (FP&A focus)"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|xai-small|Limelight", "prompt": "c208-m5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream, Vena, Cube, Limelight"}, {"id": "mai-20260917-1752-baseline-2|c208-m5|zai-small|Workday", "prompt": "c208-m5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Full Accounting Suites** (e.g., Workday, NetSuite) | You want finance + HR + payroll in one system."}, {"id": "mai-20260917-1752-baseline-2|c208-m5|zai-small|NetSuite", "prompt": "c208-m5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Full Accounting Suites** (e.g., Workday, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|IBM Cognos", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "IBM Cognos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid/Caution: Proprietary Ecosystem-Only Tools (e.g., older IBM Cognos or SAP BW instances)."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|SAP BW", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP BW", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid/Caution: Proprietary Ecosystem-Only Tools (e.g., older IBM Cognos or SAP BW instances)."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Excel", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: Manual Excel/Sheets Reporting (VBA/Macros)."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Google Sheets", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The \"Spreadsheet Trap\" (Excel & Google Sheets) ... they are still the most dangerous reporting tools in existence"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Power BI (Desktop)", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI (Desktop)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better Alternative: Power BI (Desktop) or Python scripts."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Google Looker Studio", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious About: Google Looker Studio (formerly Data Studio) / ChartBlocks."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|ChartBlocks", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "ChartBlocks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious About: Google Looker Studio (formerly Data Studio) / ChartBlocks."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|MicroStrategy", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "MicroStrategy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious About: MicroStrategy & QlikView."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|QlikView", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "QlikView", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "QlikView is being actively sunsetted by its owner in favor of Qlik Sense"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Tableau", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "compared to modern competitors like Tableau, Power BI, or Sigma"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Sigma", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "compared to modern competitors like Tableau, Power BI, or Sigma"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Qlik Sense", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "being actively sunsetted by its owner in favor of Qlik Sense"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Metabase (Community Edition)", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase (Community Edition)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid (for mid-to-large teams): Metabase (Community Edition) & Redash."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|alibaba-small|Redash", "prompt": "c208-m6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Redash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid (for mid-to-large teams): Metabase (Community Edition) & Redash."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Looker Studio", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Looker Studio** if you need **external client reporting** or true white-label delivery, because one comparison notes hidden connector costs, no true white-labeling"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Databox", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "one guide says to skip Databox for those needs"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Improvado", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Improvado** if you have **fewer than 20 data sources**, no data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Funnel", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "it is described as a **data backend, not a front-end dashboard tool**"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Metabase", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**not built for high-volume scheduled delivery**"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Power BI", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack the necessary reporting features for that use case"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Tableau", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may lack the necessary reporting features for that use case"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Qlik", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may lack the necessary reporting features for that use case"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Looker", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "may lack the necessary reporting features for that use case"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|MicroStrategy", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "MicroStrategy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "may lack the necessary reporting features for that use case"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Excel", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "it should not be the sole reporting source"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|Bloomerang", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Bloomerang", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "may handle basic metrics but lack cross-platform data aggregation"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|challenger-small|DonorPerfect", "prompt": "c208-m6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DonorPerfect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "may handle basic metrics but lack cross-platform data aggregation"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|Crystal Reports", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the most commonly flagged one right now... the migration clock is ticking for many teams. If you're starting fresh today, there are better-supported, modern options."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|BIRT", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "BIRT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy / \"pixel-perfect\" report writers (older BIRT, JasperReports, FastReport, SSRS, etc.) — ... severely limited for self-service dashboards and ad-hoc analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|JasperReports", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "JasperReports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy / \"pixel-perfect\" report writers (older BIRT, JasperReports, FastReport, SSRS, etc.) — ... severely limited for self-service dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|FastReport", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "FastReport", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy / \"pixel-perfect\" report writers (older BIRT, JasperReports, FastReport, SSRS, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|SSRS", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SSRS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they're severely limited for self-service dashboards and ad-hoc analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|Power BI", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Power BI is the classic example — it's extremely popular and powerful, but its DAX formula language and data modeling require real expertise."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|deepseek-small|Excel", "prompt": "c208-m6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "If your \"BI\" is really hand-built Excel/SQL report pipelines, that's fragile and unscalable."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|SAP Crystal Reports", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid using Crystal Reports for new projects"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|SQL Server Reporting Services (SSRS)", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SQL Server Reporting Services (SSRS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do not build a new reporting architecture around standalone SSRS."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|Power BI Report Server", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Report Server", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "adopt **Power BI Report Server** or **Power BI Paginated Reports** instead"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|Power BI Paginated Reports", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Paginated Reports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "adopt **Power BI Report Server** or **Power BI Paginated Reports** instead"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|Legacy IBM Cognos Analytics", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Legacy IBM Cognos Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid adopting it fresh; if you already use it, evaluate a migration path to modern cloud-native BI tools."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|JasperReports", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "JasperReports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Rigid Open-Source & Legacy Java Engines (Avoid for New Builds)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|Pentaho", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Pentaho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "they are highly rigid, require deep developer expertise to customize, and suffer from high maintenance overhead"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|legacy Sage", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "legacy Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Native \"Built-In\" ERP & CRM Reporting (Avoid for Cross-Functional Data)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|older Salesforce configurations", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "older Salesforce configurations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Be cautious about spending time customizing native, siloed reports."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|google-small|Manual Excel/Google Sheets Reporting Workflows", "prompt": "c208-m6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Manual Excel/Google Sheets Reporting Workflows", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "avoid treating them as the source of truth for organizational reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Improvado", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Improvado - if you have fewer than 20 data sources, lack a data warehouse ... or need a tool operational in under 24 hours without implementation support."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Funnel", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Funnel - if you need deep custom transformations, white-labeled client reporting, or a platform that doubles as your visualization layer."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Swydo", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Swydo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Swydo - if you manage 100+ clients because costs scale up significantly"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Looker Studio", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Looker Studio - if you believe it is the cleanest tool, you may be disappointed."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|BusinessObjects", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "BusinessObjects", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "considered Gen 1 reporting tools, potentially less robust than newer options"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Cognos", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Cognos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "considered Gen 1 reporting tools, potentially less robust than newer options"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|SSRS", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SSRS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SSRS and Oracle BI Publisher - less robust than other options."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|meta-small|Oracle BI Publisher", "prompt": "c208-m6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Oracle BI Publisher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SSRS and Oracle BI Publisher - less robust than other options."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|minimax-small|Excel", "prompt": "c208-m6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Spreadsheets (Excel, Google Sheets) for Complex Reporting** ... spreadsheets are frequently cited as problematic for serious reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|minimax-small|Google Sheets", "prompt": "c208-m6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Spreadsheets (Excel, Google Sheets) for Complex Reporting** ... No audit trails or version control"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Looker", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Budget-conscious**: Avoid Looker"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|SAP BusinessObjects / Cognos", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP BusinessObjects / Cognos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Best avoided by**: Organizations wanting modern, agile analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Redash", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Redash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Effectively abandoned**: The open-source project is considered \"dead\"... Best avoided by**: Everyone"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Metabase", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Small teams/non-technical users**: Metabase (open-source, user-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Tableau", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if**: You have simple reporting needs or limited budget"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Power BI", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious if**: You're not already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Apache Superset", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Apache Superset", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High operational overhead... Be cautious if**: You lack DevOps resources"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Grafana", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Grafana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not designed for BI**: Built for monitoring/metrics, not business analytics"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|ChatGPT/AI Writing Tools for Reports", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "ChatGPT/AI Writing Tools for Reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hallucinations**: Can produce confident-sounding but incorrect information"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|moonshot-small|Google Looker Studio", "prompt": "c208-m6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider Metabase or Google Looker Studio (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Fivetran", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Fivetran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent sync failures, slow support response times, high costs due to Monthly Active Rows (MAR) pricing that scales unpredictably"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Domo", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Poor customer service and deployment execution, often described as a \"disaster\" in reviews; high costs with underwhelming results."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Looker", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve (requires LookML knowledge), inflexible visualizations, very expensive"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Xero", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited reporting customization, poor/no phone support, constant price hikes"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Power BI", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steep learning curve (especially DAX), performance lags with large datasets"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Tableau", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High costs for smaller teams, performance issues at scale, and vendor lock-in concerns"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|SAP BO", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP BO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "General red flags across many BI/reporting tools (e.g., traditional ones like SAP BO)"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Airbyte", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Airbyte", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider open-source alternatives like Airbyte (for ELT) or Metabase if costs/support are concerns"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|xai-small|Metabase", "prompt": "c208-m6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider open-source alternatives like Airbyte (for ELT) or Metabase if costs/support are concerns"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|zai-small|Microsoft Excel", "prompt": "c208-m6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets (especially Microsoft Excel)** ... experts consistently warn against them for anything beyond small-scale, ad-hoc work."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|zai-small|Tableau", "prompt": "c208-m6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tableau is widely used and powerful, but it has notable downsides that can make it frustrating for some users."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|zai-small|Microsoft Power BI", "prompt": "c208-m6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Power BI is generally well-regarded, but it has limitations that can be problematic depending on your needs."}, {"id": "mai-20260917-1752-baseline-2|c208-m6|zai-small|Looker", "prompt": "c208-m6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Move to a dedicated BI platform like Power BI, Looker, or Google Data Studio"}, {"id": "mai-20260917-1752-baseline-2|c208-m6|zai-small|Google Data Studio", "prompt": "c208-m6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Data Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Move to a dedicated BI platform like Power BI, Looker, or Google Data Studio"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|QuickBooks Online Advanced", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The All-Around Industry Standard: **QuickBooks Online Advanced** ... this is the safest and most widely supported choice."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|Xero", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Service-Based & Agency B2B: **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|FreshBooks", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Project-Based Billing: **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|NetSuite", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Rapidly Scaling / SaaS Companies: **NetSuite** or **Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|Sage Intacct", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fast-Growth / SaaS | **Sage Intacct** | Handles scaling complexities and GAAP compliance."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|Fathom", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "layer on a dedicated reporting tool like **Fathom**, **Vivify**, or **Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|Vivify", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Vivify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "layer on a dedicated reporting tool like **Fathom**, **Vivify**, or **Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|alibaba-small|Power BI", "prompt": "c208-s1", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "layer on a dedicated reporting tool like **Fathom**, **Vivify**, or **Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|anthropic-small|QuickBooks Online", "prompt": "c208-s1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most widely used small business accounting platform in the U.S."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|anthropic-small|Xero", "prompt": "c208-s1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is the strongest accounting platform for businesses with multiple team members"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|anthropic-small|FreshBooks", "prompt": "c208-s1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best small business accounting software by virtue of how easy it is to use"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|anthropic-small|Maxio", "prompt": "c208-s1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for B2B SaaS financial operations"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|anthropic-small|Wave", "prompt": "c208-s1", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cost-effectiveness**: Wave or QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|challenger-small|QuickBooks Online", "prompt": "c208-s1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** has the strongest overall case for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|challenger-small|Xero", "prompt": "c208-s1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** — best if you want affordable built-in reporting and a clean setup"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|challenger-small|FreshBooks", "prompt": "c208-s1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your B2B company is service-based and you value simplicity"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|challenger-small|Fathom", "prompt": "c208-s1", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you mainly want management reporting and analysis layered on top of your accounting system"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|deepseek-small|QuickBooks Online", "prompt": "c208-s1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, QuickBooks Online is the safest, most practical choice"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|deepseek-small|Xero", "prompt": "c208-s1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have multiple team members and international clients, **Xero** is the strongest challenger."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|deepseek-small|Zoho Books", "prompt": "c208-s1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** is a fantastic value pick"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|deepseek-small|Sage Intacct", "prompt": "c208-s1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "note this is likely overkill for most small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|deepseek-small|FreshBooks", "prompt": "c208-s1", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FreshBooks** | ~$23/mo | Service-based B2B | Excellent invoicing, time tracking |"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|QuickBooks Online (QBO)", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Go with **QuickBooks Online** paired with **Clockwork**."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|Xero", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular for its clean, modern interface and robust, user-friendly multi-currency handling."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|Clockwork", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are running a lean B2B company without an in-house finance team, Clockwork is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|Fathom", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Polished, Board-Ready Reporting ... Fathom is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|Syft Analytics", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your B2B company operates across multiple legal entities ... Syft Analytics is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|LiveFlow", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Spreadsheet Lovers ... LiveFlow is the perfect bridge."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|google-small|ChartMogul", "prompt": "c208-s1", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are a B2B SaaS company relying on recurring revenue:** Go with **QuickBooks/Xero** paired with **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|meta-small|Maxio", "prompt": "c208-s1", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some of the top-rated financial reporting software includes Maxio, which is an all-in-one platform purpose-built for B2B SaaS financial operations"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|minimax-small|QuickBooks Online (Advanced)", "prompt": "c208-s1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online (Advanced)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** is the safest default due to: Widest accountant support"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|minimax-small|Xero", "prompt": "c208-s1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if collaboration and unlimited users are priorities, **Xero** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|minimax-small|Maxio (formerly Chargify)", "prompt": "c208-s1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio (formerly Chargify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for B2B SaaS financial operations, combines subscription billing with revenue recognition and real-time reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|minimax-small|Fathom", "prompt": "c208-s1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent reporting/analytics addon to QuickBooks or Xero, visual dashboards, profit analysis"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|minimax-small|Wave", "prompt": "c208-s1", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations**: Less robust for complex B2B needs"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|mistral-small|QuickBooks Online Advanced", "prompt": "c208-s1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is widely regarded as the most popular small-business accounting platform... a strong choice for B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|mistral-small|Maxio", "prompt": "c208-s1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed specifically for B2B SaaS and subscription businesses, Maxio provides all-in-one financial operations"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|mistral-small|Xero", "prompt": "c208-s1", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another popular option, Xero is known for its strong bank reconciliation, international capabilities, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|moonshot-small|QuickBooks Online", "prompt": "c208-s1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, I'd recommend **QuickBooks Online** as the safest choice"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|moonshot-small|Xero", "prompt": "c208-s1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have **multiple team members** who need access, **Xero** offers better value"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|moonshot-small|FreshBooks", "prompt": "c208-s1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Service-Based B2B ... Considerations: Limited to 1 user on lower tiers"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|moonshot-small|Sage Intacct", "prompt": "c208-s1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost; may be overkill for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|moonshot-small|Wave", "prompt": "c208-s1", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited scalability; paid add-ons for payroll, etc."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|openai-small|QuickBooks Online", "prompt": "c208-s1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|openai-small|Xero", "prompt": "c208-s1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is the strongest alternative if you care more about cleaner reporting UX"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|openai-small|NetSuite", "prompt": "c208-s1", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's typically a step up in complexity and cost"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|QuickBooks Online", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online (Top Overall Pick for Most Small B2B Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|Xero", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero (Best for Teams and International B2B)"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|FreshBooks", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks (Best for Service-Based B2B like Agencies/Consultants)"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|Wave", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ideal if budget is zero, but limited for scaling B2B"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|Zoho Books", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoho Books (Affordable ~$20/month; great CRM integration for B2B sales)"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|Cube", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For advanced reporting needs (e.g., BI dashboards), pair with tools like Cube or LivePlan."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|xai-small|LivePlan", "prompt": "c208-s1", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pair with tools like Cube or LivePlan"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|QuickBooks Online Advanced", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) QuickBooks Online Advanced – Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|Fathom", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2) Fathom – Best Dedicated Reporting/FP&A Add‑On"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|Xero", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3) Xero + Syft – Best for Clean Cloud Accounting + Simple Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|Syft", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Syft", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Syft (Xero’s reporting add‑on) provides clean, customizable management reports and dashboards."}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|Chargebee", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "4) Chargebee – Best for B2B Subscription Billing + Basic Reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s1|zai-small|Maxio", "prompt": "c208-s1", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Maxio is a higher‑end solution; pricing typically scales with transaction volume"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|alibaba-small|Xanaro", "prompt": "c208-s2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Xanaro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Dedicated Dashboard Tool: **Xanaro** ... this is the best standalone choice."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|alibaba-small|Bill.com", "prompt": "c208-s2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Invoicing & Payments (AP/AR Focused): **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|alibaba-small|LiveFlow", "prompt": "c208-s2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Spreadsheet Lovers: **LiveFlow**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|alibaba-small|QuickBooks Online Advanced + Power BI", "prompt": "c208-s2", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "QuickBooks Online Advanced + Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "combining the high-tier version of QuickBooks with Microsoft Power BI is a powerful route"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|anthropic-small|Databox", "prompt": "c208-s2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Databox**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|anthropic-small|Domo", "prompt": "c208-s2", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Domo**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|challenger-small|Fathom", "prompt": "c208-s2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Fathom** as the best overall finance dashboard tool"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|challenger-small|LivePlan Premium", "prompt": "c208-s2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "LivePlan Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LivePlan Premium** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|challenger-small|Databox", "prompt": "c208-s2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databox** if your main need is a customizable dashboard for broader small-business performance tracking"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|challenger-small|Power BI", "prompt": "c208-s2", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Power BI** if your team is already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Fathom", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Fathom** is the best starting point."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Spotlight Reporting", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: **Spotlight Reporting** (~$49/month)"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Syft Analytics", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Solid Alternative: **Syft Analytics** (~$49/month)"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Fairview", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tracks ARR, MRR, NRR, churn, LTV, CAC, and pipeline on one screen."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Finmark", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Finmark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong cash flow forecasting for subscription businesses. ~$99/month."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Upflow", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Upflow** — Real-time DSO tracking, aging balances, and automated collections"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|BILL (AP/AR)", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "BILL (AP/AR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Automates invoicing and payment collections for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|deepseek-small|Looker Studio", "prompt": "c208-s2", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No budget, just getting started | **Looker Studio (free)** or Excel templates"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|google-small|Fathom", "prompt": "c208-s2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for General B2B (Agencies, Wholesalers, Services): **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|google-small|Syft Analytics", "prompt": "c208-s2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Syft Analytics is an exceptional alternative"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|google-small|ChartMogul", "prompt": "c208-s2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with ChartMogul** if you bill your B2B clients on a recurring subscription or retainer."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|google-small|Baremetrics", "prompt": "c208-s2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Subscription, Retainer, or B2B SaaS Models: **ChartMogul or Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|google-small|Jirav", "prompt": "c208-s2", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Jirav** if you are scaling rapidly, need driver-based modeling"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Fathom", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best finance dashboard tool for a small business that sells to other businesses would be Fathom"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Plecto", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Geckoboard", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|FineBI", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "FineBI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Zoho Analytics", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Klipfolio", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|meta-small|Looker Studio", "prompt": "c208-s2", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Other options to consider are Plecto, Geckoboard, FineBI, Zoho Analytics, Klipfolio, and Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|minimax-small|QuickBooks Online", "prompt": "c208-s2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online**\n- Widely used and well-established"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|minimax-small|Xero", "prompt": "c208-s2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero**\n- Excellent visual dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|minimax-small|Zoho Books", "prompt": "c208-s2", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books**\n- Affordable pricing"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|mistral-small|Fathom", "prompt": "c208-s2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** is highly recommended for small and mid-sized B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|mistral-small|Geckoboard", "prompt": "c208-s2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Geckoboard** for real-time KPI visibility"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|mistral-small|Zoho Analytics", "prompt": "c208-s2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Analytics** or **Klipfolio** for affordability and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|mistral-small|Klipfolio", "prompt": "c208-s2", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Geckoboard** or **Klipfolio**"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|moonshot-small|Fathom", "prompt": "c208-s2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fathom** - Best Overall for Small B2B Businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|moonshot-small|Clockwork", "prompt": "c208-s2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Clockwork", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clockwork** - Best for Forecasting & FP&A"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|moonshot-small|LivePlan", "prompt": "c208-s2", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LivePlan** - Best for Business Planning Integration"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|openai-small|Xero", "prompt": "c208-s2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Xero** as the finance dashboard tool."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|openai-small|FreshBooks", "prompt": "c208-s2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** is also a good option because its dashboard gives a quick snapshot of business health"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|openai-small|QuickBooks", "prompt": "c208-s2", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison of Xero vs QuickBooks vs FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c208-s2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (QBO) as the top finance dashboard tool."}, {"id": "mai-20260917-1752-baseline-2|c208-s2|xai-small|Xero", "prompt": "c208-s2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (~$15-90/month): Unlimited users (great for teams), clean dashboard"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|xai-small|Zoho Books", "prompt": "c208-s2", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (free-$70/month): Budget pick with solid invoicing"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|zai-small|QuickBooks Online (QBO)", "prompt": "c208-s2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: QuickBooks Online (QBO)"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|zai-small|Xero", "prompt": "c208-s2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for businesses that want a clean, modern interface with strong invoicing and AR tracking"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|zai-small|Fathom", "prompt": "c208-s2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A standalone financial dashboard that connects directly to accounting software"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|zai-small|Plecto", "prompt": "c208-s2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Plecto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A real‑time dashboard platform popular with SMBs"}, {"id": "mai-20260917-1752-baseline-2|c208-s2|zai-small|Spotlight Reporting", "prompt": "c208-s2", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "paraphrase", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "scored highly in recent evaluations for features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Looker Studio", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have \\$0 budget and use Google products:** Start with **Looker Studio**. It covers 90% of needs for startups and small businesses."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Microsoft Power BI Pro", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you live in Excel/Office:** Use **Power BI**."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Databox", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are an Agency selling reports to clients:** Use **Databox** or **Geckoboard**."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Geckoboard", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Databox** or **Geckoboard**. Clients love visual dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Airtable", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Organize your data in **Airtable** or **Notion**"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Notion", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "not suitable for financial forecasting or complex data"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|alibaba-small|Tableau", "prompt": "c208-s3", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "While it isn't a visualization engine like Tableau"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Monday.com", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Monday.com and Zoho Projects are among the easiest tools for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Zoho Projects", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Projects", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Monday.com and Zoho Projects are among the easiest tools for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Zoho Analytics", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Zoho Analytics is noted as the best reporting tool for easy-to-read charts... offers affordable pricing for small and mid-sized businesses and an intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Smartsheet", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smartsheet and Wrike offer a strong balance of work management and reporting depth"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Wrike", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Smartsheet and Wrike offer a strong balance of work management and reporting depth"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Signara", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Signara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Signara is best for automated reporting without an analyst"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|QuickBooks Online", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "QuickBooks Online is the best reporting software for small business accounting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|DashThis", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "DashThis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DashThis offers unlimited users, data sources, and integrations in all plans"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|MeisterTask", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "MeisterTask", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "MeisterTask is the best reporting tool for agile teams"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Google Analytics", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Basic reporting tools like Google Analytics (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|HubSpot's free dashboard", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "HubSpot's free dashboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "HubSpot's free dashboard allow you to collect, organize, and visualize data without advanced analytics or AI"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Google Looker Studio", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Google Looker Studio is the best free option for multi-source dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Databox", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Databox offers a free plan with up to 3 data source connections"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Coefficient", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Coefficient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Tools like Coefficient pull fresh data automatically"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Zapier", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Zapier connects different apps"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Power BI", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Data Studio and Power BI offer scheduled dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|anthropic-small|Anomaly AI", "prompt": "c208-s3", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Anomaly AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "AI analysts like Anomaly AI help make sense of data"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Looker Studio", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Looker Studio** for free/simple dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Databox", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Databox** for automated KPI reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Zoho Analytics", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Analytics** or **Power BI** if you need a more serious BI layer"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Power BI", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your team already lives in the **Microsoft ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|monday.com", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best when reporting is mainly about **projects, tasks, and team execution**"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|ClickUp", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best when reporting is mainly about **projects, tasks, and team execution**"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Asana", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best when reporting is mainly about **projects, tasks, and team execution**"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|challenger-small|Tableau", "prompt": "c208-s3", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is typically a heavier and more expensive choice than small-team dashboard tools"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Microsoft Power BI", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Power BI — *Best overall / reliability*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Zoho Analytics", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Analytics** or **Power BI** offers the best balance of cost, capability, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Tableau", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best visuals:** Tableau ... Most expensive on this list; overkill for simple reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Databox", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for KPI scorecards & recurring reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Looker Studio", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lowest cost entry point ... Simplest/free:** Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|Google Analytics 4", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Analytics 4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for web traffic ... Only useful for web/marketing data, not multi-source reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|deepseek-small|LivePlan", "prompt": "c208-s3", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for plan-versus-actual financials"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|google-small|Google Looker Studio", "prompt": "c208-s3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Looker Studio** if you have zero budget, already use Google Workspace, and just want to look at simple web/ad analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|google-small|Databox", "prompt": "c208-s3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Databox** if you are a marketing, sales, or customer success team that wants automated KPI reports without bothering an engineer."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|google-small|Microsoft Power BI", "prompt": "c208-s3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve. If your team doesn't have experience with advanced Excel, data modeling, or SQL, Power BI will feel incredibly overwhelming."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|google-small|Metabase", "prompt": "c208-s3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Metabase** if you run a tech/SaaS company, your data lives in a SQL database, and you have at least one developer"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|google-small|Geckoboard", "prompt": "c208-s3", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lacks deep-dive analytical tools or historical reporting; it's a \"monitoring\" tool rather than a tool for complex data analysis."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|meta-small|Databox", "prompt": "c208-s3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databox is best for consolidated KPI scorecards and recurring stakeholder reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|meta-small|Looker Studio", "prompt": "c208-s3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Looker Studio is ideal for scheduled, embedded dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|meta-small|Domo", "prompt": "c208-s3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Domo is suitable for shared operational reporting with minimal build work"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|meta-small|LivePlan", "prompt": "c208-s3", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable reporting tools include LivePlan"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|minimax-small|Databox", "prompt": "c208-s3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** (Best Overall for Most Teams)"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|minimax-small|Looker Studio", "prompt": "c208-s3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Databox** or **Looker Studio** are recommended as starting points"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|minimax-small|LivePlan", "prompt": "c208-s3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small teams needing consistent plan-versus-actual reporting without BI admin"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|minimax-small|Domo", "prompt": "c208-s3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Pricing:** Higher price point, enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|minimax-small|Microsoft Power BI", "prompt": "c208-s3", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Note:** Best when technical team builds for non-technical users"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Databox", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams needing consolidated KPI scorecards and recurring stakeholder reporting... easiest to set up and use for small teams"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Looker Studio (formerly Google Data Studio)", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio (formerly Google Data Studio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Looker Studio and Databox are often cited as the easiest to set up and use for small teams."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Domo", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing: Contact sales (likely higher cost, but offers a trial)."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|monday.com Work Management", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "monday.com Work Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Unified project and KPI dashboards for all teams."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Microsoft Power BI", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams already using Microsoft products."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Tableau", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tableau and Power BI offer more advanced analytics and visualization options."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|mistral-small|Zoho Analytics", "prompt": "c208-s3", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Affordable self-service analytics for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Databox", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** – *Best Overall for Small Teams*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Looker Studio", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best Free Option*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Microsoft Power BI", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best for Microsoft Shops*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Metabase", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best Open Source Option*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Klipfolio", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Automated Client Reporting*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|moonshot-small|Zoho Analytics", "prompt": "c208-s3", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "*Best for Zoho Ecosystem*"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|openai-small|Looker Studio", "prompt": "c208-s3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tiny team, low budget, mostly Google stack:** Looker Studio."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|openai-small|Power BI", "prompt": "c208-s3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tiny-to-small team, Microsoft stack, wants solid BI:** Power BI."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|openai-small|Tableau", "prompt": "c208-s3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small team that cares most about beautiful dashboards:** Tableau."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|openai-small|Metabase", "prompt": "c208-s3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small team that wants simple SQL-friendly internal reporting:** Metabase."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|openai-small|AgencyAnalytics", "prompt": "c208-s3", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "AgencyAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A lighter \"ops/reporting\" tool like AgencyAnalytics or similar, if you need client-facing or marketing-style reports"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|Google Looker Studio", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Budget-conscious teams with Google ecosystem data | Free ... easiest/quickest setup (~minutes)"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|Microsoft Power BI", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Powerful for analysis but steeper learning curve; ... overkill for simple KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|Zoho Analytics", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great value with natural language; moderate ease; less intuitive viz than Tableau"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|Databox", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Non-technical teams automating KPI scorecards ... fast to first dashboard"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|Klipfolio", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent for live metrics/alerts; quick setup with templates; higher starting price"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|monday.com", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Project tools like monday.com or ClickUp add reporting if that's your primary workflow."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|xai-small|ClickUp", "prompt": "c208-s3", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Project tools like monday.com or ClickUp add reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Geckoboard", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Geckoboard if: You are a small team (1-5 people) who wants a dashboard on the wall/TV to track high-level metrics"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Klipfolio", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Klipfolio if: You need to combine data from 10+ different sources"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Databox", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Databox is known for its AI Analyst (Genie)"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|ClickUp", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ClickUp if: You want to track your project and your metrics in one place."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Smartsheet", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Smartsheet if: You are in an Operations or PMO role and need to send formal, structured reports"}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Monday.com", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cons: Reporting depth is lighter than Smartsheet or Klipfolio."}, {"id": "mai-20260917-1752-baseline-2|c208-s3|zai-small|Zoho Analytics", "prompt": "c208-s3", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Zoho Analytics if: You have a small budget and need a free tool to analyze your own data"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|alibaba-small|Zoho Books", "prompt": "c208-s4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Absolute Tightest Budget:** Start with **Zoho Books** (if under $50K revenue) or **Wave**."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|alibaba-small|Wave", "prompt": "c208-s4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho Books** (if under $50K revenue) or **Wave**. Both are free and provide all essential GAAP-compliant financial reports."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|alibaba-small|QuickBooks Online Simple Start", "prompt": "c208-s4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Value for Growth:** **QuickBooks Online Simple Start** or **Xero Starter**."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|alibaba-small|Xero Starter", "prompt": "c208-s4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Value for Growth:** **QuickBooks Online Simple Start** or **Xero Starter**."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|alibaba-small|GnuCash", "prompt": "c208-s4", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Tech-savvy users who prefer owning their data, don't need mobile/cloud access"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|Zoho Books", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books and QuickBooks Online are particularly well-regarded for balancing affordability with functionality"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|QuickBooks Online", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Books and QuickBooks Online are particularly well-regarded for balancing affordability with functionality"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|Xero", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These offer built-in reports at affordable prices for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|QuickBooks Solopreneur", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Solopreneur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Costs $20 per month and offers features including customer and product records"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|Quicken Business & Personal", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "At $4.99 per month (billed annually), it delivers real-time business reporting including P&L, cash flow, balance sheet"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|anthropic-small|Wave", "prompt": "c208-s4", "model": "anthropic-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wave is an attractive choice for microbusinesses that want to start with free accounting tools"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|challenger-small|Zoho Books", "prompt": "c208-s4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest budget-first pick is **Zoho Books** because it offers a **free plan**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|challenger-small|QuickBooks Online", "prompt": "c208-s4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is the most consistently rated overall choice, but it is usually **more expensive**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|challenger-small|Wave", "prompt": "c208-s4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need **free** core accounting and basic reports with minimal setup"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|challenger-small|Xero", "prompt": "c208-s4", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Xero** as the next step up if you need more mature accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Wave", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave is the best starting point** since it covers core financial reporting at zero cost"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Zoho Books", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Akaunting", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cheapest full-featured paid option"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|GnuCash", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has a steeper learning curve and no cloud convenience"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Patriot Accounting", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Patriot Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "straightforward and cheap, especially if you need affordable payroll too"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Kashoo", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Kashoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "easy link to bank accounts and quick monthly statements, priced competitively"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|QuickBooks Online", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more expensive but are the \"defaults\" that most accountants are familiar with"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|deepseek-small|Xero", "prompt": "c208-s4", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be careful with promotional pricing (many tools like Xero advertise steep discounts that expire)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Wave Accounting", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave Accounting** (Best Overall Free Option)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Zoho Books", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If your budget is literally $0:** Go with **Zoho Books** (if you make under $50k/year) or **Wave**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Quicken Business & Personal", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are a solo freelancer:** Go with **Quicken Business & Personal** ($4.99/mo)."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Xero", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want standard, CPA-approved accounting with room to scale:** Start with **Xero** ($25/mo)."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Syft Analytics", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "want beautiful, visual dashboards to show investors/management:** Go with **Syft Analytics** ($19/mo)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Fathom", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fathom** (Best for Executive and Investor Reporting)... more expensive than Syft"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Google Sheets / Microsoft Excel + Connectors", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Google Sheets / Microsoft Excel + Connectors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Maximum Flexibility, $0 Software Cost)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|google-small|Coefficient", "prompt": "c208-s4", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use budget-friendly spreadsheet plugins like **Coefficient**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|meta-small|Zoho Books", "prompt": "c208-s4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books is particularly suitable for small businesses under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|meta-small|QuickBooks Online Advanced", "prompt": "c208-s4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online Advanced is widely used by small businesses for its built-in P&L statements, balance sheets, and customizable performance dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|meta-small|Xero", "prompt": "c208-s4", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is another popular choice for small businesses, offering cloud accounting features."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|minimax-small|Wave", "prompt": "c208-s4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Wave** or **Zoho Books** (if under $50K revenue)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|minimax-small|Zoho Books", "prompt": "c208-s4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Wave** or **Zoho Books** (if under $50K revenue)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|minimax-small|QuickBooks Online Simple Start", "prompt": "c208-s4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more robust financial reporting and can afford $19-35/month, **QuickBooks Online Simple Start** offers the best combination"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|minimax-small|FreshBooks", "prompt": "c208-s4", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Service-based businesses needing time tracking"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|mistral-small|QuickBooks Online Advanced", "prompt": "c208-s4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** stands out as a top choice because it includes built-in financial reports"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|mistral-small|Zoho Books", "prompt": "c208-s4", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Zoho Books**, which is noted for its free finance reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|moonshot-small|Wave", "prompt": "c208-s4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wave** is the best truly free option, though you may eventually want to upgrade for automatic bank feeds"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|moonshot-small|Zoho Books", "prompt": "c208-s4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho Books free tier** if you qualify (under $50K revenue), as it offers the most complete accounting features at no cost"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|moonshot-small|Xero", "prompt": "c208-s4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best Value for Growing Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|moonshot-small|Manager.io", "prompt": "c208-s4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Good Desktop Option) - Free desktop version; cloud version has fees"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|moonshot-small|QuickBooks Online", "prompt": "c208-s4", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Willing to pay small amount for scalability | **Xero** or **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|openai-small|Wave", "prompt": "c208-s4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Wave** if you need the **lowest cost**"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|openai-small|QuickBooks Online", "prompt": "c208-s4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** is often the **best all-around option** for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|openai-small|Xero", "prompt": "c208-s4", "model": "openai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** — good if you want easy use and unlimited users, but it's not the cheapest"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|xai-small|Wave Accounting", "prompt": "c208-s4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave Accounting** stands out as the top choice for a small company on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|xai-small|Zoho Books", "prompt": "c208-s4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free/Cheap Alternatives ... Zoho Books | Free (<$50K annual revenue)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|xai-small|QuickBooks Online", "prompt": "c208-s4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Not free; can get pricey with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|xai-small|Xero", "prompt": "c208-s4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Real-time P&L, balance sheets, cash flow; bank feeds & forecasting | No free tier"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|xai-small|Odoo", "prompt": "c208-s4", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free (self-hosted/open-source) ... complex for beginners"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Wave", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Zero‑cost, minimal reporting:** Wave (free) or Excel/Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Zoho Books", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Low‑cost, cloud‑based, feature‑rich:** Zoho Books (free → ~$15–$30/mo)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|QuickBooks Online (Simple Start)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "QuickBooks Online (Simple Start)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Balanced cost and power:** QuickBooks Simple Start (~$20–$30/mo)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Xero (Early Starter)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Xero (Early Starter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Xero Early Starter (~$25/mo)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|FreshBooks (Lite)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "FreshBooks (Lite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Service‑focused invoicing:** FreshBooks Lite (~$19/mo)."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|GnuCash (Desktop)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "GnuCash (Desktop)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Desktop, fully featured, no subscription:** GnuCash."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Akaunting", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Akaunting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or Akaunting (~$8–$10/mo)"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Patriot Software (Basic Accounting)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Patriot Software (Basic Accounting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need payroll, Patriot Software or a platform with integrated payroll might be worth it."}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Quicken Business & Personal", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Quicken Business & Personal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Limited advanced reporting and integrations"}, {"id": "mai-20260917-1752-baseline-2|c208-s4|zai-small|Spreadsheet‑Based Solutions (Excel/Google Sheets)", "prompt": "c208-s4", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "budget", "raw": "Spreadsheet‑Based Solutions (Excel/Google Sheets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Manual entry = higher risk of errors"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Datarails", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mid-market Leaders:** Datarails, Twilio Segment, Cube (Excel-based but automated)."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Twilio Segment", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Twilio Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mid-market Leaders:** Datarails, Twilio Segment, Cube"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Cube", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cube (Excel-based but automated)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|PowerBI", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "PowerBI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Modern BI Tools:** PowerBI or Tableau (great if you have internal tech talent, higher learning curve)."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Tableau", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "PowerBI or Tableau (great if you have internal tech talent, higher learning curve)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Planful", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**All-in-one FP&A:** Planful, Vena Solutions (often overkill/expensive for 30 people)."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|alibaba-small|Vena Solutions", "prompt": "c208-s5", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Planful, Vena Solutions (often overkill/expensive for 30 people)."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|Cube", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading options to shortlist: Cube, Vena, Workday Adaptive Planning, NetSuite, or leaner tools (Fathom, Spotlight Reporting)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|Vena", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading options to shortlist: Cube, Vena, Workday Adaptive Planning, NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|Workday Adaptive Planning", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading options to shortlist: Cube, Vena, Workday Adaptive Planning, NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|NetSuite", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading options to shortlist: Cube, Vena, Workday Adaptive Planning, NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|Fathom", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or leaner tools (Fathom, Spotlight Reporting) depending on complexity"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|Spotlight Reporting", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Spotlight Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or leaner tools (Fathom, Spotlight Reporting) depending on complexity"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|deepseek-small|full Workday/Oracle", "prompt": "c208-s5", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "full Workday/Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "avoid heavyweight enterprise-tier tools (full Workday/Oracle) unless you have serious multi-entity/consolidation needs — they're overkill and overpriced at your size"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Workday Adaptive Planning", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't large enough to warrant enterprise-grade tools (like Workday Adaptive Planning or Anaplan) which require dedicated database administrators and six-figure budgets"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Anaplan", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you aren't large enough to warrant enterprise-grade tools (like Workday Adaptive Planning or Anaplan)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Cube", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cube**: Gives you database-backed, automated reporting while keeping your model in spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Layer", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Layer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Excel/Google Sheets-Native (e.g., Cube, Layer):**"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Runway", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Runway** or **Pry** (now owned by Brex): Very user-friendly, modern UIs"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Mosaic", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jirav** or **Mosaic**: Highly customizable, built for venture-backed scaling companies."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Jirav", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Jirav** or **Mosaic**: Highly customizable, built for venture-backed scaling companies."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Pry", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Pry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Runway** or **Pry** (now owned by Brex): Very user-friendly, modern UIs"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Fathom", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Fathom** or **Syft Analytics**: Extremely cost-effective, great for beautiful PDF reports and basic KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|google-small|Syft Analytics", "prompt": "c208-s5", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Fathom** or **Syft Analytics**: Extremely cost-effective, great for beautiful PDF reports"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|QuickBooks Online Advanced", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Sage Intacct", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Xero", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Zoho Books", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Fathom Pro", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Fathom Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Syft Analytics", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|Jirav", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some top-rated financial reporting software for mid-sized businesses include:"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|meta-small|LiveFlow FP&A", "prompt": "c208-s5", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "LiveFlow FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "It's essential to research and compare these options to find the best fit"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|minimax-small|Sage Intacct", "prompt": "c208-s5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider options like Sage Intacct, Rippling Spend, Syft Analytics, or similar (depending on your budget)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|minimax-small|Rippling Spend", "prompt": "c208-s5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider options like Sage Intacct, Rippling Spend, Syft Analytics, or similar"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|minimax-small|Syft Analytics", "prompt": "c208-s5", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider options like Sage Intacct, Rippling Spend, Syft Analytics, or similar"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|QuickBooks Online Advanced", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of specific tools (e.g., QuickBooks Online Advanced, NetSuite, Sage Intacct, BlackLine, Workiva, Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|NetSuite", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like a comparison of specific tools (e.g., QuickBooks Online Advanced, NetSuite, Sage Intacct, BlackLine, Workiva, Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|Sage Intacct", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like a comparison of specific tools (e.g., ... Sage Intacct, BlackLine, Workiva, Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|BlackLine", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Would you like a comparison of specific tools (e.g., ... BlackLine, Workiva, Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|Workiva", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Would you like a comparison of specific tools (e.g., ... Workiva, Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|Vena", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Would you like a comparison of specific tools (e.g., ... Vena, Jirav)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|mistral-small|Jirav", "prompt": "c208-s5", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Would you like a comparison of specific tools (e.g., ... Vena, Jirav) based on your current ERP or industry?"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|QuickBooks Online Advanced", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**QuickBooks Online Advanced** – Built-in reports, good for straightforward needs"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|Xero", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** – Strong app ecosystem, good reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|Sage Intacct", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** – More robust, good if you're planning rapid growth"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|Datarails", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Datarails** – Excel-based automation, good for teams comfortable with spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|Cube", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cube** – FP&A platform with strong forecasting"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|moonshot-small|Vena", "prompt": "c208-s5", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Vena** – Budgeting and reporting with Excel interface"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Oracle", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Proven with similar-sized companies (e.g., not enterprise-only like Oracle)."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Fathom", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist SMB-friendly options ...: Fathom, Syft Analytics, Causal, Cube, Datarails, Vena (starter tiers)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Syft Analytics", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist SMB-friendly options ...: Fathom, Syft Analytics, Causal, Cube, Datarails, Vena (starter tiers)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Causal", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist SMB-friendly options ...: Fathom, Syft Analytics, Causal, Cube, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Cube", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist SMB-friendly options ...: Causal, Cube, Datarails, Vena (starter tiers)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Datarails", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist SMB-friendly options ...: Cube, Datarails, Vena (starter tiers)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Vena", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vena (starter tiers)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Spotlight Reporting", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Spotlight Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or add-ons like Spotlight Reporting for Xero/QBO"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|xai-small|Workday", "prompt": "c208-s5", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid heavyweights like Workday unless scaling fast."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|QuickBooks", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Accounting suites** (e.g., QuickBooks, Xero, Sage 50) — good for core statements and basic reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Xero", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Accounting suites** (e.g., QuickBooks, Xero, Sage 50)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Sage 50", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage 50", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Accounting suites** (e.g., QuickBooks, Xero, Sage 50)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Fathom", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Reporting overlays** (e.g., Fathom, LiveFlow, Datarails) — sit on top of your GL"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|LiveFlow", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Reporting overlays** (e.g., Fathom, LiveFlow, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Datarails", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Reporting overlays** (e.g., Fathom, LiveFlow, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|NetSuite", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**ERP-native platforms** (e.g., NetSuite, Sage Intacct) — combine GL and reporting in one system, but more complex to implement."}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Sage Intacct", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "ERP-native platforms (e.g., NetSuite, Sage Intacct) ... more complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Mosaic", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fathom\n  - LiveFlow\n  - Datarails\n  - Mosaic\n  - Cube"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Cube", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- Mosaic\n  - Cube"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Zoho Books", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Accounting suites with strong reporting**: ... Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c208-s5|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c208-s5", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "scale", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "ERP-native platforms ... Microsoft Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Tableau Server", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau Server", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Types of Tools to Avoid... Examples: Tableau Server, PowerBI Premium-only setups, full-service Qlik environments"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|PowerBI Premium", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "PowerBI Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Tableau Server, PowerBI Premium-only setups, full-service Qlik environments"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Qlik", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "full-service Qlik environments... Why avoid: These often require dedicated admins, expensive licenses"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Looker Studio", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Free: Google Looker Studio (connects GA4, Ads, Sheets, YouTube)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Databox", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$30–$100/month: Databox, Klipfolio, or DashThis for cross-channel marketing + sales dashboards"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Klipfolio", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$30–$100/month: Databox, Klipfolio, or DashThis"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|QuickBooks", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Built-in: Enable scheduled reports in QuickBooks, Xero, HubSpot, or Pipedrive first"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Xero", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "built-in dashboarding from QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Improvado", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools Requiring SQL or Data Engineering Skills Examples: Advanced ETL platforms (Improvado, Adverity, Matillion)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Adverity", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Adverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Examples: Advanced ETL platforms (Improvado, Adverity, Matillion)... Why avoid"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Matillion", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Matillion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Examples: Advanced ETL platforms (Improvado, Adverity, Matillion)... Why avoid"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Excel/Google Sheets", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Multi-sheet Excel/Google Sheets reports pulled manually... Prone to human error, version control chaos"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|DashThis", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "lightweight aggregators like DashThis"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|HubSpot", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Enable scheduled reports in QuickBooks, Xero, HubSpot, or Pipedrive first"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|alibaba-small|Pipedrive", "prompt": "c208-s6", "model": "alibaba-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Enable scheduled reports in QuickBooks, Xero, HubSpot, or Pipedrive first"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Crystal Reports", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools and approaches to avoid or use carefully include ... **legacy/technical tools like Crystal Reports**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Improvado", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "skip it if you have fewer than 20 data sources, no data warehouse, or need something working in under 24 hours"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Looker Studio", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use caution for **external client reporting** because one source says it lacks true white-labeling"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Databox", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be too expensive or limited for very small agencies"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Cube", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these can require more analyst effort than many small businesses have available"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|challenger-small|Mosaic", "prompt": "c208-s6", "model": "challenger-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these can require more analyst effort than many small businesses have available"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Tableau", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise BI tools that are usually overkill ... **Tableau, Power BI, Looker, and similar platforms** ... they're overkill for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Power BI", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Power BI is a more reasonable middle-ground option if you're already in the Microsoft ecosystem ... but even it should be assessed carefully"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Looker", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid tools that assume data-engineering expertise (Looker modeling, advanced ETL platforms...)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Excel", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Spreadsheets (Excel/Google Sheets) are the *most common* reporting tool, but they're risky"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Google Sheets", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Spreadsheets (Excel/Google Sheets) are the *most common* reporting tool, but they're risky"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Funnel", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid tools that assume data-engineering expertise (... advanced ETL platforms like Funnel, Improvado, or Adverity)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Improvado", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid tools that assume data-engineering expertise (... Funnel, Improvado, or Adverity)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Adverity", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Adverity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid tools that assume data-engineering expertise (... Funnel, Improvado, or Adverity)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Slack", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Slack (or similar chat tools) as your reporting system.** ... it's not designed to be a source of truth or dashboard"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Looker Studio", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Good options to consider: **Looker Studio (free)**, **Databox**, **Klipfolio**, **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Databox", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Good options to consider: **Looker Studio (free)**, **Databox**, **Klipfolio**, **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|Klipfolio", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Good options to consider: ... **Klipfolio**, **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|deepseek-small|DashThis", "prompt": "c208-s6", "model": "deepseek-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Good options to consider: ... **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|SAP Analytics Cloud", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** These tools are built for multinational corporations... prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Oracle Analytics", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Oracle Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** These tools are built for multinational corporations"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Qlik Sense (Enterprise)", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Qlik Sense (Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Business Intelligence (BI) Suites... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Salesforce CRM Analytics (formerly Einstein Analytics)", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Salesforce CRM Analytics (formerly Einstein Analytics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** These tools are built for multinational corporations with complex, multi-layered data needs."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Power BI Pro", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Better Alternative:** If you are a Microsoft shop, **Power BI Pro** (which is highly affordable per seat) or **Looker Studio**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Looker Studio", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Looker Studio** (formerly Google Data Studio, which is largely free) are much more accessible starting points."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Looker (the enterprise platform, not Looker Studio)", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker (the enterprise platform, not Looker Studio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why to be cautious:** To get any real value out of these platforms, you need to write code."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Metabase (self-hosted)", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase (self-hosted)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "High-Code or SQL-Dependent BI Tools... **Why to be cautious:** ... you need to write code."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Sisense", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Sisense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Why to be cautious:** To get any real value out of these platforms, you need to write code."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Grow.com", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Grow.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "No-code/low-code dashboard tools like **Grow.com**, **DashboardFox**, or **Geckoboard**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|DashboardFox", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashboardFox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "No-code/low-code dashboard tools like **Grow.com**, **DashboardFox**, or **Geckoboard**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Geckoboard", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "which offer drag-and-drop interfaces to connect and visualize your data"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Tableau Creator / Tableau Desktop", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau Creator / Tableau Desktop", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Tableau is an expensive commitment... paying for Tableau is massive overkill"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Excel", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "relying on localized, offline spreadsheets for your primary business reporting is a massive risk"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Google Sheets", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Move your data to cloud-based collaborative sheets (Google Sheets or Microsoft Excel Online)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|google-small|Microsoft Excel Online", "prompt": "c208-s6", "model": "google-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Excel Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Move your data to cloud-based collaborative sheets (Google Sheets or Microsoft Excel Online)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|meta-small|spreadsheets", "prompt": "c208-s6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "spreadsheets are a commonly used reporting tool that can be inefficient and dangerous due to the risk of human error"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|meta-small|Looker Studio", "prompt": "c208-s6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some reporting tools that are recommended for small businesses include Looker Studio, Databox, Klipfolio, and DashThis."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|meta-small|Databox", "prompt": "c208-s6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some reporting tools that are recommended for small businesses include Looker Studio, Databox, Klipfolio, and DashThis."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|meta-small|Klipfolio", "prompt": "c208-s6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some reporting tools that are recommended for small businesses include Looker Studio, Databox, Klipfolio, and DashThis."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|meta-small|DashThis", "prompt": "c208-s6", "model": "meta-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Some reporting tools that are recommended for small businesses include Looker Studio, Databox, Klipfolio, and DashThis."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Microsoft Power BI Premium", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Microsoft Power BI Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "way too expensive for any small to medium size business"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Tableau", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "At $70/user/month, it's overkill for most small businesses and has a steep learning curve."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Domo", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "usually too complex and costly for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Crystal Reports", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Crystal Reports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"requires a high level of technical expertise\" and is difficult to use without skilled staff"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Improvado", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "One source recommends skipping Improvado if you have fewer than 20 data sources"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Looker Studio", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Tools like: **Looker Studio** (free), **Databox**, **Klipfolio**, or **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Databox", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tools like: **Looker Studio** (free), **Databox**, **Klipfolio**, or **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|Klipfolio", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like: **Looker Studio** (free), **Databox**, **Klipfolio**, or **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|minimax-small|DashThis", "prompt": "c208-s6", "model": "minimax-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tools like: **Looker Studio** (free), **Databox**, **Klipfolio**, or **DashThis**"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|mistral-small|Excel", "prompt": "c208-s6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid spreadsheets for critical reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|mistral-small|Google Sheets", "prompt": "c208-s6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets are widely used and free, but they are inefficient and risky for business reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|mistral-small|Slack", "prompt": "c208-s6", "model": "mistral-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "resist using Slack as a primary reporting system"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|SAP S/4HANA", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Extremely high complexity, costly licenses, requires specialized consultants, 12+ month implementations"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Workday", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "$99–150+/user/month, $500K–$2M+ implementation costs, requires dedicated admin team"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Oracle ERP", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-grade pricing and complexity, overkill for under 500 employees"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|UKG / SAP SuccessFactors", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "UKG / SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Built for global enterprises with compliance teams; expensive and complex for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Tableau", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$70/user/month; requires weeks/months to learn data modeling, DAX, and complex UI"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Looker", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Custom/enterprise pricing; requires technical setup"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Power BI Premium", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "premium features and scaling costs add up fast"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Excel/Google Sheets", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "one of the most dangerous for business-level reporting"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|QuickBooks Online", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Has reporting limitations that force you into third-party apps or manual work; custom dashboards cost extra"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Google Looker Studio", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Need dashboards | **Google Looker Studio** – free, connects to common platforms"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Glew", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Glew", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use **purpose-built tools** (e.g., Glew, Polar Analytics) instead of general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Polar Analytics", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Polar Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Use **purpose-built tools** (e.g., Glew, Polar Analytics) instead of general BI"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Jirav", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Jirav, LivePlan, or Fathom – built for SMBs, not enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|LivePlan", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "LivePlan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Jirav, LivePlan, or Fathom – built for SMBs, not enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|moonshot-small|Fathom", "prompt": "c208-s6", "model": "moonshot-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Jirav, LivePlan, or Fathom – built for SMBs, not enterprises"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Tableau Creator/Explorer", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau Creator/Explorer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise BI Tools (e.g., Tableau Creator/Explorer, Domo, Looker, ThoughtSpot) - Why avoid/caution? These are designed for large teams"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Domo", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Domo ~$30,000/year minimum"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Looker", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Looker/ThoughtSpot $60,000–$150,000+ annually via custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|ThoughtSpot", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "ThoughtSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Looker/ThoughtSpot $60,000–$150,000+ annually via custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Looker Studio", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Better alternatives for SMBs: Free/affordable like Looker Studio (Google)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Power BI", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Only if you have Microsoft integration (Power BI)... Power BI Desktop (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Excel", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why avoid? Fine for ad-hoc analysis, but dangerous as primary tools due to errors"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Google Sheets", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Spreadsheets (Excel, Google Sheets) for Core Reporting - Why avoid?"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Cyfe", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Cyfe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cyfe notes they limit insights."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Improvado", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Improvado", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why caution? Overkill for <20 data sources or non-technical teams."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Funnel", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Funnel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Complex ETL/Marketing Tools Requiring SQL/Data Engineering (e.g., Improvado, Funnel, Adverity) - Why caution?"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Adverity", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Adverity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Complex ETL/Marketing Tools Requiring SQL/Data Engineering (e.g., Improvado, Funnel, Adverity) - Why caution?"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Databox", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "stick to Looker Studio/Databox"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Slack", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Why avoid? Great for alerts, but unreliable as \"source of truth\""}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Metabase", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Metabase (open-source)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|xai-small|Klipfolio", "prompt": "c208-s6", "model": "xai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Databox/Klipfolio (~$50–200/month)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Tableau", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid - **Tableau** (especially the enterprise edition)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Power BI Premium", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Power BI Premium** (beyond the Pro tier)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Domo", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Domo** (enterprise plans)"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Power BI Pro", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Power BI Pro** \\u2013 $10/user/month, good if you\\u2019re in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Looker Studio (Google Data Studio)", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Looker Studio (Google Data Studio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Looker Studio** (free) for marketing and web analytics."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Databox", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Databox** or **Klipfolio** for operational KPIs and recurring stakeholder reporting."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Klipfolio", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Klipfolio** \\u2013 Transparent plans with pre\\u2011built templates."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Zoho Analytics", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zoho Analytics** \\u2013 Strong value for small businesses, with a free tier."}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Excel", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Raw Excel/Google Sheets as your main reporting system | High error risk"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Google Sheets", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Using **raw spreadsheets** (Excel, Google Sheets) as your primary reporting system"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Coefficient", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Spreadsheet\\u2011native tools** (e.g., **Coefficient**) \\u2013 Bring live data from your CRM into Excel/Google Sheets with safeguards"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|Metabase", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Looker Studio for marketing, Metabase for product, Excel for finance"}, {"id": "mai-20260917-1752-baseline-2|c208-s6|zai-small|DashThis", "prompt": "c208-s6", "model": "zai-small", "cat": "financial-reporting-and-dashboards", "variant": "negative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**DashThis** \\u2013 Good for client reporting and marketing automation without heavy data engineering."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** is widely considered the industry leader for large-scale organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|Workiva", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Financial Data Integrity: Workiva ... is superior to standard board portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|Diligent Boards", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Workflow & Collaboration: Diligent Boards (formerly BoardEffect)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|Planful", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Modern FP&A Automation: Planful or ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|ClearPoint Strategy", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Modern FP&A Automation: Planful or ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|Fairview", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Fairview** | Speed to Value | Mid-Market ($50M - $200M Rev) | Subscription / Module |"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|alibaba-small|OnBoard", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **OnBoard** | Simplicity | Tech-focused Boards | Per Member / Monthly |"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|anthropic-small|Diligent Boards", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Boards is recommended best for enterprise and pre-IPO governance, with the deepest entity and committee infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|anthropic-small|Board Intelligence", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "well-suited for enterprise-level organizations, combining agenda planning with built-in AI-assisted minutes and report tools"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|anthropic-small|Azeus Convene", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a secure board portal software with strong emphasis on security and compliance"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Nasdaq Boardvantage**"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|Diligent Boards", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Boards** is usually the most serious alternative"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|Board Intelligence", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Board Intelligence** is also a top contender"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|OnBoard", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "solid alternatives if usability or price is a bigger factor"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|BoardEffect", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solid alternatives if usability or price is a bigger factor"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|challenger-small|Convene", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "solid alternatives if usability or price is a bigger factor"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|deepseek-small|Diligent Boards", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want the **most recognized enterprise standard** with strong reporting: **Diligent Boards** or **Board Intelligence**."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 1. Nasdaq Boardvantage — Best overall for enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|deepseek-small|OnBoard", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If **director ease-of-use** is your biggest concern: **OnBoard**."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|deepseek-small|Board Intelligence", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong enterprise-focused alternatives"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|deepseek-small|Azeus Convene", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. Azeus Convene — Solid enterprise alternative"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Pigment", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Invest in **Pigment** (for agile modeling)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Workiva", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is pre-IPO or public, Workiva is indispensable."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Maxio", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Maxio** (for automated metric accuracy)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Workday Adaptive Planning", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highly complex, long implementation timelines (often 6+ months)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Anaplan", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Highly complex, long implementation timelines (often 6+ months)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Nasdaq Boardvantage** if you require enterprise-grade, public-ready security compliance"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|OnBoard", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Invest in **OnBoard** if you want maximum director adoption"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Diligent Boards", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The market leader in the enterprise board portal category."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|google-small|Board Intelligence", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Narrative-First Board Reports"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|meta-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best board reporting software for an enterprise B2B company is Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|meta-small|Fairview", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Fairview, which scored highest (9.5/10)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|meta-small|Aleph", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Aleph, which compared 10 tools for board reporting software"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** consistently scores at the top for security, integration, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|Diligent Boards", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Boards** is a close second and is widely used by large B2B firms."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|BoardPAC", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BoardPAC** or **BoardEdge** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|BoardEdge", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardPAC** or **BoardEdge** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|BoardBook", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, web-based board portal with solid meeting-pack automation; often praised for cost-effectiveness."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|Governance360", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Governance360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emerging player with strong analytics and a flexible API"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|eZBoard", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "eZBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Known for high-availability infrastructure and a reputation in the financial-services sector."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|minimax-small|Onit Board", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Onit Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on legal-review workflows and contract-management integration"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best board reporting software for an enterprise B2B company in 2024/2025 is generally considered to be **Nasdaq Boardvantage**"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|mistral-small|Board Intelligence", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top contender is **Board Intelligence**, which is praised for its ease of use, advanced reporting tools"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|mistral-small|BOARD", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BOARD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BOARD** is also highly recommended for enterprise use"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|moonshot-small|Diligent Boards", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Diligent Boards** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nasdaq Boardvantage** is ideal if you're a public company or planning to go public"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|moonshot-small|OnBoard", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OnBoard** offers excellent modern UX at a lower price point"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|moonshot-small|BoardEffect", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Note:** More specialized for specific industries"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|openai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Nasdaq Boardvantage** first. It's the most clearly aligned with enterprise board reporting and governance needs"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|openai-small|Diligent Boards", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the broadest governance suite / established enterprise presence:** **Diligent Boards**"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|openai-small|OnBoard", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if board members want an especially simple, modern UX:** **OnBoard**"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|xai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "G2 Leader for Enterprise; 9.1/10 doc mgmt; top pick for large orgs"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|xai-small|Diligent Boards", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "G2 shows Nasdaq/Diligent leading for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|xai-small|OnBoard", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 top for usability; strong in enterprise but more mid-market friendly"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|xai-small|BoardEffect", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for B2B in healthcare/education but scales to enterprise."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|xai-small|Board Intelligence", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Decision-focused packs with automation."}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Diligent Boards", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1 | **Diligent Boards** | Market leader for public & regulated enterprises; deepest governance, risk, and compliance capabilities"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|OnBoard", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2 | **OnBoard** | Modern UX, per‑director pricing, robust security"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Diligent or Boardvantage are the safest bets"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Convene (Azeus)", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Convene (Azeus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Security‑conscious enterprises, on‑prem preferences | Quote‑based (custom)"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Aprio Board Portal", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "4 | **Aprio Board Portal** | Top‑rated security (ISO 27001 + SOC 2), transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|BoardEffect", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "5 | **BoardEffect** | Full governance suite with risk & compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Boardable", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Small‑to‑mid‑size private companies, nonprofits"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|AppDeck", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern private companies needing real‑time dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|iBabs", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "European enterprises, GDPR‑focused"}, {"id": "mai-20260917-1752-baseline-2|c209-l1|zai-small|Boardmaps", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardmaps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Flexible mid‑market firms"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|alibaba-small|Q4", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Q4** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|alibaba-small|Fundwave", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fundwave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Fundwave** as a strong modern alternative"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|alibaba-small|NetSuite SuiteAnalytics", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "NetSuite SuiteAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you use NetSuite:** Look into **NetSuite SuiteAnalytics**"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|alibaba-small|Investran", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a Private Company/Fund:** You may need **Investran** or **Hyperspace**"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|alibaba-small|Hyperspace", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Hyperspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "built specifically for the private capital and limited partner (LP) reporting structures"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|anthropic-small|Donnelley Financial Solutions (DFIN)", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Donnelley Financial Solutions (DFIN)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options for large enterprises include platforms like Donnelley Financial Solutions (DFIN), eSpeed, Nasdaq's tools, and others, but the \"best\" choice really depends"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|anthropic-small|eSpeed", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eSpeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular options for large enterprises include platforms like Donnelley Financial Solutions (DFIN), eSpeed, Nasdaq's tools"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|anthropic-small|Nasdaq's tools", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq's tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular options for large enterprises include platforms like Donnelley Financial Solutions (DFIN), eSpeed, Nasdaq's tools, and others"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|challenger-small|Workiva", "prompt": "c209-l2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workiva** as the safest default choice for investor reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|challenger-small|FactSet", "prompt": "c209-l2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "FactSet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FactSet** or **Q4 IR** are also strong candidates"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|challenger-small|Q4 IR", "prompt": "c209-l2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 IR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Q4 is highlighted as a top choice for large public companies at S&P 500 scale"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|deepseek-small|Q4 (Q4 Inc.)", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 (Q4 Inc.)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: Q4 (Q4 Inc.)"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|deepseek-small|Nasdaq IR Intelligence", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives: Nasdaq IR Intelligence (excellent for shareholder surveillance/targeting"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|deepseek-small|Notified", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notified", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Notified (great if you also want integrated press-release distribution via GlobeNewswire)"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|deepseek-small|Workiva", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If I had to pick one tool for \"investor reporting\" in the strict disclosure/filing sense, it's Workiva"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|deepseek-small|OneStream", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong alternative: OneStream if your priorities lean more toward complex consolidation"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|Workiva", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Our Top Recommendation: Workiva ... the undisputed gold standard for large-scale enterprise financial, ESG, and investor reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|Q4 Inc. (The Q4 Platform)", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 Inc. (The Q4 Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Our Top Recommendation: Q4 Inc. (The Q4 Platform)"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Nasdaq IR Insight is also highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|DealCloud (by Intapp)", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DealCloud (by Intapp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Our Top Recommendation: DealCloud (by Intapp) or Allvue Systems"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|Allvue Systems", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allvue Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DealCloud and Allvue are purpose-built to manage complex, non-linear relationships with large private equity backers"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|google-small|Visible.vc", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "standard startup tools like Visible.vc are too small"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|meta-small|Carta", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Carta - provides investor relations and reporting workflows for cap tables, equity plans, and investor updates"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|meta-small|Q4", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Q4 - best for large public companies wanting the broadest connected IR platform with AI-driven market intelligence."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|meta-small|Visible", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Visible - best fit for startups that need governed, access-scoped investor reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|meta-small|Dynamo", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Dynamo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better choice if your investor comms require enforced release workflows, event triggers, and traceable approvals at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|meta-small|Investran", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Investran - fund accounting and investor reporting software for private capital firms."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|minimax-small|NetSuite SuiteAnalytics", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "NetSuite SuiteAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**NetSuite SuiteAnalytics** - Good if you already use NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|minimax-small|eFront Insight", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront Insight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**eFront Insight** - Capital markets-focused platform"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|minimax-small|Fundwave", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fundwave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fundwave** - Investment management focused"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|minimax-small|Nasdaq", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specialized IR platforms** - Like those from Nasdaq, Multex, or similar providers"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|minimax-small|Multex", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Multex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Like those from Nasdaq, Multex, or similar providers"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|mistral-small|Carta", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** and **Q4** are the top choices due to their enterprise scalability"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|mistral-small|Q4", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta** and **Q4** are the top choices due to their enterprise scalability"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|mistral-small|Aleph", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team relies heavily on Excel or Google Sheets, **Aleph** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|mistral-small|eFront Insight", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For investment-specific reporting, **eFront Insight** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|Q4", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Q4 Platform"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: Nasdaq IR Insight"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|FactSet IR Solutions", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "FactSet IR Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for standardized market analytics and peer benchmarking"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|Irwin", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for centralizing investor data and relationship management"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|Juniper Square", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Juniper Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a private B2B company... you might want to consider Juniper Square or Visible instead"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|moonshot-small|Visible", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider Juniper Square or Visible instead, which are designed for private market investor reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|openai-small|Notified", "prompt": "c209-l2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notified", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Notified** as the first choice for investor reporting and broader investor relations operations."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|openai-small|Q4", "prompt": "c209-l2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Q4** is also strong, especially for investor targeting, engagement analytics, and IR CRM workflows."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|xai-small|Q4 Inc.", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 Inc.", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Q4 Inc. as the top investor reporting (or more broadly, Investor Relations/IR) tool."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|xai-small|Workiva", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dominates regulated reporting (85% Fortune 1,000); audit trails, XBRL, data lineage. Pairs well with Q4 for full stack."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|xai-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deep analytics from Nasdaq data; great for B2B giants already in Nasdaq ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|xai-small|Notified (or Intrado)", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notified (or Intrado)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated webcasting/press releases; suits comms-heavy teams."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|xai-small|Investran", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If private/VC-focused, consider Investran."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|zai-small|Workiva Investor Relations", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva Investor Relations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workiva Investor Relations** as your primary investor reporting tool."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|zai-small|Allvue Investor Portal", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allvue Investor Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative if you're in private capital:** Allvue Investor Portal for deep Microsoft integration"}, {"id": "mai-20260917-1752-baseline-2|c209-l2|zai-small|Qplix", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Qplix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative if you need strong workflow orchestration for quarter-end reporting:** Qplix."}, {"id": "mai-20260917-1752-baseline-2|c209-l2|zai-small|Carta", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you also need cap-table and equity management:** Consider Carta as a complementary tool."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Nasdaq Boardvantage or Diligent if your primary pain point is governance, security, and documentation... these are the safest bets."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|alibaba-small|Diligent Boards", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Nasdaq Boardvantage or Diligent if your primary pain point is governance, security, and documentation"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|alibaba-small|Azeus Convene", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Azeus Convene if your current toolset is outdated and you prioritize director engagement and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|alibaba-small|Workiva", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Workiva if your board reports need to be financially rigorous and closely tied to your statutory filings."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|alibaba-small|Planful", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Planful if your board meets are focused on operational performance, budgeting, and forecasting."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Diligent", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Diligent, OnBoard, and Boardable live here."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|OnBoard", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diligent, OnBoard, and Boardable live here."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Boardable", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "portals like BoardEffect or Boardable handle the distribution side more cleanly"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Diligent Boards, Nasdaq Boardvantage, BoardEffect, OnBoard, Azeus Convene"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|BoardEffect", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "portals like BoardEffect or Boardable handle the distribution side more cleanly"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Azeus Convene", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Diligent Boards, Nasdaq Boardvantage, BoardEffect, OnBoard, Azeus Convene"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Aprio", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aprio is a secure board portal software that facilitates efficient board meetings, document management, and governance processes."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|ClearPoint", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ClearPoint lives here."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Vena", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "dedicated reporting tools like Vena Solutions or Cube produce better financial outputs"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tools covered include Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Cube", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "dedicated reporting tools like Vena Solutions or Cube produce better financial outputs"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Syntellis", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Syntellis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tools covered include Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|OneStream", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Tools covered include Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Prophix", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Tools covered include Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Anaplan", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Tools covered include Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Microsoft Power BI", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Microsoft Power BI stands out for enterprise-grade self-service analytics backed by Azure and tight Microsoft 365 integration."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Tableau", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Leading options include Microsoft Power BI, Tableau, Qlik Sense, SAP Analytics Cloud..."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Qlik Sense", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Leading options include Microsoft Power BI, Tableau, Qlik Sense, SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|SAP Analytics Cloud", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Leading options include Microsoft Power BI, Tableau, Qlik Sense, SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|IBM Cognos Analytics", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "IBM Cognos Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Oracle Analytics", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Oracle Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|ThoughtSpot", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Domo", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Zoho Analytics", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|anthropic-small|Apache Superset", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Apache Superset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 25, "ev": "IBM Cognos Analytics, Oracle Analytics, ThoughtSpot, Domo, Zoho Analytics, and Apache Superset"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most commonly cited enterprise options in the results are **Nasdaq Boardvantage, Diligent Boards, Azeus Convene, OnBoard, Board Intelligence, Workiva, and BoardPAC**."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Diligent Boards", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong as a **board portal** for collaboration and governance records."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Azeus Convene", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes **package assembly and review control**."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|OnBoard", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on **workflow and secure delivery** rather than report-generation depth."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Board Intelligence", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Board Intelligence** is the most directly targeted of the enterprise options in these results"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Workiva", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stronger for **linked financial and regulatory reporting** that can feed board materials."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|BoardPAC", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Similar to portal products, with emphasis on **controlled document release and repeatability**."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|Planful", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "finance-led reporting tools such as **Planful** or **DataRails**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|challenger-small|DataRails", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "finance-led reporting tools such as **Planful** or **DataRails**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|Diligent Boards", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Diligent if you need the broadest, most secure governance platform and have a large compliance budget"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Nasdaq Boardvantage if you want a rigorous, secure portal with better UX and transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|Govenda", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class workflow-first approach to board pack publishing"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|OnBoard", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OnBoard if you want a strong, modern portal with solid governance at a more moderate cost"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|Board Intelligence (by SQLI)", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence (by SQLI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Board Intelligence if your problem is badly written, unclear board papers"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|ClearPoint Strategy", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ClearPoint if the board pack is built manually from spreadsheets and you want live KPI/strategy automation"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|BoardPAC", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BoardPAC and Convene are strong for Asia-Pacific/regulated markets"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|Convene", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BoardPAC and Convene are strong for Asia-Pacific/regulated markets"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|deepseek-small|AppDeck", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ClearPoint and AppDeck (with direct accounting integrations) are superior to traditional portals"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|Diligent Boards (Diligent One Platform)", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards (Diligent One Platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Diligent is the largest player in the market. It is incredibly comprehensive but can feel overly complex and clunky for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|OnBoard Board Management Software", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard Board Management Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The most intuitive, user-friendly enterprise board portal."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High-security governance software backed by the trust of the Nasdaq brand."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|Board Intelligence", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The premier platform for improving the *quality* of board papers"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|Board International (Board)", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board International (Board)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "An all-in-one decision-making and planning platform."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|google-small|ClearPoint Strategy", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strategy execution and reporting automation software."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|meta-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nasdaq Boardvantage: Best overall, enterprise governance, secure centralization of board and committee portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|meta-small|Diligent Boards", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Diligent Boards: Best overall, enterprise governance, secure centralization of board and committee portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|meta-small|Azeus Convene", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Azeus Convene: Enterprise governance, secure centralization of board and committee portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|meta-small|OnBoard", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnBoard: Enterprise governance, secure centralization of board and committee portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|meta-small|Workiva", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workiva: Enterprise governance, secure centralization of board and committee portals."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|minimax-small|Diligent Boards", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large or listed companies wanting a board portal within a wider governance, risk, and compliance suite"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|minimax-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large or heavily regulated organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|minimax-small|OnBoard", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OnBoard tends to score highest on user adoption"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|minimax-small|Azeus Convene", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong usability, broad ISO and SOC audit coverage, and on-premise hosting options"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|minimax-small|Boardable", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organizations needing a balanced mix of features and accessibility"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest user ratings for customer support, document management, and product direction... faster ROI (reported within 11 months)"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|mistral-small|Diligent Boards", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-tier security, advanced permissioning, and market intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|mistral-small|Azeus Convene", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For AI & scalability: Azeus Convene or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|mistral-small|OnBoard", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered governance suite (OnBoard AI), enterprise-grade security"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|mistral-small|Workiva", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For data-driven reporting: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Nasdaq Boardvantage** (Score: 9.3/10)"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|Diligent Boards", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broadest enterprise governance footprint** with suite depth"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|BoardPAC", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Highly regulated industries (financial institutions, government bodies)"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|Azeus Convene", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Generally more cost-effective than Diligent/Nasdaq"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|OnBoard", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More affordable entry point ($6K-12K/year vs $15K-30K for Diligent)"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|Govenda", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Growing enterprises needing solid core board management"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|Planful", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Finance-led reporting when structured planning processes are needed"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|moonshot-small|DataRails", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Teams wanting to keep Excel as their core workspace"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|Diligent Boards / Diligent One", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards / Diligent One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need board reporting tied to audit, risk, compliance, and ESG? → **Diligent**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|OnBoard", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need an enterprise board portal that directors will actually use? → **OnBoard**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|BoardEffect", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a governance tool for a nonprofit/association board? → **BoardEffect** or **Boardable**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|Boardable", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not the first choice for the most complex enterprise compliance/reporting environments."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|Boardvantage / Nasdaq Boardvantage", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardvantage / Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong board-portal pedigree, often considered in enterprise searches."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|openai-small|iBabs", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need formal public-sector meeting governance? → **iBabs**"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|Diligent Boards", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader for large enterprises (e.g., Fortune 500, regulated industries)."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for public companies and audit-heavy governance."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|OnBoard", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for mid-to-large enterprises prioritizing usability."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|Govenda", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-focused with governance maturity tools."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|Convene", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Convene", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Others like Convene or BoardEffect appear but less dominantly for pure enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|xai-small|BoardEffect", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Convene or BoardEffect appear but less dominantly for pure enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Nasdaq Boardvantage** | Enterprise Board Portal | 97% G2 rating for support/ease‑of‑use"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Diligent Boards", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| 2 | **Diligent Boards** | Enterprise Board Portal | 1M users, 75% of Fortune 500"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Azeus Convene", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| 3 | **Azeus Convene** | Board Portal + AI | 5+ hours saved per meeting"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Board Intelligence", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus on board effectiveness & strategic oversight"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|BoardPro", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong SMB/vertical focus; repeatable board packs"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Govenda", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise‑style workflow; versioning and director‑level permissions"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|Planful", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Financial‑led reporting; multi‑entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c209-l3|zai-small|DataRails", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excel‑connected governed layer; AI‑assisted month‑end close"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Tableau", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the standard \"per-user\" pricing model found in most modern SaaS analytics tools (like Tableau, Looker, or Domo) will result in runaway costs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Looker", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Tableau, Looker, or Domo) will result in runaway costs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Domo", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Tableau, Looker, or Domo) will result in runaway costs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Microsoft Power BI (with Azure Premium Capacity)", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft Power BI (with Azure Premium Capacity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you need flexible dashboards:** Choose **Power BI (Premium Capacity)**. It decouples cost from user growth."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Algoan", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Algoan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you need strict financial reporting/consolidation:** Choose **Algoan** or **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Oracle Hyperion", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Very steep learning curve; difficult to set up and maintain UI aesthetics for the board."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|MicroStrategy", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "MicroStrategy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cons:** Very steep learning curve; difficult to set up and maintain UI aesthetics for the board."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Diligent Alboon (formerly Board Books)", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Alboon (formerly Board Books)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Diligent is the gold standard for \"Board Portal\" software"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|OneStream", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Algoan** or **OneStream**. These are purpose-built for the complexity of a Board report"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Metabase", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**If you want open-source flexibility:** Consider **Metabase** or **Superset** hosted on your own servers."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|alibaba-small|Superset", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Superset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider **Metabase** or **Superset** hosted on your own servers. This eliminates all software licensing costs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|anthropic-small|Diligent Boards", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Option: Diligent Boards"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|anthropic-small|I'mBoard", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "only three publish pricing: I'mBoard ($30/seat/month, 3-seat minimum), Boardable and BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|anthropic-small|Boardable", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "though these are primarily designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|anthropic-small|BoardPro", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "though these are primarily designed for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|challenger-small|Diligent Boards", "prompt": "c209-l4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Boards / Nasdaq Boardvantage** are the strongest candidates for large, regulated organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Nasdaq Boardvantage** — strong choice for large teams and public-company governance needs."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|challenger-small|Board Intelligence", "prompt": "c209-l4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for board reporting quality, but ... not as the clearest fit for massive-user enterprise cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|Diligent", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you must explicitly avoid the following well-known platforms, as their TCO will explode: - **Diligent Boards:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|OnBoard", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**OnBoard (Passageways):** Uses per-user tiers and charges extra for AI and other add-ons"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|Aprio", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Absolute Best for Predictability: **Aprio**"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Large Public/Regulated Companies: **Nasdaq Boardvantage**"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|Boardable", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Boardable / Ideals:** Explicitly per-user per-month pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|deepseek-small|Ideals", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Ideals", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Boardable / Ideals:** Explicitly per-user per-month pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|google-small|Govenda (by OnBoard)", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda (by OnBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Govenda** if you want an out-of-the-box, secure, cloud-based board portal to easily distribute materials and manage governance for thousands of viewers"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|google-small|BoardCloud (Enterprise Edition)", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardCloud (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BoardCloud** if your IT department mandates on-premise hosting or complete control over data servers, paired with a flat-rate license."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|google-small|Aprio", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The premium, highly predictable mid-to-large market portal."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|google-small|Workiva", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Workiva** if your thousands of users are actively preparing, drafting, auditing, and compiling highly regulated financial or ESG board reports."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|meta-small|Fairview", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Fairview: Offers a range of pricing plans, including a $349/month plan for CEOs/CFOs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|meta-small|Aleph", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aleph: Provides a comparison of 10 board reporting software tools"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|meta-small|Board Intelligence", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Board Intelligence: Recommends enterprise-ready software with secure centralization"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|meta-small|FitGap", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "FitGap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FitGap: Offers a comparison of board reporting software tools"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|PPM Express", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "PPM Express", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation:** **PPM Express** offers true unlimited user pricing at $8,000/year for SMB and $25,000/year for enterprise"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|Wyn Enterprise", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Wyn Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Wyn Enterprise** | Flat fee | Embedded analytics, unlimited users |"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|Dotnet Report", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Dotnet Report", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Dotnet Report** | Flat license | Enterprise BI, unlimited users |"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|SimpleKPI", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "SimpleKPI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **SimpleKPI** | $79/month | Unlimited users, dashboards & KPIs |"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|Aprio Boardroom", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio Boardroom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For thousands of users, **Aprio** would be the best fit for predictable enterprise pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|AppDeck", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$299/month flat (unlimited board members)—but designed for smaller boards"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|minimax-small|BoardPro", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BoardPro**: Per-board pricing with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|mistral-small|Fairview", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fairview** and **Diligent** are the top choices, with Fairview being more cost-effective for mid-market to large companies"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|mistral-small|Diligent (One Platform)", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent (One Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Diligent offering the most robust enterprise governance suite"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|mistral-small|Govenda", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers flat-rate pricing, which is ideal for large deployments as it avoids per-user cost spikes."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|mistral-small|BoardPro", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uses a per-board pricing model ($1,650/year), which can be more predictable than per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|moonshot-small|Govenda", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Govenda** appears to be the strongest match for your specific need of \"thousands of users\" with predictable costs"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Nasdaq Boardvantage if you need the most robust enterprise features with transparent, all-inclusive pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|moonshot-small|BoardPro", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for Predictable Per-Board Pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|moonshot-small|Diligent Boards", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... Custom quote-based pricing; no published rates; costs scale directly with user count"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|BoardPro", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** — best for predictable, flat, unlimited-user pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|Diligent Boards", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "stronger enterprise pedigree, but less predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|Bordinal", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Bordinal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bordinal / Boardwise / similar flat-fee platforms** — also attractive if their security, audit, and admin features meet your needs."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|Boardwise", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bordinal / Boardwise / similar flat-fee platforms** — also attractive"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|Workiva", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **Workiva** or **Board** may be more relevant—but those are usually not designed around flat, thousands-of-users board portal pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|openai-small|Board", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like **Workiva** or **Board** may be more relevant"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|AppDeck Board Portal", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AppDeck Board Portal** (Strongest Match for Predictability)"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|Aprio Board Portal", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flat-fee model ... unlimited users, unlimited committees/storage/admins"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|BoardPro", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, predictable; scales without user-based hikes."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|Diligent Boards", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mostly quote-based/per-user scaling ... unpredictable without heavy negotiation"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why Avoid Per-User Models for Thousands of Users?"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|OnBoard", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "mostly quote-based/per-user scaling ... not \"predictable total cost.\""}, {"id": "mai-20260917-1752-baseline-2|c209-l4|xai-small|BoardEffect", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "mostly quote-based/per-user scaling ($15K–$70K+/year base, escalating with users/entities)"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|zai-small|Diligent", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the industry standard (Diligent) is actually the *least* predictable option"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|zai-small|Board (BI & CPM)", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board (BI & CPM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Board (BI)** if you need a tool that can pull data from thousands of internal sources to generate real-time financial dashboards for the board."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|zai-small|AppDeck", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "AppDeck is the market leader for predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-l4|zai-small|Microsoft 365 Governance (e.g., GovHub)", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft 365 Governance (e.g., GovHub)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cons: Implementation is complex and requires significant IT resources."}, {"id": "mai-20260917-1752-baseline-2|c209-l4|zai-small|OnBoard", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Diligent / OnBoard (The Giants) ... High, but pricing is opaque"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|deepseek-small|Diligent Boards", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading enterprise candidates mentioned consistently include Diligent Boards (broadest published security credentials)"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|deepseek-small|BoardEffect", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "candidates mentioned consistently include Diligent Boards ..., BoardEffect, OnBoard, and Board Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|deepseek-small|OnBoard", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "candidates mentioned consistently include Diligent Boards ..., BoardEffect, OnBoard, and Board Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|deepseek-small|Board Intelligence", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "candidates mentioned consistently include Diligent Boards ..., BoardEffect, OnBoard, and Board Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|google-small|Diligent", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The industry heavyweight for large enterprise and public companies... though it can be a heavy system with a higher price tag."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|google-small|OnBoard", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Widely praised for having the most intuitive, user-friendly interface for directors while maintaining top-tier security... Highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|google-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built directly by Nasdaq for enterprise and highly regulated industries. It is heavily compliance-focused"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|google-small|Workiva", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Workiva is the gold standard for enterprises. It fully supports enterprise SSO/SCIM, has impeccable SOC 2 compliance"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|google-small|Zeck", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A rapidly growing, modern alternative... delivers web-native, interactive board decks with real-time analytics"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|Aprio", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aprio: Offers SOC 2 Type II, HIPAA, and GDPR compliance."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|OnBoard", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OnBoard: Provides ISO 27001, ISO 27701, SOC 2, CSA STAR Level 1, HIPAA, GDPR, and HECVAT compliance."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|Boardable", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Boardable: Complies with SOC 2 Type II, GDPR, and HIPAA requirements."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|Diligent Boards", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Diligent Boards: Offers broad security credentials."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for public companies and regulated enterprises needing SSO, MFA, granular permissions, and remote purge."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|meta-small|Azeus Convene", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Azeus Convene, which allows users to get up to speed within 30 minutes"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|Diligent", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors**: Based on your requirements (e.g., Diligent, Nasdaq Boardvantage, BoardEffect, Aprio, OnBoard, or newer players like Govenda)."}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Diligent, Nasdaq Boardvantage, BoardEffect, Aprio, OnBoard, or newer players like Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|BoardEffect", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Diligent, Nasdaq Boardvantage, BoardEffect, Aprio, OnBoard, or newer players like Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|Aprio", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Diligent, Nasdaq Boardvantage, BoardEffect, Aprio, OnBoard, or newer players like Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|OnBoard", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Diligent, Nasdaq Boardvantage, BoardEffect, Aprio, OnBoard, or newer players like Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|mistral-small|Govenda", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or newer players like Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Nasdaq Boardvantage | SSO, MFA, granular permissions, remote purge"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|OnBoard", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "OnBoard | SOC 2 Type II, ISO 27001, dedicated success manager"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|Diligent Boards", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Diligent Boards | Part of wider GRC suite, comprehensive governance"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|Convene (Azeus)", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene (Azeus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Convene (Azeus) | On-premise hosting option, broad ISO/SOC coverage"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|Aprio", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aprio | No tier restrictions on security features"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|moonshot-small|BoardEffect", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BoardEffect | SSO and audit logging in entry tier"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|xai-small|OnBoard", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist**: OnBoard (strong SSO/SOC 2, G2 4.7)"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|xai-small|BoardEffect", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardEffect (audit logs in base plan)"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|xai-small|Aprio", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aprio (flat-fee compliance)"}, {"id": "mai-20260917-1752-baseline-2|c209-l5|xai-small|Diligent", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on board portals/management software like OnBoard, BoardEffect, Aprio, or Diligent"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Tableau", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Tableau**, **PowerBI**, **Qlik**, or **Looker** ... using them as a substitute for a dedicated Board Portal is risky."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|PowerBI", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "using them as a substitute for a dedicated Board Portal is risky"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Qlik", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "using them as a substitute for a dedicated Board Portal is risky"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Looker", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "using them as a substitute for a dedicated Board Portal is risky"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Microsoft Excel", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why to avoid:** There is no version control... Massive security liabilities."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Canva", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Canva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like **Canva**, **Prezi**, or simple PDF generators ... often treat reports as static images. **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|alibaba-small|Prezi", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Prezi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools like **Canva**, **Prezi**, or simple PDF generators ... often treat reports as static images. **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|anthropic-small|HubSpot", "prompt": "c209-l6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Marketing-focused tools like HubSpot and Whatagraph ... typically do not support cross-functional analytics or enterprise governance. These are unsuitable for board-level reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|anthropic-small|Whatagraph", "prompt": "c209-l6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Whatagraph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Marketing-focused tools like HubSpot and Whatagraph ... These are unsuitable for board-level reporting despite their reporting features."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|anthropic-small|ChatGPT", "prompt": "c209-l6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General assistants like ChatGPT and Claude help you draft, but they are not a board system"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|anthropic-small|Claude", "prompt": "c209-l6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General assistants like ChatGPT and Claude help you draft, but they are not a board system"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|anthropic-small|Microsoft 365 Copilot", "prompt": "c209-l6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft 365 Copilot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Embedded enterprise assistants (like Microsoft 365 Copilot) create a \"Shadow AI\" vulnerability"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|challenger-small|Diligent", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the market guidance repeatedly separates these from enterprise-grade platforms like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise-grade platforms like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Dropbox", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-grade file sharing & email (e.g., unsecured email, Dropbox, WeTransfer, Google Drive without enterprise governance)\n**Risk level: Critical — Avoid entirely for board materials**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|WeTransfer", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "WeTransfer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Risk level: Critical — Avoid entirely for board materials**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Google Drive", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Google Drive without enterprise governance)\n**Risk level: Critical — Avoid entirely for board materials**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Diligent", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Recommended enterprise-grade starting points** (for context): Diligent, Nasdaq Boardvantage, and Board Intelligence currently dominate the large-enterprise category"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Asana", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid wholesale:** Consumer file-sharing (Dropbox/email), generic PM tools (Asana/Trello)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Trello", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "generic PM tools (Asana/Trello), and small-nonprofit-focused board portals for your core board reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Monday.com", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Generic project management tools (e.g., Asana, Trello, Monday.com) used as board reporting platforms\n**Risk level: High — Caution required**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Boardable", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Small/nonprofit-focused board portals (e.g., Boardable... **Why to avoid:** These tools are built for small boards"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Aprio's small-business tiers", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aprio's small-business tiers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Small/nonprofit-focused board portals (e.g., Boardable, Aprio's small-business tiers, early-stage startups)\n**Risk level: High — Caution required**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Diligent, Nasdaq Boardvantage, and Board Intelligence currently dominate the large-enterprise category"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|deepseek-small|Board Intelligence", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Diligent, Nasdaq Boardvantage, and Board Intelligence currently dominate the large-enterprise category"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Slack/Teams", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack/Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples: Standard email, personal Slack/Teams channels... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|WhatsApp", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "unencrypted WhatsApp... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Google Drive", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "standard Google Drive, or consumer-tier Dropbox. Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Dropbox", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "consumer-tier Dropbox... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Power BI", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Direct, unfiltered access to Power BI... Why to use caution"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Tableau", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Direct, unfiltered access to Power BI, Tableau, Looker, or Domo dashboards. Why to use caution"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Looker", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Direct, unfiltered access to Power BI, Tableau, Looker, or Domo dashboards. Why to use caution"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Domo", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Direct, unfiltered access to Power BI, Tableau, Looker, or Domo dashboards. Why to use caution"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|PowerPoint", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Compiling board reports manually via PowerPoint, Excel, and Word... Why to avoid it"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Excel", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Compiling board reports manually via PowerPoint, Excel, and Word... Why to avoid it"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Word", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Word", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Compiling board reports manually via PowerPoint, Excel, and Word... Why to avoid it"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Diligent Boards", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "should evaluate platforms that specialize in enterprise-grade corporate governance (e.g., Diligent Boards, Workiva, Nasdaq Boardvantage, Board Intelligence, or OnBoard)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Workiva", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "e.g., Diligent Boards, Workiva, Nasdaq Boardvantage, Board Intelligence, or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "e.g., Diligent Boards, Workiva, Nasdaq Boardvantage, Board Intelligence, or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|Board Intelligence", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "e.g., Diligent Boards, Workiva, Nasdaq Boardvantage, Board Intelligence, or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|google-small|OnBoard", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "e.g., Diligent Boards, Workiva, Nasdaq Boardvantage, Board Intelligence, or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|Diligent", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Diligent is a popular board reporting tool used by large public companies, but it may have a dated UX and be expensive"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|AppDeck", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable for large public companies with complex compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|BoardPro", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other tools mentioned include BoardPro, Govenda, Aleph, Planful, and Cube, but their suitability for large enterprises is not clear."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|Govenda", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools mentioned include BoardPro, Govenda, Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|Aleph", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other tools mentioned include BoardPro, Govenda, Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|Planful", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other tools mentioned include BoardPro, Govenda, Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|meta-small|Cube", "prompt": "c209-l6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other tools mentioned include BoardPro, Govenda, Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|minimax-small|Board Intelligence", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Opt for purpose-built board portals (e.g., Board Intelligence, Diligent, BoardPak) that prioritize security, compliance, and usability."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|minimax-small|Diligent", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Opt for purpose-built board portals (e.g., Board Intelligence, Diligent, BoardPak)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|minimax-small|BoardPak", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPak", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Opt for purpose-built board portals (e.g., Board Intelligence, Diligent, BoardPak)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|mistral-small|Diligent", "prompt": "c209-l6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some enterprise-focused tools (e.g., Diligent, Nasdaq Boardvantage) are built for public companies ... these can be unnecessarily complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some enterprise-focused tools (e.g., Diligent, Nasdaq Boardvantage) are built for public companies ... these can be unnecessarily complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|moonshot-small|BoardPro", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for \"small and midsize organizations\" and nonprofits; lighter than full enterprise GRC suites; lacks advanced enterprise identity integrations"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|moonshot-small|BoardEffect", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"less scalability and fewer integrations\" that cause \"growing pains for rapidly growing boards\""}, {"id": "mai-20260917-1752-baseline-2|c209-l6|moonshot-small|Diligent", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Diligent (Salesforce/Drift breach, 2025): A third-party AI chatbot integration (Salesloft Drift) exposed director names, emails, phone numbers"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|moonshot-small|Trello", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Teams larger than 15-20 people \"typically outgrow Trello within 12-18 months\"; lacks governance controls, audit trails, and security features"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|Diligent Boards", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "*Caution:* Fine for public companies needing compliance, but test scalability for massive datasets."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|OnBoard", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "*Caution:* Strong for mid-market but may strain under enterprise multi-board complexity."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "*Caution:* Scalable and secure, but overkill/\"enterprise bloat\" for non-public firms; quote-based pricing lacks transparency."}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|Trello", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Non-specialized tools** (e.g., Trello, generic document libraries): No proper version control, security, or board-pack compilation"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|Board", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**AI-heavy or startup-focused reporters** (e.g., some like Board if misapplied): Slow with large enterprise data"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|xai-small|Workiva", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "hybrid portal + reporting (Workiva for financials) may outperform pure portals"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Dropbox", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic Collaboration/Cloud Storage (Dropbox, Google Drive, SharePoint, OneDrive, Box) **Why to avoid:** - **No governance controls:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Google Drive", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic cloud storage (Dropbox, Google Drive, SharePoint, OneDrive, Box)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|SharePoint", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic cloud storage (Dropbox, Google Drive, SharePoint, OneDrive, Box)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|OneDrive", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic cloud storage (Dropbox, Google Drive, SharePoint, OneDrive, Box)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Box", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic cloud storage (Dropbox, Google Drive, SharePoint, OneDrive, Box)"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Excel", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Spreadsheet‑Based Reporting (Excel, Google Sheets) as the Primary Tool **Why to avoid (or use only as a supplementary tool):**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Google Sheets", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Spreadsheet‑Based Reporting (Excel, Google Sheets) as the Primary Tool **Why to avoid**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Tableau", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Generic BI or Data‑Visualization Tools (Tableau, Power BI, Looker) Without Governance Wrappers **Why to use with caution:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Power BI", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Generic BI or Data‑Visualization Tools (Tableau, Power BI, Looker) Without Governance Wrappers **Why to use with caution:**"}, {"id": "mai-20260917-1752-baseline-2|c209-l6|zai-small|Looker", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Generic BI or Data‑Visualization Tools (Tableau, Power BI, Looker) Without Governance Wrappers **Why to use with caution:**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|alibaba-small|Diligent (formerly Boardable)", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent (formerly Boardable)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is widely considered the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|alibaba-small|Fello", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Efficiency & Automation (Modern Favorite)"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|alibaba-small|OnBoard", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tech & VC-Backed Companies"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|alibaba-small|Enboarder", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Enboarder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Director Engagement"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|OnBoard", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OnBoard is identified as the \"UX Leader\" of 2026, using AI to automate board book creation and is best for mid-market corporations seeking rapid adoption"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Aprio", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is positioned as a top-tier choice for mid-market firms seeking concierge-level support without enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Board Intelligence", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focuses on AI-powered automation for minute writing and board reporting, with a focus on mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|HighRadius", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "automates the financial reporting lifecycle from ERP data syncing to board-ready dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Planir", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Planir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong options include Planir, Datarails, Cube, Vena, Workday Adaptive Planning, Prophix, or Jirav"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Datarails", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong options include Planir, Datarails, Cube, Vena..."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Cube", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other strong options include Planir, Datarails, Cube, Vena..."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Vena", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other strong options include Planir, Datarails, Cube, Vena..."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Workday Adaptive Planning", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workday Adaptive Planning, Prophix, or Jirav—all handling multi-entity structures"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Prophix", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Workday Adaptive Planning, Prophix, or Jirav—all handling multi-entity structures"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|anthropic-small|Jirav", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Workday Adaptive Planning, Prophix, or Jirav—all handling multi-entity structures, audit trails, and board-grade output"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|OnBoard", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation: **choose OnBoard** for the best blend of **mid-market fit, board functionality, and ease of adoption**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|Board Intelligence", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Board Intelligence** and **BoardEffect** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|BoardEffect", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for mid-market boards, especially if you want a more board-governance-oriented product"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a top-tier, widely recognized platform and can tolerate a more enterprise-oriented approach"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|Azeus Convene", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also credible alternatives depending on budget, geography, and workflow preferences"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|iBabs", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "also credible alternatives depending on budget, geography, and workflow preferences"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|challenger-small|BoardPro", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also credible alternatives depending on budget, geography, and workflow preferences"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|OnBoard", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Overall Pick: **OnBoard** ... Broadly recommended as the sweet spot for mid-market B2B."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|AppDeck", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Real-Time CFO Reporting: **AppDeck** ... Great value if you're tired of static PDF board packs."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|Fairview", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fairview** — ~$349/month ... Ideal if your board meetings are driven by live financials."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|Diligent / Nasdaq Boardvantage", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent / Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's heavy, has dated UX, and lacks transparent pricing. Generally overkill/overpriced for most mid-market B2B firms."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|BoardEffect", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "~$8K–15K/year. Good for mid-size organizations, though more traditionally used by nonprofits"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|deepseek-small|Govenda", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "modern UX, ~$4.4/5 rating, strong Microsoft 365 integration, quote-based."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|OnBoard", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OnBoard is widely considered the gold standard for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Govenda by Diligent", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Govenda by Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Govenda is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Board Intelligence", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Board Intelligence is a premium option focused on helping management teams actually write *better* board reports."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Mosaic", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are a **growth-stage B2B SaaS** company that needs to automate the generation of SaaS/financial metrics for the board deck, choose **Mosaic**."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Cube Software", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your finance team wants to **stay in Excel** ... choose **Cube** or **Datarails**."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Datarails", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cube or Datarails is the perfect middle-ground"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|google-small|Jirav", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For companies in the lower-mid-market range ($5M to $30M ARR) ... Jirav is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|meta-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nasdaq Boardvantage - Best overall for most teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|meta-small|Fairview", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fairview - Best for $5M–$100M CEOs/CFOs"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|meta-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Excel-heavy mid-market teams consolidating several entities into one pack"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|OnBoard", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OnBoard** (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|Planful", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** (Best for Finance-Led Reporting)"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excel-native front end with web app and mobile access"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|BoardEffect", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardEffect** (Best for Growth-Stage Companies)"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... typically overkill (and overpriced) for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|minimax-small|Diligent Boards", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid ... typically overkill (and overpriced) for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you prioritize governance, compliance, and a robust feature set, Nasdaq Boardvantage is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|mistral-small|BoardEffect (by Nasdaq)", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect (by Nasdaq)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardEffect is excellent for mid-market companies looking for a balance of features and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|mistral-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams heavily invested in Excel, Datarails is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|mistral-small|Fairview", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fairview is tailored for companies in the $5M\\u2013$100M revenue range."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|moonshot-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Datarails (FinanceOS)** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|moonshot-small|Cube", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Cube** if you're a leaner team that wants fast time-to-value and lower complexity."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|moonshot-small|Planful", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Planful** if you need planning and forecasting integrated with your board reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More governance-heavy; may be overkill if you primarily need financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|openai-small|OnBoard", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market B2B:** **OnBoard** — strongest balance of usability, board-pack workflow, and security."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|openai-small|Board Intelligence", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want easier board reporting and reporting packs:** **Board Intelligence**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|openai-small|Diligent Boards", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Diligent Boards** as the safer choice if your board is more governance-heavy or regulated"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|openai-small|BoardPro", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly option for a smaller board:** **BoardPro**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|openai-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Diligent Boards** or **Nasdaq Boardvantage**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|OnBoard (formerly BoardEffect)", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard (formerly BoardEffect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation: OnBoard (formerly BoardEffect)**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|BoardPro", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious SMBs transitioning to mid-market | $199-$399/month ... Simple, affordable; quick setup"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|Diligent Boards", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Deep compliance (SOX/GDPR), but pricier/heavier for pure mid-market."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|AppDeck", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "KPI dashboards from live data (Stripe/NetSuite); modern, value-packed."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Top support/security; overkill unless scaling to public."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|xai-small|iBabs", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "iBabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EU/international B2B (GDPR focus) ... Strong meetings; good if global ops."}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|Aprio Board Portal", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio Board Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market B2B companies** ... **OnBoard** or **Aprio**—both offer intuitive UX and a solid feature set"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|Boardvantage (Nasdaq)", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardvantage (Nasdaq)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for larger or complex boards needing enterprise-grade features**: **Boardvantage** or **Govenda**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|BoardEffect (Diligent)", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect (Diligent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for mission-driven or nonprofit-leaning mid-market organizations**: **BoardEffect** or **Aprio**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|OnBoard", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best overall for mid-market B2B companies** ... **OnBoard** or **Aprio**"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|Govenda", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Boardvantage** or **Govenda**—offer robust permissions, unlimited committees, and AI-powered governance"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|Boardable", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Limited governance depth; fewer advanced features; overkill for larger or complex boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m1|zai-small|AppDeck", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best value for private companies with modern UX**: **AppDeck** (flat subscription, real-time dashboards) is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|alibaba-small|Diligent One (formerly Galvanize)", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Diligent One (formerly Galvanize)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are looking to move away from scattered emails, Dropbox folders, and static PDF attachments, Diligent is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|alibaba-small|Carta", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recommended Tool: Carta (specifically their Investor Dashboard feature)"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|alibaba-small|Pitch.com", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pitch.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended Tool: Pitch.com ... Pitch is the solution."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|alibaba-small|Qlipo", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Qlipo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you find Diligent too heavy/corporate, Qlipo is the modern challenger"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Carta", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta** - Comprehensive cap table and investor management"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Pulley", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pulley** - Equity management and reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Lattice/15Five", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Lattice/15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lattice/15Five** - Performance management with investor dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Brex/Mercury dashboards", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Brex/Mercury dashboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Brex/Mercury dashboards** - If you use their banking/financial tools"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Tableau", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built in Tableau, Data Studio, or Excel for specific needs"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Data Studio", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Data Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built in Tableau, Data Studio, or Excel"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|anthropic-small|Excel", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Built in Tableau, Data Studio, or Excel for specific needs"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|challenger-small|Workiva", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Workiva for the best balance of maturity, reporting depth, and fit for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|challenger-small|Visible", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more explicitly aimed at early-stage companies than mid-sized B2B firms"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|challenger-small|Irwin", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if your priority is investor relations and communications rather than pure financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|deepseek-small|Carta", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-sized B2B company, I'd recommend **Carta** for the best balance of investor reporting + equity management"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|deepseek-small|Visible.vc", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want to save money and only need updates, **Visible.vc** is the pragmatic, budget-friendly pick"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|deepseek-small|Pulley", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good Carta alternative if your lead investor's firm isn't locked into Carta"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|deepseek-small|Mosaic", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive (~$1,800/mo) — worth it only for larger SaaS companies that need deep metric reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|deepseek-small|Maxio", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If SaaS with complex metrics: Mosaic or Maxio"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|Visible.vc", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the industry standard for managing investor relationships, tracking metrics, and sending professional updates."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|Carta Investor Relations Hub", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta Investor Relations Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are already using Carta to manage your company's equity, their Investor Relations Hub is incredibly friction-free."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|Maxio (formerly SaaSOptics / Chargify)", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio (formerly SaaSOptics / Chargify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(The Mid-Market Gold Standard)"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|ScaleXP", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(The CRM-to-Finance Link)"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|Mosaic (now Bob Finance)", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Mosaic (now Bob Finance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go with **Mosaic** or **Aleph**"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|google-small|Aleph", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Excel-Native Teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|meta-small|Investran", "prompt": "c209-m2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Investran - Fund accounting and investor reporting software for private capital firms."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|meta-small|Visible", "prompt": "c209-m2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Visible - Investor update automation and KPI tracking, with pricing starting at $29 per month."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|meta-small|Pipedrive", "prompt": "c209-m2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A CRM tool that can be used for investor reporting, although it's not specifically designed for this purpose."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|minimax-small|Carta", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Carta** if you need comprehensive equity and investor management, or **Aleph** if your priority is streamlining board reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|minimax-small|Aleph", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Aleph** if your priority is streamlining board reporting with automated narrative generation"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|minimax-small|Visible", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for companies in the Series B range (~$10-25M)... More affordable for earlier-stage mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|minimax-small|Maxio", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're specifically a SaaS company, **Maxio** could be ideal since it's built for your business model."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|mistral-small|Fundwave", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fundwave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fundwave** is often recommended as the top overall pick due to its strong features, ease of use, and value for money"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|mistral-small|NetSuite", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ERP systems** like NetSuite or Microsoft Dynamics 365 might be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|mistral-small|Microsoft Dynamics 365", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ERP systems** like NetSuite or Microsoft Dynamics 365 might be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|moonshot-small|Visible.vc", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Visible.vc** if your priority is streamlining ongoing investor communications and KPI sharing."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|moonshot-small|Carta", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Carta** if you also need comprehensive equity management"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|moonshot-small|Pulley", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** — Best Value & Usability"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|moonshot-small|Fathom", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider Fathom** if your investor reporting needs center on sophisticated financial narrative"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|moonshot-small|Rundit", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Rundit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rundit** — Best for Portfolio-Level Reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|openai-small|Visible.vc", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Visible.vc** if the main goal is **clean investor updates, KPI reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|openai-small|Pulley", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you also want cap table + equity management tightly connected to investor reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|openai-small|Carta", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can feel heavier and more expensive than needed if you only want reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|openai-small|Affinity / CRM-style tools", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Affinity / CRM-style tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if investor relations is more relationship-management focused than reporting-focused"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|xai-small|Visible.vc", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Visible.vc as the top investor reporting tool."}, {"id": "mai-20260917-1752-baseline-2|c209-m2|xai-small|Carta", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** | Cap table + reporting | Custom (mid-market friendly) | Ownership analytics, investor portals"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|xai-small|Paperstreet.vc", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Paperstreet.vc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paperstreet.vc** | Simple updates/portals | Free / $49/mo Premium"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|xai-small|DocSend", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DocSend** (by Dropbox) | Secure document sharing | ~$10/user/mo"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|zai-small|Carta", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies (Series B or C), **Carta** is the safest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|zai-small|Q4 Inc. (Q4 Platform)", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 Inc. (Q4 Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Most Professional: Q4 Inc. (Q4 Platform)... Cons: Higher price point (enterprise-level)"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|zai-small|Paperstreet VC", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Paperstreet VC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Specialized / Cost-Effective: Paperstreet VC or Disco"}, {"id": "mai-20260917-1752-baseline-2|c209-m2|zai-small|Disco", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Disco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lean/Startup Budget: **Paperstreet** or **Disco**"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|Diligent Boards", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Diligent or Nasdaq Boardvantage if you are a public company or a global enterprise"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is known for being complex and expensive to implement"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|AppDeck", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose AppDeck, BoardPro, or Boardable if you want to modernize your operations"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|BoardPro", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for being the most cost-effective option that still delivers essential workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|Boardable", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It balances the ease of use of SMB tools with the stricter workflow controls"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|Passageways", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional Tools (Diligent, Boardvantage, Passageways): Historically, these functioned as secure digital filing cabinets."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|BoardPAC", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern Tools (AppDeck, BoardPAC, Planful): These act as report generators."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|alibaba-small|Planful", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern Tools (AppDeck, BoardPAC, Planful): These act as report generators."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|ClearPoint", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like ClearPoint tie the board pack to the plan itself (KPIs, objectives, budget, progress)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Vena Solutions", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vena Solutions integrates natively with Excel"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Cube", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cube connects to both Excel and Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Jedox", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jedox offers broader enterprise data connections with AI-powered forecasting"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nasdaq Boardvantage includes real-time analytics dashboards designed specifically for public company boards."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Diligent Boards", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Diligent Boards provides board analytics tools for analyzing reports"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|anthropic-small|Govenda", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Govenda is the first board management solution provider to use AI (called Gabii)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Diligent Boards", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong on **board pack distribution and governance**, not just reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best when you need **traceable change control** and director-ready board packs."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|OnBoard", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for **centralizing packs and distribution** in a portal-style workflow."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Azeus Convene", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for **board portal operations** and recurring meeting materials."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|BoardPro", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focuses on **controlled approvals and audit trails** for board packs."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Govenda", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better when you want **meeting-book reporting plus deeper workflow controls**."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Board Intelligence", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for **board-paper quality** rather than just distribution."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Workiva", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best when board reporting should tie closely to **financial reporting and controls**."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Planful", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good when **finance data should drive the board pack** and narrative."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|ClearPoint", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Builds reports from **live KPIs, objectives, and budget data** instead of static decks."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Cube", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Better for **live data-to-board-deck workflows** and narrative support."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|DataRails", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Spreadsheet-native finance teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|challenger-small|Aleph", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Spreadsheet-native finance teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Diligent Boards", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Diligent for enterprise"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "G2's enterprise leader; strong change control"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|OnBoard (Passageways)", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard (Passageways)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OnBoard for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|BoardEffect (Diligent brand)", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect (Diligent brand)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong for mission-driven orgs"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Azeus Convene", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best multilingual support and enterprise security"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Govenda", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Audit-focused recordkeeping"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Boardable", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most affordable; lighter governance features"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|AppDeck", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Boardable/AppDeck for budget"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Aleph", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Aleph or Cube if you're spreadsheet-native"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Planful", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Planful for finance-led reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Cube", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Aleph or Cube if you're spreadsheet-native"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|DataRails", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Evolved into a full \"FinanceOS\""}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|Oracle Cloud EPM", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Oracle for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|deepseek-small|BoardPro", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Nonprofits/SMBs: Boardable, BoardPro (affordable, simpler)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|OnBoard", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered one of the easiest-to-adopt portals. It requires almost no training for non-technical board directors."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Diligent (Diligent One Platform)", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent (Diligent One Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent is the titan of the industry. It is highly secure and customizable but can be very expensive and complex to implement."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Board Intelligence", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Board Intelligence actually helps executives write shorter, sharper, and more strategic board papers"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Boardable", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Nonprofits, school boards, and community organizations."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Tying board reporting to the actual corporate strategic plan."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Workiva", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Workiva is the gold standard for \"connected reporting\"."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Fathom", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small-to-mid-sized businesses (SMBs) needing visual financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|google-small|Datarails", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Finance teams who refuse to leave Microsoft Excel."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|BoardPro", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top-rated board reporting software, including BoardPro, Govenda, Board Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Govenda", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including BoardPro, Govenda, Board Intelligence, Azeus Convene"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Board Intelligence", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BoardPro, Govenda, Board Intelligence, Azeus Convene, BoardPAC"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Azeus Convene", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Board Intelligence, Azeus Convene, BoardPAC, Boardable"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|BoardPAC", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azeus Convene, BoardPAC, Boardable, Diligent Boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Boardable", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BoardPAC, Boardable, Diligent Boards, BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Diligent Boards", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Boardable, Diligent Boards, BoardEffect, iBabs"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|BoardEffect", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Diligent Boards, BoardEffect, iBabs, OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|iBabs", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BoardEffect, iBabs, OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|OnBoard", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "iBabs, OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Aleph", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some tools, such as Aleph, Planful, and Cube, offer narrative generation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Planful", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "such as Aleph, Planful, and Cube, offer narrative generation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|Cube", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Aleph, Planful, and Cube, offer narrative generation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|meta-small|AppDeck", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "others, such as AppDeck, offer real-time financial dashboards and customizable KPI tracking"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Diligent", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large public company**: Diligent or Nasdaq Boardvantage (robust compliance, audit trails)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Large public company**: Diligent or Nasdaq Boardvantage (robust compliance, audit trails)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Azeus Convene", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Azeus Convene** | Enterprise governance | $8.5/10 score"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|OnBoard", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mid-market seeking modern UX**: OnBoard or AppDeck"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Boardable", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small nonprofit or budget-constrained**: Boardable"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|BoardPro", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BoardPro** | SMBs | 7.5/10 score"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|AppDeck", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mid-market seeking modern UX**: OnBoard or AppDeck"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Board Intelligence", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tight decision-focused packs**: Board Intelligence"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Sherpany", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Sherpany", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Sherpany** – meeting workflow optimization"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Govenda", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Govenda** – enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|iBabs", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**iBabs** – international boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|Planful", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Finance-led reporting**: Planful or DataRails (for presentation-ready updates)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|minimax-small|DataRails", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Finance-led reporting**: Planful or DataRails (for presentation-ready updates)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|AppDeck Board Portal", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: CFOs wanting real-time dashboards and modern UX at reasonable pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprise-level organizations needing robust governance and compliance."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|BoardPro", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Differentiator: Highest overall score across features, ease of use, and value."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Aleph", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Differentiator: AI-driven commentary and seamless integration with spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Planful", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams wanting a repeatable, scalable approach to board reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Cube", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Startups and scale-ups needing real-time financial data and investor updates."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Diligent Boards AI", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Boards needing a governance-grade board portal with AI assistance."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|OnBoard", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Secure board portals with a focus on governance and compliance."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|Workiva", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Connected financial reporting and audit-ready documents."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|mistral-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Strategy and performance reporting for boards and councils."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large/listed companies needing high security and Nasdaq ecosystem integration"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Diligent Boards", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Used by 70% of Russell 3000 boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|OnBoard", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market companies prioritizing usability and value"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Board Intelligence", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations wanting concise, decision-focused board packs"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Public sector, healthcare, utilities, and higher education"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Aprio", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SMBs and highly regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Govenda", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Acquired by OnBoard; may be transitioning"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|moonshot-small|Boardable", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Nonprofits and associations"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Diligent Boards", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprise governance: Diligent Boards or Nasdaq Boardvantage."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|OnBoard", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for modern board packs and AI workflows: OnBoard."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for large enterprise governance: Diligent Boards or Nasdaq Boardvantage."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|BoardEffect", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for nonprofits / associations: BoardEffect or Boardable."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Convene", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong in secure meeting workflows and in-product controls"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Board Intelligence", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for improving board reporting quality itself: Board Intelligence."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Boardable", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for nonprofits / associations: BoardEffect or Boardable."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|openai-small|Aprio", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want simpler pricing: Aprio."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Diligent Boards", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader for enterprises; used by 700K+ leaders. High ratings (4.7/5 on Capterra)."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for compliance-heavy/public companies; excels in G2 support (97%)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|OnBoard", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market usability and modern UX; strong AI-assisted prep and adoption."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Boardable", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable pick for SMBs/nonprofits; starts at $79/mo."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|BoardPro/Govenda", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro/Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High overall scores (9.3/10); good for governance workflows."}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Azeus Convene", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others notable: Azeus Convene (Asia focus)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|BoardEffect", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BoardEffect (nonprofits)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ClearPoint Strategy (strategy/KPI automation)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|AppDeck", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AppDeck (value at $299/mo flat)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Aleph", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Aleph/Planful for finance variance narratives"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|xai-small|Planful", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Aleph/Planful for finance variance narratives"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Govenda", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Govenda** | 9.5/10 | Enterprise-style workflows, version control, director permissions baked into meeting books"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Repeatable board packs with traceable change control; director-ready delivery"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|iBabs", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want enterprise workflows without enterprise cost | **iBabs** or **Azeus Convene**"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Diligent Boards", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry standard; comprehensive governance suite"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Azeus Convene", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Full governance platform with board packs"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Workiva", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong ERP/financial system integration"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Board Intelligence", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proprietary management reporting platform (Lucia)"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Planful", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need finance-led reporting driving board packs | **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|BoardPro", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Best overall for SMBs; repeatable board packs with controlled approvals and audit trails"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Aprio", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Secure distribution, approvals, meeting records, audit coverage"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|DataRails", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Lighter option for board-ops teams building presentation-ready updates"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Fathom", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Financial-focused reporting for smaller boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m3|zai-small|Boardable", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Simple, user-friendly for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|Diligent", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike enterprise giants (like Diligent), these don't require sales calls or massive annual contracts."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|OnBoard", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Go with OnBoard** if you want a dedicated tool and want to spend the least amount possible."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|Boardable", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Boardable** (Best for Nonprofits & Small Orgs)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|BoardPro", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardPro** (Best for Simplicity)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|AppDeck", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Go with AppDeck** if you have a larger group of stakeholders/advisors"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|Microsoft SharePoint / OneDrive", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft SharePoint / OneDrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Go with SharePoint/OneDrive** if you are technically capable and cannot justify buying new software yet."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|Dropbox Business / Box", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Dropbox Business / Box", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These services offer better \"version history\" and security compliance than standard cloud storage"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|alibaba-small|Notion", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You can create a simple \"Board Room\" database within Notion."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|anthropic-small|Boardly", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Described as the easiest and most affordable board management platform for startups and small and medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|anthropic-small|Aprio", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Committed to making governance tools simple and affordable for all boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|anthropic-small|Boardable", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A user-friendly board management platform ... pricing starting at $99/month for the Essentials plan"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|Boardable", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want the *cheapest serious board portal*, Boardable is the clearest pick"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|BoardPro", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardPro is a better value if you need a bit more functionality and can spend more"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|AppDeck", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck is another solid option if you want modern reporting and can afford a higher entry point"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|Diligent", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **avoid Diligent, BoardEffect, and Boardvantage** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|BoardEffect", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would **avoid Diligent, BoardEffect, and Boardvantage** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|challenger-small|Boardvantage", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I would **avoid Diligent, BoardEffect, and Boardvantage** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|BoardPro", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most companies on a tight budget, **BoardPro** is the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|Boardable", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a **nonprofit**, go with **Boardable** ($79/mo)."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|AppDeck", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AppDeck** \\u2014 Best value for private companies"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|BoardSpace", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardSpace** at $69/month is worth a look"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|BoardBreeze", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great AI-generated minutes feature at a low entry point"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|OnBoard", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like OnBoard charge per director, so costs grow as your board grows"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|Diligent", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Diligent ($15K\\u201330K+/yr) and Board Intelligence are enterprise standard but far out of budget. Skip these"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|Board Intelligence", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board Intelligence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "far out of budget. Skip these unless you're a large public company."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|LiveFlow", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lighter tools like **LiveFlow** or **Cube** integrate with QuickBooks/Excel to generate financial reports at a lower cost"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|deepseek-small|Cube", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "lighter tools like **LiveFlow** or **Cube** integrate with QuickBooks/Excel to generate financial reports at a lower cost"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Diligent", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the biggest hurdle is avoiding traditional enterprise portals (such as Diligent or Nasdaq Boardvantage)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Nasdaq Boardvantage", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding traditional enterprise portals (such as Diligent or Nasdaq Boardvantage)... $5,000 to $15,000+ per year"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|I'mBoard", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with I'mBoard if you are a fast-moving, tech-forward startup that wants AI-driven meeting prep and minutes."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|BoardPro", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with BoardPro if you have a large team/board and want a flat, per-board monthly fee."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|BoardSpot", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with BoardSpot if you are a registered nonprofit and want to apply for deep grant-based software discounts."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|BoardSpace", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for HOAs, Condos, & Community Groups: BoardSpace ... a highly practical choice"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|BoardCloud", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Value Mid-Market Portal: BoardCloud ... bridges the gap"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Google Drive", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Drive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use Google Drive or Microsoft OneDrive (create a restricted shared folder for board members)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Microsoft OneDrive", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft OneDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use Google Drive or Microsoft OneDrive"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Notion", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Task & Agenda Tracking: Use Notion or Asana."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|Asana", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Task & Agenda Tracking: Use Notion or Asana."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|google-small|BoardBreeze", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For $29.99/month, you can use BoardBreeze. It is a standalone AI tool"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|meta-small|Boardable", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable is the most affordable serious option, starting at $79/month"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|meta-small|Passageways", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Passageways starts at $3,000/year"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|meta-small|AppDeck", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck is another option, priced at $299/month flat with no per-director fees."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|minimax-small|BoardSpace", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need basic features: Start with Boardable or BoardSpace"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|minimax-small|Boardable", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need basic features: Start with Boardable or BoardSpace"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|minimax-small|BoardPro", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the best value with more features: BoardPro offers the best balance of price and functionality"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|minimax-small|AppDeck", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want modern dashboards: AppDeck at $299/month is excellent value"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|minimax-small|Passageways", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Budget-conscious companies needing basic board portal"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|mistral-small|Boardable", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most affordable and straightforward solution, Boardable is likely the best choice if your needs are basic."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|mistral-small|Passageways", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardPro or Passageways are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|mistral-small|BoardPro", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardPro or Passageways are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|Boardable", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** if you have a very small board (under 10 members) and want the lowest per-user cost"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|BoardPaq", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BoardPaq** if you need more robust features like SWOT analysis, minutes builder, and multi-platform support at a reasonable price"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|Passageways (OnSemble)", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways (OnSemble)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-Tier Budget Option ... More affordable than enterprise competitors"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|BoardPro", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardPro** — Simple & Affordable"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|OnBoard", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**$6,000–$15,000/year** | OnBoard or BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|moonshot-small|BoardEffect", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**$6,000–$15,000/year** | OnBoard or BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|openai-small|BoardPro", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best value pick is usually BoardPro or Decisions"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|openai-small|Decisions", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Decisions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Decisions** stands out for the lowest entry price at **$14/month** and includes a free plan"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|openai-small|Convene", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want simple usability at a low annual cost:** **Convene** — starts at **$400/year**"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|openai-small|OnBoard", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "What to avoid on a tight budget... pricing is typically quote-based and often steeper"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|openai-small|Diligent", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "What to avoid on a tight budget... pricing is typically quote-based and often steeper"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|Boardable", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable stands out as the most affordable dedicated board reporting and management software"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|BoardPro", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives Under $300/Month | **BoardPro** | $165/board/mo"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|AppDeck", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AppDeck** | $149–$299/mo (flat) ... Real-time dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|BoardPaq", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BoardPaq** (mentioned in reviews) | ~$100–200/mo est."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|Google Workspace", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great starter but lacks specialized security/voting."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|xai-small|Microsoft 365", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great starter but lacks specialized security/voting."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|Boardable", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a simple, affordable solution for a small board** and are comfortable with manual setup: **Boardable (Core)** or **Google Workspace**."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|BoardPro", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a balance of affordability and features for a small business**: **BoardPro** or **BoardPaq**."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|BoardPaq", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BoardPro** or **BoardPaq**"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|BoardPAC", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small boards needing a lightweight solution | ~$70\\u2013$120 /month (per user)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|Aprio", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need more advanced reporting and dashboards**: **AppDeck** (flat $299/mo) or **Aprio**."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|AppDeck", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need more advanced reporting and dashboards**: **AppDeck** (flat $299/mo)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|Diligent", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Diligent** (enterprise-grade, higher cost)"}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|Societ \\u2013 My Board View", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Societ \\u2013 My Board View", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fully free | Deliberately bare-bones; suited for very small, non-confidential boards."}, {"id": "mai-20260917-1752-baseline-2|c209-m4|zai-small|Google Workspace", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Boardable (Core)** or **Google Workspace**"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|alibaba-small|Mosaic Reports", "prompt": "c209-m5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Mosaic Reports", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like **Mosaic Reports**, **Boardex**, or **Enboard**. These are designed specifically to automate financial reporting for middle-market companies."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|alibaba-small|Boardex", "prompt": "c209-m5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like **Mosaic Reports**, **Boardex**, or **Enboard**."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|alibaba-small|Enboard", "prompt": "c209-m5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Enboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like **Mosaic Reports**, **Boardex**, or **Enboard**. ... easier to set up but may lack deep project management features."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|alibaba-small|Diligent", "prompt": "c209-m5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools like **Diligent** ... These are robust but can be expensive and heavy to implement."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|alibaba-small|BoardEffect", "prompt": "c209-m5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "or **BoardEffect**. These are robust but can be expensive and heavy to implement."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|deepseek-small|Diligent", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors (Diligent, BoardEffect, Board Intelligence, iBabs, OnBoard, and similar are worth considering)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|deepseek-small|BoardEffect", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–5 vendors (Diligent, BoardEffect, Board Intelligence, iBabs, OnBoard, and similar are worth considering)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|deepseek-small|Board Intelligence", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3–5 vendors (Diligent, BoardEffect, Board Intelligence, iBabs, OnBoard, and similar are worth considering)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|deepseek-small|iBabs", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3–5 vendors (Diligent, BoardEffect, Board Intelligence, iBabs, OnBoard, and similar are worth considering)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|deepseek-small|OnBoard", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3–5 vendors (Diligent, BoardEffect, Board Intelligence, iBabs, OnBoard, and similar are worth considering)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|OnBoard", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OnBoard:** Highly secure, incredibly intuitive, and widely considered the \"sweet spot\" for mid-market companies. Excellent mobile UX."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Zeck", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A newer, highly disruptive platform... Great for tech-forward companies."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Diligent", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has the most robust compliance features but can be expensive and has a steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|BoardPro", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A clean, affordable, and easy-to-use portal built specifically for growing mid-market companies and SMEs."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Datarails", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails / Cube:** Perfect if your finance team is deeply wedded to Excel."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Cube", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Datarails / Cube:** Perfect if your finance team is deeply wedded to Excel."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Vena", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*(Examples: Datarails, Cube, Vena, Planful)*"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|Planful", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*(Examples: Datarails, Cube, Vena, Planful)*"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|google-small|ClearPoint Strategy", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Excellent if your board meetings are heavily focused on tracking strategic, cross-departmental KPIs and execution."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|meta-small|Diligent Boards", "prompt": "c209-m5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular board reporting software options include: 1. Diligent Boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|meta-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|meta-small|Workiva", "prompt": "c209-m5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Workiva"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|meta-small|BoardEffect", "prompt": "c209-m5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|meta-small|OnBoard", "prompt": "c209-m5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|Diligent One (formerly Diligent Boards)", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent One (formerly Diligent Boards)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full‑featured, strong analytics, global compliance"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|Nasdaq BoardPortal", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq BoardPortal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "High security, seamless integration with Nasdaq governance tools"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|BoardSource", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Non‑profit heritage, strong governance content, robust surveys"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|eShare", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "eShare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "User‑friendly interface, strong AI features, good for hybrid meetings"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|Govenda (by Diligent)", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Govenda (by Diligent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Community focus, easy committee management"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|BoardPad (APM‑集团)", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPad (APM‑集团)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in European market, excellent mobile experience"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|minimax-small|Microsoft Board (Teams + Power Apps)", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Microsoft Board (Teams + Power Apps)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Low‑cost, deep Office 365 integration, highly customizable"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|mistral-small|Diligent", "prompt": "c209-m5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "demo tools like Diligent, Board International, Workday Adaptive Planning, or Microsoft Power BI + SharePoint"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|mistral-small|Board International", "prompt": "c209-m5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board International", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "demo tools like Diligent, Board International, Workday Adaptive Planning, or Microsoft Power BI + SharePoint"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|mistral-small|Workday Adaptive Planning", "prompt": "c209-m5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "demo tools like Diligent, Board International, Workday Adaptive Planning, or Microsoft Power BI + SharePoint"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|mistral-small|Microsoft Power BI + SharePoint", "prompt": "c209-m5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Microsoft Power BI + SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "demo tools like Diligent, Board International, Workday Adaptive Planning, or Microsoft Power BI + SharePoint"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|Diligent", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise bloat: Tools like Diligent or Nasdaq Boardvantage can be overkill with six-figure annual fees"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Diligent or Nasdaq Boardvantage can be overkill with six-figure annual fees"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|Zeck", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Mid-market modern | Zeck, OnBoard | Balance of features, UX, and cost"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|OnBoard", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mid-market modern | Zeck, OnBoard | Balance of features, UX, and cost"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|BoardEffect", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mission-driven | BoardEffect | Nonprofits/mission organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|moonshot-small|Boardable", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-conscious | Boardable | Cost-sensitive organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|Diligent Boards", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Diligent Boards, Boardable, OnBoard, Nasdaq Boardvantage, BoardEffect, AppDeck, Aleph (for reporting-heavy), Limelight. Free trials all."}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|Boardable", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Boardable | Affordable, mobile polls/voting | $79–199/mo | Nonprofits/small boards"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|OnBoard", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OnBoard | Easy onboarding, action tracking | $6K–12K/yr | Growing teams"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Nasdaq Boardvantage | Repeatable packs, history | Enterprise (high) | Larger/reporting focus"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|BoardEffect", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Diligent Boards, Boardable, OnBoard, Nasdaq Boardvantage, BoardEffect, AppDeck"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|AppDeck", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AppDeck | Real-time dashboards, fast setup (30 min) | $299/mo+ | CFOs needing integrations"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|Aleph", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Aleph (for reporting-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c209-m5|xai-small|Limelight", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Aleph (for reporting-heavy), Limelight. Free trials all."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|alibaba-small|OnBoard Board Portal", "prompt": "c209-m6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard Board Portal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Users frequently report a **steep learning curve**"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|alibaba-small|Diligent Boards", "prompt": "c209-m6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Diligent is powerful but often criticized for being difficult to work with daily."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|alibaba-small|BoardEffect", "prompt": "c209-m6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy Platforms with Poor Integration (e.g., Early-stage BoardEffect)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|alibaba-small|Boardable", "prompt": "c209-m6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider looking at mid-market alternatives like **Boardable** (known for simplicity/mobile-first design)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|alibaba-small|Azeus Convene", "prompt": "c209-m6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Azeus Convene** (praised for ease of use), which generally receive fewer complaints"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|deepseek-small|Diligent (Boardbooks)", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent (Boardbooks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Very expensive** — often cited as the most costly option on the market"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|deepseek-small|Nasdaq Boardvantage / Directors Desk", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage / Directors Desk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**High cost** with a dated interface"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|deepseek-small|OnBoard", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Steep learning curve**, especially around level-based permission settings"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|deepseek-small|Azeus Convene", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Azeus Convene", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users report **login issues, syncing problems**"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|PowerPoint", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "using them as your primary board reporting tool is widely criticized... Jeff Bezos famously banned PowerPoint at Amazon"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Keynote", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Keynote", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Standard Presentation Decks (PowerPoint, Keynote, Google Slides)... should be avoided or approached with extreme caution"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Google Slides", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Slides", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Standard Presentation Decks (PowerPoint, Keynote, Google Slides)... should be avoided or approached with extreme caution"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Google Drive", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "using standard, free, or low-cost cloud storage and email to manage board communications to save money. This is highly discouraged."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Dropbox", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General-Purpose Consumer File Sharing & Messaging (Google Drive, Dropbox, standard Email, Slack)... This is highly discouraged."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Slack", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "General-Purpose Consumer File Sharing & Messaging (Google Drive, Dropbox, standard Email, Slack)... This is highly discouraged."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|ChatGPT", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Uploading proprietary financial statements... into public, consumer-grade AI models (like the free tiers of ChatGPT...) can compromise corporate data"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Excel", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Using massive, manually updated Excel spreadsheets as the core \"dashboard\" for board meetings is highly risky."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|OnBoard", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Choose a board portal (like OnBoard, Boardable, or Aprio) that prioritizes user experience (UX)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Boardable", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose a board portal (like OnBoard, Boardable, or Aprio)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|Aprio", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Choose a board portal (like OnBoard, Boardable, or Aprio)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|google-small|ClearPoint", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Select strategy-reporting platforms (like ClearPoint) or automated FP&A tools that sync directly with your live software."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|minimax-small|Dropbox", "prompt": "c209-m6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Using consumer-grade tools**: Email, personal file-sharing (Dropbox, Google Drive), and general collaboration tools are **not suitable** for board materials"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|minimax-small|Google Drive", "prompt": "c209-m6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "personal file-sharing (Dropbox, Google Drive), and general collaboration tools are **not suitable** for board materials"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|mistral-small|Aleph", "prompt": "c209-m6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Aleph, Planful, and Cube are noted for offering automated commentary"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|mistral-small|Planful", "prompt": "c209-m6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Aleph, Planful, and Cube are noted for offering automated commentary"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|mistral-small|Cube", "prompt": "c209-m6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Aleph, Planful, and Cube are noted for offering automated commentary"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|moonshot-small|Dropbox", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic File Storage Systems (Dropbox, Google Drive, etc.)** - **Why avoid**: Simply uploading board documents to shared drives creates major governance gaps"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|moonshot-small|Google Drive", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic File Storage Systems (Dropbox, Google Drive, etc.)** - **Why avoid**"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|moonshot-small|Diligent", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About ... Diligent (Enterprise Board Portal) ... Very expensive ($15K-$70K+ annually depending on size)"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|moonshot-small|BoardEffect", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users report navigation/folder complexity frustrates administrators"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|xai-small|Diligent Boards", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Diligent Boards: Dated interface, slow performance (especially with large PDFs or mobile), difficult navigation, and lack of offline access"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|xai-small|OnBoard", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "OnBoard: Frequent gripes about agenda glitches, permission settings, navigation difficulties, and upload issues"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|xai-small|BoardEffect", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BoardEffect: Platform bugs, unintuitive document uploads, clunky minutes integration, and server downtime"}, {"id": "mai-20260917-1752-baseline-2|c209-m6|xai-small|Boardable", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like Boardable or BoardPAC score well for value if avoiding the above pitfalls."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|xai-small|BoardPAC", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Boardable or BoardPAC score well for value if avoiding the above pitfalls."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|zai-small|Diligent Boards", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Great for large, regulated organizations with strong admin support, but can feel clunky for smaller or more agile boards."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|zai-small|Board (Boardbookit)", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board (Boardbookit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good for board books, but consider whether you need deeper analytics... Plan for time-intensive setup and training."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|zai-small|BoardEffect", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong governance and compliance features, but ensure robust support and consider your tolerance for occasional downtime."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|zai-small|OnBoard Board Management", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard Board Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for board meetings, but be prepared for a learning curve and higher cost."}, {"id": "mai-20260917-1752-baseline-2|c209-m6|zai-small|Aprio Board Portal", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aprio Board Portal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid governance portal, but ensure your team is comfortable with its search and login flows."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|I'mBoard.ai", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "I'mBoard.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation for Most Small B2Bs #### **I’mBoard.ai**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|Sweep", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Data-Driven Reporting (CFO Focus) #### **Sweep**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|Kintana", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Kintana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "or similar dashboard tools like Kintana"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|Notion", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Notion + Calendly + Google Drive (DIY Stack) ... Only choose this if you have **internal resources**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Small B2Bs * **Nasdaq Boardvantage / Diligent Boards:** ... overkill"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|Diligent Boards", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Small B2Bs * **Nasdaq Boardvantage / Diligent Boards:** ... overkill for most small private B2Bs"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|alibaba-small|BoardNow", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good for mid-market, but can be pricey and less flexible for fast-growing startups"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|BoardPro", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BoardPro is ideal for SMEs on a budget, with public pricing starting at $165 per board per month."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|BoardSpace", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardSpace offers a budget pick at $69 per month with public pricing."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|OnBoard", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OnBoard is best overall for growing SaaS companies, featuring AI-assisted prep and high director adoption."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|Boardable", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for small teams needing streamlined board collaboration"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "well-suited for small businesses with high accountability needs"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|anthropic-small|Simbli", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Simbli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simbli is a self-service, secure, cost-effective board management platform with no contract"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|challenger-small|BoardPro", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **BoardPro** if you want board materials, meeting management, and board reporting in one affordable package"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|challenger-small|Fathom", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** is a stronger fit for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|challenger-small|Diligent Boards", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it is generally more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|deepseek-small|Boardable", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Boardable** — simplest all-in-one option, strong SMB fit."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|deepseek-small|Aprio", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. **Aprio** — affordable, user-friendly, transparent pricing, great support."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|deepseek-small|OnBoard", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Custom pricing (~$6,000–12,000/year), so it's more suited to companies with a bit more budget than pure SMBs."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|deepseek-small|ClearPoint", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need live performance reporting**... strategy platforms like ClearPoint tie the board pack to live KPIs"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Visible.vc", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Visible.vc** (Best for Venture-Backed B2B Startups)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Jirav", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Jirav** (Best for Advanced FP&A & Financial Modeling)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Fathom", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fathom** (Best for Easy Monthly Management Reports)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Diligent", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise board portals (like Diligent or Nasdaq Boardvantage) cost upwards of $10,000–$20,000 per year and are bogged down with enterprise bloat."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cost upwards of $10,000–$20,000 per year and are bogged down with enterprise bloat"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|I'mBoard (imboard.ai)", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "I'mBoard (imboard.ai)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**I'mBoard (imboard.ai)** (Best Overall for Small B2B / Startups)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Boardly (boardly.co)", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardly (boardly.co)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Use **Boardly** or **I'mBoard** as your secure portal"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|BoardPro", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BoardPro is a widely used, budget-friendly board portal designed for small-to-medium enterprises"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Google Workspace", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you are Bootstrapped / Seed Stage:** Keep it simple. Use **Google Workspace**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Notion", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Notion** for your agendas/minutes"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|ChartMogul", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "a subscription analytics tool like **ChartMogul** or **Baremetrics** to grab your B2B SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|google-small|Baremetrics", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "like **ChartMogul** or **Baremetrics** to grab your B2B SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|meta-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated board reporting software includes Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|minimax-small|Diligent", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Diligent** – Offers comprehensive board management and reporting tools, widely used across industries."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides robust reporting and collaboration features, suitable for growing companies."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|minimax-small|BoardEffect", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known for user-friendly interfaces and strong security features."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|minimax-small|Onit", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Onit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on workflow automation and board packet preparation."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|minimax-small|Boardable", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A more affordable option with good core features for small teams."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** is highly recommended for small to mid-size boards"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|mistral-small|ClearPoint Strategy", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms like ClearPoint Strategy are also worth considering"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|BoardPro", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest **BoardPro** as the starting point"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Boardable", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Value for Very Small Teams... Very affordable entry point."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|DataRails", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your reporting is heavily financial/data-driven, consider **DataRails** or **AppDeck** instead."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|AppDeck Board Portal", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **DataRails** or **AppDeck** instead"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Governance360", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Governance360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Simple, Affordable Governance"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Diligent", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Watch for hidden fees ($5,000-20,000) with enterprise tools like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Watch for hidden fees ($5,000-20,000) with enterprise tools like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Cube", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "prioritize DataRails, Cube, or Aleph"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|moonshot-small|Aleph", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like Aleph can auto-draft variance commentary"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|openai-small|BoardPro", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **BoardPro**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|openai-small|OnBoard", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnBoard** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|openai-small|BoardPaq", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for small and midsize orgs that want an affordable, easy-to-use portal"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|xai-small|Diligent Boards", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prioritize affordable, simple tools with high ratings from SMB users over enterprise-heavy options like Diligent Boards"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|xai-small|Boardable", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Boardable** edges out for smallest B2B teams due to the lowest entry price and solid features without complexity"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|xai-small|BoardPro", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMEs/nonprofits needing flat-rate simplicity"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|xai-small|OnBoard", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growing B2B with modern needs (e.g., AI assist)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|xai-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Affordable vs. enterprise tools (e.g., Nasdaq Boardvantage is overkill/expensive)"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|AppDeck", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, **AppDeck** offers the best overall value—flat pricing, live financial dashboards, and a modern UX"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|Boardable", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your board is extremely small or you need the absolute lowest cost, **Boardable** (at the lower tier) is a solid, budget‑friendly choice."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|BoardPro", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You need simple, predictable per‑board pricing** | **BoardPro**"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|Sherpany", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Sherpany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If compliance and auditability are top priorities, **Sherpany** or **OnBoard** provide a middle ground"}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|Diligent Boards", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "• Expensive and often requires a dedicated admin.<br>• Overkill for a small B2B board."}, {"id": "mai-20260917-1752-baseline-2|c209-s1|zai-small|OnBoard", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Sherpany** or **OnBoard** provide a middle ground between enterprise power and mid‑market usability."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|alibaba-small|Visible.vc", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Visible.vc**."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|alibaba-small|Investran", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: Investran ... **Investran** is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|alibaba-small|Notion", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Notion** offers excellent templates for investor updates."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|anthropic-small|QuickBooks Online", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "QuickBooks Online handles baseline financial reporting with income statements, balance sheets, and cash flow statements"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|anthropic-small|Maxio", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Maxio combines subscription billing, automated revenue recognition, and investor-grade reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|anthropic-small|Floww", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Floww", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Floww provides small businesses with a sophisticated yet accessible investor reporting ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|anthropic-small|Visible", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like Visible make investor reporting repeatable, professional, and measurable."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|challenger-small|Visible.vc", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Visible.vc** as the best fit if your main need is investor updates and reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|challenger-small|Fairview", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good option for **pre-seed to Series C founders** looking for auto-built investor reporting at a lower starting price point"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|challenger-small|Carta", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you need broader cap table, equity, and investor relations workflows and are okay with an enterprise-style platform"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|challenger-small|Juniper Square", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Juniper Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more suited to fund, PE, or alternative investment firms than a typical small B2B operating business"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|challenger-small|Dynamo", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Dynamo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more suited to fund, PE, or alternative investment firms than a typical small B2B operating business"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Visible.vc", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Visible.vc** as the best starting point."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Investran", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise tools (Investran, Allvue, Altvia) aimed at VCs and private equity firms"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Allvue", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allvue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike enterprise tools (Investran, Allvue, Altvia) aimed at VCs and private equity firms"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Altvia", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Altvia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unlike enterprise tools (Investran, Allvue, Altvia) aimed at VCs and private equity firms"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Foundersuite", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Foundersuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A broader fundraising/IR platform (CRM + investor database + updates + data room)"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Aleph", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if your finance team works primarily in Excel or Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|Carta", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Useful if you're doing equity management, cap table tracking... but they're more specialized than a pure reporting tool."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|deepseek-small|DocSend", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "controlled document sharing, but they're more specialized than a pure reporting tool"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|google-small|Visible.vc", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Automated, Metric-Driven Updates: **Visible.vc** ... is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|google-small|Cabal", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Cabal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growth & B2B Sales Collaboration: **Cabal**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|google-small|Syft Analytics", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for In-Depth Financial Reporting & Forecasting: **Syft Analytics** ... is an exceptional choice."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|google-small|Carta", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Already Using Equity Management: **Carta**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|meta-small|Investran", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Investran - a fund accounting and investor reporting software for private capital firms."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|meta-small|Fairview", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fairview - a platform that offers investor update automation and KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|meta-small|Visible", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Visible - a platform that offers investor update automation and KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|minimax-small|Visible.vc", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Visible.vc** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|minimax-small|Fairview", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fairview** ($149/month) - Auto-builds investor updates from your data sources"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|minimax-small|Maxio", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more robust financial reporting specifically for B2B SaaS companies with subscription billing"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|minimax-small|Notion", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a Notion template or Google Slides deck works fine"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|minimax-small|Google Slides", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Google Slides", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a Notion template or Google Slides deck works fine"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|mistral-small|Visible", "prompt": "c209-s2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Visible** is the best starting point due to its ease of use, automation features, and affordability."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|moonshot-small|Visible.vc", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Visible.vc** as the starting point"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|moonshot-small|DocSend", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Drawback**: Data rooms require the Advanced plan ($150/month with 3-user minimum), which can get expensive for small teams"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|moonshot-small|Maxio", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your business is **SaaS with subscription revenue**, also consider **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|openai-small|QuickBooks Online", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**QuickBooks Online or Xero** for core financial data"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|openai-small|Xero", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online or Xero** for core financial data"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|openai-small|Fathom", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall for small B2B reporting:** **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|openai-small|Jirav", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want deeper planning/forecasting:** **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|openai-small|NetSuite", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best if you\\u2019re growing fast and need a more complete finance system:** **NetSuite + reporting add-ons**"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|Visible.vc", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Visible.vc as the top investor reporting tool."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|Paperstreet.vc", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Paperstreet.vc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheaper at $49/mo Premium; free tier): Simpler for just updates/profiles, unlimited recipients, but fewer integrations/metrics."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|Google Slides/Notion templates", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Google Slides/Notion templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Google Slides/Notion templates for basic PDFs"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|Standard Metrics", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Standard Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Standard Metrics (free for founders) for simple KPI sharing. Upgrade as you scale."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|Investran", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It matches small B2B needs better than heavier tools like Investran (for funds)"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|xai-small|HubSpot", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "general analytics like HubSpot (not investor-specific)"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|zai-small|Visible.vc", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Visible.vc** as your investor reporting tool."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|zai-small|Fairview", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative: Fairview ... Fairview is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c209-s2|zai-small|Notion template", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Notion/Google Slides** if you're bootstrapped with no investors yet"}, {"id": "mai-20260917-1752-baseline-2|c209-s2|zai-small|Google Slides deck", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Google Slides deck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Notion template** or **Google Slides deck** with a structured template"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|alibaba-small|AppDeck", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose AppDeck** if your board cares deeply about financial health and wants live dashboards connected to your accounting system."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|alibaba-small|Boardable", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Boardable** if you are a non-profit or have a tight budget and need reliable document security without complex features."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|alibaba-small|Lino", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Lino", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lino positions itself not just as a repository, but as a collaboration hub."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|alibaba-small|Notion / Google Workspace", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Notion / Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Pre-seed startups with < 3 board members... requires manual discipline"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|alibaba-small|Diligent", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Diligent** unless you are preparing for a rapid exit or IPO, as its licensing costs and complexity often overwhelm small teams."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|anthropic-small|Boardable", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams, Boardable and BoardEffect are particularly well-suited due to their affordable pricing and focus on simplicity"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|anthropic-small|Board Intelligence", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Board Intelligence excels if you need advanced reporting capabilities and AI-assisted content improvement"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|anthropic-small|Govenda", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Govenda offers centralized document management, real-time board book updates, and secure access controls"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|anthropic-small|BoardEffect", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Boardable and BoardEffect are particularly well-suited due to their affordable pricing and focus on simplicity"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "making it ideal for large organizations with intricate governance needs"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|Boardable", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical short list is usually **Boardable**, **BoardEffect**, **OnBoard**, and **Trello/monday.com**"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|BoardEffect", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stronger on board portal workflows for agendas, meeting materials, feedback, and outcomes"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|OnBoard", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small teams that want a modern, secure board pack workflow"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|Diligent Boards", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically heavier and more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|Board Intelligence", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong when the pain point is report quality"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|Pervasent / Board Papers", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Pervasent / Board Papers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Useful if you want documents to stay inside SharePoint"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|monday.com", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are not full board governance tools"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|ClickUp", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they are not full board governance tools"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|Trello", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "simpler and usually cheaper, but they are not full board governance tools"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|challenger-small|AppDeck", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "choose a **reporting platform** like **AppDeck**"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|BoardPro", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you **send board packs quarterly** and struggle with version control → **BoardPro** or **I’mBoard**."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|I’mBoard", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "I’mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Lowest flat-rate pricing in this category, designed for non-technical founders"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|AppDeck", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your board **primarily reviews live financials** and you want to kill the static deck → **AppDeck**."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|Boardable", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you’re a **nonprofit on a tight budget** → **Boardable**."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|OnBoard", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it’s pricier than the flat-rate options above, so it’s only worth it if you can justify the budget"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|Diligent", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "I’d caution against them for a small team. Diligent starts at $15,000+/year"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|deepseek-small|BoardEffect", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "I’d caution against them for a small team... BoardEffect (now merged with OnBoard) is more suited to large nonprofits"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|BoardPro", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **BoardPro** (for structured simplicity) or **Zeck** (for a modern web-first approach)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Diligent", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise portals (like Diligent) which require quote-based, high-ticket pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Zeck", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "go with **BoardPro** (for structured simplicity) or **Zeck** (for a modern web-first approach)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Boardable", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Boardable: Best for Small Nonprofits"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|OnBoard", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OnBoard: Best for Growing Startups Seeking Polished UX & AI Tools"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Fathom", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "get **Fathom** to automate your financials"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Databox", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or **Databox** to automate your company KPIs"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|google-small|Elate", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Elate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Elate: Best for Connecting Metrics to Strategic Narrative"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|meta-small|Boardable", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Boardable - Best for small nonprofits and community boards"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|meta-small|AppDeck Board Portal", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for CFOs who want real-time dashboards + modern UX at reasonable pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|meta-small|Diligent Boards", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall for securely centralizing board and committee portals"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|meta-small|BoardEffect", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-up for running board portals and governance workflows"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|meta-small|OnBoard", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for assembling meeting materials, sharing documents, collecting feedback"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|Boardable", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For nonprofits**: Boardable or ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|BoardPro", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For small businesses**: BoardPro or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|OnBoard", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For small businesses**: BoardPro or OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|AppDeck", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDeck**: Best for modern UX and real-time dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|ClearPoint Strategy", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**For nonprofits**: Boardable or ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|Diligent Boards", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Enterprise-tier**: Diligent, Nasdaq Boardvantage ($8K-40K+/yr) – overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|Boardvantage", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Nasdaq Boardvantage ($8K-40K+/yr) – overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|minimax-small|Aleph", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For financial focus**: ClearPoint or Aleph (if you need automated variance commentary)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Aleph", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Teams that want to build board packs and commentary directly from live data, without leaving Excel or Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Planful", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in financial consolidation and AI-driven insights, best for teams with complex reporting needs."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Cube", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for teams that rely heavily on spreadsheets but want to automate data refreshes and reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Boardable", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable and tailored for smaller organizations, especially nonprofits."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-grade but accessible for small teams, with strong security and compliance features."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|Govenda", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More enterprise-style workflows, suitable for teams with complex governance needs."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|mistral-small|ClearPoint Strategy", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small nonprofits and SMEs."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|BoardPro", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small teams:** Start with **BoardPro** (best balance of features, price, and ease)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|Boardable", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most affordable entry point for smaller boards... However, has limited advanced governance features compared to competitors."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|OnBoard", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planning to scale quickly:** **OnBoard** (grows with you)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|AppDeck", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flat pricing makes costs predictable; strong on visualization and reporting."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|BoardSpace", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tightest budget:** **Boardable** or **BoardSpace**"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|Notion", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Requires more setup... Not purpose-built for governance—no built-in voting, resolution tracking, or compliance features."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|moonshot-small|Google Workspace", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lacks structured board governance features (no voting, action tracking, or audit trails)"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|openai-small|monday.com", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want a **flexible all-in-one work platform** with dashboards built from your team's operating data"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|openai-small|Carta board deck template / reporting workflow", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Carta board deck template / reporting workflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best if your startup needs a **director-ready board deck** with standard startup metrics"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|openai-small|Geckoboard", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want **live KPI dashboards** that are easy to share on TVs, Slack, email, and mobile"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|openai-small|Databox", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want **simple automated reporting** for a small business or small team"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|openai-small|Boardable", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you mean **formal board governance software**: meeting packets, attendance, minutes, polls"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|xai-small|Google Looker Studio", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Looker Studio if free is priority—most small teams prototype there before upgrading"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|xai-small|Microsoft Power BI Pro", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Microsoft Power BI Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Power BI leads in advanced analytics/modeling"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|xai-small|Zoho Analytics", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable, AI assistant (Zia), broad app connectors"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|xai-small|Databox", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100+ pre-built KPI templates, quick multi-source dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|xai-small|Tableau", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy tools like Tableau ($15+/user but steeper curve) unless scaling."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|zai-small|BoardPro", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** is purpose‑built for small to midsize organizations and nonprofits... priced per board rather than per user."}, {"id": "mai-20260917-1752-baseline-2|c209-s3|zai-small|Aprio", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Security & compliance for regulated industries | Aprio"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|zai-small|Govenda", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI + Microsoft 365 integration, unlimited seats | Govenda"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|zai-small|OnBoard", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI agenda builder, meeting transcription, autonomous tasks | OnBoard"}, {"id": "mai-20260917-1752-baseline-2|c209-s3|zai-small|Diligent Boards", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it’s overkill for very small teams and carries a higher price tag"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|alibaba-small|BoardShape", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardShape", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Winner:** **BoardShape** ... The Best Value All-In-One Portal"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|alibaba-small|Diligent", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is simpler and cheaper than enterprise tools like Diligent."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|alibaba-small|BoardBreeze", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Automation & Simplicity **Winner:** **BoardBreeze**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|alibaba-small|AppDeck", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Financial Dashboards (Data Visualization) **Winner:** **AppDeck**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|alibaba-small|Google Drive/SharePoint", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Drive/SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Use **Google Drive/SharePoint** (for docs) + **Zoom/Teams** (for meetings) + **Manual Tracking**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|anthropic-small|Wave", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** appears to be the most affordable option"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|anthropic-small|QuickBooks Online", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** offers a good balance of features and affordability for small business needs"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|anthropic-small|BoardEffect", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardEffect (now part of Diligent) serves over 14,000 mission-driven organizations with pricing designed for nonprofit budgets."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|challenger-small|BoardPro", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** the stronger all-around pick if you can stretch a bit"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|challenger-small|Boardable", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is *very* tight, **Boardable** is the safest choice"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|challenger-small|Passageways", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you want a basic board portal at a moderate price | Starts at **$3,000/year**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|BoardPro", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** is the standout choice — it's affordable, SME-first, transparently priced"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|Boardable", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoardSpace** or **Boardable** are the cheapest solid options"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|BoardSpace", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BoardSpace** or **Boardable** are the cheapest solid options"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|AppDeck", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Best value if you want modern dashboards* - **$299/month flat**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|Passageways", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Budget-conscious basic portal* - Starting around **$3,000/year**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|Societ's My Board View", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Societ's My Board View", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Societ's My Board View** (deliberately bare-bones)"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|deepseek-small|Google Workspace", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even Google Workspace (Docs + Drive + Calendar) can work as a stopgap"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|Diligent", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise board portals (like Diligent or OnBoard) usually cost thousands of dollars per year and require custom quotes."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|OnBoard", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise board portals (like Diligent or OnBoard) usually cost thousands of dollars per year and require custom quotes."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|BoardPro", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **I'mBoard** (if you have 3 to 5 board members) or **BoardPro** (if you have a slightly larger board and want robust, polished features)."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|I’mBoard", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I’mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **I'mBoard** (if you have 3 to 5 board members)"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|BoardBreeze", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BoardBreeze is a dedicated AI tool where you simply upload an audio recording of your meeting, and its AI drafts compliant, formal board minutes."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|Fathom", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "subscribe to **Fathom** or **Clockwork** to automate the creation of your financial reporting decks"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|Clockwork.ai", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "subscribe to **Fathom** or **Clockwork** to automate the creation of your financial reporting decks"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|google-small|Syft Analytics", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Very similar to Fathom, Syft excels at taking raw ledger data and turning it into gorgeous, easy-to-read graphs and reports."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|meta-small|Boardable", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best board reporting software for a small company with a tight budget is Boardable, which is priced between $79-$329 per month."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|meta-small|BoardPro", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BoardPro, which is priced between $199-$399 per month"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|meta-small|AppDeck", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck, which is priced at $299 per month flat with no per-director fees"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|meta-small|Passageways", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Passageways is another option, starting at $3,000 per year."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|minimax-small|BoardPro", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** (Best Overall for Small Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|minimax-small|BoardSpace", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If budget is primary concern**: **BoardSpace** at $69/month - most affordable proper board portal"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|minimax-small|Boardable", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cost-effective pricing tailored for small organizations"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|minimax-small|AppDeck", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**AppDeck** (Best Value for Private Companies)"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|minimax-small|BoardBreeze", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you just need basic reporting + minutes**: **BoardBreeze** at $29.99/month"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|mistral-small|Boardable", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** – Best for small nonprofits and community boards... one of the most affordable serious options available"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|mistral-small|Passageways", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another budget-conscious choice, starting at $3,000 per year."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|mistral-small|BoardPro", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for small to medium businesses wanting affordable simplicity"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|mistral-small|Google Workspace", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these lack advanced features like voting, audit trails, and director-specific access controls"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|mistral-small|Notion", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these lack advanced features like voting, audit trails, and director-specific access controls"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|moonshot-small|Boardable", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have a very tight budget (under $2,000/year):** Start with **Boardable** – it has the lowest entry point"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|moonshot-small|BoardPro", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want better value as you grow:** **BoardPro** or **AppDeck** offer flat-rate pricing"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|moonshot-small|Passageways (OnBoard's budget tier)", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways (OnBoard's budget tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cons:** Basic feature set, may outgrow quickly"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|moonshot-small|AppDeck", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need financial dashboards:** **AppDeck** stands out for real-time reporting at a reasonable price point."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|openai-small|Boardable", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick: Boardable** — it shows a **$0 starting plan**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|openai-small|Easy Board", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Easy Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starts at **$49/year for 10 users**, which is extremely affordable"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|openai-small|BoardPro", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the best balance of polish + affordability:** consider **BoardPro**"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|openai-small|BoardSpot", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned for smaller nonprofits/mission-driven orgs and explicitly highlighted for better affordability"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|xai-small|I'mBoard", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My pick for most small tight-budget companies: Start with I'mBoard or BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|xai-small|BoardPro", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My pick for most small tight-budget companies: Start with I'mBoard or BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|xai-small|Boardable", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable entry for basics like agendas, packets, scheduler, storage... Cons: Per-user can add up"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|xai-small|Google Workspace/Notion/Google Drive + Doodle", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace/Notion/Google Drive + Doodle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Not full portals, but excellent free/cheap starters for sharing reports, agendas, and scheduling."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|xai-small|My Board View/Societ", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "My Board View/Societ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bare-bones portal; skip unless nonprofit."}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|Boardable", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable — Best Overall for Tight Budgets"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|BoardBreeze", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardBreeze — Best for AI Minutes Automation"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|BoardPro", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardPro — Best for Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|I'mBoard", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I'mBoard — Best for Infrequent Board Meetings"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|BoardSpace", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BoardSpace — Most Affordable Per User"}, {"id": "mai-20260917-1752-baseline-2|c209-s4|zai-small|Passageways", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Passageways | $3,000+/year | Budget-conscious orgs needing basic portal"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Diligent", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need enterprise bloat (think Diligent or Nasdaq Boardvantage)"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't need enterprise bloat (think Diligent or Nasdaq Boardvantage)"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Boardable", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong options for small/growth-stage companies include **Boardable** (great for smaller boards, auditable workflows)"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Sherpany", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Sherpany", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sherpany** (tightly controlled packs with automation/APIs)"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Elevale", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Elevale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "newer purpose-built reporting tools like **Elevale** and **imboard** that explicitly target the 10\\u2013100 person range"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|imboard", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "imboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "newer purpose-built reporting tools like **Elevale** and **imboard**"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Cube", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For finance-heavy rollups, **Cube** (connects Excel/Sheets) ... relevant if you're CFO-led"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|deepseek-small|Vena", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Vena** (Excel-native) are relevant if you're CFO-led"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Diligent", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise board software (like Diligent or BoardVantage) can easily cost $10,000 to $20,000+ per year and require multi-year contracts."}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|BoardVantage", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardVantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise board software (like Diligent or BoardVantage) can easily cost $10,000 to $20,000+ per year and require multi-year contracts."}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Boardly", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Boardly:** Specifically designed for fast-moving startups. It focuses heavily on tracking resolutions, getting quick e-signatures on option grants, and managing simple agendas."}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|I’mBoard", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "I’mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A great startup-focused platform featuring transparent pricing, rapid 15-minute setup, and AI-assisted meeting prep and summaries."}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|BoardPro", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A highly rated, affordable portal designed specifically for SMEs and non-profit boards"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Agendalink", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Agendalink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A fantastic choice if you want to collaborate on agendas asynchronously with a very low friction threshold"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Fathom", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you use QuickBooks or Xero, these are incredibly user-friendly tools that pull your financial data"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Syft Analytics", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fathom or Syft Analytics: ... incredibly user-friendly tools that pull your financial data and turn it into highly polished, presentation-ready board reports"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Jirav", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you have raised institutional funding and have a dedicated finance hire, these tools offer advanced FP&A forecasting"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Mosaic", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Jirav or Mosaic: ... advanced FP&A forecasting, runway modeling, and automatic board slide generation"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|google-small|Klipfolio", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Excellent if you want to build custom, live executive dashboards to share with board members in real-time."}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|AppDeck", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AppDeck or Boardable for pre-seed to Series A, AppDeck or OnBoard for Series B-C ... AppDeck for real-time financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Boardable", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AppDeck or Boardable for pre-seed to Series A"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|OnBoard", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck or OnBoard for Series B-C"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Diligent", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Diligent or BoardEffect for traditional governance"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|BoardEffect", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Diligent or BoardEffect for traditional governance"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular board reporting software options for small to medium-sized businesses include"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Diligent Boards", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "2. Diligent Boards"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Azeus Convene", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "3. Azeus Convene"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|DataRails", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "5. DataRails"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Workiva", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "6. Workiva"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Fathom", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "7. Fathom"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|BoardPro", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "8. BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|meta-small|Planful", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "10. Planful"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|minimax-small|Boardable", "prompt": "c209-s5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for smaller companies include Boardable, BoardEffect, and ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|minimax-small|BoardEffect", "prompt": "c209-s5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for smaller companies include Boardable, BoardEffect, and ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|minimax-small|ClearPoint Strategy", "prompt": "c209-s5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for smaller companies include Boardable, BoardEffect, and ClearPoint Strategy"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|Diligent Boards", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are some popular options to research:\n- **Diligent Boards**"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|BoardEffect", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|BoardPaq", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|OnBoard", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|Aprio", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|mistral-small|Boardable", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Here are some popular options to research"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|Boardable", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** - Transparent pricing, good for small companies"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|OnBoard", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnBoard** - Balances features with usability for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|Convene", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Convene** - Strong for agenda-linked packs with annotations"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|Aprio", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Aprio** - Good for recurring board cycles"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|Diligent", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise-heavy solutions like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they're overkill and overpriced for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|xai-small|Boardable", "prompt": "c209-s5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize solutions like Boardable, OnBoard, or BoardCloud... Vendor stability: Established players with small-org focus (e.g., Boardable for nonprofits/small biz)"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|xai-small|OnBoard", "prompt": "c209-s5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize solutions like Boardable, OnBoard, or BoardCloud, which cater to small/mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s5|xai-small|BoardCloud", "prompt": "c209-s5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize solutions like Boardable, OnBoard, or BoardCloud"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Tableau", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overkill Enterprise Business Intelligence (BI) Tools ... The Exception: Only use these if you have a full-time CTO or Financial Controller"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Power BI", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep Learning Curve: Setting up a connection between an accounting tool (like QuickBooks) and a complex BI engine takes technical expertise."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Qlik", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are powerful data analytics platforms designed for dedicated data scientists and IT departments."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Looker", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Data Overload: These tools generate thousands of data points. A small business board usually needs a high-level narrative view"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Netsuite", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Netsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Printing PDFs directly from Netsuite... relying solely on raw exports is dangerous."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Sage Intacct", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While tempting because the data is already there, relying solely on raw exports is dangerous."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Xero", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Printing PDFs directly from Netsuite, Sage Intacct, or Xero ... Lack of Context: ERPs show numbers; they do not tell a story."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Google Drive", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Using personal Google Drive... for board documents ... No Audit Trails ... Security Risks"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|alibaba-small|Dropbox Basic", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox Basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Consumer-grade sharing links are less secure than what professional board portals offer."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|Diligent", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Platforms (Diligent, Nasdaq Boardvantage) ... most commonly flagged as **overkill** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Platforms (Diligent, Nasdaq Boardvantage) ... overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|OnBoard", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**OnBoard** is frequently cited for a **steep learning curve** ... with users reporting boards abandoning it"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|Notion", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generic \"Document Locker\" Solutions (Notion/Google Drive/SharePoint workarounds) ... be cautious"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|Google Drive", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generic \"Document Locker\" Solutions (Notion/Google Drive/SharePoint workarounds)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|SharePoint", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generic \"Document Locker\" Solutions (Notion/Google Drive/SharePoint workarounds)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|Boardable", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the sensible range is around $0–$500/month** (tools like Boardable, I'mBoard, BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|I'mBoard", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "tools like Boardable, I'mBoard, BoardPro, or even a structured Notion workflow"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|deepseek-small|BoardPro", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "tools like Boardable, I'mBoard, BoardPro"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Diligent", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "generally a poor fit for small businesses.\n* **Why to avoid them:**"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade GRC Platforms (e.g., Diligent, Nasdaq Boardvantage, BoardEffect) ... generally a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|BoardEffect", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade GRC Platforms (e.g., Diligent, Nasdaq Boardvantage, BoardEffect) ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Tableau", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to use caution: ... Creating beautiful, functional dashboards in tools like Tableau requires advanced data knowledge"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Power BI", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-End Business Intelligence (BI) Suites (e.g., Tableau, Power BI) ... they are rarely ideal for board reporting"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Slack", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "The \"DIY\" Approach: Email, Slack, and Loose Cloud Folders ... Why to avoid this: ... Cybersecurity Risks"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Google Drive", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "shared Google Drive/Dropbox folders to distribute board materials ... Why to avoid this"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Dropbox", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "shared Google Drive/Dropbox folders to distribute board materials ... Why to avoid this"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|BoardPro", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for tools explicitly built for startups, small-to-medium businesses (SMBs), and nonprofits (e.g., **BoardPro, Boardable, Ideals Board, or Zeck**)."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Boardable", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look for tools explicitly built for startups ... (e.g., **BoardPro, Boardable, Ideals Board, or Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Ideals Board", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Ideals Board", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Look for tools explicitly built for startups ... (e.g., **BoardPro, Boardable, Ideals Board, or Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|google-small|Zeck", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Look for tools explicitly built for startups ... (e.g., **BoardPro, Boardable, Ideals Board, or Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|meta-small|BoardPro", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BoardPro, which is described as being \"affordable\" and having a \"simple interface\" that is easy to learn"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|meta-small|Aleph", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other tools that are mentioned include Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|meta-small|Planful", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other tools that are mentioned include Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|meta-small|Cube", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools that are mentioned include Aleph, Planful, and Cube"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|minimax-small|Diligent", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise tools like Diligent and Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|minimax-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid enterprise tools like Diligent and Nasdaq Boardvantage"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|minimax-small|BoardPro", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BoardPro** ($199–$399/month) – Simple and affordable"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|minimax-small|AppDeck", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDeck** ($299/month flat) – Good value for private companies"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|mistral-small|Diligent", "prompt": "c209-s6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many tools designed for large corporations (such as Diligent or Nasdaq Boardvantage) come with unnecessary features, steep learning curves, and high costs."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many tools designed for large corporations (such as Diligent or Nasdaq Boardvantage) come with unnecessary features, steep learning curves, and high costs."}, {"id": "mai-20260917-1752-baseline-2|c209-s6|moonshot-small|Diligent Boards", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Described as \"enterprise bloat\" that's \"overkill for most startups.\""}, {"id": "mai-20260917-1752-baseline-2|c209-s6|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Built for \"Nasdaq-backed enterprises,\" this tool is extremely expensive"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|moonshot-small|BoardPro", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**BoardPro** \\u2013 $199\\u2013$399/month, simple and affordable"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|moonshot-small|AppDeck", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AppDeck** \\u2013 $299/month flat rate, modern UX with real-time dashboards"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Diligent Boards", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution: **Diligent Boards** ... Overkill unless you need deep compliance"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Labeled \"enterprise-grade, very expensive\" and \"overkill for startups/Series A companies\""}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Convene", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Convene", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Geared toward international/large boards; high cost and advanced multilingual features unnecessary for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|BoardPro", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Opt for affordable alternatives like **BoardPro** ($199–$399/mo, simple for small biz)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|AppDeck", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AppDeck** ($299/mo flat, real-time dashboards)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|OnBoard", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like OnBoard have G2 complaints about permissions, agenda glitches, and high cost—still usable for SMBs but test via pilot"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Boardable", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Boardable** ($21–$36/user/mo, nonprofits/SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Google Workspace", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free/cheap starters: Google Workspace, Dropbox + Zoom for basics, but upgrade for security/voting"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Dropbox", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free/cheap starters: Google Workspace, Dropbox + Zoom for basics"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|xai-small|Zoom", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dropbox + Zoom for basics, but upgrade for security/voting"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Diligent Boards", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Enterprise board portals (Diligent, Nasdaq Boardvantage, OnBoard, Convene)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Enterprise board portals (Diligent, Nasdaq Boardvantage, OnBoard, Convene)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|OnBoard", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Enterprise board portals (Diligent, Nasdaq Boardvantage, OnBoard, Convene)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Convene", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Convene", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Enterprise board portals (Diligent, Nasdaq Boardvantage, OnBoard, Convene)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|AppDeck", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lean Board Portals** (e.g., **AppDeck**, **Boardable**, **I’mBoard**, **Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Boardable", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lean Board Portals** (e.g., **AppDeck**, **Boardable**, **I’mBoard**, **Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|I’mBoard", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lean Board Portals** (e.g., **AppDeck**, **Boardable**, **I’mBoard**, **Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Zeck", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Lean Board Portals** (e.g., **AppDeck**, **Boardable**, **I’mBoard**, **Zeck**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Fairview", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Spreadsheet‑to‑Board Tools** (e.g., **Fairview**, **Board‑ready P&L dashboards**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Notion + Google Workspace", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Notion + Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simple document sharing, version control, and basic scheduling. | **Free–$30/month**"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Planful", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Specialized Financial Reporting Tools** (e.g., **Planful**, **Prophix**, **BoardMix**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|Prophix", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Specialized Financial Reporting Tools** (e.g., **Planful**, **Prophix**, **BoardMix**)"}, {"id": "mai-20260917-1752-baseline-2|c209-s6|zai-small|BoardMix", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardMix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Specialized Financial Reporting Tools** (e.g., **Planful**, **Prophix**, **BoardMix**)"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|alibaba-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Workday Adaptive Planning** if you want the best balance of ease of use, modern design, and speed."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|alibaba-small|Oracle EPM Cloud (formerly Hyperion)", "prompt": "c210-l1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle EPM Cloud (formerly Hyperion)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Oracle EPM** if you are a traditional enterprise with complex global consolidation needs."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|alibaba-small|Anaplan", "prompt": "c210-l1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Anaplan** if your internal teams are highly technical and need extreme customization in their models."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|alibaba-small|OneStream", "prompt": "c210-l1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is rapidly becoming the alternative to the \"Oracle Suite\""}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|OneStream", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is the leader for end-to-end unification and is ideal for large enterprises wanting to eliminate multiple interfaces and data duplication."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|Oracle EPM", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|SAP EPM", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|CCH Tagetik", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CCH Tagetik is a well-known EPM platform particularly strong in financial close, consolidation, reporting, and planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|anthropic-small|Anaplan", "prompt": "c210-l1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Anaplan is built for very large enterprises with complex, interconnected planning environments"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|challenger-small|Anaplan", "prompt": "c210-l1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is the best choice when planning complexity and modeling flexibility matter most"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|challenger-small|OneStream", "prompt": "c210-l1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** is the safest \"enterprise-wide EPM suite\" pick"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|challenger-small|Oracle Cloud EPM", "prompt": "c210-l1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a broad enterprise planning suite with strong budgeting, forecasting, and scenario planning capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|challenger-small|Board", "prompt": "c210-l1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you need enterprise-scale planning with broad cross-functional use and strong FP&A fit"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|challenger-small|Drivetrain", "prompt": "c210-l1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want enterprise-grade modeling with faster implementation and native AI features"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|deepseek-small|Anaplan", "prompt": "c210-l1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Anaplan** is the top overall choice if your priority is sophisticated planning and revenue modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|deepseek-small|OneStream", "prompt": "c210-l1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OneStream** is the best if consolidated financial close is equally critical"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c210-l1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're a large Oracle/SAP shop"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|deepseek-small|Board", "prompt": "c210-l1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for a single unified planning + reporting platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for faster, easier deployment"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|google-small|Anaplan", "prompt": "c210-l1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Anaplan is the undisputed heavyweight champion of enterprise-grade modeling."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|google-small|Pigment", "prompt": "c210-l1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pigment has emerged as the premier challenger to Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|google-small|OneStream", "prompt": "c210-l1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is the premier choice"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|google-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Highly collaborative planning with strong HR/Workforce alignment"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|meta-small|Drivetrain", "prompt": "c210-l1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Drivetrain - https://www.drivetrain.ai/solutions/enterprise-performance-management-software"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|Oracle Enterprise Performance Management", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Enterprise Performance Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market Leader**: Holds about 20% market share ... Oracle and SAP lead the market"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|SAP Analytics Cloud for Planning", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP Analytics Cloud for Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the top 5 vendors ... Oracle and SAP lead the market"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|Anaplan", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Anaplan and Workday offer excellent modern alternatives particularly strong in cloud-based planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Anaplan and Workday offer excellent modern alternatives"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|IBM Planning Analytics", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For**: Finance teams needing governed multidimensional models"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|Prophix", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Companies seeking integrated budgeting, planning, and financial consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|minimax-small|Planful", "prompt": "c210-l1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Streamlining financial budgeting, forecasting, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|mistral-small|Anaplan", "prompt": "c210-l1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly regarded for its collaboration and large-scale planning capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|mistral-small|Oracle Fusion Cloud EPM", "prompt": "c210-l1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a top choice for enterprises standardizing finance and workforce planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|mistral-small|OneStream", "prompt": "c210-l1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Optimal for financial consolidation in complex, often large organizations."}, {"id": "mai-20260917-1752-baseline-2|c210-l1|mistral-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also strong contenders, especially if workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|mistral-small|SAP Enterprise Performance Management", "prompt": "c210-l1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP Enterprise Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP EPM are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|moonshot-small|OneStream", "prompt": "c210-l1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. OneStream** ⭐ *Top Pick for Large Enterprises*"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|moonshot-small|Anaplan", "prompt": "c210-l1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **OneStream** or **Anaplan** first"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|moonshot-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already a Workday customer, **Workday Adaptive Planning** offers the fastest implementation path"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|moonshot-small|Oracle Cloud EPM", "prompt": "c210-l1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises already invested in Oracle ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|moonshot-small|SAP Analytics Cloud (EPM)", "prompt": "c210-l1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP Analytics Cloud (EPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** SAP-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|openai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Oracle Fusion Cloud EPM** if you need the broadest enterprise EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|openai-small|OneStream", "prompt": "c210-l1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** if your priority is the strongest finance-centric consolidation/close plus planning platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|openai-small|Anaplan", "prompt": "c210-l1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for connected operational planning across business functions:** **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|openai-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Commonly chosen for user-friendliness and planning workflows, though it may be less \"full-suite\""}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|OneStream", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OneStream** (Often ranked #1 for unified EPM)"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Fusion Cloud EPM** (Strong for established enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|Anaplan", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Connected planning across finance, sales, supply chain—great for B2B scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agile forecasting/versioning; Leader in Gartner (3x)"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|SAP Analytics Cloud", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with SAP S/4HANA; Leader for analytics-heavy B2B"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|Board", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified decision-making platforms; Leaders for complex consolidations"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|xai-small|Wolters Kluwer (CCH Tagetik)", "prompt": "c210-l1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Wolters Kluwer (CCH Tagetik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unified decision-making platforms; Leaders for complex consolidations"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Drivetrain", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall (Fastest ROI & Ease of Use):** Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|OneStream XF", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream XF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Deep Financial Consolidation:** OneStream XF"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Anaplan", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Supply Chain & Demand Planning:** Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Pigment", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best AI-Native Platform:** Pigment"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Large, complex orgs with multi-entity consolidation and strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Workday Adaptive Planning", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong versioning and scenario analysis"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Planful", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rolling forecasts and automated close cycles"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Vena", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teams close to Excel who want automation and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Prophix", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong modeling and consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Planview Enterprise One", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planview Enterprise One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best Overall:** Planview Enterprise One"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|ServiceNow PPM", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "ServiceNow PPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Best for IT/Service Management Integration:** ServiceNow PPM"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|ONES.com", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "ONES.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Best for Agile/DevOps Teams:** ONES.com"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Clarity PPM", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Clarity PPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Resource & financial control"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Asana Portfolio", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Asana Portfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Best for Exec Visibility:** Asana Portfolio"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|ServiceNow Strategic Portfolio Management", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "ServiceNow Strategic Portfolio Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Governed, traceable portfolio decisions"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|monday Work Management", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "monday Work Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Best All-Rounder:** monday Work Management"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Smartsheet", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Best for Heavy Project Portfolio Reporting:** Smartsheet"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|ClickUp", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Best for Custom Workflows & Automation:** ClickUp"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Hive", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Hive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Visual project management"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Wrike", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Wrike", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Scalable project management with workflows"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Asana", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Asana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "Customizable workload & capacity views"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Jira Enterprise", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Jira Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "**Best for DevOps/Engineering Teams:** Jira Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c210-l1|zai-small|Celoxis", "prompt": "c210-l1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Celoxis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 23, "ev": "Global remote teams & project profitability"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|Anaplan", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** is widely considered the market leader and most recommended platform."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|OneStream", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary pain point is **audit compliance, financial consolidation, and rigid governance** rather than agile modeling, choose OneStream."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|Workday Adaptive Planning", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is already heavily invested in the **Workday** ecosystem (for HR/Payroll), this is the easiest path."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|Workday Performance Module", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Performance Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for \"set-it-and-forget-it\" scalability in massive organizations (10,000+ employees)."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|Lattice", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern, specialized platforms that excel at continuous feedback, OKRs"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|alibaba-small|Betterworks", "prompt": "c210-l2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lattice** or **Betterworks**: These are modern, specialized platforms that excel at continuous feedback"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|anthropic-small|Betterworks", "prompt": "c210-l2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Betterworks** appears to be the strongest choice for your scenario."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|anthropic-small|Lattice", "prompt": "c210-l2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lattice** is another excellent enterprise option."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|anthropic-small|Workday", "prompt": "c210-l2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday pricing is not published (quote only)"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|anthropic-small|SAP SuccessFactors", "prompt": "c210-l2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SAP SuccessFactors Performance & Goals costs $3.72/user/month plus mandatory partner implementation."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|challenger-small|Workday Performance", "prompt": "c210-l2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Workday Performance** if you want the safest enterprise-grade choice"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|challenger-small|Betterworks", "prompt": "c210-l2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Betterworks** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|challenger-small|SAP SuccessFactors", "prompt": "c210-l2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best when you are in a large global enterprise and already live in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|challenger-small|Oracle Fusion Cloud HCM", "prompt": "c210-l2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best when you need broad enterprise talent and performance capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|challenger-small|Darwinbox", "prompt": "c210-l2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Darwinbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong option for large multinational organizations, especially in India/APAC"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|deepseek-small|OneStream", "prompt": "c210-l2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**OneStream** is the strongest pick if you need to consolidate finance, planning, and reporting into one governed platform for multiple legal entities."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|deepseek-small|Anaplan", "prompt": "c210-l2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a large, complex B2B enterprise, **Anaplan** is the industry workhorse for connected planning and scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Agile FP&A, especially if you're already on Workday | Fast, cloud-based budgeting/forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|deepseek-small|SAP (BPC/BW/S4)", "prompt": "c210-l2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP (BPC/BW/S4)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Firms already standardized on SAP | Best when SAP is your core ERP"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Oracle Hyperion", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "is looking to replace legacy systems like Oracle Hyperion"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|OneStream", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **OneStream** if your primary goal is solving highly complex financial consolidations, close, and enterprise FP&A."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Anaplan", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Anaplan** is the gold standard ... Choose **Anaplan** if you need flexible, multi-dimensional \"connected planning\""}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Workday Adaptive Planning", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workday Adaptive Planning** (formerly Adaptive Insights) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Betterworks", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Betterworks** is a top-tier choice"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Lattice", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lattice** is highly effective"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|Workday HCM", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday HCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Built-in suite modules are notoriously rigid, have lower manager adoption rates"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|google-small|SAP SuccessFactors", "prompt": "c210-l2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Built-in suite modules are notoriously rigid, have lower manager adoption rates"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|meta-small|Anaplan", "prompt": "c210-l2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "would be Anaplan, Workiva, or Workday Adaptive Planning, as they are highly rated and suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|meta-small|Workiva", "prompt": "c210-l2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Anaplan, Workiva, or Workday Adaptive Planning, as they are highly rated and suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|meta-small|Workday Adaptive Planning", "prompt": "c210-l2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Anaplan, Workiva, or Workday Adaptive Planning, as they are highly rated and suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|Anaplan", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top recommendation for a large B2B (thousands of employees):** **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|Workday Adaptive Planning", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Your core finance system is Workday and you want the tightest possible planning integration | **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|SAP BPC (Business Planning & Consolidation)", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP BPC (Business Planning & Consolidation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP BPC (or SAP Analytics Cloud – Planning)** | Native connectors, best-in-class consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|Oracle Hyperion (Planning & Budgeting Cloud Service)", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Hyperion (Planning & Budgeting Cloud Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Hyperion (on-prem)** ... More control over data residency."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|IBM Planning Analytics (TM1)", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**IBM Planning Analytics (TM1)** | In-memory OLAP speed, very flexible but higher implementation effort."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|OneStream XF", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream XF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OneStream XF** or **CCH Tagetik** | Pre-built regulatory templates"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|minimax-small|CCH Tagetik", "prompt": "c210-l2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Useful if you have heavy **regulatory reporting** requirements"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|mistral-small|OneStream", "prompt": "c210-l2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for large enterprises looking to unify the entire finance cycle in one platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|mistral-small|Anaplan", "prompt": "c210-l2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OneStream** and **Anaplan** are particularly strong choices if financial consolidation, reporting, and scenario planning are priorities"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|mistral-small|Betterworks", "prompt": "c210-l2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If the focus is more on aligning teams and tracking performance through OKRs, **Betterworks** would be a better fit."}, {"id": "mai-20260917-1752-baseline-2|c210-l2|mistral-small|Adaptive Insights (Workday)", "prompt": "c210-l2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often mentioned for its strong financial planning and analysis (FP&A) capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|moonshot-small|Betterworks", "prompt": "c210-l2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Betterworks**"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|moonshot-small|Workday Performance Management", "prompt": "c210-l2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Performance Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if**: You're already a Workday shop and want everything in one system"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|moonshot-small|SAP SuccessFactors", "prompt": "c210-l2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if**: You have existing SAP ERP/HR ecosystem investments"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|moonshot-small|Lattice", "prompt": "c210-l2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitation**: Better suited for mid-market (200-5,000 employees); calibration tied to review cycles"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|openai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Oracle Fusion Cloud EPM**"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|openai-small|Anaplan", "prompt": "c210-l2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Anaplan** is often the better fit"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|openai-small|Board", "prompt": "c210-l2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Board** is also worth strong consideration"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|xai-small|Workday", "prompt": "c210-l2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Workday as a top corporate performance management (CPM) platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|xai-small|OneStream", "prompt": "c210-l2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneStream for unified finance close/planning in complex orgs"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|xai-small|Anaplan", "prompt": "c210-l2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Anaplan for scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|xai-small|Oracle Fusion Cloud HCM/EPM", "prompt": "c210-l2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud HCM/EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're in the Oracle ecosystem. Modular, scalable for globals"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|xai-small|SAP SuccessFactors", "prompt": "c210-l2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for SAP ERP users. Strong in workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|zai-small|OneStream", "prompt": "c210-l2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|zai-small|Anaplan", "prompt": "c210-l2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Runner-Up: Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-l2|zai-small|Workiva", "prompt": "c210-l2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|Anaplan", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the top enterprise-grade EPM platforms are **Anaplan**, **OneStream**, **Oracle Fusion Cloud EPM**, and **SAP Analytics Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|OneStream", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneStream** | **Unified Financial Consolidation.**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Fusion Cloud EPM** | **Deep ERP Integration.**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|SAP Analytics Cloud", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Analytics Cloud** | **Analytics & Visualization.**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|Board", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable contenders include **Board** and **Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|Jedox", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable contenders include **Board** and **Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|alibaba-small|Pigment", "prompt": "c210-l3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pigment** | **Modern User Experience.** A newer entrant focused on a spreadsheet-like experience"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Oracle EPM Cloud", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle Cloud EPM is built for large enterprises, particularly those already running Oracle ERP or Oracle Fusion Cloud, that need a tightly integrated platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Anaplan", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Anaplan is built for very large enterprises with complex, interconnected planning environments"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|OneStream", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "OneStream is the leader for end-to-end unification; ideal for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|SAP EPM", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|CCH Tagetik", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives include Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Vena", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vena is the strongest choice for finance teams that want the structure of an EPM platform without leaving Excel."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Prophix", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prophix is frequently selected by mid-market organisations that want enterprise-grade planning and consolidation capability"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Drivetrain", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Drivetrain is the best fit for rapidly scaling mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Pigment", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Pigment is a good fit for growth-stage companies that prioritize ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|Board", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Board combines business intelligence, corporate performance management, and predictive analytics in an all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|anthropic-small|SAP Analytics Cloud", "prompt": "c210-l3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "most enterprise platforms like Oracle EPM Cloud, SAP Analytics Cloud, and Anaplan requiring a custom quote"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full finance suite with consolidation, close, planning, profitability, and reconciliations"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Anaplan", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Very flexible, enterprise-wide connected planning and cross-functional modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|OneStream", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unifies planning with consolidation and close"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Governance-friendly driver-based planning and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|SAP Analytics Cloud", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Planning plus analytics/BI in one cloud platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Board", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Unified planning, reporting, and consolidation in one platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Pigment", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern enterprise planning and collaborative scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Vena", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Excel-native experience with enterprise controls"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Jedox", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel-friendly, flexible planning and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|IBM Planning Analytics", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong multidimensional enterprise planning engine"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|challenger-small|Drivetrain", "prompt": "c210-l3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "cites **Drivetrain at about 3 months**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broadest module coverage — planning, consolidation, reconciliation, tax, and profitability management all in one suite"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|Anaplan", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Hyper-flexible multidimensional modeling engine — unmatched for complex scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|OneStream Software", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unified single platform — no \"gluing together\" of separate modules"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fastest time-to-value — typically deployable in under 5 months"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|SAP Analytics Cloud (SAC)", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limitations: Less comprehensive than Oracle or OneStream for complex financial consolidation scenarios"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong financial transformation focus — particularly strong for close and consolidation with audit trails"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|IBM Planning Analytics (TM1)", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Proven, battle-tested OLAP engine"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|BOARD", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "BOARD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified EPM + BI in one platform — rarer in the market"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|deepseek-small|Planful", "prompt": "c210-l3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For simpler, faster FP&A, Workday Adaptive or Planful suffice."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "It is the default choice for massive Fortune 500 companies with complex regulatory needs."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|OneStream Software", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The unified alternative to Oracle, aiming to eliminate data duplication across close and planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|Anaplan", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Anaplan if: You have a highly complex business model that requires real-time planning *outside* of finance"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The highly accessible, collaborative planning platform with rapid time-to-value."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|Pigment", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Pigment if: You are a fast-scaling enterprise that needs the multi-dimensional modeling power of Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|google-small|SAP Analytics Cloud (SAC)", "prompt": "c210-l3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The ultimate planning and analytics tool for SAP-centric organizations."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Drivetrain", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drivetrain is considered the best for fast-growing mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Anaplan", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anaplan is suitable for very large organizations willing to invest in a multi-year rollout"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|OneStream", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top EPM platforms include Drivetrain, Anaplan, OneStream, Oracle EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Oracle EPM", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Oracle vs OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday Adaptive Planning, Pigment, and Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Pigment", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Adaptive Planning, Pigment, and Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Jedox", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Vena and Jedox are recommended for teams that want to stay close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Vena", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vena and Jedox are recommended for teams that want to stay close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|meta-small|Planful", "prompt": "c210-l3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Anaplan vs Planful"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Anaplan", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Enterprise-wide, scenario-rich planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Oracle Enterprise Performance Management Cloud", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Enterprise Performance Management Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Organizations already using Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|SAP Enterprise Performance Management", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Enterprise Performance Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Organizations using SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|OneStream", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Large enterprises requiring unified financial consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Planful (formerly Host Analytics)", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful (formerly Host Analytics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Organizations using Workday HCM/HR"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Pigment", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Modern enterprises seeking AI-native planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|minimax-small|Board International", "prompt": "c210-l3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for**: Enterprises needing combined planning and BI"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Anaplan", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Renowned for large-scale planning, collaboration, and a modern, user-friendly interface. Best for very large organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suited for large companies, especially those already using Oracle's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|OneStream XF", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream XF", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Optimal for financial consolidation in complex, often large organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|SAP Analytics Cloud", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for analytical integration, especially within SAP environments"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Infor CloudSuite EPM", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Infor CloudSuite EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best overall for finance teams needing governed planning cycles"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|IBM Planning Analytics", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong enterprise multidimensional alternative"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for versioning and scenario analysis"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Pigment", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pigment stands out for its native AI agents and live planning environment"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Planful", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Fits multi-entity finance teams seeking connected planning, reporting, forecasting, and close workflows"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|mistral-small|Vena", "prompt": "c210-l3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for automating administrative tasks and staying close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Oracle Fusion Cloud EPM** - **Strengths**: Comprehensive financial and operational performance management ... mature consolidation capabilities (FCCS)"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|SAP Analytics Cloud / SAP BPC", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud / SAP BPC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For**: Organizations already invested in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Anaplan", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"connected planning\" across functions, scenario planning and analysis, strong cross-functional modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "User-friendly interface, excellent workforce planning integration"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|OneStream", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unified platform approach, strong financial close and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Board International", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unified platform for FP&A, consolidation, and reporting; AI-driven capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Wolters Kluwer CCH Tagetik", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Specialized in compliance and regulatory reporting, strong IFRS/multi-GAAP consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Prophix", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Financial performance platform covering budgeting, planning, reporting, close, consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Vena Solutions", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**User Experience/Adoption** | Workday Adaptive Planning, Vena Solutions"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Jedox", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Excel Integration** | Vena Solutions, Jedox, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Datarails", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Excel Integration** | Vena Solutions, Jedox, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Drivetrain", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Fastest implementation, popular with fast-growing mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Pigment", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI-native platform, strong for fast-changing organizations (rated 9.3/10)"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|moonshot-small|Planful", "prompt": "c210-l3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Good for multi-entity finance teams seeking connected planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best known for:** deepest end-to-end finance EPM suite."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|OneStream", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "These are usually the strongest choices for **close, consolidation, reporting, and planning together**."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|Anaplan", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **best-in-class connected planning** - **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often chosen for **speed, usability, and finance-team adoption**."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|IBM Planning Analytics", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when you need **fast, highly granular modeling** and complex scenario analysis."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|openai-small|SAP Analytics Cloud / SAP BPC / SAP Group Reporting", "prompt": "c210-l3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud / SAP BPC / SAP Group Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you are deeply invested in **SAP ERP / S/4HANA**."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Oracle Fusion Cloud EPM", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Oracle Fusion Cloud EPM** (market leader)"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Anaplan", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global enterprises with cross-functional, driver-based planning beyond finance."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|OneStream", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises prioritizing integrated financial close, consolidation, and FP&A in one app."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|SAP Analytics Cloud (SAC)", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-centric enterprises blending planning with BI/analytics."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-to-large orgs in Workday ecosystem wanting quick FP&A rollout."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Board", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Planful", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Pigment", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Vena", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|Jedox", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|IBM Planning Analytics", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|xai-small|CCH Tagetik", "prompt": "c210-l3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others frequently mentioned: Board, Planful, Pigment, Vena, Jedox, IBM Planning Analytics, and CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Anaplan", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large, globally-sized organizations that need integrated planning across multiple business functions."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|OneStream", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Very large organizations that want a single, comprehensive solution for planning, consolidation, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Workday Adaptive Planning", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you're heavily invested in Workday → Workday Adaptive Planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Oracle EPM Cloud (EPBCS)", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud (EPBCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Large enterprises already invested in Oracle ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|SAP Analytics Cloud (SAC)", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: SAP-centric organizations needing continuous forecast cycle planning and reporting."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|IBM Planning Analytics (TM1)", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Finance teams requiring governed, highly configurable models"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Board", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Companies seeking an integrated planning and reporting platform with embedded analytics."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Planful", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Multi-entity finance teams seeking connected planning, reporting, and forecasting in one environment."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Pigment", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best For: Large organizations requiring alignment across functions and AI-assisted modeling."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|NetSuite EPM", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "NetSuite EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best For: Mid-market and growing companies already using NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|Infor EPM", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Infor EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best For: Companies using Infor ERP who need integrated EPM capabilities."}, {"id": "mai-20260917-1752-baseline-2|c210-l3|zai-small|CCH Tagetik", "prompt": "c210-l3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best For: Organizations with complex consolidation, reporting, and tax reporting requirements."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge per user, which becomes prohibitively expensive and unpredictable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Anaplan", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge per user, which becomes prohibitively expensive and unpredictable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|OneStream", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "charge per user, which becomes prohibitively expensive and unpredictable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Limelight", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best for True Predictability & Flat Pricing: **Limelight**"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Oracle Hyperion (On-Premise)", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Hyperion (On-Premise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Limelight** (cloud flat-fee) or **Oracle Hyperion On-Premise** (perpetual license) are the two primary contenders"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Vena Solutions", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Negotiate Enterprise Tiers with Vena or Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|alibaba-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "can negotiate flat-fee enterprise contracts based on total deployment size"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|anthropic-small|OneStream", "prompt": "c210-l4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream is the leader for end-to-end unification and is ideal for large enterprises wanting to eliminate multiple interfaces and data duplication."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|anthropic-small|Anaplan", "prompt": "c210-l4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Anaplan is built for very large enterprises with complex, interconnected planning environments"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|anthropic-small|Oracle", "prompt": "c210-l4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle, SAP, OneStream, and Anaplan don't publish pricing and quote per module and per user, so enterprise deals routinely clear $200,000 a year"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|anthropic-small|SAP", "prompt": "c210-l4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Oracle, SAP, OneStream, and Anaplan don't publish pricing and quote per module and per user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|challenger-small|Oracle Cloud EPM", "prompt": "c210-l4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Cloud EPM** is the safest default choice among the options in the results"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|challenger-small|SAP Analytics Cloud", "prompt": "c210-l4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise platforms like Oracle EPM Cloud, SAP Analytics Cloud, and Anaplan require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|challenger-small|Anaplan", "prompt": "c210-l4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also strong for very large enterprises with complex planning:** **Anaplan**, but the results suggest it is best when the organization can support a more involved rollout"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|challenger-small|OneStream", "prompt": "c210-l4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if eliminating multiple point solutions matters most:** **OneStream**, but the results emphasize platform unification more than pricing predictability"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|deepseek-small|Oracle Cloud EPM", "prompt": "c210-l4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable, list-priced TCO at scale"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|deepseek-small|OneStream", "prompt": "c210-l4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want to cap per-user growth"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|deepseek-small|Anaplan", "prompt": "c210-l4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid defaulting to Anaplan or Workday Adaptive if cost predictability across thousands of users is your top priority"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid defaulting to Anaplan or Workday Adaptive if cost predictability across thousands of users is your top priority"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Anaplan", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Industry giants like *Anaplan* and *Workday Adaptive Planning* charge per user... this model can run into millions of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge per user and, in some cases, scale pricing based on \"workspace memory\" or data size"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|OneStream Software", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Predictable Solution: OneStream Software"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Alternative: Oracle EPM Cloud (via Enterprise Cloud Agreement)"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|CyberArk", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "EPM players like *CyberArk* or *BeyondTrust* charge strictly per-endpoint or per-user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|BeyondTrust", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "charge strictly per-endpoint or per-user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Microsoft Intune Endpoint Privilege Management (EPM)", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Microsoft Intune Endpoint Privilege Management (EPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best Predictable Solution: Microsoft Intune Endpoint Privilege Management (EPM)"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|ManageEngine Application Control Plus", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ManageEngine Application Control Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The Alternative: ManageEngine Application Control Plus"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|monday.com", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Popular collaborative work tools like *monday.com*, *Asana*, or *Wrike* charge strictly per-user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Asana", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "charge strictly per-user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Wrike", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Wrike", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "charge strictly per-user"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|Smartsheet", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "The Best Predictable Solution: Smartsheet (Enterprise Plan with Advance)"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|google-small|ProofHub", "prompt": "c210-l4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ProofHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "The Alternative: ProofHub ... flat-rate pricing model with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|meta-small|OneStream", "prompt": "c210-l4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "OneStream: Pricing starts at around $150,000, based on usage"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|meta-small|Limelight", "prompt": "c210-l4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Limelight: Starts at $1,400 per month for five users"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|meta-small|Admin By Request", "prompt": "c210-l4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Admin By Request: Offers a free plan for small fleets."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|minimax-small|OneStream", "prompt": "c210-l4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream and SAP Analytics Cloud offer the best paths to predictable costs at scale due to their flexible licensing options"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|minimax-small|SAP Analytics Cloud", "prompt": "c210-l4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "OneStream and SAP Analytics Cloud offer the best paths to predictable costs at scale due to their flexible licensing options"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|minimax-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle and Anaplan are more predictable per-user but scale linearly with user count"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|minimax-small|Anaplan", "prompt": "c210-l4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Oracle and Anaplan are more predictable per-user but scale linearly with user count"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|mistral-small|Oracle Hyperion", "prompt": "c210-l4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "typically those offered by major vendors like Oracle Hyperion, SAP BPC, IBM Planning Analytics, and Adaptive Insights (now part of Workday)"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|mistral-small|SAP BPC", "prompt": "c210-l4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major vendors like Oracle Hyperion, SAP BPC, IBM Planning Analytics, and Adaptive Insights"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|mistral-small|IBM Planning Analytics", "prompt": "c210-l4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major vendors like Oracle Hyperion, SAP BPC, IBM Planning Analytics, and Adaptive Insights"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|mistral-small|Adaptive Insights (now part of Workday)", "prompt": "c210-l4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Adaptive Insights (now part of Workday)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Adaptive Insights (now part of Workday). These are known for their enterprise-grade features, strong integrations, and predictable cloud pricing."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Negotiate aggressively with Oracle or SAP — If you're already embedded in their ecosystems, push for unlimited user enterprise licenses"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|SAP SAC", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP SAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Negotiate aggressively with Oracle or SAP"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|Anaplan", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user, platform fee + workspace-based | Premium pricing, complex to predict"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Thousands of users = millions annually"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|OneStream", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Shortlist OneStream — Best balance of enterprise capability and pricing predictability through its unified model"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|Planful", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Planful offers organization size banding (by annual turnover) which provides more predictability"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|moonshot-small|IBM Planning Analytics", "prompt": "c210-l4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Published cloud tiers (~$70–$100/user/month), but enterprise agreements can be negotiated for predictability"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|openai-small|Oracle Cloud EPM", "prompt": "c210-l4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle Cloud EPM** is usually the strongest fit"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|openai-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong for large data volumes and enterprise planning, but pricing is typically less transparently published"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|openai-small|Planful", "prompt": "c210-l4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "solid financial performance management and scalable, but again, public pricing transparency is limited"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|openai-small|Pigment", "prompt": "c210-l4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "very strong modern planning platform and scale, but usually chosen more for flexibility and UX"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle EPM Cloud stands out as a top recommendation based on analyst reports, pricing transparency, and enterprise scalability."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|Anaplan", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Predictability beats per-user variability in tools like Anaplan (modeler-heavy, unpredictable for broad access)"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|OneStream", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for unified close/planning; Fortune 500 cases... Higher impl. costs; good for consolidation-heavy firms."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for mid-large; less for pure thousands-user EPM."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable for compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|Board", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders per Gartner (2024-2025 MQs): Oracle, OneStream, Workday, Anaplan, Board, CCH Tagetik, SAP"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|xai-small|SAP", "prompt": "c210-l4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Leaders per Gartner (2024-2025 MQs): Oracle, OneStream, Workday, Anaplan, Board, CCH Tagetik, SAP"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|zai-small|Planful", "prompt": "c210-l4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Planful."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|zai-small|OneStream", "prompt": "c210-l4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Not predictable for a first-time buyer due to the high risk of scope creep and implementation overruns."}, {"id": "mai-20260917-1752-baseline-2|c210-l4|zai-small|Oracle EPM Cloud", "prompt": "c210-l4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle pricing is notoriously opaque... the \"Total Cost\" is hard to pin down"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|zai-small|Vena Solutions", "prompt": "c210-l4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Runner-Up: Vena Solutions"}, {"id": "mai-20260917-1752-baseline-2|c210-l4|zai-small|Workday Adaptive Planning", "prompt": "c210-l4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictable *if* you are already a Workday customer; otherwise, it is expensive."}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workday Adaptive Planning — excellent if you're on Workday HCM; fastest time-to-value in this tier"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|Anaplan", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best for complex modeling and large-scale planning, but premium pricing"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|OneStream", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best-in-class consolidation and close management; fewer planning features than some competitors"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|Oracle Cloud EPM", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest if you're already on Oracle ERP, full consolidation suite"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|SAP Analytics Cloud", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Analytics Cloud — if you're an SAP shop"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|deepseek-small|CCH Tagetik", "prompt": "c210-l5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong for complex consolidation, often overlooked but credible"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|google-small|Anaplan", "prompt": "c210-l5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most enterprise EPMs (e.g., Anaplan, OneStream, Workday Adaptive) are rarely implemented by the vendor themselves."}, {"id": "mai-20260917-1752-baseline-2|c210-l5|google-small|OneStream", "prompt": "c210-l5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most enterprise EPMs (e.g., Anaplan, OneStream, Workday Adaptive)"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|google-small|Workday Adaptive", "prompt": "c210-l5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most enterprise EPMs (e.g., Anaplan, OneStream, Workday Adaptive)"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|meta-small|Anaplan", "prompt": "c210-l5", "model": "meta-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan**: A cloud-based CPM platform that enables connected planning across finance, sales, and operations."}, {"id": "mai-20260917-1752-baseline-2|c210-l5|meta-small|OneStream", "prompt": "c210-l5", "model": "meta-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large, global organizations that need unified financial and operational planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|meta-small|Oracle Cloud EPM", "prompt": "c210-l5", "model": "meta-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise finance teams with complex governance, multi-entity headcount consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|meta-small|Pigment", "prompt": "c210-l5", "model": "meta-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An AI-powered business planning and performance management platform"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|Anaplan", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist Anaplan, Oracle EPM Cloud, and OneStream—they have proven enterprise track records"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|Oracle EPM Cloud", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "shortlist Anaplan, Oracle EPM Cloud, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|SAP Analytics Cloud", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Planning module less mature"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|Workday Adaptive Planning", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong FP&A, good UX | Less robust for complex consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|OneStream", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "shortlist Anaplan, Oracle EPM Cloud, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|minimax-small|Planful", "prompt": "c210-l5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Smaller scale than leaders"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|OneStream", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the most commonly evaluated platforms for your profile are:"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|Oracle Cloud EPM", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for Oracle ERP shops; mature multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|SAP Analytics Cloud", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you run SAP S/4HANA or SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|Anaplan", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for cross-functional, driver-based planning at scale"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|Workday Adaptive Planning", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if already in Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|moonshot-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c210-l5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in EMEA; good for regulatory/consolidation-heavy orgs"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|xai-small|Oracle", "prompt": "c210-l5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "often from Oracle, Workday Adaptive, Anaplan, OneStream, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|xai-small|Workday Adaptive", "prompt": "c210-l5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "often from Oracle, Workday Adaptive, Anaplan, OneStream, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c210-l5|xai-small|Anaplan", "prompt": "c210-l5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top vendors like Anaplan/OneStream excel here\\u2014request their compliance decks early."}, {"id": "mai-20260917-1752-baseline-2|c210-l5|xai-small|OneStream", "prompt": "c210-l5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top vendors like Anaplan/OneStream excel here\\u2014request their compliance decks early."}, {"id": "mai-20260917-1752-baseline-2|c210-l5|xai-small|Planful", "prompt": "c210-l5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often from Oracle, Workday Adaptive, Anaplan, OneStream, or Planful"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|SAP Business Planning and Consolidation (BPC)", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Business Planning and Consolidation (BPC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy on-prem BPC environments are becoming difficult to support as SAP shifts focus to SAP Analytics Cloud (SAC)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|IBM Planning Analytics (TM1)", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TM1 is notoriously difficult to modernize... making long-term maintenance risky"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|NetSuite OneStream (or NetSuite\bs native EPM modules)", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "NetSuite OneStream (or NetSuite\bs native EPM modules)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its native EPM/planning tools often lack the granular control needed for complex corporate finance structures"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|Acumatica", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Acumatica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These tools generally do not have dedicated, sophisticated EPM modules."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|Salesforce", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be wary of EPM features embedded directly within non-finance software (e.g., basic reporting in Salesforce or ServiceNow)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|ServiceNow", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of EPM features embedded directly within non-finance software (e.g., basic reporting in Salesforce or ServiceNow)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|Oracle Cloud EPM (Hyperion successor)", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM (Hyperion successor)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The Risk: High TCO and Implementation Complexity."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The Risk: Limitations in Deep Financial Modeling."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|Anaplan", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "The Risk: Over-engineering and Cost Creep."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|alibaba-small|SAP Analytics Cloud (SAC)", "prompt": "c210-l6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The Risk: Heavy SAP Dependency."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|Anaplan", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Anaplan and Oracle suit large enterprises but require more technical expertise and longer implementation times."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|Oracle", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like Anaplan and Oracle suit large enterprises but require more technical expertise and longer implementation times."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|Vena", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excel-based tools like Vena and Datarails are easier to adopt but have limited scalability."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|Datarails", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excel-based tools like Vena and Datarails are easier to adopt but have limited scalability."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|Limelight", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Limelight starts at $1,400/month"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|anthropic-small|OneStream", "prompt": "c210-l6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "others like Oracle and OneStream require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|SAP BPC", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy on-prem EPM platforms** such as **SAP BPC... explicitly described as \"legacy on-premises solutions\" that large enterprises are being encouraged to move beyond"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Hyperion Financial Management", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion Financial Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy on-premises solutions\" that large enterprises are being encouraged to move beyond"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Hyperion Enterprise", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy on-premises solutions\" that large enterprises are being encouraged to move beyond"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Cartesis", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cartesis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "legacy on-premises solutions\" that large enterprises are being encouraged to move beyond"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Longview Khalix", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Longview Khalix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "legacy on-premises solutions\" that large enterprises are being encouraged to move beyond"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Standalone TM1", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Standalone TM1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these are also called out as legacy approaches to replace at large-enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Vena", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excel-first tools** like **Vena** and **Datarails** if the organization needs deep enterprise scale... **limited scalability**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Datarails", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "easier to adopt but have **limited scalability**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more practical for SMB/mid-market finance teams than for the strongest enterprise use cases"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Planful", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more practical for SMB/mid-market finance teams than for the strongest enterprise use cases"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Prophix", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "more practical for SMB/mid-market finance teams than for the strongest enterprise use cases"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Anaplan", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "requiring **technical skills**, having **lengthy implementation**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|Oracle EPM Cloud", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "one review flags **complex navigation** and a **steep learning curve**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|challenger-small|OneStream", "prompt": "c210-l6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "difficult to navigate for non-technical users** and has a **steep learning curve**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Oracle Hyperion", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid (for new deployments):** Oracle Hyperion, SAP BPC, Cartesis, Longview Khalix, and any standalone TM1"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|SAP BPC", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Running BPC post-maintenance creates audit exposure in regulated industries."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Cartesis", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cartesis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are effectively orphaned — minimal support, no innovation"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Longview Khalix", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Longview Khalix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid (for new deployments): Oracle Hyperion, SAP BPC, Cartesis, Longview Khalix"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|standalone TM1", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "standalone TM1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "any standalone TM1 (unless you have internal expert staff)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|SAP Analytics Cloud", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "full-stack SAP SAC) risk **stifling flexibility**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Anaplan", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious with: Anaplan (performance at scale, cost, model complexity)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "do not rely on it as your group-wide, finance-led EPM hub"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|Oracle EPM Cloud suite", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "mixed reviews on **complexity of migration** and **cost overruns** for large data volumes"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|IBM Planning Analytics (TM1)", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Steep learning curve; requires expert modelers."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|deepseek-small|OneStream", "prompt": "c210-l6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Strong for consolidation, but **implementation time and cost** are consistently reported as high"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|SAP BPC (Business Planning and Consolidation)", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC (Business Planning and Consolidation)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "New implementations of SAP BPC should be entirely avoided."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Legacy Oracle Hyperion On-Premises (Pre-v11.2)", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Legacy Oracle Hyperion On-Premises (Pre-v11.2)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid purchasing new on-premise Hyperion licenses."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Oracle Cloud EPM", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Migrating to a modern cloud-native solution (like Oracle Cloud EPM or OneStream) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|OneStream", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneStream handles planning, consolidation, and reporting in a single unified data model"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Vena Solutions", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to Exercise Caution: ... they struggle with \"dimensionality\" at scale"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Prophix", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not architected for the data volumes or structural complexities of a global conglomerate"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Cube", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these platforms will likely suffer from severe performance lag, manual workarounds, and database constraints"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Centage", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Centage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these platforms will likely suffer from severe performance lag, manual workarounds, and database constraints"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Anaplan", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Poorly architected Anaplan models can suffer from \"sparsity\" issues ... requiring expensive logic redesigns"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|IBM Planning Analytics (TM1)", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they require immense caution due to implementation complexity and high total cost of ownership (TCO)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "it has struggled with complex multi-entity, multi-tiered corporate consolidations"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Planful", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "large enterprises can run into performance degradation and timeouts"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|google-small|Pigment", "prompt": "c210-l6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "it lacks the decades-deep, pre-built statutory compliance structures"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|meta-small|Anaplan", "prompt": "c210-l6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "these platforms may require more technical expertise and longer implementation times"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|meta-small|Oracle EPM", "prompt": "c210-l6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "these platforms may require more technical expertise and longer implementation times"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|meta-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these platforms may require more technical expertise and longer implementation times"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|meta-small|Vena", "prompt": "c210-l6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Excel-based tools like Vena and Datarails are easier to adopt but have limited scalability"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|meta-small|Datarails", "prompt": "c210-l6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excel-based tools like Vena and Datarails are easier to adopt but have limited scalability"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Anaplan", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid platforms that demand heavy custom-model maintenance (e.g., Anaplan, Oracle EPM Cloud)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Oracle EPM Cloud (Fusion Cloud EPM)", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud (Fusion Cloud EPM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid platforms that demand heavy custom-model maintenance (e.g., Anaplan, Oracle EPM Cloud)"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|SAP BPC (now part of SAP EPM / SAP Analytics Cloud)", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC (now part of SAP EPM / SAP Analytics Cloud)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cause the biggest headaches ... namely Anaplan, Oracle EPM Cloud, and, for non-SAP shops, SAP BPC/ EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Vena", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Scalability limits ... these platforms start to strain when you have hundreds of users"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Datarails", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Governance & audit challenges – version control, security, and audit trails are weaker than true enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Hyperion Planning", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy on-premises EPM suites (e.g., Hyperion Planning, Hyperion Financial Management) ... Increasingly outdated"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Hyperion Financial Management", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion Financial Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Legacy on-premises EPM suites ... High infrastructure & maintenance cost"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Consider alternatives (e.g., Workday Adaptive Planning, OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|OneStream", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider alternatives (e.g., Workday Adaptive Planning, OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|minimax-small|SAP Analytics Cloud", "prompt": "c210-l6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Consider alternatives (e.g., Workday Adaptive Planning, OneStream, SAP Analytics Cloud"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|Vena", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel-based EPM Tools (e.g., Vena, Datarails) ... often lack the scalability required for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|Datarails", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excel-based EPM Tools (e.g., Vena, Datarails) ... often lack the scalability required for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|Oracle EPM", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle EPM is noted for its complexity and longer implementation times."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|Anaplan", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "consider platforms like Anaplan, OneStream, or Workday Adaptive Planning, which are designed for large-scale, enterprise-wide use"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|OneStream", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "consider platforms like Anaplan, OneStream, or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|mistral-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "consider platforms like Anaplan, OneStream, or Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|SAP BPC (Business Planning & Consolidation)", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC (Business Planning & Consolidation)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "End of mainstream maintenance 2026-2027 | **Critical**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Oracle Hyperion HFM", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion HFM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Premier support ends December 2030; no new investment | **High**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|IBM Cognos TM1 10.2.x", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Cognos TM1 10.2.x", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Support ended April 2024 | **Critical**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Older IBM Planning Analytics (2.0.9 and earlier)", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Older IBM Planning Analytics (2.0.9 and earlier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General support ended; extended support expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|SAP Analytics Cloud", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP is pushing customers toward SAP Analytics Cloud and S/4HANA Group Reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|S/4HANA Group Reporting", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "S/4HANA Group Reporting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SAP S/4HANA Group Reporting, Oracle Fusion modules—limited flexibility, high switching costs"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Oracle Cloud EPM", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Performance degrades significantly with complex, high-volume data loads"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Anaplan", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Private equity ownership** (Thoma Bravo) creates uncertainty around long-term roadmap and pricing"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Vena", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Limited scalability for large, complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|Datarails", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Excel-Based EPM Tools (Vena, Datarails, etc.) ... Limited scalability for large, complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|moonshot-small|OneStream", "prompt": "c210-l6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Consider **unified platforms with proven financial backing** (OneStream, established SAP/Oracle cloud offerings"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|Oracle", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|SAP", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|Anaplan", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|Pigment", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|Planful", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|openai-small|OneStream", "prompt": "c210-l6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as Oracle, SAP, Workday Adaptive Planning, Anaplan, Pigment, Planful, OneStream, and others"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Vena", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**... Limited scalability for enterprise-wide planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Datarails", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excel-Based or Lightweight Tools (e.g., Vena, Datarails...) **Why avoid/caution?** Limited scalability for enterprise-wide planning."}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "can feel \"lightweight\" for global enterprises. Reddit threads note teams abandoning it for more robust tools like Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Anaplan", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Approach with Caution**... Extremely long implementations (6-16+ months), heavy reliance on third-party consultants"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Oracle EPM Cloud", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overly complex navigation/UI, steep learning curve requiring extensive training, long setup times"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Jedox", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Niche Players or Visionaries from Gartner (e.g., Jedox...) **Why avoid?** Limited enterprise references"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|OneStream", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Prioritize Leaders like OneStream, Board, or IBM Planning Analytics**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|Board", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Prioritize Leaders like OneStream, Board, or IBM Planning Analytics**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|xai-small|IBM Planning Analytics", "prompt": "c210-l6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Prioritize Leaders like OneStream, Board, or IBM Planning Analytics**"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|zai-small|Oracle Cloud EPM (Hyperion/FCCS/EPBCS)", "prompt": "c210-l6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM (Hyperion/FCCS/EPBCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "customer feedback for Oracle Cloud EPM has declined. Users report not achieving the expected business value"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|zai-small|Workday Adaptive Planning", "prompt": "c210-l6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it carries specific risks regarding user experience and support"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|zai-small|Prophix", "prompt": "c210-l6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it faces criticism regarding its reporting and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|zai-small|Jedox", "prompt": "c210-l6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pushing them to a large enterprise scale can lead to performance issues"}, {"id": "mai-20260917-1752-baseline-2|c210-l6|zai-small|Vena", "prompt": "c210-l6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pushing them to a large enterprise scale can lead to performance issues"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Sonar", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Sonar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for B2B SaaS & Unit Economics: Sonar ... If you need deep unit economics, **Sonar** is the clear winner"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Anaplan", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "currently the gold standard for connectivity between Finance and Operations"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Vena Solutions", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team lives in Excel and refuses to leave, Vena is the most popular choice."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|OneStream", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best \"All-in-One\" Platform: OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Planful", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Planful has emerged quickly as a favorite for fast-growing mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Oracle Hyperion", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream replaces legacy giants like Oracle Hyperion and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|SAP BPC", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "replaces legacy giants like Oracle Hyperion and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|alibaba-small|Adaptive Planning", "prompt": "c210-m1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Vena** and **Adaptive Planning** generally have the smoothest experience with NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|Anaplan", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** (Salesforce) - Cloud-based, very scalable"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|Oracle Planning Cloud", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Planning Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle Planning Cloud** - Strong consolidation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|Adaptive Insights", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Adaptive Insights** (Workday) - User-friendly, quick implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|Host Analytics", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Host Analytics** - Good for mid-market consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|Workday", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Workday** - Integrated suite approach"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|anthropic-small|NetSuite", "prompt": "c210-m1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**NetSuite** - Often preferred by mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|challenger-small|Planful", "prompt": "c210-m1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one recommendation without more context, I’d pick **Planful** for most mid-market B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|challenger-small|Prophix", "prompt": "c210-m1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prophix** | Mid-market-focused, with strong budgeting, forecasting, reporting, and close/consolidation capabilities."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|challenger-small|Drivetrain", "prompt": "c210-m1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drivetrain** if your company is scaling quickly and wants a more modern AI-native platform"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|challenger-small|Vena", "prompt": "c210-m1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for teams that want EPM structure without leaving Excel."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **Workday Adaptive Planning** as the safe scale-up choice"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Planful", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prophix** or **Planful** offer the best balance of capability, cost, and deployment speed"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Prophix", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Prophix** or **Planful** offer the best balance of capability, cost, and deployment speed"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Cube", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your finance team lives in Excel** \\u2192 **Cube**, **Vena**, or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Vena", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excel-native options"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Datarails", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excel-native options"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Drivetrain", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're growing fast and want AI insights** \\u2192 **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Anaplan", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Less scalable than the enterprise giants (Anaplan, Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|deepseek-small|Oracle", "prompt": "c210-m1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Less scalable than the enterprise giants (Anaplan, Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Anaplan", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise giants like Anaplan or Oracle Cloud EPM are often too expensive, overly complex, and take quarters to implement"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Oracle Cloud EPM", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise giants like Anaplan or Oracle Cloud EPM are often too expensive, overly complex"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Pigment", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pigment has emerged as the modern, user-friendly alternative to Anaplan"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Mosaic", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: VC-backed or growth-stage B2B SaaS companies."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Cube Software", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cube acts as a single source of truth that sits behind your existing Excel and Google Sheets"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Vena Solutions", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market and lower-enterprise companies that want a highly structured, Excel-native system"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Planful", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Planful is one of the most established mid-market platforms."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|Prophix", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prophix excels at mid-market financial close automation."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|google-small|NetSuite Planning & Budgeting (NSPB) / NetSuite EPM", "prompt": "c210-m1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "NetSuite Planning & Budgeting (NSPB) / NetSuite EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Considerations: It is highly rigid and can be difficult (and expensive) to customize"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|meta-small|Planful", "prompt": "c210-m1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best EPM software for a mid-market B2B company includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|meta-small|Prophix", "prompt": "c210-m1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|meta-small|Drivetrain", "prompt": "c210-m1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|meta-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|meta-small|deFacto Global", "prompt": "c210-m1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "deFacto Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "includes Planful, Prophix, Drivetrain, Workday Adaptive Planning, and deFacto Global"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Drivetrain", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for rapidly scaling mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Planful", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Planful**, **Pigment**, or **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Prophix", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Planful**, **Pigment**, or **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Pigment", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **Planful**, **Pigment**, or **Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for mid-market teams wanting lighter implementation effort"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|minimax-small|Cube", "prompt": "c210-m1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modernizes mid-market planning while staying close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|mistral-small|Planful", "prompt": "c210-m1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for mid-market companies... often cited as a top choice for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|mistral-small|Prophix", "prompt": "c210-m1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highly regarded for its ease of use, rapid deployment, and strong financial planning features"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|mistral-small|Drivetrain", "prompt": "c210-m1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-native EPM solution built for rapidly growing mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|mistral-small|Cube", "prompt": "c210-m1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit for mid-market companies that want to modernize their planning processes while keeping familiar tools"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|Planful", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Planful** or **Prophix** as they're specifically built for your segment"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|Prophix", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Planful** or **Prophix** as they're specifically built for your segment"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|Drivetrain", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Fast-growing mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|OneStream", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex multi-entity operations, consider **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|Vena Solutions", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team is heavily Excel-dependent, **Vena** or **Cube** might be the smoothest transition"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|moonshot-small|Cube", "prompt": "c210-m1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your team is heavily Excel-dependent, **Vena** or **Cube** might be the smoothest transition"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|openai-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EPM software is usually **Workday Adaptive Planning** if you want the best balance of ease of use, planning depth, and faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|openai-small|Oracle Fusion Cloud EPM", "prompt": "c210-m1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need a broader, more enterprise-grade EPM suite and already live in Oracle's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|openai-small|OneStream", "prompt": "c210-m1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if you want a very robust, finance-led EPM platform and can handle a heavier implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|openai-small|NetSuite", "prompt": "c210-m1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though review data suggests it's generally less loved for usability than Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Planful", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Planful** (G2: 4.3/5) - **Why it fits:** Cloud FP&A platform excelling in budgeting, forecasting, consolidation, and reporting for mid-sized firms"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Prophix", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full CPM suite (planning to close) with AI agents for automation. Designed for mid-market speed/simplicity"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Vena", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excel-native (Microsoft ecosystem), ideal if your team resists change."}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Drivetrain", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native for fast-growing mid-market B2B/SaaS. Unlimited modeling, scenario planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|OneStream", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other strong options:** OneStream (if scaling to enterprise consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workday Adaptive Planning (workforce + financial planning)"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|xai-small|Pigment", "prompt": "c210-m1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pigment (modern multi-dimensional modeling)"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Prophix One™", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix One™", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Prophix One™ – Best for Planning + Financial Close in One Platform ... Designed specifically for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Planful", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Planful – Strong All-Rounder for Planning & Close"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Vena", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena – Best for Excel-Native Microsoft Shops"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Drivetrain", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Drivetrain – Fastest Implementation & Native AI"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Limelight", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limelight – Finance-Led Planning for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c210-m1|zai-small|Workday Adaptive Planning", "prompt": "c210-m1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caveat: Implementation can be longer; best for organizations willing to invest in a multi-month rollout."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|Vena Solutions", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation:** Start with **Vena Solutions**."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|OneStream", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneStream is likely the best choice... Cons: Implementation takes longer (3–6 months)"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|Adaptive Insights (by Workday)", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Adaptive Insights (by Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Ease of Use & Agility)... this is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|Anaplan", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "faster to implement than the heavyweights (like Anaplan or SAP)"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|SAP", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "faster to implement than the heavyweights (like Anaplan or SAP)"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|alibaba-small|Hyperion", "prompt": "c210-m2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., using Hyperion for consolidation and one thing for budgeting"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|SAP Analytics Cloud", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Analytics Cloud** - strong for FP&A with AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|Oracle NetSuite", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Oracle NetSuite** - good for integrated financial management"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|Anaplan", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Anaplan** (Salesforce) - excellent for integrated planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|OneStream", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneStream** - strong in financial close and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|Adaptive Insights/Workday", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Adaptive Insights/Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good balance of functionality and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|anthropic-small|Host Analytics", "prompt": "c210-m2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specifically designed for mid-market CPM needs"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|challenger-small|Lattice", "prompt": "c210-m2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I'd recommend **Lattice** as the default choice if your priority is **employee performance management**"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|challenger-small|Planful", "prompt": "c210-m2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Planful** is a strong mid-market pick for finance-led budgeting, forecasting, consolidation, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|challenger-small|deFacto Global", "prompt": "c210-m2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "deFacto Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**deFacto Global** is the better fit if you want a more integrated finance + operational planning platform"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|challenger-small|15Five", "prompt": "c210-m2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best low-friction alternative:** **15Five** if you want lighter-weight continuous feedback and check-ins"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Planful", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Planful** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Prophix One", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **single, unified platform** that also handles financial close and consolidation, **Prophix One** is worth the higher investment"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Vena", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena** is an excellent value pick"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Abacum", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Growth B2B (100\\u2013500 Employees)"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Anaplan", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Enterprise-grade scale (probably overkill)** | Anaplan or Workday Adaptive"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|deepseek-small|Workday Adaptive", "prompt": "c210-m2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Enterprise-grade scale (probably overkill)** | Anaplan or Workday Adaptive"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Anaplan", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise systems (like Anaplan or Oracle Cloud EPM) are often too expensive and take too long to implement"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Oracle Cloud EPM", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise systems (like Anaplan or Oracle Cloud EPM) are often too expensive and take too long to implement"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Planful", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Planful: Best for Structured Finance-First Teams (Fastest Time-to-Value)... is a highly reliable market standard."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Pigment", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pigment: Best for High-Growth, Complex GTM Models... is the leading modern choice."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Vena Solutions", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vena Solutions (or Cube): Best for Excel-Centric Teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Cube", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the lighter alternative, **Cube**, provides the perfect compromise"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|google-small|Mosaic", "prompt": "c210-m2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mosaic: Best for Mid-Market B2B SaaS"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|meta-small|deFacto Global", "prompt": "c210-m2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "deFacto Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "deFacto Global - a unified platform that offers FP&A, CapEx, HR, rolling forecasts, and driver-based modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|meta-small|Lattice", "prompt": "c210-m2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a polished performance management platform that is best for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|meta-small|Workday Adaptive Planning", "prompt": "c210-m2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for agile planning and fast decision cycles"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|meta-small|Vena", "prompt": "c210-m2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for Excel-first planning with enterprise control"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|meta-small|Mosaic", "prompt": "c210-m2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for strategic finance with real-time visibility"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Prophix One", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Prophix One** as the top choice for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Anaplan", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less complex than enterprise solutions like Anaplan or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|OneStream", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less complex than enterprise solutions like Anaplan or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Cube", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cube** ($1,500-$2,800+/month) - Strong for FP&A teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|deFacto Global", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "deFacto Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**deFacto Global** - For $200M-$5B companies, strong Microsoft integration"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Lattice", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if your focus is more on employee performance management and OKRs ... then **Lattice** would be the better choice"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Betterworks", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Betterworks** - Enterprise OKR programs"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Peoplebox", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Peoplebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Peoplebox** - OKR-led business reviews"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|15Five", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**15Five** ($4-16/user/month) - Best for continuous feedback"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|minimax-small|Culture Amp", "prompt": "c210-m2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Culture Amp** - Best for engagement integration"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|mistral-small|Anaplan", "prompt": "c210-m2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anaplan** or **Workday Adaptive Planning** are the top recommendations due to their scalability, strong FP&A features"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|mistral-small|Workday Adaptive Planning", "prompt": "c210-m2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Anaplan** or **Workday Adaptive Planning** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|mistral-small|Workiva", "prompt": "c210-m2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stands out for connected reporting and compliance"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|mistral-small|Planful", "prompt": "c210-m2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It's finance-centric but may require additional tools for operational planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|mistral-small|Lattice", "prompt": "c210-m2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Lattice** could be a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Vena Solutions", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Vena Solutions** – Best for Excel-Dependent Teams ... **Choose Vena** if your team lives in Excel and wants minimal change management"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Planful", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Planful** – Best for Structured Financial Close ... **Consideration:** Higher price point than Vena/Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Datarails", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Datarails** – Best for Quick Implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Prophix One", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Prophix One** – Best for Close & Consolidation Focus"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Anaplan", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise platforms like Anaplan or Workday Adaptive unless you're approaching $100M+ ARR"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|moonshot-small|Workday Adaptive", "prompt": "c210-m2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid:** Enterprise platforms like Anaplan or Workday Adaptive ... they're overkill and significantly more expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|openai-small|Workday Adaptive Planning", "prompt": "c210-m2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Workday Adaptive Planning** as the safest default choice"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|openai-small|Oracle EPM", "prompt": "c210-m2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle EPM** is a stronger \"heavier-duty\" option"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|openai-small|Anaplan", "prompt": "c210-m2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Anaplan** is also worth a look"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Planful", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Planful as a strong starting point for a corporate performance management (CPM) platform."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Vena", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Planful doesn't align: | **Vena** | Excel-heavy teams wanting governance"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Prophix", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full CPM suite (budgeting + automation) without bloat"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Workday Adaptive Planning", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agile FP&A with workforce links ... If you use Workday HCM"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Anaplan", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "leaders like Anaplan/Oracle skew enterprise"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Oracle", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "leaders like Anaplan/Oracle skew enterprise"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|xai-small|Lattice", "prompt": "c210-m2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid HR-focused \"performance management\" tools (e.g., Lattice)"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|deFacto Global", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "deFacto Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for mid‑size B2B: deFacto Global"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|Planful", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other solid mid‑market CPM options to consider"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|Prophix One", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "full CPM suite without the complexity of large‑enterprise EPM systems"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|Workday Adaptive Planning", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaborative forecasting, scenario modeling, and workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|Vena", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excel‑first planning with enterprise‑level control and governance."}, {"id": "mai-20260917-1752-baseline-2|c210-m2|zai-small|Mosaic", "prompt": "c210-m2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strategic finance with real‑time dashboards and visibility."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Oracle Cloud EPM", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Oracle or SAP if you are a large multinational already using their ERPs and need deep, compliant financial consolidation."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|OneStream Software", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose OneStream if you want to replace multiple disparate tools ... with one unified system for planning and closing."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Vena Solutions", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Vena or Jedox if your finance team's productivity depends on Excel macros"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Anaplan", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Anaplan if you have complex operational drivers ... and need advanced scenario modeling."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations already using Workday HCM and Payroll, or mid-to-large companies wanting ease of use."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Pigment", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Pigment or Planful if you want a faster, more agile deployment"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|SAP Analytics Cloud (SAC)", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Oracle or SAP if you are a large multinational already using their ERPs"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Planful", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Pigment or Planful if you want a faster, more agile deployment with better collaboration features and AI assistance."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Datarails", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel-Native (Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Board", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Modern/AI-First (Pigment, Board)"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|alibaba-small|Jedox", "prompt": "c210-m3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Choose Vena or Jedox if your finance team's productivity depends on Excel macros"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|OneStream", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OneStream as the leader for end-to-end unification"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Oracle EPM", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Oracle EPM Cloud covers planning, consolidation, and reporting for large, complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|SAP EPM", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "along with Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "along with Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|CCH Tagetik", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "along with Oracle EPM, SAP EPM, Workday Adaptive Planning, and CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Drivetrain", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Drivetrain leads for fast-growing mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Anaplan", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Anaplan suits very large organizations willing to invest in a multi-year rollout"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Planful", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Planful focuses on continuous planning for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Vena", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Vena and Jedox are for teams that want to stay close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Jedox", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vena and Jedox are for teams that want to stay close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|anthropic-small|Pigment", "prompt": "c210-m3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Pigment is a good fit for growth-stage companies that prioritize ease of use and collaborative planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Oracle EPM Cloud", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Oracle EPM Cloud** or **OneStream** if you need the **broadest enterprise finance suite**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday Adaptive Planning**, **Anaplan**, or **Pigment** if your priority is **planning, forecasting, and scenario modeling**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|OneStream", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Oracle EPM Cloud** or **OneStream** if you need the **broadest enterprise finance suite**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Anaplan", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong on real-time, connected planning and complex modeling, but typically more technical to implement."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|SAP Analytics Cloud for Planning", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud for Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **SAP Analytics Cloud for Planning** if you are already in the **SAP ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Jedox", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Vena** or **Jedox** if your team wants an **Excel-friendly** experience"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Vena", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Vena** or **Jedox** if your team wants an **Excel-friendly** experience"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Planful", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often positioned as a practical planning tool rather than the deepest enterprise consolidation suite."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Prophix", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Prophix** or **Planful** if you want a more focused **finance planning / close automation** tool"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|Pigment", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Workday Adaptive Planning**, **Anaplan**, or **Pigment** if your priority is **planning, forecasting, and scenario modeling**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|challenger-small|CCH Tagetik", "prompt": "c210-m3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Often selected for regulated, finance-heavy environments."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Oracle Fusion Cloud EPM", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently named a Leader in Gartner's Magic Quadrants for both Financial Planning and Financial Close & Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|SAP Analytics Cloud (SAC)", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|OneStream", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large complex enterprise with multiple planning functions? Anaplan or OneStream."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Anaplan", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Key differentiator: Model-driven flexibility and scalability for complex structures"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need workforce + finance planning together? Workday Adaptive Planning."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Recognized as a Gartner Leader five years running for financial planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Vena", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Want minimal disruption and Excel familiarity? Vena, Jedox, or Board."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Jedox", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Want minimal disruption and Excel familiarity? Vena, Jedox, or Board."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Drivetrain", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "fastest time to ROI (6 months) for mid-market/growing companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Pigment", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fast-growing mid-market wanting speed to ROI? Drivetrain, Pigment."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Planful", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Pigment, Planful, Prophix, IBM Planning Analytics (TM1), Board, Mosaic, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Prophix", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Pigment, Planful, Prophix, IBM Planning Analytics (TM1), Board, Mosaic, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|IBM Planning Analytics (TM1)", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Model-driven (Anaplan, IBM TM1): offer flexible, complex modeling but steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Board", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Want minimal disruption and Excel familiarity? Vena, Jedox, or Board."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Mosaic", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Pigment, Planful, Prophix, IBM Planning Analytics (TM1), Board, Mosaic, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|deepseek-small|Datarails", "prompt": "c210-m3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Pigment, Planful, Prophix, IBM Planning Analytics (TM1), Board, Mosaic, Datarails"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Oracle Cloud EPM", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The undisputed heavyweight of the EPM world... Best For: Large, global multinationals... steer clear of Anaplan and Oracle"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Anaplan", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it is highly complex and typically requires in-house \"Model Builders\"... steer clear of Anaplan and Oracle"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|OneStream Software", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is specifically designed to sit on top of mismatched ERPs and act as a single source of truth"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly popular, user-friendly EPM platform that balances enterprise-grade capability with a relatively low learning curve."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Pigment", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The premier \"Gen-3\" modern planning platform. It has emerged as the fastest-growing challenger to Anaplan."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Vena Solutions", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena offers the lowest friction path to modernization"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|SAP", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you run an end-to-end Oracle or SAP ERP ecosystem, staying inside their EPM suite often offers the easiest data pipeline integration."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Planful", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Planful or Adaptive are highly efficient"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|google-small|Datarails", "prompt": "c210-m3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel-Native (Vena, Datarails)"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Drivetrain", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top EPM platforms include Drivetrain, Anaplan, OneStream, Oracle EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Anaplan", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top EPM platforms include Drivetrain, Anaplan, OneStream, Oracle EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|OneStream", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top EPM platforms include Drivetrain, Anaplan, OneStream, Oracle EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Oracle EPM", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle EPM, Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday Adaptive Planning, Pigment, Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Pigment", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pigment, Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Vena", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pigment, Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Jedox", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vena, Jedox, Planview Enterprise One"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Planview Enterprise One", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planview Enterprise One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Planview Enterprise One, Epicor, Infor d/EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Epicor", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Epicor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Planview Enterprise One, Epicor, Infor d/EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Infor d/EPM", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Infor d/EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Infor d/EPM, EPM Live, and Axiom Software"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|EPM Live", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "EPM Live", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Infor d/EPM, EPM Live, and Axiom Software"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|meta-small|Axiom Software", "prompt": "c210-m3", "model": "meta-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Axiom Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "EPM Live, and Axiom Software"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Pigment", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rating:** 9.3/10 ... **For modern, AI-driven planning:** Pigment"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Planful", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Multi-entity finance teams seeking unified planning and reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Anaplan", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For enterprise-scale complexity:** Anaplan, Oracle EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Oracle Cloud EPM", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For existing Oracle users:** Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|OneStream", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For multi-entity finance:** Planful, OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Large enterprises needing robust planning without heavy IT burden"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Board International", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Strengths:** Planning, analytics, and BI in one platform"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Vena", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Excel-friendly solutions:** Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|minimax-small|Jedox", "prompt": "c210-m3", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For Excel-friendly solutions:** Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Oracle Fusion Cloud EPM", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best suited for large companies, especially those already using Oracle's ecosystem... market leader with a 20.3% share in 2024."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|SAP Analytics Cloud", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for analytical integration, often used alongside other SAP products."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Anaplan", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Renowned for collaboration and large-scale planning, with a modern, user-friendly interface."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|OneStream", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Optimal for financial consolidation in complex, often large organizations."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Planful", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Recognized as a Visionary in Gartner's rankings"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Pigment", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer French EPM solution that has entered Gartner's Visionaries group"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Jedox", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "well-established mid-market leaders, offering flexibility and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Board", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "well-established mid-market leaders, offering flexibility and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Vena Solutions", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "recognized for their strong usability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|mistral-small|Prophix", "prompt": "c210-m3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "recognized for their strong usability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Anaplan", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for**: Large enterprises with complex, multi-dimensional planning needs"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|OneStream", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for**: Organizations wanting unified financial close and planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Oracle Cloud EPM", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Oracle ERP customers and large enterprises needing comprehensive suites"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Workday HCM/ERP customers; workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Pigment", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pigment** (Rising Star) - **Best for**: Fast-growing, agile organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Planful", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Multi-entity finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Vena Solutions", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Teams that want to stay close to Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|moonshot-small|Drivetrain", "prompt": "c210-m3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vena and Drivetrain for Excel-native teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|Oracle Cloud EPM", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Oracle EPM** if you want the **most comprehensive finance/EPM suite**."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|Workday Adaptive Planning", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Workday Adaptive Planning** if you want **fast, user-friendly FP&A**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|Anaplan", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Anaplan** if you want **highly flexible, cross-functional scenario planning**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|SAP Analytics Cloud", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a **comparison including SAP Analytics Cloud, OneStream, and Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|OneStream", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a **comparison including SAP Analytics Cloud, OneStream, and Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|openai-small|Planful", "prompt": "c210-m3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **comparison including SAP Analytics Cloud, OneStream, and Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Anaplan", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan** - Leader in Gartner; excels in connected, multi-dimensional planning."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|OneStream", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneStream** - Gartner Leader (3x); unified platform for consolidation + planning."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Workday (Adaptive Planning)", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday (Adaptive Planning)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workday Adaptive** | Workday HCM/ERP users; workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Oracle Fusion Cloud EPM", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Oracle Fusion Cloud EPM** - Established enterprise suite; strong in complex orgs."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Board", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Board International** - Gartner Leader; decision-making platform with BI ties."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Wolters Kluwer (CCH Tagetik)", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Wolters Kluwer (CCH Tagetik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream/Oracle/CCH Tagetik lead for multi-GAAP, multi-currency closes"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Pigment", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pigment** - High G2 ratings; AI-native, modern collaborative planning."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Planful", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Planful** - Strong for mid-market finance teams; good close + forecasting."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Prophix", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Prophix** - Solid mid-market; fast implementation, financial close focus."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Vena", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Vena Solutions** - Excel-integrated; AI analysis for spreadsheet-heavy teams."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|xai-small|Jedox", "prompt": "c210-m3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Jedox / CCH Tagetik** - Niche strengths in performance mgmt/consolidation."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Wrike", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Wrike", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wrike** is often the go‑to for **large, cross‑functional organizations** needing deep resource management, strong security, and extensive automation."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Asana", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Asana** excels for **teams that want a clean, goal‑oriented workflow** with relatively quick adoption."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Monday.com", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Monday.com** is a strong choice for **business‑wide, visual workflows** with AI‑powered blocks and fast deployment."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Smartsheet", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Smartsheet** remains the **spreadsheet‑centric powerhouse** for complex reporting and compliance."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Microsoft Project", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Microsoft Project", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Microsoft Project** is the **industry standard for traditional Gantt‑based PMOs** within the Microsoft ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Jira Enterprise", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jira Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jira Enterprise** is the **definitive choice for agile/DevOps** teams needing advanced governance and multi‑site support."}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|ClickUp", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ClickUp** and **Celoxis** fill **niche roles** (ClickUp = all‑in‑one hub"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Celoxis", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Celoxis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Celoxis = on‑prem, global remote teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Scoro", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Scoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Scoro** | Comprehensive project oversight & PPM visibility"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|Epicflow", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Epicflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Epicflow, monday AI Workspace, OnePlan** bring **AI‑driven portfolio optimization**"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|monday AI Workspace", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "monday AI Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Emerging platform; ecosystem smaller than Wrike/Asana"}, {"id": "mai-20260917-1752-baseline-2|c210-m3|zai-small|OnePlan", "prompt": "c210-m3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OnePlan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Targeted at capital‑intensive industries; higher cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Anaplan", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid heavy enterprise platforms like Anaplan or Oracle (which cost tens of thousands annually)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Oracle", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you generally want to avoid heavy enterprise platforms like Anaplan or Oracle (which cost tens of thousands annually)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Cube", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Cube** (Best All-Rounder)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Mosaic", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mosaic** (Best for Startups/Tech)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Datarails", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Datarails** (Best for Excel-Led Teams)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Zoho Books / Zoho Analytics", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho Books / Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best \"Ultra-Budget\" Option"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|CyberArk", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise solutions like CyberArk are very expensive."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Admin By Request", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Admin By Request** (Best Value / Lowest Barrier)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|ManageEngine", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ManageEngine** (Best Bundle)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|alibaba-small|Heimdal Security", "prompt": "c210-m4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Heimdal Security", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Heimdal Security** (Best Alternative)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|anthropic-small|Vena Solutions", "prompt": "c210-m4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Vena Solutions** - Best for Excel-native Microsoft shops, Vena is notably affordable."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|anthropic-small|Planful", "prompt": "c210-m4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, mid-market FP&A + consolidation deployments typically run $250k–$500k/year."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|anthropic-small|Cube Software", "prompt": "c210-m4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spreadsheet-native and SMB tools run $18K-$60K per year, including Cube entry, making it one of the most affordable options available."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|Microsoft's EPM option", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Microsoft's EPM option", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Microsoft’s EPM option if you already use Microsoft tools**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|PeopleGoal", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **PeopleGoal** if your budget is very limited and you want the lowest entry cost."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|Workday Adaptive Planning", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "only if you can spend more and need stronger planning capabilities; these are repeatedly positioned as top-tier products rather than budget picks"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|Planful", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "only if you can spend more ... positioned as top-tier products rather than budget picks"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|Anaplan", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid large enterprise platforms like **Anaplan** or **OneStream** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|challenger-small|OneStream", "prompt": "c210-m4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid large enterprise platforms like **Anaplan** or **OneStream** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Vena", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vena** is usually the best value for a budget-conscious small company because of its lower entry cost, Excel familiarity"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Jedox", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Has a published entry tier (\"Essential,\" ... so costs are more transparent than quote-only competitors"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Cube", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need absolute lowest cost, look at **Cube** or a lighter tool rather than enterprise platforms."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Limelight", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Limelight starts around **$1,400/month for five users**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Admin By Request", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Admin By Request** is the clear best pick for a company with a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|CyberFOX AutoElevate", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "CyberFOX AutoElevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-endpoint pricing, designed for SMBs/MSPs, painless local-admin removal."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|ManageEngine", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good mid-market value, especially ManageEngine if you also want patching and endpoint management in one suite."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Heimdal", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Heimdal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ManageEngine / Heimdal / Delinea** — Good mid-market value"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Delinea", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ManageEngine / Heimdal / Delinea** — Good mid-market value"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|deepseek-small|Microsoft Intune EPM", "prompt": "c210-m4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Microsoft Intune EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The cheapest route if you already have Microsoft 365/Entra"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Oracle Cloud EPM", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise-grade tools (like Oracle Cloud EPM, Workday Adaptive, or Planview) cost upwards of $40,000 to over $100,000 annually"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Workday Adaptive", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cost upwards of $40,000 to over $100,000 annually, not including hefty setup and consulting fees"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Planview", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Celoxis is a highly competitive and affordable alternative to Planview or Planisware"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Clockwork", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Clockwork is an exceptional choice"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Fathom", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fathom is the gold standard for cost-efficiency"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Budgyt", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budgyt is the most affordable \"true\" EPM database"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|LiveFlow", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "LiveFlow acts as a lightweight EPM connector"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Jirav", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Jirav is a scaled-down alternative to Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Zoho Projects", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho Projects", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most Cost-Effective All-in-One"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|ClickUp", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ClickUp is a highly customizable, modern platform"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Celoxis", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Celoxis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best Budget Enterprise-Grade PPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|google-small|Planisware", "prompt": "c210-m4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planisware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "affordable alternative to Planview or Planisware"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|Drivetrain", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top EPM software providers mentioned in the search results include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|CyberArk", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "CyberArk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top EPM software providers mentioned in the search results include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|BeyondTrust", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "BeyondTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|Delinea", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Delinea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|One Identity", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|Arcon", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Arcon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|meta-small|Netwrix", "prompt": "c210-m4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Drivetrain, CyberArk, BeyondTrust, Delinea, One Identity, Arcon, and Netwrix"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|minimax-small|Wave", "prompt": "c210-m4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **Wave** (Free)\n- Free accounting and budgeting platform\n- Best for very small businesses and startups"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|minimax-small|Jedox", "prompt": "c210-m4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers affordable subscription plans - Good for small businesses needing budgeting & forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|minimax-small|Limelight", "prompt": "c210-m4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at ~$1,400/month for 5 users - Good for companies needing forecasting & budgeting"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|minimax-small|Spendesk", "prompt": "c210-m4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Spendesk** (Lite plan starts at $7.50/month)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|mistral-small|Jedox", "prompt": "c210-m4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jedox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jedox and Small Improvements are the top recommendations. Jedox is ideal for financial planning and analysis"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|mistral-small|Small Improvements", "prompt": "c210-m4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Small Improvements is highlighted as the best budget option at just $3/user/month on the entry tier"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Cube", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best balance of price and functionality**: **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Datarails", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for dedicated small finance teams**: **Datarails**."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Limelight", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need fixed implementation costs**: **Limelight**."}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Prophix", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-Market Value Option ... making it a value option if you need more robust features"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Planful", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Limited Budget | **Planful** | ~$50,000–$100,000 (3-year TCO) | Mid-market to enterprise focus"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Vena", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "| **Vena** | $100,000–$200,000+ | Enterprise-focused pricing"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Anaplan", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "| **Anaplan** | $80,000–$1,000,000+ | Powerful but built for complex, large-scale planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Oracle EPM Cloud", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "| **Oracle EPM Cloud** | $150–$500+/user/month | Enterprise-grade with high implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Microsoft Power BI", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tools like **Microsoft Power BI**, **Google Looker Studio**, or **Tableau Public** can handle reporting and some scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Google Looker Studio", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tools like **Microsoft Power BI**, **Google Looker Studio**, or **Tableau Public**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|moonshot-small|Tableau Public", "prompt": "c210-m4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Tableau Public", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Tableau Public** can handle reporting and some scenario modeling at a fraction of the cost"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|openai-small|Workday Adaptive Planning", "prompt": "c210-m4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budget:** **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|openai-small|Oracle Cloud EPM Planning in its Standard subscription", "prompt": "c210-m4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM Planning in its Standard subscription", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use Oracle and want a narrower entry tier:** **Oracle Cloud EPM Standard**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|openai-small|OneStream", "prompt": "c210-m4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not best for tight budgets:** **OneStream, SAP EPM, and Oracle EPM Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|openai-small|SAP EPM", "prompt": "c210-m4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not best for tight budgets:** **OneStream, SAP EPM, and Oracle EPM Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|openai-small|Oracle EPM Enterprise", "prompt": "c210-m4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically positioned for larger, more complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Oracle EPM", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Oracle EPM, OneStream, Anaplan, or Workday Adaptive Planning is often too expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|OneStream", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is often too expensive... making them unsuitable for small to midsize businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Anaplan", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is often too expensive... making them unsuitable for small to midsize businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Workday Adaptive Planning", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is often too expensive... high implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|PlanGuru", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**PlanGuru** edges out for pure budget value"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Jirav", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Jirav** (Best for Growing SMBs/SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Cube", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cube** (Best Spreadsheet-Native Option)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Budgyt", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budgyt or Dryrun** (Cheapest Entry Points)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Dryrun", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Dryrun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Dryrun even lower (~$30/month)"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Excel/Google Sheets + Power Query/Scripts", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Excel/Google Sheets + Power Query/Scripts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Not true EPM, but customize with free add-ons"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Zoho Analytics", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free tiers or ~$2.50–$5/user/month for light budgeting/reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Xero Practice Manager", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Xero Practice Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free tiers or ~$2.50–$5/user/month for light budgeting/reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Apache OFBiz", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Apache OFBiz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "but they require dev setup—not plug-and-play"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|ERPNext", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "free community edition), but they require dev setup—not plug-and-play"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Vena", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "upgrade to Vena/Centage (~$10K+/year) later"}, {"id": "mai-20260917-1752-baseline-2|c210-m4|xai-small|Centage", "prompt": "c210-m4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "upgrade to Vena/Centage (~$10K+/year) later"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Workday Adaptive Planning", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strong for Workday/HCM shops, easiest adoption, excellent workforce planning, native Workday integration"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Anaplan", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavier implementation; often overkill unless you have genuinely complex cross-functional planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Pigment", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern, fast to first model, less legacy weight, good for growing mid-market"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Planful", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "close-to-Excel options if your team lives in spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Vena", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "close-to-Excel options if your team lives in spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Jedox", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "close-to-Excel options if your team lives in spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|OneStream", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "fuller CPM suites; more enterprise-grade, heavier deployments"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|deepseek-small|Oracle EPM", "prompt": "c210-m5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "fuller CPM suites; more enterprise-grade, heavier deployments"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Oracle Hyperion", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need the bloated, multimillion-dollar legacy EPM systems built for Fortune 500 conglomerates (like Oracle Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|SAP BPC", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need the bloated, multimillion-dollar legacy EPM systems built for Fortune 500 conglomerates (like Oracle Hyperion or SAP BPC)"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Vena Solutions", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Examples:* **Vena Solutions, Cube Software, Datarails, Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Cube Software", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Examples:* **Vena Solutions, Cube Software, Datarails, Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Datarails", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Examples:* **Vena Solutions, Cube Software, Datarails, Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Jedox", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Examples:* **Vena Solutions, Cube Software, Datarails, Jedox**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Workday Adaptive Planning", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*Examples:* **Workday Adaptive Planning, Planful, Prophix**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Planful", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Examples:* **Workday Adaptive Planning, Planful, Prophix**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Prophix", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*Examples:* **Workday Adaptive Planning, Planful, Prophix**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Pigment", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "*Examples:* **Pigment, Mosaic, Abacum**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Mosaic", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "*Examples:* **Pigment, Mosaic, Abacum**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|google-small|Abacum", "prompt": "c210-m5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "*Examples:* **Pigment, Mosaic, Abacum**."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Workday Adaptive Planning", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Cloud-native, strong FP&A, user-friendly... Best For: Mid-market, fast-growing companies"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Anaplan", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Highly scalable, in-memory engine... Large enterprises, complex planning"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Oracle EPM (Hyperion)", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM (Hyperion)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Robust consolidation, multi-GAAP... Large enterprises, global operations"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|IBM Planning Analytics (TM1)", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Powerful modeling, Excel integration... Enterprises with advanced analytics"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|SAP Analytics Cloud", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tight SAP integration... SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Prophix", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market focus, strong budgeting, consolidation, and reporting | Mid-sized companies, finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Vena", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excel-centric, strong workflow, and collaboration features"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|mistral-small|Cube", "prompt": "c210-m5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern, spreadsheet-like interface, strong for FP&A teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|moonshot-small|Drivetrain", "prompt": "c210-m5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Drivetrain** | Fast-growing mid-market | Strong for companies scaling quickly"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|moonshot-small|Vena", "prompt": "c210-m5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vena** | Excel-friendly finance teams | Good balance of power and usability"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|moonshot-small|Anaplan", "prompt": "c210-m5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More suited to larger enterprises; longer implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|moonshot-small|Workday Adaptive Planning", "prompt": "c210-m5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workday ecosystem users | Native integration if already using Workday"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|moonshot-small|Planful", "prompt": "c210-m5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Planful** | Mid-market focus | Purpose-built for your company size"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Oracle Cloud EPM", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Oracle/SAP for larger integrations; Vena/Planful for Excel-like affordability."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|OneStream", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo top picks (e.g., OneStream for consolidation, Pigment for AI planning)."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Anaplan", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Anaplan scores high on usability"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|SAP Analytics Cloud", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle/SAP for larger integrations"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Workday Adaptive Planning", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Oracle Cloud EPM, OneStream, Anaplan, SAP Analytics Cloud, Workday Adaptive Planning, Vena, Planful, or Pigment can help unify these processes"}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Vena", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For mid-sized, prioritize tools like Vena (Excel-native) or Planful (connected planning)."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Planful", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "For mid-sized, prioritize tools like Vena (Excel-native) or Planful (connected planning)."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|Pigment", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Demo top picks (e.g., OneStream for consolidation, Pigment for AI planning)."}, {"id": "mai-20260917-1752-baseline-2|c210-m5|xai-small|BlackLine", "prompt": "c210-m5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Market leaders (2024 shares): Oracle (20%), SAP, Anaplan, OneStream, BlackLine."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|Oracle Hyperion (Essbase/HFM)", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion (Essbase/HFM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should generally avoid purchasing licenses for legacy on-premise software that requires heavy server maintenance.*   **Examples:** Older versions of **Oracle Hyperion (Essbase/HFM)**"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|IBM Cognos (older suites)", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Cognos (older suites)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should generally avoid purchasing licenses for legacy on-premise software ... or **IBM Cognos (older suites)**"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|IBM Cognos TM1", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Cognos TM1", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** **IBM Cognos TM1** ... **The Trap:** Avoid these if you want your finance team to actually use the tool."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|SAP BPC", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "older implementations of **SAP BPC** ... Avoid these if you want your finance team to actually use the tool."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|OneStream", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safest bets are currently considered to be **OneStream** (best for total integration of financial ops)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|NetSuite Plan", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "NetSuite Plan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Examples:** **NetSuite Plan** ... **The Verdict:** Avoid these if you have more than 50\\u2013100 users who need to input operational data."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|SAP S/4HANA Embedded Planning", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP S/4HANA Embedded Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These tools are designed for \"Good Enough\" planning ... Avoid these if you have more than 50\\u2013100 users"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|Microsoft Dynamics 365 Advanced Financials (Planning)", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Microsoft Dynamics 365 Advanced Financials (Planning)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Microsoft Dynamics 365 Advanced Financials (Planning).** ... Avoid these if you have more than 50\\u2013100 users who need to input operational data."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|Adaptive Planning", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Workday Adaptive Planning** (best for ease of use and mid-market companies)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|alibaba-small|Anaplan", "prompt": "c210-m6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Anaplan** (best for massive, complex operational planning)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|anthropic-small|Oracle Hyperion (On-Premises)", "prompt": "c210-m6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion (On-Premises)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Oracle has shifted its strategic focus to Oracle Cloud EPM, gradually phasing out major innovations and support enhancements for on-prem Hyperion products"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|anthropic-small|Oracle Cloud EPM", "prompt": "c210-m6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle has shifted its strategic focus to Oracle Cloud EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Hyperion", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy, cube-centric EPM systems such as Hyperion and BPC if you need flexible modeling, modern workflows, or faster change cycles"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|BPC", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SAP BPC if you are planning a long-term rollout, because BPC has version-specific end-of-life pressure"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Oracle EPM", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle EPM and other large-suite enterprise platforms if your team is small, implementation resources are limited"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Anaplan", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Anaplan and similar high-flexibility platforms if your organization wants a simple, finance-only budgeting tool"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|OneStream", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "matrix\" for specific vendors like Oracle, Anaplan, OneStream, Planful, Vena, Pigment, and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Planful", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific vendors like Oracle, Anaplan, OneStream, Planful, Vena, Pigment, and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Vena", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific vendors like Oracle, Anaplan, OneStream, Planful, Vena, Pigment, and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|challenger-small|Pigment", "prompt": "c210-m6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specific vendors like Oracle, Anaplan, OneStream, Planful, Vena, Pigment, and SAP BPC"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|deepseek-small|Oracle Cloud EPM", "prompt": "c210-m6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're not already deep in Oracle's stack, avoid it."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|deepseek-small|SAP Analytics Cloud (SAC)", "prompt": "c210-m6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Who should avoid it: Non-SAP customers. If you're not running SAP ERP, this tool will fight you at every turn."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|deepseek-small|Anaplan", "prompt": "c210-m6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve, requires dedicated modeling experts/superusers... It's a \"hire a consultant forever\" platform."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|deepseek-small|Workday Adaptive Planning", "prompt": "c210-m6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "one of the longest time-to-ROI figures in the market (around 21 months)... best only for Workday-centric enterprises."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Oracle Hyperion (On-Premise)", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion (On-Premise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy On-Premise EPMs (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|SAP BPC (On-Premise)", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC (On-Premise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy On-Premise EPMs (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|IBM TM1 (On-Premise)", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM TM1 (On-Premise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Legacy On-Premise EPMs (Avoid Entirely)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Anaplan", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Anaplan\\u2019s licensing model scales with workspace size, which can lead to unexpected and steep cost increases"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|OneStream", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OneStream & Oracle Cloud EPM are designed for massive global enterprises... run the risk of becoming expensive \"shelfware\""}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Oracle Cloud EPM", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "these implementations can easily cost 2 to 3 times the software license itself"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|SAP Analytics Cloud (SAC)", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud (SAC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "integrating and pulling data into SAC can be incredibly complex, slow, and frustrating"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Workday Adaptive Planning", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "heavily tailored to Workday ERP/HCM. If you are using a non-Workday ERP, you may find yourself building complicated middleware pipelines"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Vena Solutions", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Users of Vena and Prophix have occasionally reported slow processing times"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Prophix", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Users of Vena and Prophix have occasionally reported slow processing times"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|google-small|Planful", "prompt": "c210-m6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "these platforms can hit performance ceilings"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Hyperion", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy, cube-centric EPM systems (Hyperion, BPC) are considered Gen-1 EPM systems and may struggle with complex relationships."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|BPC", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy, cube-centric EPM systems (Hyperion, BPC) are considered Gen-1 EPM systems and may struggle with complex relationships."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Oracle EPM", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "insufficient data on implementation time and time to ROI, which may indicate a lack of transparency or difficulty in implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Anaplan", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "having a lengthy implementation time (6 months) and time to ROI (15 months)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Drivetrain", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "alternative EPM platforms, such as Drivetrain, Pigment, and Planful, which may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Pigment", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternative EPM platforms, such as Drivetrain, Pigment, and Planful, which may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|meta-small|Planful", "prompt": "c210-m6", "model": "meta-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "alternative EPM platforms, such as Drivetrain, Pigment, and Planful, which may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|minimax-small|Oracle Cloud EPM", "prompt": "c210-m6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Performance issues**: Users report slower performance with higher and more complex data loads"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|minimax-small|Workday Adaptive Planning", "prompt": "c210-m6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Integration gaps**: Despite being part of Workday ecosystem, personnel sheets often require manual updates"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|minimax-small|Anaplan", "prompt": "c210-m6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**High cost**: Significantly expensive, targeting enterprise market"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|minimax-small|EPM Live", "prompt": "c210-m6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "EPM Live", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Poor support**: Tickets can take weeks or months to resolve"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|mistral-small|Workday Peakon Employee Voice", "prompt": "c210-m6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Peakon Employee Voice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday Peakon Employee Voice is highly rated but only ideal for organizations already on Workday HCM."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Legacy Oracle Hyperion (On-Premises)", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Legacy Oracle Hyperion (On-Premises)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms to Avoid Entirely** ... Premier support ended December 2021"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Oracle Cloud EPM", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Solid functionality but inflexible deployment model and scalability concerns."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Workday Adaptive Planning", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for Workday-centric organizations wanting basic planning, but frustrating for complex modeling."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Anaplan", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Powerful for complex modeling but prepare for high TCO and significant implementation disruption."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|SAP Analytics Cloud (SAC) for EPM", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud (SAC) for EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Verdict:** Avoid unless deeply committed to SAP stack."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|OneStream", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Growing complexity requires more training; some dissatisfaction with ease of use"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|IBM Planning Analytics (TM1)", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Older technology; requires significant expertise; Excel-dependent workflows can be limiting"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Jedox", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Flexibility can lead to complex implementations; limited formatted reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Vena", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Excel-centric approach may not suit organizations wanting to move away from spreadsheets; some scalability concerns"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Prophix", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Longer time to ROI (17 months reported); may lack depth for very large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|moonshot-small|Pigment", "prompt": "c210-m6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OneStream or Pigment; avoid point solutions"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Anaplan", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Anaplan: Evolving pricing complexity, weak reporting/visualization, performance slowdowns at scale"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|OneStream", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Longer impl. times; potential info overload in unified platform (Reddit)."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Oracle Fusion Cloud EPM", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Oracle EPM: Cumbersome UI, extensive training needed, third-party dependency driving up costs"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Workday Adaptive Planning", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Longest ROI; limited advanced consolidation/statutory reporting; high pricing for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Planful", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider Vena/Jedox (Excel-friendly), Pigment, or Planful."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Drivetrain", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "opt for faster options like Drivetrain (3 months impl., 6 months ROI)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Pigment", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pigment/OneStream: Enterprise pricing and setup complexity."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Axiom (Strata)", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Axiom (Strata)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Poor customer support (3.5/5 on Capterra); upgrade issues breaking customizations."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Vena", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider Vena/Jedox (Excel-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|xai-small|Jedox", "prompt": "c210-m6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "consider Vena/Jedox (Excel-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|zai-small|EPM Live (Ignite Enterprise Software)", "prompt": "c210-m6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "EPM Live (Ignite Enterprise Software)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** EPM Live if you need affordable, fast, user-friendly support."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|zai-small|Oracle Cloud EPM (Hyperion)", "prompt": "c210-m6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM (Hyperion)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious** with Oracle Cloud EPM if you need flexible deployment, strong non-Oracle integrations, or rapid cloud performance."}, {"id": "mai-20260917-1752-baseline-2|c210-m6|zai-small|Anaplan", "prompt": "c210-m6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Approach** powerful but complex platforms (Anaplan, OneStream) only if you have strong technical resources"}, {"id": "mai-20260917-1752-baseline-2|c210-m6|zai-small|OneStream", "prompt": "c210-m6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like **Anaplan** and **OneStream** are powerful but require specialized technical resources and long onboarding."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Vena Solutions", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Balance of Ease & Power): **Vena Solutions**"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Anaplan", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It can be expensive and requires some implementation time."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Adaptive Insights (by Workday)", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Adaptive Insights (by Workday)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best \"All-in-One\" Cloud Option: **Adaptive Insights (by Workday)**"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Datarails", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Vena Solutions** or **Datarails** offer the highest immediate ROI"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Prophesee", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophesee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Best for \"Excel-Haters\": **Datarails** or **Prophesee**"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|alibaba-small|Float", "prompt": "c210-s1", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Datarails/Float** tend to be lower cost and faster to set up."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|Anaplan/Workiva", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan/Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Anaplan/Workiva** - Cloud-based, good for planning and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|Adaptive Insights", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adaptive Insights** - User-friendly budgeting and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|Vena", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Vena** - Designed for mid-market companies, integrates well with Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|OneStream", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**OneStream** - Unified EPM platform with good scalability"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|NetSuite", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**NetSuite** - All-in-one ERP with EPM capabilities"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|anthropic-small|Planful", "prompt": "c210-s1", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** - Affordable option for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|challenger-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small-to-mid-sized teams:** **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|challenger-small|Vena", "prompt": "c210-s1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your team lives in Excel:** **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|challenger-small|Datarails", "prompt": "c210-s1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Datarails** if you want a smaller-team-friendly option focused on finance automation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|challenger-small|Solver", "prompt": "c210-s1", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Solver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Datarails** or **Solver**. These are called out as good fits for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|deepseek-small|NetSuite Planning and Budgeting", "prompt": "c210-s1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "NetSuite Planning and Budgeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**NetSuite Planning and Budgeting** — great if you already use NetSuite as your ERP"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|deepseek-small|Adaptive Insights (Workday)", "prompt": "c210-s1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Adaptive Insights and Planful are the usual top recommendations for small B2B firms."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|deepseek-small|Planful", "prompt": "c210-s1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Adaptive Insights and Planful are the usual top recommendations for small B2B firms."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|deepseek-small|Jedox", "prompt": "c210-s1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Jedox** — more affordable and flexible for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|deepseek-small|Excel-based + Power BI", "prompt": "c210-s1", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Excel-based + Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "genuinely a common \"best\" for very small companies that outgrow spreadsheets but can't justify a dedicated tool yet"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Oracle Hyperion", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional \"Enterprise\" Performance Management (EPM) platforms—like Oracle Hyperion, SAP BPC, or Anaplan—are almost always overkill"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|SAP BPC", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Oracle Hyperion, SAP BPC, or Anaplan—are almost always overkill"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Anaplan", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Oracle Hyperion, SAP BPC, or Anaplan—are almost always overkill"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Datarails", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Datarails: Extremely popular for small-to-mid-sized finance teams... these \"spreadsheet-native\" EPMs are the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Cube", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for Teams Who Want to Stay in Excel: Datarails or Cube"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Mosaic", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for High-Growth B2B SaaS/Tech Startups: Mosaic or Jirav"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Jirav", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Jirav: Known for providing structured, driver-based forecasting templates"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Clockwork.ai", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Founders with No Finance Team: Clockwork.ai or Parallel"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Parallel", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Parallel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Parallel: A modern, visual planning tool built specifically for Seed and Series A founders."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|google-small|Fathom", "prompt": "c210-s1", "model": "google-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best on a Tight Budget: Fathom ... is an exceptional option"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|meta-small|Drivetrain", "prompt": "c210-s1", "model": "meta-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Drivetrain - a comprehensive EPM software with a G2 rating and implementation time."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Adaptive Planning** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Planful", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Planful** (Best for Rolling Forecasts)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Datarails", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** (Best for Small Finance Teams)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Anaplan", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anaplan** (Best for Supply and Demand Planning)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|SAP Analytics Cloud", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP Analytics Cloud** (Best for Scalability)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Oracle EPM Cloud", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable EPM software include:\n- Oracle EPM Cloud"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|IBM Planning Analytics", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "IBM Planning Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable EPM software include ... IBM Planning Analytics"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|minimax-small|Limelight", "prompt": "c210-s1", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Limelight (starting at $1,400/month for five users)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|mistral-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday Adaptive Planning** and **Drivetrain** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|mistral-small|Drivetrain", "prompt": "c210-s1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workday Adaptive Planning** and **Drivetrain** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|mistral-small|Pigment", "prompt": "c210-s1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pigment** or **Vena** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|mistral-small|Jedox", "prompt": "c210-s1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a balance between affordability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|mistral-small|Vena", "prompt": "c210-s1", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pigment** or **Vena** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|moonshot-small|Cube", "prompt": "c210-s1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Cube** or **Datarails** are likely the best choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|moonshot-small|Datarails", "prompt": "c210-s1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Cube** or **Datarails** are likely the best choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|moonshot-small|Vena Solutions", "prompt": "c210-s1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena Solutions** - Best for Microsoft 365 Integration"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|moonshot-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workday Adaptive Planning** - Best Overall Value"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|moonshot-small|Prophix One", "prompt": "c210-s1", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prophix One** - Best for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B firms: Workday Adaptive Planning"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Jedox", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want more customization: Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Oracle Cloud EPM", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very capable, but usually better when you need more robust enterprise controls... it may be more than a small company needs"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Everstage", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Everstage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Everstage, CaptivateIQ, or Salesforce Sales Performance Management are more relevant than a general EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|CaptivateIQ", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "CaptivateIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Everstage, CaptivateIQ, or Salesforce Sales Performance Management are more relevant"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Salesforce Sales Performance Management", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Salesforce Sales Performance Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Salesforce Sales Performance Management are more relevant than a general EPM suite"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|openai-small|Vulki", "prompt": "c210-s1", "model": "openai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vulki", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highlights Everstage, Vulki, and Salesforce SPM among higher-rated options"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Vena", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Vena or Cube (Excel-friendly) and Drivetrain (AI/modern)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Cube", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Vena or Cube (Excel-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Drivetrain", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "4.8/5 (highest) ... Fast ROI"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Workday Adaptive Planning", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher cost for full suite; more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Planful", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Implementation ~5 months; overkill for tiniest teams."}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Oracle EPM", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise giants like Oracle EPM, Anaplan, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Anaplan", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise giants like Oracle EPM, Anaplan, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|OneStream", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise giants like Oracle EPM, Anaplan, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|xai-small|Datarails", "prompt": "c210-s1", "model": "xai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Under 10 users? Cube or even Excel add-ons like Datarails (~$500+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|zai-small|Cube", "prompt": "c210-s1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Cube (formerly Cube Financial Software)"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|zai-small|PlanGuru", "prompt": "c210-s1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Budgeting & Forecasting: PlanGuru"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|zai-small|Budgyt", "prompt": "c210-s1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Operational Planning: Budgyt"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|zai-small|Vena", "prompt": "c210-s1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Automation: Vena ... strong contender"}, {"id": "mai-20260917-1752-baseline-2|c210-s1|zai-small|SAP", "prompt": "c210-s1", "model": "zai-small", "cat": "corporate-performance-management", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "aren't ready for massive enterprise systems like SAP"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Vena Solutions", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Move to **Vena** or **Datarails** if your processes have become too complex for Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Fathom", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Fathom** if you need simple, visual insights to improve decision-making."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Float", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Cash Flow Management: Float"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Jirav", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Growth-Stage / SaaS B2B: Jirav"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Host Analytics", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vena and Host Analytics tend to handle larger complexities better than Fathom."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|alibaba-small|Datarails", "prompt": "c210-s2", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Move to **Vena** or **Datarails** if your processes have become too complex for Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|anthropic-small|15Five", "prompt": "c210-s2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation would be **15Five** for most B2B small businesses, given its ease of adoption, manager focus, and reasonable pricing structure"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|anthropic-small|Small Improvements", "prompt": "c210-s2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small Improvements offers the best budget entry point"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|anthropic-small|PerformYard", "prompt": "c210-s2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PerformYard has emerged as one of the top choices for small business performance management in 2026"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|anthropic-small|BambooHR", "prompt": "c210-s2", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BambooHR is best for small and growing businesses formalizing performance reviews"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|challenger-small|BambooHR", "prompt": "c210-s2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BambooHR** if you want a straightforward performance management platform that's easy to adopt"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|challenger-small|15Five", "prompt": "c210-s2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**15Five** and **Lattice** are the strongest alternatives for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|challenger-small|Lattice", "prompt": "c210-s2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Lattice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**15Five** and **Lattice** are the strongest alternatives for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|challenger-small|Profit.co", "prompt": "c210-s2", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Profit.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Profit.co** is worth considering because Forbes named it the **best performance management software for strategy-driven small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Drivetrain", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My top recommendation: **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Vena", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** | Excel-first finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Cube", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget and simplicity are the priority, go with **Cube** or **Centage**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Centage", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Centage** (transparent, bundled) ... give you the most value for the least complexity"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|ThriveSparrow", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Employee performance management** (OKRs, reviews, feedback — tools like ThriveSparrow)"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Datarails", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Datarails** | Excel-native workflows | ~$24–60K/yr | You want AI-assisted FP&A built around Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Anaplan", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Genuine enterprise tools like Anaplan, OneStream, or Planful are overkill and too costly here."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|OneStream", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools like Anaplan, OneStream, or Planful are overkill and too costly here"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Planful", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise tools like Anaplan, OneStream, or Planful are overkill and too costly here"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Teamflect", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Teamflect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "e.g., ThriveSparrow, Teamflect, or Culture Amp"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|deepseek-small|Culture Amp", "prompt": "c210-s2", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Culture Amp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "e.g., ThriveSparrow, Teamflect, or Culture Amp"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|google-small|Mosaic", "prompt": "c210-s2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for High-Growth B2B SaaS & Tech Startups: **Mosaic**... start a trial with **Mosaic**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|google-small|Cube", "prompt": "c210-s2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a standard B2B company using QuickBooks/Xero and already have custom spreadsheets you trust, book a demo with **Cube**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|google-small|Clockwork.ai", "prompt": "c210-s2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Founders without a Finance Team: **Clockwork.ai** or **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|google-small|Fathom", "prompt": "c210-s2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fathom is highly visual and specializes in B2B KPI dashboards"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|google-small|Causal", "prompt": "c210-s2", "model": "google-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Visual, Modern Scenario Planning: **Causal**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|meta-small|Abacum", "prompt": "c210-s2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Abacum: An FP&A automation platform that helps businesses drive efficient growth with ready-to-use CPM templates"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|meta-small|Anaplan", "prompt": "c210-s2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Anaplan: Best for enterprise-wide, scenario-rich planning."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|meta-small|Vena", "prompt": "c210-s2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vena: Excel-first modeling with centralized controls."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|meta-small|Drivetrain", "prompt": "c210-s2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Drivetrain: Intuitive planning, forecasting, and responsive support without enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|meta-small|ThriveSparrow", "prompt": "c210-s2", "model": "meta-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ThriveSparrow: Best performance management software for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|minimax-small|Vena", "prompt": "c210-s2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Vena** or **Drivetrain** if your primary focus is financial planning and analysis."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|minimax-small|Drivetrain", "prompt": "c210-s2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Vena** or **Drivetrain** if your primary focus is financial planning and analysis."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|minimax-small|ThriveSparrow", "prompt": "c210-s2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more comprehensive performance management including employee reviews and goal-setting, **ThriveSparrow** would be a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|minimax-small|Anaplan", "prompt": "c210-s2", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Though more powerful, it's scalable and works well for B2B companies needing sophisticated planning and modeling capabilities."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|mistral-small|Vena", "prompt": "c210-s2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vena** and **Drivetrain** are particularly recommended for smaller finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|mistral-small|Drivetrain", "prompt": "c210-s2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vena** and **Drivetrain** are particularly recommended for smaller finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|mistral-small|ThriveSparrow", "prompt": "c210-s2", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more general performance management tool (including HR and employee performance), **ThriveSparrow** is highlighted as the best for most SMBs."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|Vena Solutions", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Vena Solutions** or **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|Mosaic", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strategic Finance & Real-Time Visibility"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|Drivetrain", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Vena Solutions** or **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|Prophix", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Full CPM Suite Without Enterprise Weight"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|PlanGuru", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "PlanGuru", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Budget-Friendly Option"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|Anaplan", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Both avoid the heavy implementation costs and complexity of enterprise solutions like Anaplan or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|moonshot-small|OneStream", "prompt": "c210-s2", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Both avoid the heavy implementation costs and complexity of enterprise solutions like Anaplan or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|openai-small|Cube", "prompt": "c210-s2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cube** is often a strong fit"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|openai-small|Planful", "prompt": "c210-s2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want a more robust all-in-one planning platform and can handle a bit more complexity"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|openai-small|Vena", "prompt": "c210-s2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid choice if your team lives in Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|openai-small|Datarails", "prompt": "c210-s2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "especially good for finance teams that want CPM-style planning layered on top of Excel"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|openai-small|Adaptive Planning (Workday)", "prompt": "c210-s2", "model": "openai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Adaptive Planning (Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent product, but often better suited to growing companies that can justify higher cost and more setup"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Vena", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vena** as the top corporate performance management (CPM) platform"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Anaplan", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike enterprise-heavy tools like Anaplan or Workday, it avoids overkill complexity and high costs."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Workday", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid**: Enterprise tools like Oracle EPM or Workday (too pricey/complex for small teams)."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Drivetrain", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Strong Alternative: Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Datarails", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Datarails** | Excel automation, analysis | Quote-based | More reporting-focused, less full planning |"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Cube", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Cube**  | Quick modeling (alt to Vena) | ~$250+/mo for startups |"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|xai-small|Oracle EPM", "prompt": "c210-s2", "model": "xai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Enterprise tools like Oracle EPM or Workday (too pricey/complex for small teams)."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|zai-small|Drivetrain", "prompt": "c210-s2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best corporate performance management (CPM) platform for a small B2B business is **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|zai-small|Vena", "prompt": "c210-s2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: Vena"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|zai-small|Xebra", "prompt": "c210-s2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Xebra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If your business is not based in or serving the Indian market, this is likely not the right fit for you."}, {"id": "mai-20260917-1752-baseline-2|c210-s2|zai-small|Anaplan", "prompt": "c210-s2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Enterprise-heavy tools like **Anaplan** or **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-s2|zai-small|Planful", "prompt": "c210-s2", "model": "zai-small", "cat": "corporate-performance-management", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise-heavy tools like **Anaplan** or **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|alibaba-small|Cube", "prompt": "c210-s3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cube (Best for Startups & Tech-Savvy Teams) ... a favorite among modern, high-growth companies"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|alibaba-small|Drivetrain", "prompt": "c210-s3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drivetrain (Best for Moving Off Spreadsheets) ... Drivetrain is a leading choice."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|alibaba-small|Vena Solutions", "prompt": "c210-s3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena is a long-standing leader in the \"Excel-first\" space."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|alibaba-small|Jirav", "prompt": "c210-s3", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jirav (Best for Simplicity & Agencies) ... designed specifically for smaller service firms and agencies"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Vena Solutions", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vena is the strongest choice for finance teams that want the structure of an EPM platform without leaving Excel."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Datarails", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datarails also layers a conversational AI assistant on top for variance questions, though the Excel plumbing is the reason most small teams buy it."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|OneStream", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "multi-GAAP consolidation are thinner than what OneStream offers"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Planful", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market platforms like Planful and Prophix generally land between $75,000 and $500,000 all-in for year one"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Prophix", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Its Prophix One platform combines the core FP&A modules with an AI-powered planning assistant, aimed at automating routine forecasting and variance analysis tasks for smaller finance teams."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Jedox", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jedox is best suited for mid-sized to enterprise finance teams that need advanced planning and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|anthropic-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It features an intuitive, spreadsheet-like interface that finance teams adopt quickly"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Effy AI", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Effy AI** is the most “small-team friendly” because it has **no minimums**, a **free tier up to 5 users**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|PeopleGoal", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PeopleGoal** for goal/performance tracking"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Zoho People", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zoho People** is the budget-conscious choice"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|BambooHR", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "BambooHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BambooHR** is best when you want **HRIS + payroll + performance** in one system"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|15Five", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**15Five** is better if your priority is **manager coaching and ongoing feedback**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Lattice", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "sometimes **Lattice** or **PerformYard** depending on your budget and process maturity"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|PerformYard", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PerformYard** is a fit for teams that already have a structured review process"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Vena", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Vena** for Excel-based finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Pigment", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Pigment** is the best fit for **collaborative, driver-based planning** and growth-stage teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "a mature option for **scenario modeling and versioning**, but it is more enterprise-oriented than the lighter tools"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Datarails", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Datarails** is often positioned as the better choice for **small finance teams**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Cube", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Cube** and **Jirav** are generally better for **SMB and high-growth teams**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Jirav", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Cube** and **Jirav** are generally better for **SMB and high-growth teams**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Admin By Request", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Admin By Request", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Admin By Request** if you meant endpoint privilege management"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|CyberFOX AutoElevate", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "CyberFOX AutoElevate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "aimed at making **local-admin removal painless** for SMBs and MSPs"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|ThreatLocker", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "ThreatLocker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**ThreatLocker** combines **elevation + allowlisting**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|challenger-small|Microsoft Intune EPM", "prompt": "c210-s3", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Microsoft Intune EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "the practical choice when you already run an **Entra/Intune** environment"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Cube", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Jirav** ... or **Cube** (if you want to stay in Excel/Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Jirav", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Jirav** (if you want a transparent price and SaaS-friendly dashboards)"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Datarails", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your data is messy across QuickBooks/NetSuite, consider **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Prophix", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prophix** is a natural mid-market step up"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Jedox", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want to stay Excel-based but grow"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Vena", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vena is Excel-governed with AI-powered analysis"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Abacum", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Newer cloud platforms aimed at growth-stage and mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Drivetrain", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer cloud platforms aimed at growth-stage and mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Pigment", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Newer cloud platforms aimed at growth-stage and mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Anaplan", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "The ones to generally *avoid* for a small team - **Anaplan** — extremely flexible but complex"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "priced/sized for enterprises (~$25k+/yr) and better suited to larger finance orgs"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|OneStream", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "powerful but enterprise-grade consolidation, heavy for small teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|15Five", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "15Five", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**15Five** (~$8–16/user/mo) — continuous feedback, goals, 1:1s"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Lattice", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Lattice** (~$11–15/user/mo) — all-in-one reviews, goals, engagement"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Leapsome", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Leapsome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Leapsome** (~$10–18/user/mo) — reviews + OKRs"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Effy AI", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "fastest budget start for reviews"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Small Improvements", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "(~$3/user/mo, 20-user minimum) — budget option"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Betterworks", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Betterworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "enterprise-grade, skip unless you're large"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|Workday", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "enterprise-grade, skip unless you're large"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|deepseek-small|SAP SuccessFactors", "prompt": "c210-s3", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "enterprise-grade, skip unless you're large"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Oracle EPM", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional Enterprise Performance Management (EPM) systems like Oracle EPM, Anaplan, or Workday Adaptive Planning are usually over-engineered, incredibly expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Anaplan", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually over-engineered, incredibly expensive, and require months of consultant-led implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually over-engineered, incredibly expensive, and require months of consultant-led implementation"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Cube", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A spreadsheet-native FP&A platform that acts as a single, governed database behind your existing Excel and Google Sheets files."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Datarails", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An Excel-automation platform tailored specifically for small-to-midmarket finance teams."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Aleph", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "spreadsheet-native platform built specifically for high-growth, venture-backed startups"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Runway", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Runway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose a Collaborative Web platform (Runway/Mosaic) if you want to involve department heads"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Mosaic", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A strategic finance platform combining out-of-the-box data integrations, automated reporting, and structured planning."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Jirav", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Jirav if you want a disciplined, template-based approach to standard 3-statement modeling"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|google-small|Clockwork.ai", "prompt": "c210-s3", "model": "google-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Clockwork.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Clockwork if you are a small business with under 30 employees, do not have a dedicated finance hire"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|mistral-small|Datarails", "prompt": "c210-s3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Datarails is often the most cost-effective for small finance teams, while others may require a higher investment."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|mistral-small|Jedox", "prompt": "c210-s3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: SMEs seeking flexibility and specific solutions, especially those comfortable with Excel-like interfaces."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|mistral-small|Prophix", "prompt": "c210-s3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix offers strong automation, reporting, and collaboration features"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|mistral-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you anticipate rapid growth and want a cloud-based, scalable solution"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|mistral-small|Cube", "prompt": "c210-s3", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cube integrates with Excel and Google Sheets, making it easy for teams to adopt"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Datarails", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you live in Excel**: Choose **Datarails** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Limelight", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you want fastest setup with clear costs**: Choose **Limelight**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Vena Solutions", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you live in Excel**: Choose **Datarails** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Planful", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need AI forecasting**: Choose **Planful**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Prophix", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market teams prioritizing financial close automation"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|moonshot-small|Centage", "prompt": "c210-s3", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If budget is tight and needs are simple**: Choose **Centage**"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Vena", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Vena** if your team is Excel-heavy and wants the smoothest adoption."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Workday Adaptive Planning** if you want a balanced, well-known FP&A platform with strong forecasting and collaboration."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Planful", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Planful is typically considered an FP&A-first platform rather than a broad enterprise planning suite."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Oracle Cloud EPM / NetSuite Planning and Budgeting", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle Cloud EPM / NetSuite Planning and Budgeting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Oracle/NetSuite** if you\\u2019re already in that ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Anaplan", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Choose Anaplan** only if your planning is genuinely complex and cross-functional."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Pigment", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Pigment** if you want a newer UX and modern planning model."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|openai-small|Board", "prompt": "c210-s3", "model": "openai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Board is often used when organizations want a combined CPM/BI/planning environment"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Oracle EPM", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Anaplan/Oracle for small teams due to $30K+ entry + perf issues."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|OneStream", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more suitable than enterprise-heavy tools like Oracle EPM, OneStream, or Anaplan, which often have high costs"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Anaplan", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid Anaplan/Oracle for small teams due to $30K+ entry + perf issues."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Datarails", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start cheap/light (Datarails) for basics; Excel-heavy? Datarails/Vena."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Vena", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Excel-heavy? Datarails/Vena."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Workday Adaptive Planning", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Collaborative cloud planning on a budget"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Prophix", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "grow to Vena/Prophix for AI/workflows"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Planful", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Longer impl. (5 months); enterprise feel may overkill for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|xai-small|Centage", "prompt": "c210-s3", "model": "xai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Centage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Value tools like Datarails/Centage (alt.) deploy in weeks with low overhead"}, {"id": "mai-20260917-1752-baseline-2|c210-s3|zai-small|Datarails", "prompt": "c210-s3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It has the shortest implementation time... Choose Datarails if: Your team is small (1–3 people) and currently relies on messy spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|zai-small|Vena", "prompt": "c210-s3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vena if: Your team uses Microsoft 365 extensively."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|zai-small|Prophix One", "prompt": "c210-s3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Prophix if: You want to move completely away from spreadsheets to ensure data accuracy."}, {"id": "mai-20260917-1752-baseline-2|c210-s3|zai-small|Planful", "prompt": "c210-s3", "model": "zai-small", "cat": "corporate-performance-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Teams focused on rolling forecasts and high-volume data processing."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Anaplan", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "True Financial EPM software (like Anaplan or Oracle Hyperion) is typically built for large enterprises and can cost $50k–$100k+ annually."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Oracle Hyperion", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large enterprises and can cost $50k–$100k+ annually"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Zoho Analytics", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you need **Financial Reporting**: Stick to **Zoho Analytics** or **Power BI**."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Microsoft Power BI (Standard)", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Microsoft Power BI (Standard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick to **Zoho Analytics** or **Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Limelight", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Limelight is a newer entrant designed specifically for smaller finance teams ... cheaper than competitors but still an investment."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Corrly", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Corrly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Advanced Excel combined with a lightweight add-in like **Corrly** or **Vena**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Vena", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though Vena is getting pricier"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Effy AI", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Currently the top recommendation for very small teams (<50 employees)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Small Improvements", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A strong runner-up if you have at least 20 employees."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|PerformYard", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Excellent for companies who want to keep a rigorous, traditional performance cycle."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|Zoho Projects", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho Projects", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you need **Project Tracking**: Choose **Zoho Projects**."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|alibaba-small|ClickUp (Free/Starter Tier)", "prompt": "c210-s4", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ClickUp (Free/Starter Tier)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Their free plan is surprisingly robust for small teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Vena", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "These solutions like Vena and Datarails are ideal if you want to minimize the learning curve"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Datarails", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These solutions like Vena and Datarails are ideal if you want to minimize the learning curve"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Prophix", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small companies with tight budgets, **Prophix** offers the best balance of affordability, ease of use, and functionality."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Oracle Hyperion", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Hyperion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Reviewers often compare it to Oracle Hyperion and SAP BPC and find it friendlier and more affordable."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|SAP BPC", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "SAP BPC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reviewers often compare it to Oracle Hyperion and SAP BPC and find it friendlier and more affordable."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Planful", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While slightly more expensive than Prophix at the mid-market level"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Anaplan", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Anaplan's high cost makes it unfavorable for smaller organizations or those with tighter budgets."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|anthropic-small|Oracle EPM Cloud", "prompt": "c210-s4", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Oracle EPM Cloud's high cost is a barrier for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|challenger-small|PeopleGoal", "prompt": "c210-s4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PeopleGoal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PeopleGoal** is the clearest budget-friendly fit among the EPM-style options mentioned, with pricing starting at **$4 per user/month**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|challenger-small|Datarails", "prompt": "c210-s4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Datarails if you mean finance-focused EPM**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|challenger-small|Vena", "prompt": "c210-s4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena** — best if you want Excel-native planning workflows"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|challenger-small|Workday Adaptive Planning", "prompt": "c210-s4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong product, but usually better for midsize firms than very tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|challenger-small|Anaplan", "prompt": "c210-s4", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but the results explicitly note its high cost makes it less favorable for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|deepseek-small|Cube", "prompt": "c210-s4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it starts around **$1,250/month (~$15K/year)**, which is *not* small-business-budget friendly"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|deepseek-small|LiveFlow", "prompt": "c210-s4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For real budget constraints, start with **LiveFlow** or a spreadsheet-native tool"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|deepseek-small|Datarails", "prompt": "c210-s4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "an Excel-based FP&A option that keeps your spreadsheets but adds governance underneath"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|deepseek-small|Excel/Google Sheets + connectors", "prompt": "c210-s4", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Excel/Google Sheets + connectors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for very tight budgets, staying in spreadsheets with a reporting tool is often the most cost-effective route"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Workday Adaptive Planning", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional Enterprise Performance Management (EPM) giants like Workday Adaptive Planning, Anaplan, or Oracle EPM are usually out of the question"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Anaplan", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of the question. These tools typically cost $20,000 to over $100,000 annually"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Oracle EPM", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "giants like Workday Adaptive Planning, Anaplan, or Oracle EPM are usually out of the question"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Syft Analytics", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have NO dedicated finance person and a micro budget: Go with **Syft Analytics** or **Fathom**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Fathom", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Go with **Syft Analytics** or **Fathom**. They are incredibly cheap, intuitive"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Clockwork (Clockwork.ai)", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Clockwork (Clockwork.ai)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want \"set-it-and-forget-it\" forecasting: Go with **Clockwork.ai**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|LiveFlow", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have a dedicated finance hire who loves Excel: Go with **LiveFlow**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|google-small|Cube (Cube Software)", "prompt": "c210-s4", "model": "google-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube (Cube Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cube (for true EPM capabilities like multi-scenario modeling and deep consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|meta-small|Zoho People", "prompt": "c210-s4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zoho People - a cost-effective HR system with performance management features"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|meta-small|Effy AI", "prompt": "c210-s4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Effy AI - a performance management tool that offers a free plan and flexible pricing"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|meta-small|ManageEngine", "prompt": "c210-s4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ManageEngine - a lightweight EPM solution suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|meta-small|Osirium", "prompt": "c210-s4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Osirium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Osirium - another lightweight EPM solution suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|meta-small|Admin By Request", "prompt": "c210-s4", "model": "meta-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Admin By Request", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Admin By Request - a free tier available for SMBs/MSPs"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|minimax-small|AssessTeam", "prompt": "c210-s4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "AssessTeam", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Zoho People** or **AssessTeam** if price is your primary constraint"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|minimax-small|Small Improvements", "prompt": "c210-s4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Starting at $3/user/month on entry tier, though has seat minimums"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|minimax-small|Zoho People", "prompt": "c210-s4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Zoho People** or **AssessTeam** if price is your primary constraint"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|minimax-small|Effy AI", "prompt": "c210-s4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ThriveSparrow** or **Effy AI** would be good choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|minimax-small|ThriveSparrow", "prompt": "c210-s4", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "ThriveSparrow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a better balance of features and affordability, **ThriveSparrow** or **Effy AI** would be good choices"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|mistral-small|Datarails", "prompt": "c210-s4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best EPM ... software for a small company with a tight budget is **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|mistral-small|Zoho People", "prompt": "c210-s4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for the tightest budgets, especially outside the US"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|mistral-small|Effy AI", "prompt": "c210-s4", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for teams wanting structured reviews and goals with no minimum or contract requirements."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|moonshot-small|Cube", "prompt": "c210-s4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cube** – Best for Spreadsheet-First Teams ... Consider Cube if you can afford ~$1,250/month and want a more robust FP&A solution"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|moonshot-small|Jedox", "prompt": "c210-s4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at Jedox if you want a balance of affordability and enterprise-grade features"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|moonshot-small|EPM Live", "prompt": "c210-s4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "EPM Live", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with EPM Live ($6/user/month) or Small Improvements ($3/user/month) if you need basic performance management."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|moonshot-small|Zoho People", "prompt": "c210-s4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Zoho People", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tightest Budgets ... Cheapest way to get a real HR system with performance management attached"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|moonshot-small|Small Improvements", "prompt": "c210-s4", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Small Improvements", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start with EPM Live ($6/user/month) or **Small Improvements** ($3/user/month) if you need basic performance management."}, {"id": "mai-20260917-1752-baseline-2|c210-s4|openai-small|Oracle Cloud EPM Planning in the Standard subscription", "prompt": "c210-s4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle Cloud EPM Planning in the Standard subscription", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best low-budget \"true EPM\" option: Oracle Cloud EPM Planning in the Standard subscription"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|openai-small|Kepion EPM", "prompt": "c210-s4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Kepion EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is Microsoft-centric and wants a more implementation-friendly planning app, consider Kepion"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|openai-small|Oracle EPM Enterprise", "prompt": "c210-s4", "model": "openai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What I would avoid on a tight budget: Oracle EPM Enterprise / advanced modules"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Oracle EPM", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full enterprise suites like Oracle EPM, Workday Adaptive Planning, Anaplan, or OneStream are powerful but often too expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Workday Adaptive Planning", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but often too expensive ... and complex for small teams, with high implementation costs"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Anaplan", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but often too expensive ... and complex for small teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|OneStream", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but often too expensive (starting at $500+/month or custom quotes in the tens of thousands annually)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Jirav", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Jirav** (Best Overall for Tight Budgets)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Cube", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cube** (Best Spreadsheet-Native/Low-Code Option)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Budgyt", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budgyt or Causal** (Cheapest Starter Options)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Causal", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Causal offers no-code modeling and free personal tier"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|15Five", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "15Five", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid**: HR-focused \"performance\" tools (e.g., 15Five, Effy AI ...)—these are employee reviews, not financial EPM"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|xai-small|Effy AI", "prompt": "c210-s4", "model": "xai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid**: HR-focused \"performance\" tools (e.g., 15Five, Effy AI at $2-11/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|zai-small|PlanGuru", "prompt": "c210-s4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: PlanGuru ... specifically designed for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|zai-small|Budgyt", "prompt": "c210-s4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Budgyt ... user-friendly and accessible"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|zai-small|Effy AI", "prompt": "c210-s4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "Effy AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Effy AI ... most budget-friendly option for small teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s4|zai-small|PerformYard", "prompt": "c210-s4", "model": "zai-small", "cat": "corporate-performance-management", "variant": "budget", "raw": "PerformYard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: PerformYard ... Priced between $5–10 per person per month"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Datarails", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Spreadsheet-native** (Datarails, Cube, Vena) ... For 30 people, **spreadsheet-native or a lightweight web tool** usually wins"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Cube", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spreadsheet-native** (Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Vena", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spreadsheet-native** (Datarails, Cube, Vena)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Workday Adaptive Planning", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Web-based / cloud platforms** (Workday Adaptive Planning, Pigment, Anaplan, Abacum, Limelight)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Pigment", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Web-based / cloud platforms** (Workday Adaptive Planning, Pigment, Anaplan, Abacum, Limelight)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Anaplan", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More powerful modeling but steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Abacum", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Abacum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Web-based / cloud platforms** (Workday Adaptive Planning, Pigment, Anaplan, Abacum, Limelight)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|deepseek-small|Limelight", "prompt": "c210-s5", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Limelight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Web-based / cloud platforms** (Workday Adaptive Planning, Pigment, Anaplan, Abacum, Limelight)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Oracle EPM", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise EPM platforms (such as Oracle EPM, Anaplan, or Workday Adaptive Planning) are usually too complex"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Anaplan", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually too complex, require dedicated administrators, take months to implement, and are prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Workday Adaptive Planning", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually too complex, require dedicated administrators, take months to implement, and are prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Datarails", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Datarails / Cube: Keeps the spreadsheet interface you already use but automates data collection"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Cube", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Datarails / Cube: Keeps the spreadsheet interface you already use"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|LiveFlow", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "LiveFlow: Specifically built to feed live QuickBooks data directly into Google Sheets and Excel in real-time."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Jirav", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mosaic / Jirav / Causal: Built specifically for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Mosaic", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mosaic / Jirav / Causal: Built specifically for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Clockwork", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Clockwork", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Clockwork: Incredibly fast to set up, highly automated cash flow forecasting and scenario planning using AI."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Causal", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Mosaic / Jirav / Causal: Built specifically for growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|google-small|Fathom", "prompt": "c210-s5", "model": "google-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Fathom: Excellent for visual KPIs, financial health tracking, and basic forecasting layered directly over your accounting software."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|minimax-small|Anaplan", "prompt": "c210-s5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular SMB-friendly EPM platforms include:\n- **Anaplan** (flexible, scalable)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|minimax-small|Adaptive Insights", "prompt": "c210-s5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adaptive Insights** (now part of Workday – strong for planning)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|minimax-small|Planview", "prompt": "c210-s5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Planview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Planview** or **Scout**"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|minimax-small|Scout", "prompt": "c210-s5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Scout", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Planview** or **Scout**"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|minimax-small|Synapse", "prompt": "c210-s5", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Synapse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Synapse** or newer cloud-native options"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Adaptive Insights (Workday)", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Adaptive Insights (Workday)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a 30-person company, **startups and mid-market tools** (Cube, Vena, Prophix, Adaptive Insights) are often the best fit."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Anaplan", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steeper learning curve; complex setup"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Host Analytics", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong consolidation, audit trails, good for regulated industries | ... Less intuitive for non-finance users"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Prophix", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "(Cube, Vena, Prophix, Adaptive Insights) are often the best fit"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Vena", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "(Cube, Vena, Prophix, Adaptive Insights) are often the best fit"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Cube", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "(Cube, Vena, Prophix, Adaptive Insights) are often the best fit"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|SAP Analytics Cloud", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Overkill for 30 people; expensive ... **Overly complex tools** (e.g., SAP, Oracle) that require dedicated IT staff."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|mistral-small|Oracle EPM Cloud", "prompt": "c210-s5", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Complex; high cost ... **Overly complex tools** (e.g., SAP, Oracle) that require dedicated IT staff."}, {"id": "mai-20260917-1752-baseline-2|c210-s5|moonshot-small|Workday Adaptive Planning", "prompt": "c210-s5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Workday Adaptive Planning** (mid-market focus, strong forecasting)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|moonshot-small|Anaplan", "prompt": "c210-s5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Anaplan** (starts at $99, 90-day free trial)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|moonshot-small|Prophix", "prompt": "c210-s5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prophix** (clean interface, strong for finance-led planning)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|moonshot-small|SAP BusinessObjects Edge", "prompt": "c210-s5", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "SAP BusinessObjects Edge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP BusinessObjects Edge** (SMB-focused packages)"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Anaplan", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "score shortlisted vendors (e.g., Anaplan, Workday Adaptive Planning, Oracle EPM, Vena, Cube, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Workday Adaptive Planning", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Anaplan, Workday Adaptive Planning, Oracle EPM, Vena, Cube, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Oracle EPM", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Oracle EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Anaplan, Workday Adaptive Planning, Oracle EPM, Vena, Cube, or Drivetrain"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Vena", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "most vendors like Vena or Cube cater to teams your size"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Cube", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "most vendors like Vena or Cube cater to teams your size"}, {"id": "mai-20260917-1752-baseline-2|c210-s5|xai-small|Drivetrain", "prompt": "c210-s5", "model": "xai-small", "cat": "corporate-performance-management", "variant": "scale", "raw": "Drivetrain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle EPM, Vena, Cube, or Drivetrain\\u2014many offer free trials or demos suited for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|alibaba-small|Anaplan", "prompt": "c210-s6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** It is widely recognized as one of the most powerful but also the most expensive and complex EPM platforms available."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|alibaba-small|SAP SuccessFactors / SAP Ariba", "prompt": "c210-s6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP SuccessFactors / SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** ... their entry barrier for small business is significant."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|alibaba-small|Oracle Hyperion / SAP BPC", "prompt": "c210-s6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion / SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to Avoid:** These are \"Generation 1\" EPM tools. They often suffer from poor user interfaces, rigid data structures, and slow reporting"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|alibaba-small|Vena Solutions / Datarails", "prompt": "c210-s6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena Solutions / Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**The Risk:** These are often built around Excel wrappers... can become just as messy as the original spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|alibaba-small|Planful / Adaptive Insights (Workday)", "prompt": "c210-s6", "model": "alibaba-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful / Adaptive Insights (Workday)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Risk:** These are fantastic for structured financial planning but can be \"heavy.\""}, {"id": "mai-20260917-1752-baseline-2|c210-s6|anthropic-small|Oracle EPM", "prompt": "c210-s6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Oracle EPM**: Comes with a steep learning curve and higher implementation costs, which may be challenging for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|anthropic-small|SAP EPM", "prompt": "c210-s6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The complexity of implementation and high resource requirements may not be suitable for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|anthropic-small|OneStream", "prompt": "c210-s6", "model": "anthropic-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "licensing and implementation costs run high, which can be tough for smaller operations. If your needs are simpler, the cost and complexity will likely outweigh the benefits"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|Oracle EPM", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "primarily enterprise-focused, can be complex and expensive, and may not make sense for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|Anaplan", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "longer implementations and technical complexity that can be unfavorable for smaller budgets or lean teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|OneStream", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "relatively long implementation and ROI timelines, which can be a mismatch for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|SAP/Tagetik-class suites", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP/Tagetik-class suites", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "cautious with enterprise-first EPM platforms ... often **SAP/Tagetik-class suites**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|CCH Tagetik", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "reviewers note these are primarily enterprise-focused, with alternatives like Lucanet better suited to small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|challenger-small|Lucanet", "prompt": "c210-s6", "model": "challenger-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Lucanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "alternatives like Lucanet better suited to small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Anaplan", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Anaplan is consistently cited as the platform to be most wary of for a SMB."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|OneStream", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Not a fit for a small business in almost any scenario."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Oracle EPM Cloud", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Designed for large, global consolidations — far more than a small team needs."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|SAP BPC", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High setup and licensing costs are the most common complaint."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Vena", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Vena and Datarails are frequently recommended *specifically* for small/finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Datarails", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Vena and Datarails are frequently recommended *specifically* for small/finance teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at SMB-friendly / Excel-native platforms when you outgrow spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Limelight", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at SMB-friendly / Excel-native platforms"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Cube", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at SMB-friendly / Excel-native platforms"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|deepseek-small|Pigment", "prompt": "c210-s6", "model": "deepseek-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look at SMB-friendly / Excel-native platforms"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Anaplan", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is one of the most high-risk platforms for a small business... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|OneStream Software", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream Software", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Overengineered for SMBs:** ... OneStream is massive overkill."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Oracle Cloud EPM", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** **Rigidity and Administration:** Oracle EPM is notoriously rigid."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|SAP Analytics Cloud (SAC) / SAP BPC", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Analytics Cloud (SAC) / SAP BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SAC is entirely cost-prohibitive and structurally burdensome."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(Proceed with Caution) ... small businesses should still tread carefully."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Cube Software", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cube Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to keep using Excel but with database power:** Look at **Cube Software**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Vena Solutions", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at **Cube Software**, **Vena Solutions**, or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Datarails", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at **Cube Software**, **Vena Solutions**, or **Datarails**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Pigment", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look at **Pigment** (great for fast-growing startups)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Abacum", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Abacum**, or **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Drivetrain", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Abacum**, or **Drivetrain**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Jirav", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "very early-stage or sub-$15M business: Look at **Jirav** or **Fuelfinance**"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|google-small|Fuelfinance", "prompt": "c210-s6", "model": "google-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Fuelfinance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Look at **Jirav** or **Fuelfinance**, which offer simple, pre-built forecasting templates"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|Oracle EPM Cloud", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Oracle EPM Cloud – High cost, complex implementation, overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|OneStream", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "OneStream – Starting around $25,000/year, designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|SAP EPM", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SAP EPM – Expensive, complex, significant implementation overhead"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Workday Adaptive Planning – Can be costly at scale, enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|PeopleGoal", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "PeopleGoal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PeopleGoal – Flexible, SMB-focused"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|15Five", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "15Five", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "15Five – Performance management + EPM features"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|BambooHR", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BambooHR – HR + performance management"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|Mosaic", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mosaic – Financial planning for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|Jirav", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Jirav – Budgeting and forecasting for small teams"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|minimax-small|Planful", "prompt": "c210-s6", "model": "minimax-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Planful – Mid-market (more accessible than enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|mistral-small|Hyperion", "prompt": "c210-s6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Hyperion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Older, cube-centric EPM systems (like some legacy Hyperion or BPC solutions) ... making them poor choices for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|mistral-small|BPC", "prompt": "c210-s6", "model": "mistral-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "BPC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Older, cube-centric EPM systems (like some legacy Hyperion or BPC solutions) ... making them poor choices for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Anaplan", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-grade platforms (Anaplan, Oracle Hyperion, IBM TM1) unless you have Fortune 500 complexity"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Oracle Hyperion / Oracle Cloud EPM", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion / Oracle Cloud EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid for small business:** Explicitly described as \"a costly tool that small businesses may not afford.\""}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|IBM Planning Analytics (TM1)", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "IBM Planning Analytics (TM1)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-grade platforms (Anaplan, Oracle Hyperion, IBM TM1)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|OneStream", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious:** ... user reviews consistently mention it's \"daunting\" for smaller teams and has \"complex setup.\""}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Pigment", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Pigment", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "still priced and designed for enterprise clients, not SMBs"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"High cost, which makes it less suitable for small businesses\""}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Datarails", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better Alternatives for Small Businesses ... **Datarails** (~$24K/year, Excel-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Vena", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Vena** (Excel-based, mid-market pricing)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Planful", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Planful** (balanced approach)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Causal", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Causal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Causal** (budget-friendly, easy setup)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Cube", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Cube** (modern, SMB-focused)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|moonshot-small|Jirav", "prompt": "c210-s6", "model": "moonshot-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Jirav** (built for small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|openai-small|Oracle Hyperion Planning", "prompt": "c210-s6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Hyperion Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typically more suited to larger organizations with advanced planning needs"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|openai-small|OneStream Unified EPM", "prompt": "c210-s6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream Unified EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, but review feedback commonly points to cost and complexity concerns; ... not ideal for small-to-mid-size companies"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|openai-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "openai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "small businesses should verify pricing, implementation effort, and whether they're paying for capabilities they won't use yet"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Oracle Cloud EPM (including Fusion EPM and Hyperion legacy)", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle Cloud EPM (including Fusion EPM and Hyperion legacy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently criticized for prohibitive pricing ... making it overkill."}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Anaplan", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High costs (starting ~$20,000/year or $99+/user), long implementation ... Geared toward large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|OneStream Unified EPM", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream Unified EPM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"not for small-to-mid-size companies unless extremely complex needs\""}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Workday Adaptive Planning", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Custom/high pricing makes it unsuitable for small businesses per multiple reviews"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|EPM Live", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "EPM Live", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Expensive for small companies, poor user-friendliness, slow support"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Datarails", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for scalable, user-friendly options like **Datarails, Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Vena", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for scalable, user-friendly options like **Datarails, Vena, Jedox"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Jedox", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Jedox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Jedox (Essential plan ~$160+)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Prophix", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prophix, Limelight, or even Excel-enhanced tools"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|xai-small|Limelight", "prompt": "c210-s6", "model": "xai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Limelight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prophix, Limelight, or even Excel-enhanced tools"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|zai-small|Oracle EPM (Hyperion, EPM Cloud, Planning)", "prompt": "c210-s6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Oracle EPM (Hyperion, EPM Cloud, Planning)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid or be cautious about: Large legacy suites (Oracle EPM, SAP BPC, OneStream XF)"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|zai-small|SAP Business Planning and Consolidation (BPC)", "prompt": "c210-s6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "SAP Business Planning and Consolidation (BPC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High licensing and implementation costs... Best suited for enterprises with extensive SAP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|zai-small|OneStream XF", "prompt": "c210-s6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "OneStream XF", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High cost and resource demands... Often unnecessary complexity for early-stage businesses"}, {"id": "mai-20260917-1752-baseline-2|c210-s6|zai-small|Betterworks", "prompt": "c210-s6", "model": "zai-small", "cat": "corporate-performance-management", "variant": "negative", "raw": "Betterworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools like Betterworks and similar enterprise-grade platforms are described as \"very expensive and not suitable for small teams\""}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|Paddle / ProfitWell", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Paddle / ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently the industry gold standard for SaaS intelligence. It offers the best churn prediction models"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|ChartMogul", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for handling complex billing scenarios."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|SaaSOptics", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "SaaSOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **Financial Planning (FP&A)**. While their interface is less modern than others"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|Looker (by Google)", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker (by Google)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The top choice for technical enterprises."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|Tableau (Salesforce)", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The gold standard for visual flexibility."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|alibaba-small|Microsoft Power BI", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The logical choice if your organization already runs on the Microsoft stack"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Amplitude", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amplitude** or **Mixpanel** (product analytics with SaaS metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Mixpanel", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Amplitude** or **Mixpanel** (product analytics with SaaS metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Tableau", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tableau** or **Looker** (enterprise BI platforms)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Looker", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tableau** or **Looker** (enterprise BI platforms)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Planful", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Planful** or **Anaplan** (planning & analytics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Anaplan", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** or **Anaplan** (planning & analytics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Lattice", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lattice** or **dedicated SaaS dashboards** like Subscript or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Subscript", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Subscript", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "dedicated SaaS dashboards** like Subscript or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|anthropic-small|Baremetrics", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "dedicated SaaS dashboards** like Subscript or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|challenger-small|Fairview", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single SaaS metrics dashboard is usually **Fairview**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|challenger-small|Databox", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Databox** is the strongest general-purpose alternative"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|challenger-small|Amplitude", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if your main need is product engagement and event tracking rather than finance-first SaaS KPIs"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|ChartMogul", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** — best for deep subscription revenue analytics across multiple billing sources"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Maxio", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're migrating billing and need audit-ready finance for enterprise/IPO-readiness:** go with **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Baremetrics", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best Stripe-native, clean-analytics option (great UI, plus dunning/revenue recovery)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Tableau", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise BI** (Tableau, Looker, Power BI, Domo) — best if you want to build custom dashboards across your entire data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Looker", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an enterprise BI tool (Looker, Tableau, Power BI, Domo) combined with a metrics layer is the long-term solution"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Power BI", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Enterprise BI** (Tableau, Looker, Power BI, Domo) — best if you want to build custom dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|deepseek-small|Domo", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an enterprise BI tool (Looker, Tableau, Power BI, Domo) combined with a metrics layer"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Baremetrics", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard, out-of-the-box metrics dashboards (like Baremetrics or ProfitWell) often fall short"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|ProfitWell", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard, out-of-the-box metrics dashboards (like Baremetrics or ProfitWell) often fall short"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Maxio", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for B2B Finance & RevOps: **Maxio** & **Subscript**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Subscript", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Subscript", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for B2B Finance & RevOps: **Maxio** & **Subscript**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Fivetran", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**The Pipeline:** **Fivetran** $\\rightarrow$ **Snowflake / BigQuery** $\\rightarrow$ **dbt**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Snowflake", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Fivetran** $\\rightarrow$ **Snowflake / BigQuery** $\\rightarrow$ **dbt**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|BigQuery", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Snowflake / BigQuery**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|dbt", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "$\\rightarrow$ **dbt** $\\rightarrow$ **BI Tool**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Equals", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Equals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Equals: This is a rapidly growing choice for B2B SaaS finance teams."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Tableau", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tableau or Power BI: If you have dedicated data analysts, building custom dashboards on top of a governed data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Power BI", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Tableau or Power BI: If you have dedicated data analysts"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|ChartMogul", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Best Out-of-the-Box Subscription Analytics: **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Amplitude", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for Product-Led Growth (PLG) & Account Health: **Amplitude** or **Mixpanel**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|Mixpanel", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Amplitude** or **Mixpanel**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|google-small|TrueRev", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "TrueRev", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Maxio** or **TrueRev** (if you use QuickBooks) are highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|meta-small|Amplitude's B2B SaaS dashboard", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude's B2B SaaS dashboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide several options, including Amplitude's B2B SaaS dashboard, ChartMogul, Baremetrics, and Cometly."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|meta-small|ChartMogul", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "several options, including Amplitude's B2B SaaS dashboard, ChartMogul, Baremetrics, and Cometly"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|meta-small|Baremetrics", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several options, including Amplitude's B2B SaaS dashboard, ChartMogul, Baremetrics, and Cometly"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|meta-small|Cometly", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "several options, including Amplitude's B2B SaaS dashboard, ChartMogul, Baremetrics, and Cometly"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|minimax-small|Maxio", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Enterprise B2B: **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|minimax-small|ChartMogul", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** — If your primary need is SaaS metrics with deep segmentation"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|minimax-small|Baremetrics", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Growing SaaS companies wanting all-in-one analytics + dunning"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|minimax-small|Equals", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Equals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Equals** — If you need flexible finance modeling capabilities"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|mistral-small|ChartMogul", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** or **ChartMogul** are the best choices due to their flexibility, integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|mistral-small|Baremetrics", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These are purpose-built for subscription metrics, pulling directly from billing data"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|mistral-small|Databox", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "making it ideal for enterprise B2B companies with complex data ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|mistral-small|Amplitude", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers specialized B2B SaaS dashboard templates focused on product and growth metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|ChartMogul", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ChartMogul** remains excellent for core subscription analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Drivetrain", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a true enterprise B2B SaaS company, **Drivetrain** stands out as purpose-built for B2B SaaS revenue planning"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Looker", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need enterprise-wide BI governance, **Looker** or **Tableau** are better choices."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|ProfitWell (now part of Paddle)", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (now part of Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option: ProfitWell (now part of Paddle)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Tableau", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Looker** or **Tableau** are better choices"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Pigment", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Pigment** | Modern scenario modeling | Clean build + strong what-if analysis |"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Anaplan", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Anaplan** | Complex multi-domain planning | Enterprise-scale modeling depth |"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Salesforce Revenue Cloud", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Salesforce Revenue Cloud** | Large B2B orgs with complex sales cycles |"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|moonshot-small|Baremetrics", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Growth-stage ($1M-$10M ARR):** ChartMogul or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Tableau", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to recommend **one default choice** for a large B2B SaaS company, I'd usually pick: ### **Tableau**"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Looker", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Looker**: if you want a centralized metrics layer and lots of governed self-serve analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Power BI", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Power BI**: if your company is heavily on Microsoft 365 / Azure / SQL Server"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Amplitude", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amplitude/Mixpanel**: if the primary use case is product behavior and funnel analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Mixpanel", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Amplitude/Mixpanel**: if the primary use case is product behavior and funnel analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Oracle Analytics Cloud", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Oracle Analytics Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "G2's 2026 enterprise analytics rankings place **Microsoft Power BI, Tableau, Oracle Analytics Cloud, and Databricks** among the highest-rated"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|openai-small|Databricks", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databricks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "among the highest-rated enterprise analytics platforms"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Fairview", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fairview and ChartMogul shine for mid-enterprise ($10-100M ARR) with fast time-to-value; ... Trial Priority: Fairview (quickest wins)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|ChartMogul", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "#1 in 2024 SaaS metrics rankings ... Fairview and ChartMogul shine for mid-enterprise"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|ScaleXP", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-billing/ERP → ScaleXP."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Databox", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox (flexibility) ... More generalist; requires setup for deep SaaS modeling."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Tableau", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tableau/Power BI for massive scale ... Steep setup (weeks); overkill for non-BI teams."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Power BI", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tableau/Power BI for massive scale"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Baremetrics", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Enterprise: Baremetrics/ProfitWell (great for SMB/Stripe-only)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|ProfitWell", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Enterprise: Baremetrics/ProfitWell (great for SMB/Stripe-only)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Mixpanel", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for Enterprise: ... Mixpanel/Amplitude (product-focused, not financials)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Amplitude", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Mixpanel/Amplitude (product-focused, not financials)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Geckoboard", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid for Enterprise: ... Geckoboard (lightweight viz)"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Looker", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Alternatives if Custom-Heavy: Looker/Sigma for SQL-based governed self-service on warehouses."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|xai-small|Sigma", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Looker/Sigma for SQL-based governed self-service on warehouses."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|ChartMogul", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ChartMogul** – Deep subscription analytics with Stripe/Paddle sync; excellent for MRR/churn reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Baremetrics", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics / Paddle Metrics** – SaaS‑specific financial reporting with real‑time Stripe sync and churn analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Basedash", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Basedash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Basedash** for unified revenue/subscription metrics with AI."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Paddle Metrics", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Baremetrics / Paddle Metrics** – SaaS‑specific financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Power BI", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tableau/Power BI/Looker** for executive dashboards with strong governance."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Tableau", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tableau** – Best‑in‑class visual exploration and storytelling; great for polished executive dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Databox", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Databox** – All‑in‑one KPI dashboard with AI analysis; pulls from 100+ sources"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Amplitude", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Amplitude** for deep product behavior and retention insights."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Mixpanel", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mixpanel** – Strong for funnel analysis and cohort retention."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|PostHog", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**PostHog** – Open‑source, self‑hostable option for data sovereignty."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Heap", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Amplitude, Mixpanel, PostHog, Heap"}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Looker", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Looker** – Governed BI with LookerML; excellent for multi‑tenant, role‑based dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-l1|zai-small|Klipfolio", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Klipfolio** – Real‑time SaaS dashboards; good for visualizing MRR, churn, CAC, LTV, and expansions."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ProfitWell is widely considered the gold standard for subscription metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|alibaba-small|Clari", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Clari if your main problem is Sales forecasting accuracy and alignment."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|alibaba-small|ChartMogul", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ChartMogul if you have complex billing structures and use Tableau/Looker for reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|alibaba-small|Anaplan", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Anaplan if your priority is sophisticated future-state financial modeling."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Tableau/Power BI", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Tableau/Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Tableau/Power BI** - for custom dashboards and analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Gainsight", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Gainsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Gainsight** - for customer success and revenue metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Stripe Sigma", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Stripe Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Stripe Sigma** or **Zuora** - if you use those billing platforms"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Zuora", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Stripe Sigma** or **Zuora** - if you use those billing platforms"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Vitally", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Vitally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vitally** - for customer health and ARR tracking"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Planful", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** - for financial planning and analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Amplitude", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Amplitude** or **Mixpanel** - for product and usage analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|anthropic-small|Mixpanel", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Amplitude** or **Mixpanel** - for product and usage analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|challenger-small|Maxio", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a very large B2B organization, I would usually start with **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|challenger-small|ChartMogul", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul is still a very solid option, especially if your priority is **subscription analytics**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|challenger-small|TekStack", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose TekStack** if you want an enterprise stack focused on **full four-layer attribution plus CRM and billing event integration**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|deepseek-small|Mosaic (mosaic.tech)", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mosaic (mosaic.tech)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Mosaic (mosaic.tech)**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|deepseek-small|Clari", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your core problem is forecasting / pipeline predictability (not finance reporting):** \\u2192 **Clari**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|deepseek-small|m3ter", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "m3ter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have complex usage-based / consumption billing:** \\u2192 **m3ter or Metronome**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|deepseek-small|Metronome", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Metronome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "m3ter or Metronome"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|deepseek-small|ChartMogul Enterprise", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may not cover enterprise multi-entity consolidation well"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Baremetrics", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "standard off-the-shelf SMB tools (like Baremetrics or basic tier ChartMogul) will not suffice"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|ChartMogul", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "standard off-the-shelf SMB tools (like Baremetrics or basic tier ChartMogul) will not suffice"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Snowflake", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Data Lakehouse/Warehouse: Snowflake, Google BigQuery, or Databricks."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Google BigQuery", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data Lakehouse/Warehouse: Snowflake, Google BigQuery, or Databricks."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Databricks", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Data Lakehouse/Warehouse: Snowflake, Google BigQuery, or Databricks."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|dbt (data build tool)", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "dbt (data build tool)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Go with Path 1 (Snowflake/BigQuery + dbt + PowerBI/Tableau) ... No pre-built tool will ever fully satisfy your ARR definitions."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Microsoft Power BI", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Visualization/BI: Microsoft Power BI, Tableau, or Looker."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Tableau", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Visualization/BI: Microsoft Power BI, Tableau, or Looker."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Looker", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Visualization/BI: Microsoft Power BI, Tableau, or Looker."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Zuora", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Go with Zuora or Chargebee Enterprise if you want to standardize your global billing operations"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Chargebee", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Go with Zuora or Chargebee Enterprise if you want to standardize your global billing operations"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Recurly", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "An enterprise-scale billing platform known for its developer-friendly APIs"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Clari", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Go with Clari + Drivetrain if your primary pain point is sales forecasting accuracy"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Gong", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Clari or Gong (Revenue Intelligence) ... they are revenue execution platforms"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Drivetrain", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Go with Clari + Drivetrain if your primary pain point is sales forecasting accuracy"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Planful", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Drivetrain, Planful, or Anaplan (SaaS FP&A Platforms)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|google-small|Anaplan", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Drivetrain, Planful, or Anaplan (SaaS FP&A Platforms)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|meta-small|ChartMogul", "prompt": "c211-l2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The ARR analytics tool that I would recommend to a large B2B company with thousands of employees is ChartMogul."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|ChartMogul", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** - Highly regarded for subscription revenue analytics with cohort-level MRR, ARR, churn, and NRR tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|TrueARR", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TrueARR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specializes in turning raw CRM or billing data into unified revenue intelligence"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|Metreon", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Metreon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for complex usage-based billing logic and provides strong ARR calculations for enterprise needs."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|ARRGuide", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ARRGuide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for tracking ARR, retention, and pipeline targets with board-ready ARR bridges"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|Looker", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Looker or Snowflake + dbt (BI/warehousing)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|minimax-small|Amplitude", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Amplitude (product analytics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|ChartMogul (Scale plan)", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul (Scale plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul (Scale plan)** is the best standalone ARR analytics tool"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|Amplitude", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amplitude** is ideal for product-led growth and deeper behavioral analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|Looker", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a modern data stack using Looker (or another BI tool) with Snowflake and dbt is recommended"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|Snowflake", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern data stack (Snowflake + dbt + Looker)** is recommended"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|dbt", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern data stack (Snowflake + dbt + Looker)** is recommended"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|mistral-small|Salesforce (with Revenue Cloud)", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Salesforce (with Revenue Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already use Salesforce, its Revenue Cloud can also be a strong option."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|Maxio", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: Maxio"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|Zuora", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Already have robust billing** (e.g., Zuora, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|SaaSGrid/Grid", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "SaaSGrid/Grid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent for Series A/B companies, but Maxio's revenue recognition and billing depth better serve large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|ChartMogul", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for SMB to mid-market, but lacks the ASC 606 compliance and contract-based ARR rigor"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|NetSuite", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**NetSuite + specialized SaaS reporting**\\u2014if you're already on Oracle/NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|moonshot-small|TrueARR", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TrueARR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Good for quick analysis, but not built for enterprise-scale operational workflows."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|openai-small|Maxio", "prompt": "c211-l2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Maxio** if your main need is **finance-grade ARR analytics**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|openai-small|ChartMogul Enterprise", "prompt": "c211-l2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul Enterprise** is also a strong option"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|ChartMogul", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ChartMogul** as the top ARR analytics tool, particularly their Enterprise plan."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|Baremetrics", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Baremetrics is Stripe-centric and founder-friendly but lacks enterprise CRM depth and multi-billing scale."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|Maxio", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if revenue recognition/GAAP compliance is critical alongside ARR."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|Clari", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If ARR forecasting and pipeline inspection are priorities over pure historical analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|Grid", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Niche picks for usage-based/hybrid pricing at scale, but less full-featured for pure B2B ARR."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|xai-small|M3ter", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "M3ter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Niche picks for usage-based/hybrid pricing at scale, but less full-featured for pure B2B ARR."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|zai-small|Maxio", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **Maxio (specifically the Maxio Metrics product)**"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|zai-small|ChartMogul", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: ChartMogul (Enterprise Plan)"}, {"id": "mai-20260917-1752-baseline-2|c211-l2|zai-small|Zuora", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need full Billing Management:** Use **Zuora**... However, it is significantly more complex to implement than a pure analytics tool."}, {"id": "mai-20260917-1752-baseline-2|c211-l2|zai-small|Databox", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need cross-functional visualization:** Use **Databox**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|ChartMogul", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose ChartMogul** if your billing is a nightmare (multiple gateways, complex plans) and you need a single view immediately."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Baremetrics", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Baremetrics** if you have a clean Stripe stack and your main goal is understanding growth trends and cash flow forecasting."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The only major tool offering a truly robust \"Free\" tier that scales well."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Gainsight", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The market leader for Enterprise Customer Success... It is significantly more expensive ($50k–$200k+) and implementation-heavy"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Maxio (formerly SaaSOptics)", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Maxio** if you are growing fast and your CFO is demanding automated revenue recognition reports"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Rillet", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Rillet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "An emerging challenger that builds metrics directly from the General Ledger"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Looker/Tableau** if you have a dedicated Data Engineering team"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Tableau", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Looker/Tableau** if you have a dedicated Data Engineering team"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|alibaba-small|Power BI", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Looker (Google Cloud) / Tableau / Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Baremetrics", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Baremetrics stands out for its specialized focus on SaaS businesses, offering insights specifically tailored to subscription models"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Amplitude", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Amplitude is highly recommended for medium to large-sized companies with dedicated product and growth teams"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Maxio", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maxio provides financial forecasting tools and reporting with in-depth financial analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Gainsight", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gainsight is an enterprise customer success and analytics suite for managing SaaS customer lifecycle and expansion"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Mixpanel", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a product analytics tool (Mixpanel or Amplitude)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|ChartMogul", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a subscription revenue tracker (ChartMogul or Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|anthropic-small|Vitally", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Vitally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vitally is a customer success analytics platform focused on health scores, churn prediction, and retention for SaaS"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|ChartMogul", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **ChartMogul** if finance/revenue operations need reliable subscription metrics directly from billing data"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Baremetrics", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Baremetrics** if you want the fastest path to Stripe-connected SaaS reporting with alerting"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|ProfitWell / Paddle Metrics", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "free option for core SaaS metrics with no usage limits, but typically less broad than premium revenue suites"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Databox", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Databox** if leadership wants one governed dashboard across revenue, marketing, and product data"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Amplitude", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Amplitude** or **Mixpanel** if the core problem is product behavior analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Mixpanel", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar to Amplitude but often framed as quicker event analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Heap", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for event discovery and retroactive analysis, but not a revenue-metrics-first platform"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|PostHog", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "all-in-one product analytics option with a free tier, but enterprise governance and scale needs usually determine fit"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Pendo", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Differentiates itself by combining analytics with product guidance and adoption workflows"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Looker", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Power BI**, **Looker**, or **Tableau** if you have a data team"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Power BI", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "need fully custom enterprise reporting on warehouse-modeled data"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Tableau", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more flexible but heavier to implement"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Datadog", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "These are not SaaS metrics tools in the revenue sense"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|New Relic", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "These are not SaaS metrics tools in the revenue sense"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|Dynatrace", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Dynatrace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "These are not SaaS metrics tools in the revenue sense"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|challenger-small|AppDynamics", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "AppDynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "These are not SaaS metrics tools in the revenue sense"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|ChartMogul", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The revenue-analytics leader, strongest for **multi-source billing accuracy**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Baremetrics", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The **cleanest Stripe-native experience**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|ProfitWell Metrics (now Paddle Retain/Metrics)", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now Paddle Retain/Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The **best free option** for early-stage, Stripe-connected SaaS"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Maxio", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The **finance-grade / enterprise platform**... Maxio and Mosaic are the true enterprise-grade solutions"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Mosaic (Bob Finance)", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mosaic (Bob Finance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The go-to for **SaaS CFOs at $20M+ ARR**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Cube", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A spreadsheet-native FP&A tool for modeling and planning on top of SaaS data."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Amplitude", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The **enterprise market leader**... Best for complex enterprise stacks with many teams."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Mixpanel", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The **classic event-analytics pioneer**... Pricing scales quickly with event volume"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|Heap", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best as a third choice for teams wanting low-friction tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|deepseek-small|PostHog", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The leading **open-source/free alternative**... strong for budget-conscious teams."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Zuora", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight for massive, global, and highly complex enterprise SaaS operations."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Stripe Billing", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While tools like Stripe Billing are great for standardized plans, Zuora handles bespoke enterprise contracts"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Maxio", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The gold standard financial metrics platform for mid-market to pre-enterprise B2B SaaS."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|ChartMogul", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dedicated, out-of-the-box subscription analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Amplitude", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The enterprise leader in behavioral event tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Mixpanel", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The premier self-serve event-based analytics platform."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Pendo", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A hybrid of product analytics, digital adoption, and in-app feedback."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Looker", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Governed enterprise BI and semantic modeling."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|google-small|Sigma Computing", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Sigma Computing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cloud-native, spreadsheet-interface BI built for modern data Warehouses."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|ChartMogul", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul is best for subscription revenue analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|Baremetrics", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics is best for SaaS-specific financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|ProfitWell", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell is the best free option for core SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|Databox", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox is the best all-in-one dashboard for teams pulling data from 100+ sources"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|Amplitude", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplitude leads for product analytics at scale"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|meta-small|Power BI", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Power BI offers the best value in business intelligence"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|minimax-small|ChartMogul", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest data model and cohort analysis ... Series C+ ($25M+ ARR): ChartMogul or Amplitude enterprise plans"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|minimax-small|Baremetrics", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Stripe-native companies wanting all-in-one analytics + action tools"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|minimax-small|ProfitWell / Paddle Retain", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Retain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Early-stage and budget-sensitive teams"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|minimax-small|Amplitude", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Product-led growth enterprises needing behavioral analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|minimax-small|Databox", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Teams pulling data from 100+ sources"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|ChartMogul", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deep subscription analytics, cohort analysis, data enrichment... Best for: Mid-market to large SaaS companies needing advanced segmentation and reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Baremetrics", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time Stripe sync, churn analysis, cancellation insights, and forecasting."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Early-stage or budget-sensitive teams that need basic metrics without a paid tool."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Databox", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise teams needing a unified, AI-enhanced view of all SaaS metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Klipfolio", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises with complex data needs and custom KPIs."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Domo", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Large enterprises needing a scalable, all-in-one BI and metrics platform."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Microsoft Power BI", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best value for Microsoft-stack teams, with DAX, Power Query, and strong governance features."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Sisense", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Sisense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Enterprises needing embedded, governed KPI dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Large enterprises requiring strict data governance and embedded analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|Amplitude", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deep product analytics at scale, AI-driven insights, and robust segmentation."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|mistral-small|PostHog", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Open-source alternative with strong product analytics and experimentation features."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|ChartMogul", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** | Enterprise finance teams | $129/mo | Deepest cohort analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Baremetrics", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Growth-stage ($1M-$10M ARR):** **Baremetrics** or **ChartMogul** for finance"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|ProfitWell (Paddle Retain)", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Early-stage (<$1M ARR):** Start with **ProfitWell** (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Gainsight", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise ($50M+ ARR):** **Gainsight** for CS"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|ChurnZero", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChurnZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ChurnZero** for CS ... Faster implementation (4-8 weeks) vs. Gainsight"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Totango (now Catalyst)", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Totango (now Catalyst)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Weakness:** Less enterprise-grade than Gainsight"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Databricks", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Databricks/Snowflake** for data platform"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Snowflake + Cortex", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Snowflake + Cortex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Snowflake** | Serverless analytics | Consumption | Fully managed, auto-scaling"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|moonshot-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Weakness:** Expensive; requires BigQuery commitment"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|openai-small|Amplitude", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **enterprise product analytics, executive dashboards, governance**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|openai-small|Mixpanel", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: **fast product analytics, self-serve funnel/cohort analysis, real-time exploration**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|openai-small|PostHog", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **all-in-one product analytics + experimentation + session replay**"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|openai-small|Google Analytics 4 (GA4)", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "GA4 is usually **not the best primary tool for deep SaaS product analytics**."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|ChartMogul", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on pain point—revenue health (ChartMogul), user retention (Amplitude), or unified reporting (Looker)."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Baremetrics", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Real-time MRR breakdowns, forecasting (P&L, runway), dunning/recovery tools... action-oriented beyond reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Paddle Metrics (ex-ProfitWell)", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Paddle Metrics (ex-ProfitWell)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good starter but scales with add-ons. Less flexible for non-Paddle."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Amplitude", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Enterprise-grade scalability, AI insights; handles massive event volumes."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Mixpanel", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Event-level tracking, funnels, retention curves. Strong for user journeys; unlimited segmentation."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Semantic modeling for governed SaaS metrics... Ideal for data teams."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Tableau (Salesforce)", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Visual dashboards, cohort viz, flexible for SaaS KPIs. Strong for executive reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|xai-small|Power BI (Microsoft)", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI (Microsoft)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cost-effective KPI tracking, integrates with MS stack."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|ChartMogul", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deep Data Model.** It is the industry standard for complex billing data."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Baremetrics", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visual & Action-Oriented.** It connects natively to Stripe and offers beautiful, pre-built dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|ProfitWell (Paddle Retain)", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**The Free Option.** It offers free core metrics (MRR, Churn) for businesses under $50k MRR."}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Amplitude", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude is best for deep data science and modeling"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Mixpanel", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mixpanel is best for marketing funnels"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|PostHog", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PostHog is best for cost-conscious or self-hosted teams"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Databox", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Databox is for operational visibility (easy to use)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Basedash", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Basedash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Basedash is for data exploration (AI + SQL)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Looker is for strict data governance (enterprise modeling)"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Zylo", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Zylo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Zylo saves money on renewals"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|BetterCloud", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "BetterCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "BetterCloud automates IT workflows"}, {"id": "mai-20260917-1752-baseline-2|c211-l3|zai-small|Productiv", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Productiv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Productiv analyzes user productivity"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Torii", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Torii", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Software Licenses & Seat Management: **Torii** ... Torii is the market leader"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Apptio (IBM)", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Apptio (IBM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Enterprise Cost Allocation: **Apptio (IBM)** ... is the heavy hitter"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Ramp", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern fintech platforms like Ramp offer \"Visibility\" dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Brex", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Best for Unified Billing Visibility: **Ramp (or Brex)**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Looker", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose a Custom Dashboard (Looker/Tableau)** only if you already have the data warehousing capability"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|alibaba-small|Tableau", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Choose a Custom Dashboard (Looker/Tableau)** only if you already have the data warehousing capability"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|anthropic-small|Tableau", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tableau and Power BI deployments typically run $50,000–$150,000+ annually when factoring licenses, infrastructure, and analyst salaries."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|anthropic-small|Power BI", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tableau and Power BI deployments typically run $50,000–$150,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|anthropic-small|Yurbi", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Yurbi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Yurbi's flat model wins specifically when you're serving a large or growing user base... no per-user overage and no consumption billing."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|anthropic-small|Databox", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox at $159–$799/month delivers comparable functionality for a fraction of the cost"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|challenger-small|Metabase", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable total cost at large scale:** **Metabase + Grafana**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|challenger-small|Grafana", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Metabase + Grafana** is the strongest cost-predictability choice"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|challenger-small|ChartMogul", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better suited to smaller or mid-scale SaaS companies rather than “thousands of users” cost control"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|challenger-small|Baremetrics", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less ideal if cost predictability across thousands of users is the top requirement"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|challenger-small|Databox", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best hosted all-in-one option:** **Databox**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|ChartMogul", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to avoid for this use case | ChartMogul | Pricing scales with your ARR — a $100M ARR company pays $5k–$20k+/mo"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Baremetrics", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Same problem: tiers up to $1,152/mo based on ARR, no unlimited-user option"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|ProfitWell", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then **ProfitWell Metrics is free and unlimited-seat** — though it’s limited to basic subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Querio", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Querio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Querio** — strongest overall for pure predictability ... **Querio** is the best value if you want a flat-rate, no-engineering option"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Reveal (BI SDK)", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Reveal (BI SDK)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Reveal** or **Embeddable** are the strongest enterprise-grade choices"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Embeddable", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Embeddable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Reveal** or **Embeddable** are the strongest enterprise-grade choices"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Gigacatalyst", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Gigacatalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat fee per SaaS customer (tenant) — end-users within each tenant are unlimited ... Predictable and aligned with business growth"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Power BI", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Per-user pricing ($15–$75/user/mo) — at 5,000 users that's $75k–$375k/mo"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Tableau", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Power BI / Tableau | Per-user pricing ($15–$75/user/mo)"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Luzmo", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Luzmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Per-MAU pricing — costs balloon with user growth"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|deepseek-small|Looker", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Power BI Premium** or **Looker** (enterprise, $50k–$150k/yr) may be worth the per-user cost"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SaaS Revenue & Churn Metrics** | **ProfitWell Metrics** | Core dashboards are **100% free** for unlimited users."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|ChartMogul", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Advanced Subscription Cohorts** | **ChartMogul** | Charges based on your **business size (ARR)**, not internal seats."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Baremetrics", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both platforms charge based on the size of the recurring revenue you track"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Apache Superset", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Apache Superset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SQL-Heavy, Enterprise BI** | **Apache Superset** | **Open source ($0)**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Tableau", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "zero-licensing-fee alternative to expensive BI tools like Tableau"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Stellar Hosted", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Stellar Hosted", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "third-party managed hosts like Stellar Hosted offer managed Superset instances with unlimited users for flat monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Microsoft Power BI", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Power BI (Fabric F64+)** | **Flat capacity-based pricing** that unlocks free, unlimited viewer sharing."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|google-small|Metabase", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Metabase (Self-Hosted)** | Free open-source visualization layer with **no seat penalties**."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|meta-small|ChartMogul", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options include ChartMogul, ProfitWell, and Taskade Genesis"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|meta-small|ProfitWell", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular options include ChartMogul, ProfitWell, and Taskade Genesis"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|meta-small|Taskade Genesis", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular options include ChartMogul, ProfitWell, and Taskade Genesis"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|BetterCloud", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "BetterCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BetterCloud** if you need comprehensive SaaS management, or **Torii** if you want simpler seat-based pricing."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|Zylo", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Zylo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tradeoff**: More expensive, but deep enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|CloudEagle.ai", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "CloudEagle.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers 500+ integrations, AI governance, and cost forecasting. Predictable monthly pricing."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|Torii", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Torii", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "BetterCloud and Torii offer the most predictable per-user pricing tiers."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|Fastero", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Fastero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Automated SaaS metrics from Stripe + product database, AI alerts for churn/MRR drops"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|Amplitude", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Industry-leading product analytics with SaaS metrics templates"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|minimax-small|BaseDash", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "BaseDash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered dashboard building, connects to Stripe/Chargebee"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|mistral-small|ChartMogul", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** and **Baremetrics** are the best SaaS metrics dashboards due to their scalable, transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|mistral-small|Baremetrics", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ChartMogul** and **Baremetrics** are the best SaaS metrics dashboards due to their scalable, transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|mistral-small|Geckoboard", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a unified KPI display, add **Geckoboard** or **Databox** for visualization."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|mistral-small|Databox", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Geckoboard and Databox can be added for KPI visualization if needed"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Reveal", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Reveal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Reveal or Qrvey for true flat-rate predictability"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Qrvey", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Qrvey", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Reveal or Qrvey for true flat-rate predictability"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Power BI Premium", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Power BI Premium** if you're already in the Microsoft ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Basedash", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Basedash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Basedash** (AI-Native Option) - Flat pricing with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Tableau", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid traditional per-user pricing (Tableau, standard Power BI Pro)"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Looker", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Instance + user-based | Medium | Custom quotes, less transparent"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Sisense", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Sisense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise contract ($50K–$200K+/yr) | Medium | Renegotiation risk"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|moonshot-small|Power BI Pro", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid traditional per-user pricing (Tableau, standard Power BI Pro)"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|openai-small|Klipfolio", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Klipfolio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Klipfolio** if the priority is **budget predictability and broad distribution**."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|openai-small|Lightdash", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Lightdash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lightdash** if you have a strong **data team/dbt workflow**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|openai-small|Metabase", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Metabase** if you want the lowest-cost path and can handle self-hosting"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|openai-small|Datadog", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Datadog", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid for this use case ... Tools like **Datadog** ... pricing is often tied to infrastructure, usage"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Microsoft Power BI", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Power BI (with Fabric capacity licensing) stands out as the best option for a large company needing predictable total costs"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Qlik Cloud Analytics", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Qlik Cloud Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives with Predictable/Capacity Pricing"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Qrvey", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Qrvey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat-rate (Pro/Ultra editions). Unlimited users, tenants, dashboards, data."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|DataBrain", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "DataBrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flat-rate: Growth $999/mo, Pro $1,995/mo. Unlimited seats/embeds/viewers."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Metabase Enterprise", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Open-source core, quick SaaS KPI builds (MRR/churn)."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Tableau", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Unpredictability at Scale... Tableau (~$70/creator + $15/viewer) ... explode past 1K users."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Looker", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Looker (quote-only, often $50K+/year) explode past 1K users."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|ChartMogul", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Scale with your MRR ... unpredictable for hypergrowth."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|Baremetrics", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "ARR/Churn Specialists (ChartMogul/Baremetrics): Scale with your MRR ... unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|xai-small|ProfitWell Metrics", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Great core (free MRR/churn), but lacks full dashboarding/scale for enterprise."}, {"id": "mai-20260917-1752-baseline-2|c211-l4|zai-small|CloudNuro.ai", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "CloudNuro.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **CloudNuro.ai** — Enterprise SaaS Management Platform (FinOps‑powered)"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|zai-small|Datadog Cloud Cost Management", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Datadog Cloud Cost Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative: **Datadog Cloud Cost Management**"}, {"id": "mai-20260917-1752-baseline-2|c211-l4|zai-small|Apptio Cloudability", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Apptio Cloudability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Apptio Cloudability** | Cloud FinOps with chargeback/showback | Enterprise‑contracted, higher cost |"}, {"id": "mai-20260917-1752-baseline-2|c211-l5|meta-small|ServiceNow's SaaS Overview Dashboard", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ServiceNow's SaaS Overview Dashboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Provides insights into SaaS spend, usage, and compliance."}, {"id": "mai-20260917-1752-baseline-2|c211-l5|meta-small|Klipfolio's SaaS Dashboard", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio's SaaS Dashboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers real-time visibility into key SaaS metrics, including revenue, retention, acquisition, and growth."}, {"id": "mai-20260917-1752-baseline-2|c211-l5|meta-small|Torii's SaaS Management Platform", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Torii's SaaS Management Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helps manage and optimize SaaS applications, including subscription tracking and spend analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-l5|xai-small|Looker", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top vendors in this space (e.g., Looker, Tableau, Mode, ChartMogul, Baremetrics) often hit these"}, {"id": "mai-20260917-1752-baseline-2|c211-l5|xai-small|Tableau", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors in this space (e.g., Looker, Tableau, Mode, ChartMogul, Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l5|xai-small|Mode", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors in this space (e.g., Looker, Tableau, Mode, ChartMogul, Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l5|xai-small|ChartMogul", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top vendors in this space (e.g., Looker, Tableau, Mode, ChartMogul, Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l5|xai-small|Baremetrics", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors in this space (e.g., Looker, Tableau, Mode, ChartMogul, Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Baremetrics", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on standalone, mid-market SaaS metrics tools like **Baremetrics** or **ChartMogul** is often a strategic error"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|ChartMogul", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying on standalone, mid-market SaaS metrics tools like **Baremetrics** or **ChartMogul** is often a strategic error"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|ProfitWell", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples:** Baremetrics, ChartMogul, ProfitWell (for enterprise scale)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Maxio", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Maxio (if used solely for analytics rather than billing)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Databox", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "UI-Only Dashboards Without API Depth **Examples:** Databox, Geckoboard, Klipfolio (for core financials)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Geckoboard", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Examples:** Databox, Geckoboard, Klipfolio (for core financials)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Klipfolio", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Examples:** Databox, Geckoboard, Klipfolio (for core financials)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Amplitude", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Product Insights** | Use **Amplitude** or **Mixpanel** via a CDP."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Mixpanel", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **Amplitude** or **Mixpanel** via a CDP."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Segment", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "usually handled by a CDP like Segment, mParticle, or a custom warehouse solution"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|mParticle", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "mParticle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "a CDP like Segment, mParticle, or a custom warehouse solution"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|dbt", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Build metrics logic in your **Data Warehouse** using **dbt** (data build tool)."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Tableau", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Use **Tableau**, **Looker**, or **Power BI**."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Looker", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use **Tableau**, **Looker**, or **Power BI**."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|alibaba-small|Power BI", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use **Tableau**, **Looker**, or **Power BI**."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|challenger-small|ProfitWell Metrics / Paddle-style free tooling", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics / Paddle-style free tooling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "useful for pure Stripe and smaller-scale setups, but the guidance places it in the \"pure Stripe, under $5M ARR, basic needs\" bucket rather than enterprise use"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|challenger-small|Baremetrics", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "positions it for smaller-to-midmarket use rather than complex enterprise billing environments"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|challenger-small|ChartMogul", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large enterprises should verify consolidation, governance, and backfill needs before adopting it broadly"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Baremetrics", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to avoid: Baremetrics, ProfitWell (Paddle Metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to avoid: Baremetrics, ProfitWell (Paddle Metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|ChartMogul", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools to be cautious about: ChartMogul, Maxio (formerly SaaSOptics + Chargify), Recurly Analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Maxio", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for enterprise-grade options like Zuora Revenue or Maxio that understand ASC 606, multi-currency, and complex contracts"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Recurly Analytics", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Recurly Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools to be cautious about: ChartMogul, Maxio ..., Recurly Analytics — when used as the primary enterprise metrics source of truth"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Stripe's built-in analytics", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe's built-in analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools to avoid: ProfitWell's free tier, Stripe's built-in analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Amplitude", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Tools to avoid: Amplitude, Mixpanel, Pendo — when someone tries to use them to calculate MRR, churn, or LTV"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Mixpanel", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Tools to avoid: Amplitude, Mixpanel, Pendo"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Pendo", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Tools to avoid: Amplitude, Mixpanel, Pendo"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Databox", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Tools to avoid: Databox, Geckoboard, Klipfolio"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Geckoboard", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Tools to avoid: Databox, Geckoboard, Klipfolio"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Klipfolio", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Tools to avoid: Databox, Geckoboard, Klipfolio"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Power BI", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Use enterprise BI tools (Power BI, Tableau, Looker) for visualization"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Tableau", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use enterprise BI tools (Power BI, Tableau, Looker) for visualization"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Looker", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use enterprise BI tools (Power BI, Tableau, Looker) for visualization"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|RevenueGrid", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "RevenueGrid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Tools to be cautious about: RevenueGrid, Firstofficer, Causal (for ARR reporting)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Firstofficer", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Firstofficer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Tools to be cautious about: RevenueGrid, Firstofficer, Causal"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Causal", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Causal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Tools to be cautious about: RevenueGrid, Firstofficer, Causal (for ARR reporting)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|deepseek-small|Zuora Revenue", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora Revenue", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 19, "ev": "look for enterprise-grade options like Zuora Revenue or Maxio that understand ASC 606"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Baremetrics", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The following categories of SaaS metrics tools require extreme caution or should be avoided entirely by large enterprises: ... **Examples:** *Baremetrics, basic out-of-the-box ChartMogul or ProfitWell/Paddle setups.*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|ChartMogul", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "*Baremetrics, basic out-of-the-box ChartMogul or ProfitWell/Paddle setups.* ... they are built on the assumption that your sales process is simple"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|ProfitWell/Paddle", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell/Paddle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "*Baremetrics, basic out-of-the-box ChartMogul or ProfitWell/Paddle setups.*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Stripe Sigma", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Sigma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Relying on the native analytics dashboard of a billing system or payment processor to run your enterprise SaaS metrics is a major operational risk."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Braintree/PayPal Analytics", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Braintree/PayPal Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Examples:** *Stripe Sigma, Braintree/PayPal Analytics, or basic billing-system native reports.*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Tableau", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "building this entirely from scratch in a generic BI tool is highly discouraged"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|PowerBI", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Raw custom SQL dashboards built directly in Tableau, PowerBI, or Looker ... is highly discouraged"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Looker", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Raw custom SQL dashboards built directly in Tableau, PowerBI, or Looker on top of a data warehouse."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Metronome", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metronome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "caution is required if you expect them to serve as your GAAP-compliant financial reporting system"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Orb", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Orb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "*Metronome, Orb, Lago, or m3ter (when forced to act as GAAP metrics systems).*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Lago", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Lago", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "*Metronome, Orb, Lago, or m3ter (when forced to act as GAAP metrics systems).*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|m3ter", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "m3ter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "*Metronome, Orb, Lago, or m3ter (when forced to act as GAAP metrics systems).*"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Maxio", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "route the outputs into a robust financial subledger (like Maxio, Ordway, Leapfin, or Zuora) to generate compliant financial metrics and reports"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Ordway", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "route the outputs into a robust financial subledger (like Maxio, Ordway, Leapfin, or Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Leapfin", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Leapfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "route the outputs into a robust financial subledger (like Maxio, Ordway, Leapfin, or Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|google-small|Zuora", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "route the outputs into a robust financial subledger (like Maxio, Ordway, Leapfin, or Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Baremetrics", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid \"Stripe‑only\" or \"single‑source\" tools** (Baremetrics, ProfitWell/Paddle Metrics) if your billing stack is heterogeneous."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|ProfitWell (now \"Paddle Metrics\")", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (now \"Paddle Metrics\")", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid \"Stripe‑only\" or \"single‑source\" tools** (Baremetrics, ProfitWell/Paddle Metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|ChartMogul", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Be cautious with ChartMogul** unless you are comfortable with its relatively rigid metric definitions"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|RevenueArc", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "RevenueArc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi‑source billing integration | • ChartMogul ... • **RevenueArc**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|SaaSOptics", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "SaaSOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SaaSOptics** (especially for usage‑based models)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Looker (Google Cloud)", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Custom metric modelling & data warehouse | • **Looker (Google Cloud)**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Tableau", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "flexible BI/analytics layer (Looker, Tableau, Power BI)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Power BI", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "flexible BI/analytics layer (Looker, Tableau, Power BI)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|ThoughtSpot", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ThoughtSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "• **ThoughtSpot** (search‑driven)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Chargebee", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Chargebee's \"Revenue Recovery\"**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Zuora", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "• **Zuora** (native)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Gainsight", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "specialized revenue‑intelligence modules (Gainsight, Totango, Chargebee, Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Totango", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Totango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "specialized revenue‑intelligence modules (Gainsight, Totango, Chargebee, Zuora)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Salesforce Revenue Cloud", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "• **Salesforce Revenue Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Workday Adaptive Planning", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Audit‑ready financial reporting | • **Workday Adaptive Planning**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Anaplan", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "• **Anaplan**"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|minimax-small|Oracle NetSuite", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "• **Oracle NetSuite** (with custom reporting)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|mistral-small|ChartMogul", "prompt": "c211-l6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While some tools like ChartMogul or ProfitWell are robust for subscription metrics, they may require significant engineering resources or customization to fit enterprise-scale needs"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|mistral-small|ProfitWell", "prompt": "c211-l6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like ChartMogul or ProfitWell are robust for subscription metrics, they may require significant engineering resources or customization"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|ChartMogul", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Designed for startups, not enterprises... ChartMogul Enterprise starts at $19,900/year with limited negotiation flexibility"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Baremetrics", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Baremetrics is Stripe-native and breaks down with multiple billing systems"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|ProfitWell Metrics", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free tier is a trap... Vendor lock-in: Now bundled with Paddle's payment processing"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Mixpanel", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Data volume pricing cliffs... Data residency limitations"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Amplitude", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mixpanel, Amplitude (at extreme scale)... Costs can escalate dramatically with high event volumes"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Alibaba Cloud Quick BI", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Alibaba Cloud Quick BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why avoid (per Gartner): China-centric: Minimal installed base outside Asia-Pacific"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Tableau", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Using Tableau/Power BI alone for SaaS metrics — Why this fails at enterprise scale: No native subscription logic"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Power BI", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Using Tableau/Power BI alone for SaaS metrics — Why this fails at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Zuora Analytics", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "enterprise-grade subscription analytics (Zuora, Sage Intacct) rather than forcing mid-market tools to scale"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Sage Intacct", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "enterprise-grade subscription analytics (Zuora, Sage Intacct)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|dbt", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "custom data warehouse + dbt"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Snowflake", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Snowflake + Mode/Looker"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Mode", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Snowflake + Mode/Looker"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Looker", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "True enterprise scale | Looker, Tableau with curated SaaS data models"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|NetSuite", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "True enterprise scale | Looker, Tableau with curated SaaS data models, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|moonshot-small|Segment", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Data residency requirements | AWS-native solutions with regional deployment, Segment with regional functions"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Baremetrics", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer/SMB-Grade Tools (Strongly Avoid for Core Enterprise Use)... Why cautious/avoid: Primarily Stripe-focused with limited support for multi-billing systems"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|ChartMogul", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Strongly Avoid for Core Enterprise Use... pricing balloons ($6K+/mo for enterprises), historical backfills fail"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|ProfitWell (now part of Paddle)", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (now part of Paddle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Strongly Avoid for Core Enterprise Use"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Mixpanel", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Event-based pricing explodes with volume; manual event definition leads to \"messy taxonomies\"; limited data governance/compliance"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Amplitude", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "steep setup (needs eng for clean events); high MTU-based costs at scale; integration friction"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Heap", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "noisy/inaccurate at scale (misses SPA events, privacy issues); poor for custom enterprise funnels"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|PostHog", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "self-hosting becomes a scalability nightmare (noisy neighbor issues in multi-tenancy); free tier limits hit fast"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Google Analytics (GA4)", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Why avoid: Free tier caps at ~10M hits/mo (sampling kicks in earlier, distorting enterprise reports)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Tableau", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Business Intelligence: Tableau, Power BI, Looker (custom joins across sources)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Power BI", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Business Intelligence: Tableau, Power BI, Looker"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Looker", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Business Intelligence: Tableau, Power BI, Looker (custom joins across sources)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Fairview/Cobloom", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fairview/Cobloom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Revenue Ops: Custom Fairview/Cobloom or Signal AI (multi-billing, forecast confidence)"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Signal AI", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Signal AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Revenue Ops: Custom Fairview/Cobloom or Signal AI"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Snowflake/Snowplow", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Snowflake/Snowplow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Full Stacks: Snowflake/Snowplow for raw events + dbt for modeling + Mode/Looker for viz"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|dbt", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Snowflake/Snowplow for raw events + dbt for modeling"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|xai-small|Mode", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mode", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "+ Mode/Looker for viz"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Baremetrics", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid:** Baremetrics, Basic ProfitWell (Paddle), and early-stage ChartMogul plans."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|ProfitWell (Paddle)", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to Avoid:** Baremetrics, Basic ProfitWell (Paddle), and early-stage ChartMogul plans."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|ChartMogul", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to Avoid:** Baremetrics, Basic ProfitWell (Paddle), and early-stage ChartMogul plans."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Tableau", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tools to Approach with Caution:** Standard Tableau, Looker (without specific configuration), or Power BI."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Looker", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per-seat licensing (especially in Looker and Tableau) becomes prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Power BI", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Tools to Approach with Caution:** Standard Tableau, Looker (without specific configuration), or Power BI."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Google Analytics 4 (GA4)", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Tools to Avoid:** Google Analytics 4 (GA4) and Adobe Analytics (for subscription metrics)."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Adobe Analytics", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Adobe Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Tools to Avoid:** Google Analytics 4 (GA4) and Adobe Analytics (for subscription metrics)."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Excel", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Tools to Avoid:** Relying solely on Excel or Google Sheets for KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-l6|zai-small|Google Sheets", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Tools to Avoid:** Relying solely on Excel or Google Sheets for KPI tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|Paddle (formerly ProfitWell)", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Paddle (formerly ProfitWell)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Gold Standard: Paddle (formerly ProfitWell) ... this is the most widely recognized platform"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|ChartMogul", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market companies transitioning away from spreadsheets, **ChartMogul** offers the best balance of price, flexibility, and reliability."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|Catalyst", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Catalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Growth teams that want a dashboard up and running in days rather than months"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|Looker Studio (formerly Data Studio)", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**High Maintenance.** If you migrate Stripe accounts or restructure your database, your dashboard breaks."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|Supermetrics", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Supermetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Looker Studio (formerly Data Studio) + Supermetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|alibaba-small|Power BI", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**I have an internal Data Analyst/Engineer** | **Power BI / Looker Studio**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|anthropic-small|ChartMogul", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SaaS companies doing $500K+ ARR with multiple billing sources or complex pricing models"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|anthropic-small|Looker", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have complex data infrastructure, Looker is powerful."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|anthropic-small|Amplitude", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market to enterprise SaaS with dedicated data teams and complex product analytics needs"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|anthropic-small|HubSpot Operations Hub", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "HubSpot Operations Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams already on HubSpot that need unified RevOps reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|anthropic-small|Baremetrics", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need billing analytics, ChartMogul or Baremetrics are solid."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|challenger-small|Fairview", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single dashboard choice is usually **Fairview** if you want a prebuilt KPI dashboard focused on revenue and pipeline"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|challenger-small|Databox", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Databox** is the strongest broad option in the results"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|challenger-small|Power BI", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose a custom Power BI dashboard** if you have a modern warehouse and want a tailored mid-market/PE-backed setup"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|ChartMogul", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** is the strongest default"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Baremetrics", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If Stripe-only and you value speed + forecasting/dunning:** **Baremetrics**."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|ProfitWell / Paddle Retain", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell / Paddle Retain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're **under ~$50K MRR**, start free with ProfitWell/Paddle Retain and upgrade later."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Looker", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "build on **Power BI / Looker / Sigma** over a warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Power BI", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Power BI is common for cost-conscious teams"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Tableau", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Looker / Power BI / Tableau** — the mature options"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|GoodData", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "GoodData", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**GoodData / Sigma / Metabase** — good embedded and self-serve options"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Sigma", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "build on **Power BI / Looker / Sigma** over a warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Metabase", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**GoodData / Sigma / Metabase** — good embedded and self-serve options"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Fastero", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fastero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they're newer and less proven for complex B2B environments"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|RevPane", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "RevPane", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they're newer and less proven for complex B2B environments"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Taskade Genesis", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Taskade Genesis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they're newer and less proven for complex B2B environments"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Mixpanel", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "don't sleep on **product analytics** (Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Amplitude", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "product analytics** (Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|PostHog", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "product analytics** (Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|deepseek-small|Dreamdata", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**revenue attribution** (Dreamdata)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|Baremetrics", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have likely outgrown early-stage, plug-and-play tools (like Baremetrics or ProfitWell)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|ProfitWell", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you have likely outgrown early-stage, plug-and-play tools (like Baremetrics or ProfitWell)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|Subscript", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Subscript", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Subscript is one of the highest-rated platforms on the market"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|Maxio", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maxio is the veteran industry standard for mid-market and late-stage B2B financial operations"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|Equals", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Equals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Custom BI & Spreadsheet Lovers: Equals"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|google-small|ChartMogul", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ChartMogul is the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|meta-small|Bluemargin", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Bluemargin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SaaS Analytics & Power BI Dashboards by Bluemargin, which offers custom Power BI dashboards on modern data warehouses for mid-market and PE-backed SaaS companies."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|meta-small|Data-Mania", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Data-Mania", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "B2B SaaS Dashboards by Data-Mania, which provides a definitive guide for smart B2B SaaS dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|meta-small|Taskade", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Taskade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SaaS Metrics Dashboard: 5 Free MRR & Churn Templates by Taskade"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|meta-small|thefrontkit", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "thefrontkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best SaaS Metrics Dashboard Templates 2026 by thefrontkit"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|minimax-small|ChartMogul", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would suggest starting with **ChartMogul** or **Baremetrics** if you want a purpose-built solution"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|minimax-small|Baremetrics", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would suggest starting with **ChartMogul** or **Baremetrics** if you want a purpose-built solution"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|minimax-small|Power BI Custom Dashboards", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI Custom Dashboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Power BI** if you need more customization and have technical resources"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|minimax-small|Mixpanel Growth", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel Growth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for product analytics - Good for mid to large SaaS with data teams"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|minimax-small|ProfitWell", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for tracking subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|mistral-small|Power BI", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SaaS metrics dashboard is often a custom-built solution using Power BI or Tableau on top of a modern data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|mistral-small|Tableau", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "custom-built solution using Power BI or Tableau on top of a modern data warehouse"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|mistral-small|ChartMogul", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best out-of-the-box for finance/metrics:** ChartMogul, Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|mistral-small|Baremetrics", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "popular tools include ChartMogul ..., Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|mistral-small|Mixpanel", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for product analytics:** Mixpanel"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|ChartMogul", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary:** **ChartMogul** — It scales beautifully from mid-market to enterprise and offers the deepest subscription analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|Baremetrics", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Baremetrics** — Best for Beautiful, Simple Dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|Databox", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Supplement:** **Databox or Looker Studio** — For broader business KPIs"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|ProfitWell (Paddle Retain)", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (Paddle Retain)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Completely free core metrics; now bundled with Paddle"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|Klipfolio", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly customizable; good for mixed data sources"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|Looker Studio", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Supplement:** **Databox or Looker Studio** — For broader business KPIs beyond just subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|moonshot-small|Tableau/Power BI", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau/Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Advanced analytics when you outgrow SaaS-specific tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|ProfitWell Metrics (now under Paddle)", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell Metrics (now under Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **ProfitWell Metrics (now under Paddle)**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Looker", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a general analytics stack like **Looker, Tableau, Power BI, or Sigma** may be better"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Tableau", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need fully custom executive reporting:** **Power BI / Tableau / Looker**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Power BI", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need fully custom executive reporting:** **Power BI / Tableau / Looker**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Sigma", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like **Looker, Tableau, Power BI, or Sigma** may be better than a SaaS-specific dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Amplitude", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair a SaaS metrics tool with a product analytics tool like **Amplitude** or **Mixpanel**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|openai-small|Mixpanel", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a product analytics tool like **Amplitude** or **Mixpanel**"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|ChartMogul", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul stands out as the top recommendation based on expert comparisons and usage patterns"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Looker", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pairs well with BI tools like Looker or Tableau for custom viz."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Baremetrics", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe-only + simple needs**: Baremetrics (fastest setup)."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Paddle Retain (ex-ProfitWell)", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Paddle Retain (ex-ProfitWell)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious retention focus | Free core metrics, churn tools | Less segmentation, Paddle-tied"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Maxio", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complex B2B billing + finance | ASC 606 compliance, full RevOps | Higher cost, steeper setup"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Looker Studio (free)", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio (free)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Custom BI on a budget | Flexible, no vendor lock-in | Requires SQL/warehouse skills"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Stripe Sigma", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Stripe Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Full BI/custom**: Sigma/Tableau on your data warehouse."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|xai-small|Tableau/Power BI", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau/Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Executive dashboards + product metrics | Visual flexibility | Not SaaS-specific; needs ETL"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|zai-small|Databox", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the optimal solution is a combination of **Databox** (as your command center) and **ChartMogul** (as your revenue engine)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|zai-small|ChartMogul", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Use ChartMogul** to track your **MRR, ARR, and Churn**. (It is the source of truth for your financial health)"}, {"id": "mai-20260917-1752-baseline-2|c211-m1|zai-small|Maxio (formerly SaaSOptics)", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your mid-market company sells through complex sales cycles ... You need **Maxio**."}, {"id": "mai-20260917-1752-baseline-2|c211-m1|zai-small|HockeyStack", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary struggle is connecting your ad spend to actual revenue, **HockeyStack** is the superior choice."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|alibaba-small|ChartMogul", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for most mid-market growth teams, I recommend **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|alibaba-small|Dreamdata", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Marketing Attribution: Dreamdata"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|alibaba-small|Metrics by Stripe (ProfitWell)", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Metrics by Stripe (ProfitWell)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Limitation:** It is less effective for enterprise B2B contracts that involve complex negotiations outside the standard Stripe checkout UI."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|alibaba-small|Anrok", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tools like Anrok automate revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|alibaba-small|Synder", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Synder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The Best for Financial Accuracy: Anrok or Synder"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|ChartMogul", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** - ChartMogul automates calculating subscription metrics correctly... It's perfect for early-stage to mid-size SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|June.so", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "June.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for B2B SaaS teams past $1M ARR that want company-level retention analytics tied directly to CRM"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|Mixpanel", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B SaaS companies at the $500k–$10M ARR stage primarily rely on Amplitude and Mixpanel"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|Amplitude", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "B2B SaaS companies at the $500k–$10M ARR stage primarily rely on Amplitude and Mixpanel"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|Baremetrics", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "should own the revenue analytics layer with ChartMogul or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|anthropic-small|HubSpot", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all-in-one platforms like HubSpot are excellent for companies under $5M ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|challenger-small|ChartMogul", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the default ARR analytics tool"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|challenger-small|Baremetrics", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Baremetrics** as the simpler alternative if you mainly need fast MRR/ARR/churn visibility"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|challenger-small|Maxio", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you are at **$7M–$10M+ ARR** and need **ASC 606 compliance**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|challenger-small|Toolboks", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Toolboks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you are in the **$3M–$7M ARR** band and want a stronger CRM-sync-oriented stack"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|ChartMogul", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **ChartMogul** is the strongest overall choice."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|Baremetrics", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Closer Runner-Up: **Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|ProfitWell (Paddle Retain)", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Starting Point: **ProfitWell (Paddle Retain)** ... It's great early but lacks depth as you scale."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|Clari", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **Clari, Gong, or SaaSOptics** are better suited"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|Gong", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Gong", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like **Clari, Gong, or SaaSOptics** are better suited"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|deepseek-small|SaaSOptics", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "SaaSOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like **Clari, Gong, or SaaSOptics** are better suited"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|google-small|ChartMogul", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **ChartMogul**. If your finance team is drowning in manual Excel sheets ... invest the time and money into **Subscript** or **Maxio**."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|google-small|Maxio", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Preparing for an Audit or IPO** ... your best option is: **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|google-small|Subscript", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sales-Led / Enterprise ... your best option is: **Subscript**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|google-small|ProfitWell (by Paddle)", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is not built to handle manual, sales-assisted enterprise contracts managed in a CRM. ... ProfitWell is not the right fit."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|meta-small|ChartMogul", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "would be recommended to a mid-sized B2B company is ChartMogul or TekStack"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|meta-small|TekStack", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is ChartMogul or TekStack, depending on the specific needs of the company"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|minimax-small|ChartMogul", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the top ARR analytics tool for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|minimax-small|Dreamdata", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dreamdata** or **HockeyStack** are better suited for complex B2B buying committees with long sales cycles"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|minimax-small|HockeyStack", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick HockeyStack** if you want faster time-to-value with AI-powered insights"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|minimax-small|Baremetrics", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Baremetrics** offers near-zero-setup ARR dashboards... ideal if you want simplicity over depth"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|ChartMogul", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** is the top recommendation due to its specialization in SaaS metrics and strong integrations"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more budget-friendly option, **ProfitWell** is a solid choice."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|Mixpanel", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "great for tracking user behavior and tying it to revenue outcomes"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|PostHog", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mixpanel or PostHog (paid plans)"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|Dreamdata", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need advanced attribution, consider **Dreamdata or HockeyStack**."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|HockeyStack", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need advanced attribution, consider **Dreamdata or HockeyStack**."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|mistral-small|Ruler Analytics", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Ruler Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these platforms offer advanced revenue attribution"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|moonshot-small|ChartMogul", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|moonshot-small|Baremetrics", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Baremetrics** - Best for Real-Time Insights"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|moonshot-small|ProfitWell (by Paddle)", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is a constraint, start with **ProfitWell** (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|moonshot-small|Databox", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Complex data sources, need BI layer | Consider **Databox** or **Metabase**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|moonshot-small|Metabase", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider **Databox** or **Metabase**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|ChartMogul", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **ChartMogul** first"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|Baremetrics", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a simpler, more lightweight dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|Zuora Analytics", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your billing/revenue operations are more enterprise-grade or highly complex"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|ProfitWell / Paddle", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell / Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if you're already in their ecosystem, though product focus has shifted over time"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|Looker", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you need fully custom analysis and already have strong data/analytics resources"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|Power BI", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most customizable:** Looker/Power BI with your own data model"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|openai-small|Tableau", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Looker / Power BI / Tableau + custom model**"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|xai-small|ChartMogul", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ChartMogul as the top ARR analytics tool."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|xai-small|Baremetrics", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe-only stacks, founder-led teams | Limited multi-billing/CRM depth"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|xai-small|Maxio", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finance-heavy needs (ASC 606 rev-rec, GAAP compliance) | More of a full billing platform; higher setup cost/time"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|xai-small|Grid", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple ARR roll-forwards across systems | Newer, lighter on advanced cohorts"}, {"id": "mai-20260917-1752-baseline-2|c211-m2|zai-small|ChartMogul", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** is the strongest all‑round choice for a mid‑sized B2B company."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|zai-small|Baremetrics", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Baremetrics ... **Trade‑off**: Less flexible billing system support than ChartMogul; more expensive as you grow."}, {"id": "mai-20260917-1752-baseline-2|c211-m2|zai-small|ProfitWell (Paddle Retain)", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "## Alternative: ProfitWell (Paddle Retain) - **Best for**: Seed‑stage or early‑stage teams"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|Baremetrics", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**I just want to know my MRR and Churn.** | **Baremetrics** | Set up in 15 minutes; looks beautiful; simple."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|ChartMogul", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**My billing setup is messy/complex.** | **ChartMogul** | Unifies data from multiple payment gateways."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Benchmarking against industry peers."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|Mixpanel", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Product teams focused on conversion funnels and activation."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|Amplitude", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplitude scales better for massive user bases."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|Totango", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Totango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**I have a team of Account Managers.** | **Totango** | Organizes workflows for human-led retention."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|alibaba-small|Pendo", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Integrating guidance with analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|anthropic-small|ChartMogul", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul has been the gold standard for SaaS metrics since 2014"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|anthropic-small|Baremetrics", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the best choice for founders who want polished, intuitive metrics without a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|anthropic-small|Amplitude", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude is an enterprise product analytics platform with behavioral cohort analysis, predictive insights"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|anthropic-small|Mixpanel", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "designed for product managers and growth teams who need to understand in-app behavior patterns"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|anthropic-small|LogRocket", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a session replay tool (LogRocket) for debugging"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|ChartMogul", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **ChartMogul** if you want the strongest all-around subscription metrics platform."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Baremetrics", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Baremetrics** if you're on Stripe and want fast, clean revenue reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|ProfitWell / Paddle Metrics", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Known as a **free or low-friction option** for core SaaS metrics like MRR, churn, and retention."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Databox", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Databox** or **Power BI** if you need a unified dashboard across departments."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Amplitude", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Amplitude** or **Mixpanel** if your main question is how users behave inside the product."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Mixpanel", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often used for **event-based product analytics** and conversion/funnel analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|PostHog", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Often chosen as a **lower-cost or free** product analytics option"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Power BI", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Databox** or **Power BI** if you need a unified dashboard across departments."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Heap", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Useful when teams want **automatic event capture** and exploratory analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|challenger-small|Pendo", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for **in-app guidance, adoption, and walkthroughs**, not just metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|ChartMogul", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need to understand revenue health → Choose **ChartMogul** (multi-source) or **Baremetrics** (Stripe-native)"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Baremetrics", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **ChartMogul** (multi-source) or **Baremetrics** (Stripe-native)"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|ProfitWell Metrics (now part of Paddle)", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now part of Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're pre-revenue or early-stage → Start free with **ProfitWell**"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Mixpanel", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Mixpanel** (focused and affordable) or **Amplitude** (enterprise depth)"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Amplitude", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-scale behavioral analytics and AI-powered insights"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Heap", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want no-code event tracking → Choose **Heap**"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|PostHog", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're a dev-heavy team wanting open source → Choose **PostHog**"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Databox", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you need executive dashboards across all functions → Choose **Databox**"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Power BI", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you already live in the Microsoft ecosystem → Choose **Power BI**"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|deepseek-small|Tableau / Looker", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau / Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprise data teams needing flexible, sophisticated modeling"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|ChartMogul", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The analytical \"gold standard\" for scaling SaaS."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|Baremetrics", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Visually beautiful, simple, and optimized for Stripe."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free, highly accurate subscription analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|SaaSGrid", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The financial intelligence platform built specifically for B2B SaaS."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|Maxio (Formerly SaaSOptics + Chargify)", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio (Formerly SaaSOptics + Chargify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market and enterprise B2B SaaS companies with sales-led motions"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|Mixpanel", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple but incredibly powerful event-based tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|Amplitude", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Advanced behavioral analytics and predictive insights."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|google-small|PostHog", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Developer-focused, open-source product suite."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|meta-small|ChartMogul", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul is the best for multi-source or cohort-heavy SaaS"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|meta-small|Baremetrics", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics is the best for Stripe-native SaaS wanting a clean UI"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|meta-small|Profitwell", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Profitwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell is the best free option for Stripe-connected SaaS"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|meta-small|SaaSGrid", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top SaaS metrics tools are ChartMogul, Baremetrics, Profitwell, SaaSGrid, and Founderpath."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|meta-small|Founderpath", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top SaaS metrics tools are ChartMogul, Baremetrics, Profitwell, SaaSGrid, and Founderpath."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|minimax-small|ChartMogul", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "ChartMogul for multi-source data or advanced cohorts"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|minimax-small|Baremetrics", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics for a polished Stripe-native experience"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|minimax-small|ProfitWell", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ProfitWell for free metrics at an early stage"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|minimax-small|SaaSGrid", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SaaSGrid**: Offers a free tier."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|minimax-small|Founderpath", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Founderpath**: Free, also provides revenue-based financing loans."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|ChartMogul", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Subscription revenue analytics (MRR, ARR, churn, LTV, cohort analysis)."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|Baremetrics", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Real-time SaaS financial reporting and churn analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Core SaaS metrics with no cost."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|Databox", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: All-in-one KPI dashboards with AI analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|Mixpanel", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Product analytics (user behavior, funnels, retention, feature adoption)."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|Amplitude", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Product analytics (user behavior, funnels, retention, feature adoption)."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|PostHog", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Free alternative for product analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|mistral-small|Power BI", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Business intelligence and custom reporting."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|ChartMogul", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest data model, handles multiple billing sources best"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Baremetrics", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics offers an all-in-one solution with metrics + dunning + cancellation surveys + forecasting"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|ProfitWell (Paddle)", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell is ideal for startups under $50K MRR who need free core metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Amplitude", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude is a full-stack platform beyond just analytics (includes experimentation, CDP)"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Mixpanel", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mixpanel focuses heavily on event-based product analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|PostHog", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PostHog offers the best free alternative with open-source flexibility"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Databox", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "100+ integrations, marketing + revenue + product combined"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Mosaic", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strategic finance platform for planning & forecasting"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Power BI", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft-stack teams"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|HockeyStack", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Product analytics + revenue analytics combined"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|SaaSGrid", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free option for basic SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Founderpath", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free metrics + revenue-based financing"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|moonshot-small|Kissmetrics", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Kissmetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Customer journey analytics focused on conversion"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|ChartMogul", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want the best pure SaaS revenue dashboard:** ChartMogul or Baremetrics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Baremetrics", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want the best pure SaaS revenue dashboard:** ChartMogul or Baremetrics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Stripe Billing / Stripe Sigma", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Stripe Billing / Stripe Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you use Stripe and want simple revenue analytics:** Stripe Sigma / Billing analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Mixpanel", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want product retention and feature adoption analysis:** Mixpanel or Amplitude."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Amplitude", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want product retention and feature adoption analysis:** Mixpanel or Amplitude."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Looker", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Business intelligence / warehouse-first tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Tableau", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Business intelligence / warehouse-first tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Mode", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Business intelligence / warehouse-first tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Metabase", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Tradeoff:** most setup effort, but also the most customizable."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Gainsight", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Gainsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Customer success / revenue ops tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|Vitally", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Vitally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Customer success / revenue ops tools"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|openai-small|ChurnZero", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChurnZero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Tradeoff:** less useful for company-wide revenue reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|ChartMogul", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** (Often ranked #1 overall)"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|Baremetrics", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for**: Stripe-heavy early-stage teams wanting beautiful, actionable financial visuals and retention tools."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|ProfitWell / Paddle Metrics", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Bootstrapped/pre-revenue startups on a budget."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|Amplitude", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude is deepest for predictions/enterprises"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|Mixpanel", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mixpanel wins on UX speed"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|PostHog", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PostHog offers broadest features (e.g., experiments) at lowest cost, ideal for devs"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|Databox", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Databox has more integrations/customization/AI"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|xai-small|Geckoboard", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Geckoboard emphasizes simplicity and real-time TV dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|ChartMogul", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** = most flexible for subscription revenue and multi‑billing setups."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|Baremetrics", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** = cleanest Stripe‑native experience for revenue."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProfitWell** = best free starting point for core metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|Databox", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databox** = best for cross‑source, self‑serve KPI dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|Amplitude", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Amplitude** = enterprise‑grade product analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|Mixpanel", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mixpanel** = fast, easy funnel/retention for business teams."}, {"id": "mai-20260917-1752-baseline-2|c211-m3|zai-small|PostHog", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**PostHog** = open‑source, self‑hosted, everything‑in‑one stack for engineering teams."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|alibaba-small|Looker Studio", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Looker Studio** (formerly Google Data Studio) is the industry standard for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|alibaba-small|ChartMogul", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** offers one of the most generous free tiers"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|alibaba-small|Databox", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Databox (Free Tier)** to get immediate value"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|alibaba-small|Geckoboard", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "switch to **Geckoboard** if you prefer simplicity over complexity"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|anthropic-small|Looker Studio (Google Data Studio)", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio (Google Data Studio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **ProfitWell** or **Looker Studio** (both completely free)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|anthropic-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ProfitWell is the best free option for core SaaS metrics with no usage limits."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|anthropic-small|Metabase", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Metabase is the go-to open-source business intelligence tool for technical teams"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|anthropic-small|ChartMogul", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider upgrading to a paid SaaS-specific tool like ChartMogul once you outgrow the free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|challenger-small|Looker Studio", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best practical choice is usually **Looker Studio** if you want a **fully free, customizable dashboard**"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|challenger-small|Databox", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Databox** is the best \"budget but still serious\" SaaS metrics dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|challenger-small|ProfitWell Metrics", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest low-cost options are **ProfitWell Metrics** or **ChartMogul's free tier**"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|challenger-small|ChartMogul", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the strongest low-cost options are **ProfitWell Metrics** or **ChartMogul's free tier**"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|challenger-small|Mixpanel", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Product analytics on a budget** | **Mixpanel free tier**"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most startups on a tight budget, **ProfittWell + Looker Studio** (both free) gives you 90% of what you need."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Google Looker Studio", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **ProfitWell** (free) for revenue metrics + **Looker Studio** (free) for your dashboard. That's a **$0 cost** solution."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|ChartMogul", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "paired with **ChartMogul's free tier** for subscription analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|PostHog", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**PostHog** — Free self-hosted option for product analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Databox", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Databox** (~$64–72/month) as your all-in-one dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Geckoboard", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Geckoboard** — from **$39/month**. Best for office-wall display and visual dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Power BI", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Power BI** — free individual tier; Pro only **$14/user/month**."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Baremetrics", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Baremetrics** — from **~$49–99/month**. Best for real-time Stripe sync, churn, and LTV analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|deepseek-small|Rocketlane", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Rocketlane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Intercom-style dashboards** like **Rocketlane** — from **$129/month**."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose ProfitWell if you want the absolute best, most accurate, completely free revenue/billing metrics dashboard with zero setup time."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|ChartMogul", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ChartMogul if you are an early-stage startup under $10K MRR and want the premium, gold-standard UX"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|Databox", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Databox if you want a simple, budget-friendly way to see marketing, sales, and financial KPIs all in one screen."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|Geckoboard", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cons: Lacks the deep slice-and-dice analytics capability of ChartMogul or Metabase."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|Metabase (Open-Source Edition)", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase (Open-Source Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Metabase if you have SQL resources, want to host your own analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|google-small|Google Looker Studio", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost: 100% Free. Best For: Google Cloud/Workspace native companies."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|Databox", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SaaS metrics dashboard for a company with a limited budget is Databox, which offers a free plan and paid plans starting from $64/month."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|ChartMogul", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|Baremetrics", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|Mixpanel", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "and Mixpanel for product analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|ProfitWell", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|Looker Studio", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|PostHog", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|meta-small|Geckoboard", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ChartMogul free + Geckoboard ($39) or Databox Starter ($72) can be used"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|ProfitWell", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure revenue tracking with zero cost, **ProfitWell** is the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|Looker Studio", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Add Geckoboard ($39/mo) or Looker Studio (free) for a unified KPI view"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|ChartMogul", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with ChartMogul (free under $120K ARR) or ProfitWell"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|Mixpanel", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Layer in Mixpanel (free tier) or PostHog (self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|Geckoboard", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a more comprehensive solution under $100/month, **Databox** or **Geckoboard** would be suitable."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|Databox Starter", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starting at $72/month, offers all-in-one KPI dashboards with AI analysis"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|minimax-small|PostHog", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Layer in Mixpanel (free tier) or PostHog (self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|mistral-small|Databox", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Databox** is a strong paid option if you can stretch your budget slightly."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|mistral-small|ChartMogul", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** is excellent for those needing more advanced analytics within a free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|mistral-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ProfitWell Metrics** is the top free choice for subscription-based SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|mistral-small|BareMetrics", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "BareMetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free up to 30K MRR, then about $200/month. It's known for its simplicity"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|mistral-small|Google Sheets + Data Studio (Looker Studio)", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Sheets + Data Studio (Looker Studio)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A completely free option if you're comfortable setting up your own dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|ProfitWell (Paddle Retain Metrics)", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Retain Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ProfitWell** if you're under $50K MRR. It's completely free with no usage caps"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|ChartMogul", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to ChartMogul or Baremetrics** once you: Hit their free tier limits"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|Baremetrics", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Baremetrics** \\u2014 Best for Recovery Features"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|Google Looker Studio", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ProfitWell + Google Looker Studio + PostHog (self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|PostHog", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ProfitWell + Google Looker Studio + PostHog (self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|Geckoboard", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ChartMogul (free tier) + Geckoboard ($39) or Databox Starter ($72)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|Databox", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Geckoboard ($39) or Databox Starter ($72)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|moonshot-small|Mixpanel", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ChartMogul Pro + Databox Professional + Mixpanel (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|openai-small|Looker Studio", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall low-budget option:** **Looker Studio**"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|openai-small|Streamlit", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Streamlit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a **free/open-source SaaS KPI dashboard** built in Streamlit or a similar stack can be a very cost-effective choice for startups"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|openai-small|SpendHound", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "SpendHound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SpendHound** is a strong budget-conscious pick"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|openai-small|JumpCloud", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "JumpCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "consider **JumpCloud**, but watch plan limits"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|Google Looker Studio", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SaaS metrics dashboard is Google Looker Studio (formerly Google Data Studio)—it's completely free with no usage limits"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**$0 budget**: Looker Studio + ProfitWell (revenue) + PostHog (product)."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|ChartMogul", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing? Test ChartMogul."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|Databox", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Under $50/mo**: Add Databox or Geckoboard for polished sharing."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|PostHog", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Looker Studio + ProfitWell (revenue) + PostHog (product)"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|Mixpanel", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "PostHog or Mixpanel | Free tiers (1M+ events/mo) | Product analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|xai-small|Geckoboard", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "~$44–$79/mo (after free trial) ... Add-ons extra; not free long-term"}, {"id": "mai-20260917-1752-baseline-2|c211-m4|zai-small|Databox", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Dashboard: **Databox** ... Databox is the industry leader for free plans."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Revenue Metrics (MRR/Churn): **ProfitWell (Paddle Metrics)** ... widely considered the best free tool available."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|zai-small|ChartMogul", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Deep Revenue Analysis: **ChartMogul** ... offers a very generous free tier."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|zai-small|PostHog", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Product Behavior: **PostHog** ... one of the most generous free tiers in the industry."}, {"id": "mai-20260917-1752-baseline-2|c211-m4|zai-small|Google Looker Studio", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"Do-It-Yourself\" Option: **Google Looker Studio** ... you can build a custom dashboard for free"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|ChartMogul", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Specialized SaaS Revenue Platforms (e.g., ChartMogul, Maxio, Subscript, SaaSGrid):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Maxio", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specialized tools like Maxio or NetSuite handle both GAAP revenue recognition and operational SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Subscript", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Subscript", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Specialized SaaS Revenue Platforms (e.g., ChartMogul, Maxio, Subscript, SaaSGrid):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|SaaSGrid", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Specialized SaaS Revenue Platforms (e.g., ChartMogul, Maxio, Subscript, SaaSGrid):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|dbt", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**The Modern Data Stack + BI (e.g., dbt -> Snowflake/BigQuery -> Looker/Tableau/Sigma):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Snowflake", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**The Modern Data Stack + BI (e.g., dbt -> Snowflake/BigQuery -> Looker/Tableau/Sigma):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|BigQuery", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "BigQuery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**The Modern Data Stack + BI (e.g., dbt -> Snowflake/BigQuery -> Looker/Tableau/Sigma):**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Looker", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "*Cons:* High total cost of ownership (TCO). Requires dedicated data engineers"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Tableau", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "dbt -> Snowflake/BigQuery -> Looker/Tableau/Sigma"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Sigma", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "dbt -> Snowflake/BigQuery -> Looker/Tableau/Sigma"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Databox", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Leading dashboards now leverage AI (such as Databox\\u2019s Genie or ThoughtSpot's Sage)"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|ThoughtSpot", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ThoughtSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Leading dashboards now leverage AI (such as Databox\\u2019s Genie or ThoughtSpot's Sage)"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|NetSuite", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Specialized tools like Maxio or NetSuite handle both GAAP revenue recognition and operational SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|google-small|Baremetrics", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "whereas simpler tools like Baremetrics focus strictly on operational analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|ChartMogul", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare tools like **ChartMogul, ProfitWell, Klipfolio, Gainsight, or custom solutions (Tableau, Power BI)**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|ProfitWell", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare tools like **ChartMogul, ProfitWell, Klipfolio, Gainsight, or custom solutions (Tableau, Power BI)**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|Klipfolio", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare tools like **ChartMogul, ProfitWell, Klipfolio, Gainsight, or custom solutions (Tableau, Power BI)**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|Gainsight", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Gainsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare tools like **ChartMogul, ProfitWell, Klipfolio, Gainsight, or custom solutions (Tableau, Power BI)**"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|Tableau", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "custom solutions (Tableau, Power BI)"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|mistral-small|Power BI", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "custom solutions (Tableau, Power BI)"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|ChartMogul", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular for mid-sized SaaS: ChartMogul, Baremetrics, ProfitWell (Paddle), Databox, Cumul.io, or full BI like Looker/Tableau"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|Baremetrics", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular for mid-sized SaaS: ChartMogul, Baremetrics, ProfitWell (Paddle), Databox, Cumul.io"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|ProfitWell (Paddle)", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell (Paddle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ChartMogul, Baremetrics, ProfitWell (Paddle), Databox, Cumul.io"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|Databox", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ProfitWell (Paddle), Databox, Cumul.io, or full BI like Looker/Tableau with SaaS templates"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|Cumul.io", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Cumul.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Databox, Cumul.io, or full BI like Looker/Tableau with SaaS templates"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|Looker", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or full BI like Looker/Tableau with SaaS templates"}, {"id": "mai-20260917-1752-baseline-2|c211-m5|xai-small|Tableau", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or full BI like Looker/Tableau with SaaS templates"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|HubSpot", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not attempt to run CFO-level financial reporting through a Product Analytics dashboard."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|Salesforce", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These tools focus on *user behavior*, not *financial health*. They are terrible at calculating Net Revenue Retention (NRR)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|Amplitude", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "They are terrible at calculating Net Revenue Retention (NRR), churn reasons, LTV:CAC ratios, or forecasting cash flow accurately."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|Mixpanel", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Do not attempt to run CFO-level financial reporting through a Product Analytics dashboard."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|Baremetrics", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Baremetrics was acquired by Stripe**, ... you must proceed with caution."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|ChartMogul", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a dedicated Financial Metrics tool (like Baremetrics or ChartMogul)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|alibaba-small|ProfitWell", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**ProfitWell by Paddle**), you must proceed with caution."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|anthropic-small|GA4", "prompt": "c211-m6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Its retention and cohort reports are shallow next to dedicated product analytics tools... it has no concept of subscription metrics like MRR or churn"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|anthropic-small|Mixpanel", "prompt": "c211-m6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "costs can rise quickly and unpredictably, making it difficult to forecast analytics budgets"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|anthropic-small|Amplitude", "prompt": "c211-m6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "does not disclose the cost of its growth plan without contacting their sales team"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|anthropic-small|PostHog", "prompt": "c211-m6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "dedicated product analytics tools such as Mixpanel, Amplitude, or PostHog"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|anthropic-small|Heap", "prompt": "c211-m6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Autocapture-only data tends to be noisy... pricing is custom and not transparent on the site."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|challenger-small|GA4", "prompt": "c211-m6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as using web-traffic tools for behavioral/product decisions; GA4 is described as web analytics first, not product analytics first."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|ProfitWell", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you're not on Paddle's payment platform, don't use ProfitWell metrics. You're building on a deprecated roadmap."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Paddle", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vendor lock-in risk: Paddle actively pushes you to move your billing onto Paddle"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Baremetrics", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious: **Baremetrics** (especially for high-volume or complex billing)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|ChartMogul", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious: **ChartMogul** (integration data reliability)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Google Analytics 4 (GA4)", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Use it for web traffic, never for revenue or subscription metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Power BI", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious: **General-purpose BI tools (Power BI, Tableau, Looker) for SaaS metrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Tableau", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not purpose-built for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Looker", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be cautious: **General-purpose BI tools (Power BI, Tableau, Looker) for SaaS metrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Stripe", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use a spreadsheet and Stripe's native dashboard."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|deepseek-small|Mosaic", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "use **Mosaic** (if budget allows) which has better data governance—but it's expensive"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|ProfitWell (by Paddle)", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution: The \"Freemium\" Upsell and Stale UI"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Paddle Retain", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle Retain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "if you use Retain to recover failed payments, you cannot easily customize the email cadence or copy yourself"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Baremetrics", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: High \"MRR Tax\" and Rigid Customization"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Maxio (formerly SaaSOptics / Chargify)", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio (formerly SaaSOptics / Chargify)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is notoriously complex and heavy... the implementation is highly prone to failure."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Google Analytics 4 (GA4)", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4 (GA4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Caution: Avoid Entirely for Core SaaS Metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Mixpanel", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Mixpanel & Amplitude — *Caution: The \"Pricing Cliff\"*"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Amplitude", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mixpanel & Amplitude — *Caution: The \"Pricing Cliff\"*"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Looker Studio", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Tableau", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|google-small|Databox", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid trying to build subscription metrics in generic Business Intelligence (BI) dashboards like Looker Studio, Tableau, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|meta-small|ProfitWell", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For example, if you use Stripe, ProfitWell is a good option."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|meta-small|Baremetrics", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular SaaS metrics tools include:\n\n1. ProfitWell\n2. Baremetrics\n3. ChartMogul"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|meta-small|ChartMogul", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular SaaS metrics tools include:\n\n1. ProfitWell\n2. Baremetrics\n3. ChartMogul"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|minimax-small|Baremetrics", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Baremetrics** | Stripe-only (no multi-source), no free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|minimax-small|ChartMogul", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ChartMogul** | No native dunning (requires third-party), can have definition discrepancies"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|minimax-small|ProfitWell", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ProfitWell** | Limited to Stripe/Paddle, less flexible for complex billing"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|mistral-small|ProfitWell", "prompt": "c211-m6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're Stripe-only, ProfitWell's free tool may suffice"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|mistral-small|Baremetrics", "prompt": "c211-m6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid paying for Baremetrics or ChartMogul unless you need their extra features"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|mistral-small|ChartMogul", "prompt": "c211-m6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ChartMogul is often recommended, but be cautious about the setup complexity and cost"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|Baremetrics", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Baremetrics** — Approach with Caution"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|ChartMogul", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**ChartMogul** — Watch the Pricing Cliff"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|ProfitWell (now Paddle)", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (now Paddle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**ProfitWell (now Paddle)** — Independence Concerns"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|Amplitude", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Amplitude** — Expensive at Scale"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|Mixpanel", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Mixpanel** — Engineering Burden"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|Heap", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Heap** — Stagnation Concerns"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|PostHog", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Free tier up to 1M events, open-source, data control"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|moonshot-small|Plausible", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Plausible** ($228/year basic) | Simple, privacy-focused, affordable"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|openai-small|Google Analytics", "prompt": "c211-m6", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like Google Analytics can sample results or roll rare values into an \"other\" bucket when data volume grows, which can make churn, conversion, and cohort numbers less reliable."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|openai-small|Amplitude", "prompt": "c211-m6", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Product-analytics vendors often note that the \"right\" retention metric depends on the product and business model. ([info.amplitude.com]"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|Baremetrics", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if: You're sensitive to cost (starts ~$129/mo...) Complaints include poor customer service ... data inconsistencies"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|ProfitWell Metrics", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Safer starts: ProfitWell Metrics (free, reliable for basics)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|ChartMogul", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing scales aggressively with MRR ... some report temporary outages, MRR inconsistencies, and \"abysmal\" support for edge cases"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|Amplitude", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious if: Scaling events volume (pricing opaque, jumps to $5K+/mo; limited data retention ~2 years). Steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|Mixpanel", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious if: High event volume (expensive at scale post-1M free events/mo; deprecated SQL access)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|Pendo", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious if: Budget-tight (enterprise pricing); onboarding/navigation complaints common"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|PostHog", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PostHog (generous free tier, self-hosted option, longer retention)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|xai-small|Stripe Sigma", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stripe Sigma (free/low-cost SQL for Stripe users)"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|GA4 (Google Analytics 4)", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4 (Google Analytics 4)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Don't use GA4** as your primary product analytics tool."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Amplitude", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Don't start with Amplitude** unless you have a dedicated analyst and significant revenue."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|PostHog", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "for a pre-revenue company, the free tier of **PostHog** or **Heap** is often sufficient and much more cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Heap", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the free tier of **PostHog** or **Heap** is often sufficient and much more cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Mixpanel", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., GA4 for traffic, Mixpanel for product, Amplitude for funnels, Tableau for dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Tableau", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tableau for dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Plausible", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Don't use Plausible/Fathom** for in-app user behavior."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|Fathom", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Don't use Plausible/Fathom** for in-app user behavior."}, {"id": "mai-20260917-1752-baseline-2|c211-m6|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the **ProfitWell (Paddle Metrics) free tier** covers the needs of 80% of SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|ChartMogul", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: ChartMogul ... They offer a generous free tier for companies earning less than $120K ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: ProfitWell (by Paddle) ... widely considered the industry standard for SaaS analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|Looker Studio", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Looker Studio (formerly Google Data Studio) ... It is completely free"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|Databox", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Databox ... requires much less technical skill than Looker"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|Amplitude", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Amplitude ... specific B2B SaaS dashboard templates"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|alibaba-small|Geckoboard", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Databox or Geckoboard (connects all your apps automatically)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|anthropic-small|ProfitWell (now Paddle Retain)", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with the free Paddle Retain for core metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|anthropic-small|Baremetrics", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then upgrade to Baremetrics if you need more polished reporting and deeper Stripe analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|anthropic-small|ChartMogul", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "remains the most powerful option for companies with complex billing needs"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|challenger-small|Databox", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Databox** if you want one dashboard that covers revenue, product, and go-to-market metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|challenger-small|ChartMogul", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your company is subscription-led and you want a sharper focus on revenue analytics and churn"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|challenger-small|Baremetrics", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want subscription metrics plus built-in **failed payment recovery** and dunning workflows"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|challenger-small|Maxio", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better when the company is larger or needs billing, revenue recognition, and analytics in one system"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|challenger-small|Fairview", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but it is aimed more at larger ARR ranges"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|ChartMogul", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** for a small B2B company: start with **ChartMogul's free tier** (or Baremetrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Baremetrics", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with **ChartMogul's free tier** (or Baremetrics) because they handle the revenue math correctly"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Geckoboard", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Databox** or **Geckoboard** at ~$50/mo"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Databox", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best all-in-one KPI dashboard with 100+ integrations"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "always free for core metrics with no usage limits"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Looker Studio", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for a simple custom KPI view once you have data flowing"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Fairview", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "one screen for ARR, MRR, NRR, churn, and pipeline"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Power BI", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "only investing in a heavier BI platform like Power BI or Tableau once you're north of a few million ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|deepseek-small|Tableau", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "only investing in a heavier BI platform like Power BI or Tableau once you're north of a few million ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|google-small|ProfitWell (by Paddle)", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Is bootstrapped and on a tight budget** | **ProfitWell** | It is 100% free, incredibly accurate, and integrates with major payment systems in minutes."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|google-small|ChartMogul", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul — Best for Complex Billing & Early Growth"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|google-small|Baremetrics", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Baremetrics — Best User Experience & Paid Features"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|google-small|Databox", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox — Best for General Business KPI Dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|google-small|PostHog", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PostHog — Best Developer-Friendly Product Analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|meta-small|SaaS Dash AI", "prompt": "c211-s1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "SaaS Dash AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "B2B SaaS KPI Dashboard Template by SaaS Dash AI, which provides a comprehensive template for tracking key metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|meta-small|Amplitude", "prompt": "c211-s1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "B2B SaaS Metrics Dashboard Template by Amplitude, which offers a focused dashboard for tracking weekly sign-ups"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|meta-small|Databox", "prompt": "c211-s1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "9 Low-Cost SaaS Metrics & KPI Dashboard Tools by Databox, which lists various tools for creating a dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|meta-small|Taskade", "prompt": "c211-s1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Taskade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SaaS Metrics Dashboard: 5 Free MRR & Churn Templates by Taskade, which offers free templates"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|ChartMogul", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **ChartMogul** (free up to $120K ARR) or **ProfitWell** (free core metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|ProfitWell", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **ChartMogul** (free up to $120K ARR) or **ProfitWell** (free core metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Baremetrics", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small B2B SaaS teams that want a clean, minimalist dashboard with actionable SaaS KPIs."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|SaaSGrid", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies that need a visual \"SaaS scorecard\" plus custom metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Looker Studio (formerly Data Studio)", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flexible, free visualization:** **Looker Studio** (free, Google‑connected)."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Databox", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Low‑cost, ready‑made SaaS templates:** **Databox** ($19/mo) or **Geckoboard** ($39/mo)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Klipfolio", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies that need to build custom KPI views and have moderate technical skill."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Geckoboard", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Databox** or **Geckoboard** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Power BI", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies that anticipate growing into advanced analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Tableau", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "steep learning curve but powerful"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Metabase", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use **Metabase** if you have a developer who can set up a small PostgreSQL/MySQL instance"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|minimax-small|Superset", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Superset", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "have a data‑engineer on staff ... but steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|mistral-small|Geckoboard", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as a top choice for small B2B SaaS companies due to its ease of use"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|mistral-small|Databox", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best paid dashboard:** Geckoboard or Databox for ease of use and affordability."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|mistral-small|Amplitude", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for product analytics:** Amplitude if you need user behavior insights."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|mistral-small|Looker Studio (Google Data Studio)", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio (Google Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a free, powerful option for creating custom dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|moonshot-small|ChartMogul", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** — Best Overall for B2B SaaS"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|moonshot-small|Baremetrics", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** — Best for Actionable Insights"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|moonshot-small|Databox", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databox** — Best All-in-One Dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|moonshot-small|Google Looker Studio (formerly Data Studio)", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Option ... free but requires more setup work"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|moonshot-small|Zite", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Zite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zite** — Best AI-Powered Option"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|openai-small|ChartMogul", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best overall SaaS metrics dashboard** for a small B2B company: **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|openai-small|Baremetrics", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tighter and you're early-stage: **Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|openai-small|Geckoboard", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's more of a visualization layer than a SaaS metrics engine."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|xai-small|Google Looker Studio", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start free with ProfitWell Metrics + Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|xai-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Quick pick for most small B2B SaaS companies: Start free with ProfitWell Metrics + Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|xai-small|ChartMogul", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Revenue-focused SaaS analytics | Free up to ~$10-120K ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|xai-small|Databox", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need one paid tool: Databox for its balance of ease, integrations, and free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|xai-small|Geckoboard", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple TV/office wallboards"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Databox", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑in‑one for small B2B SaaS:** **Databox** (AI‑driven, cross‑source, free plan available)."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Geckoboard", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "start with **Databox** or **Geckoboard**"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Fairview", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "B2B SaaS $1–100M ARR wanting ARR, MRR, NRR, churn, LTV, and pipeline on one screen"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|ChartMogul", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best pure subscription analytics:** **ChartMogul** (strong free tier, great for finance)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Baremetrics", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Baremetrics** (SaaS‑specific financial reporting)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best free starting point:** ... **ProfitWell** (core metrics free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Porter Metrics", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Porter Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "No‑code marketing reporting tied to revenue metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Amplitude", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep product analytics at scale."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Mixpanel", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for product insights:** **PostHog** (free) or **Mixpanel** (paid but feature‑rich)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|PostHog", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for product insights:** **PostHog** (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Heap", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Self‑servicing product analytics (no event setup)."}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Power BI", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Power BI** or **Metabase** are powerful, but require more setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Metabase", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Power BI** or **Metabase** are powerful, but require more setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s1|zai-small|Google Sheets + Data Studio", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Sheets + Data Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Google Sheets + Data Studio, Databox free plan"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|ChartMogul", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|Baremetrics", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Baremetrics** if you want a plug-and-play visualizer"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|ProfitWell", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Growth\" Alternative: ProfitWell ... Caveat: Their standalone reporting product can sometimes feel less flexible"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|Stripe", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you use **Stripe**, their native analytics are surprisingly decent for basic tracking."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|Chargebee", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "they offer an integrated analytics suite included in your subscription price"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|alibaba-small|Recurly", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check if you are already paying for **Stripe**, **Chargebee**, or **Recurly**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|GA4", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "GA4 combined with the free HubSpot CRM delivers essential tracking for startups under $1M ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|HubSpot CRM", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HubSpot CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with HubSpot's free CRM"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|PostHog", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "PostHog adds open-source product analytics with generous free limits"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|Amplitude", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "primarily rely on Amplitude, Mixpanel, and PostHog"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|Mixpanel", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "begin with **ChartMogul** (which has a strong free tier) or **Mixpanel** for ARR tracking"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|anthropic-small|ChartMogul", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "begin with **ChartMogul** (which has a strong free tier)"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|challenger-small|ChartMogul", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the default ARR analytics tool"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|challenger-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ProfitWell Metrics** is the best first stop because it reports MRR, churn, LTV, and ARPU for free"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|challenger-small|Baremetrics", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Baremetrics** is also a strong fit for small SaaS teams needing fast subscription reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|deepseek-small|ChartMogul", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|deepseek-small|Maxio (formerly SaaSOptics)", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Overkill** for most small businesses under $3\\u20135M ARR."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|deepseek-small|Baremetrics", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative #1: **Baremetrics** (if you're Stripe-native and churn-focused)"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|google-small|ChartMogul", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** is the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|google-small|Baremetrics", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Stripe-First Teams & Reducing Churn ... **Baremetrics** is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best 100% Free Option ... **ProfitWell Metrics** is the go-to option."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|google-small|Chartsy", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Chartsy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chartsy** is a powerful newcomer."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|meta-small|Baremetrics", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Baremetrics - Best overall subscription analytics software that reports MRR, ARR, churn, LTV, and customer activity."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|meta-small|ChartMogul", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul - Subscription analytics software that tracks ARR, MRR, churn, retention, and customer cohorts."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|meta-small|Orb", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Orb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Orb - Usage-based billing software that manages pricing, metering, invoices, and customer spend visibility."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|meta-small|Maxio", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Maxio - SaaS finance software that provides ARR tracking and other financial metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|meta-small|Younium", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Younium - AR platform that offers automated dunning, self-service payment portals, real-time aging reports, and ERP/accounting sync."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|minimax-small|Baremetrics", "prompt": "c211-s2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd suggest **Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|minimax-small|ChartMogul", "prompt": "c211-s2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced analytics and are willing to pay more, **ChartMogul** offers deeper reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|mistral-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProfitWell Metrics** is the top recommendation for a small B2B business looking for an ARR analytics tool."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|moonshot-small|ChartMogul", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|moonshot-small|Baremetrics", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're a **Stripe-only** business and want something simpler and faster to set up, **Baremetrics** is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|moonshot-small|Metronome", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Metronome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Metronome** (Best Budget-Friendly Option)"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|openai-small|ChartMogul", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall starting point:** **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|openai-small|Baremetrics", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "very friendly UI, quick to understand, strong for founders and small teams"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|openai-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "historically a strong free option, though product availability/features can shift"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|openai-small|Stripe Dashboard + custom reporting", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Stripe Dashboard + custom reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you're very early and mostly on Stripe"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|openai-small|Salesforce/HubSpot + BI tool", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Salesforce/HubSpot + BI tool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you care more about pipeline and customer lifecycle than pure ARR reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|xai-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with ProfitWell Metrics (now part of Paddle)"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|xai-small|ChartMogul", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade path: ChartMogul (free up to ~$120K ARR)... Excellent for B2B"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|xai-small|Baremetrics", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Baremetrics (starts at ~$75/mo for <$360K ARR)... but no free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with ProfitWell Metrics (free) – it'll give you MRR, ARR, churn, expansion, contraction, cohorts, and benchmarking with zero cost."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|ChartMogul", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best all‑around starting point is **ProfitWell Metrics** (free core tier) or **ChartMogul** (free tier up to ~$120 K ARR)"}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|StripeReport", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "StripeReport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**StripeReport** at $14.99/mo is a solid alternative."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|Baremetrics", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you also want **dunning** (payment reminders) and **cancellation tools** alongside analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|Grid (formerly SaaSGrid)", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid (formerly SaaSGrid)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier, automated ARR calculations, consistent metric definitions."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|Geckoboard", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Geckoboard ($39/mo) or Databox Starter ($72/mo) – plug in ChartMogul/ProfitWell data."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|Databox", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Geckoboard ($39/mo) or Databox Starter ($72/mo) – plug in ChartMogul/ProfitWell data."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|PostHog", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PostHog (free up to 1 M events) – good if you want full control and behavior‑to‑revenue insights."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|BILL", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BILL ($45/user/mo) or Upflow – for dunning, aging reports, and cash‑flow management, not ARR metrics per se."}, {"id": "mai-20260917-1752-baseline-2|c211-s2|zai-small|Upflow", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BILL ($45/user/mo) or Upflow – for dunning, aging reports, and cash‑flow management, not ARR metrics per se."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|Baremetrics", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Cash Flow & Churn** | **Baremetrics** | Easiest setup; predicts churn automatically. |"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|ChartMogul", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Teams using multiple payment providers or needing flexible data export."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "One of the best options if you are bootstrapping"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|PostHog", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **User Behavior** | **PostHog** | Open-source, versatile (includes feature flags). |"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|Mixpanel", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cost can escalate quickly as you add more events/users, so it requires careful planning."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|alibaba-small|Databox", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great for small teams that wear many hats"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Baremetrics", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Baremetrics is a subscription analytics platform designed for small to mid-sized SaaS businesses"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|ChartMogul", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "finance teams lean toward Baremetrics or ChartMogul for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Mixpanel", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for growth teams and product teams focused on conversion who care deeply about retention metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Amplitude", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "has a learning curve, and is overkill for small teams with straightforward questions"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Geckoboard", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Geckoboard focuses on real-time dashboards for operational teams"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Klipfolio", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "has evolved from a simple dashboard tool into a full business intelligence platform"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|Google Looker Studio", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best fully free SaaS reporting tool for building custom dashboards from multiple data sources"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|anthropic-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "offers free core metrics including MRR, churn, and LTV tracking with no usage limits"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|ChartMogul", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **one source of truth for MRR/churn**: **ChartMogul** or **Baremetrics**."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Baremetrics", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **one source of truth for MRR/churn**: **ChartMogul** or **Baremetrics**."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|ProfitWell / Paddle Metrics", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often recommended as the **free** starting point for early-stage teams focused on core metrics from billing data."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Mixpanel", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **product usage and retention insights**: **Mixpanel** or **PostHog**."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Amplitude", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better for more advanced **behavioral analytics and experimentation** as product complexity grows."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|PostHog", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if you want **open-source flexibility**, self-hosting options, and a broader product analytics stack."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Databox", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you want **one dashboard across billing, marketing, and product**: **Databox**."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Looker Studio", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lowest-cost starting point**: ... or a free BI stack like **Looker Studio**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Power BI", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Better if your team already has data pipelines or wants flexible reporting; more setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|challenger-small|Metabase", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "DIY BI | Better if your team already has data pipelines or wants flexible reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|ChartMogul", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **ChartMogul's free tier** (up to $10K MRR)... **ChartMogul** for the deepest multi-source data model."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Baremetrics", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** — its built-in dunning, cancellation surveys, and forecasting justify the cost"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|ProfitWell (now Paddle Retain)", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **ProfitWell (Paddle Retain)** — free and covers the basics in about an hour."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Mixpanel", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Layer in **Mixpanel** (non-technical, generous free tier)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|PostHog", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **PostHog** (engineering-led, open-source, cheapest at scale)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Amplitude", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "gets opaque and expensive above 10M monthly tracked users"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Heap", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Teams that want retroactive analytics without lots of engineering effort"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Databox", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good all-in-one KPI dashboard with 130+ integrations and a free plan"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Looker Studio", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Add **Looker Studio + Zapier + Sheets** for a custom free dashboard if you want more control."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Stripe Sigma", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Stripe Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "raw SQL queries directly on your Stripe data (~$0.05/query). Steep learning curve but cheap."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Power BI", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Don't invest in a heavy BI platform (Power BI, Tableau)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Tableau", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Don't invest in a heavy BI platform (Power BI, Tableau)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Maxio", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "or enterprise tools (Maxio, Mosaic) until you're at $1M+ ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|deepseek-small|Mosaic", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "or enterprise tools (Maxio, Mosaic) until you're at $1M+ ARR"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|ChartMogul", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "\"We use complex pricing or multiple payment gateways.\" | **ChartMogul** | The most accurate engine for complex, multi-currency, or non-Stripe setups."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "\"I have $0 budget for metrics right now.\" | **ProfitWell** + **PostHog** | Both have incredibly generous free tiers"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|Baremetrics", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"We use Stripe and want to stop credit card churn.\" | **Baremetrics**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|PostHog", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "\"I have $0 budget for metrics right now.\" | **ProfitWell** + **PostHog** | Both have incredibly generous free tiers"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|June (June.so)", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "June (June.so)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"We sell to other businesses (B2B SaaS).\" | **June.so**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|google-small|Mixpanel", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mixpanel is the gold standard for tracking user journeys... but it is strictly an analytics tool"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just starting, **ProfitWell** offers the best value with unlimited free access to core SaaS metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|ChartMogul", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** provides more advanced segmentation and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|Baremetrics", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Baremetrics** excels if you're primarily using Stripe"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|Databox", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**All-in-one dashboard** | Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|SaaSGrid", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **SaaSGrid** | Basic SaaS metrics | $0 | Free |"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|Founderpath", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Founderpath** | Free + revenue financing | $0 | Free |"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|minimax-small|Geckoboard", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Simple team displays** | Geckoboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|ChartMogul", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you need deep subscription metrics, start with ChartMogul or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|Baremetrics", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you need deep subscription metrics, start with ChartMogul or Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|Databox", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a unified dashboard, choose Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProfitWell is a great free alternative for core metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|Mixpanel", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if product analytics is your priority, Mixpanel is a strong option"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|Kissmetrics", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Kissmetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More advanced customer journey analytics, suitable for teams with complex user flows"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|mistral-small|Power BI", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More technical and customizable, best for teams already using Microsoft tools"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|moonshot-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start free: ProfitWell Metrics is the safest bet for small teams that want real SaaS metrics without a credit card."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|moonshot-small|ChartMogul", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul is the best long-term hub if you have multiple billing sources and need to segment deeply."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|moonshot-small|Baremetrics", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are Stripe-centric and can afford ~$75+/mo, Baremetrics gives the cleanest experience."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|moonshot-small|Databox", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Databox only if your primary pain point is cross-team reporting, not subscription math."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|moonshot-small|SaaSGrid", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Newer and less established than the \"big three\"... Fewer integrations and advanced features."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|openai-small|Baremetrics", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Revenue-first SaaS: start with **Baremetrics** or **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|openai-small|ChartMogul", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Revenue-first SaaS: start with **Baremetrics** or **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|openai-small|Mixpanel", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Product-led SaaS:** start with **Mixpanel**"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|openai-small|Amplitude", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It can be a bit more than a tiny team needs, but it's very capable if you expect to grow."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|openai-small|Paddle / ProfitWell-style metrics", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Paddle / ProfitWell-style metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you already use Paddle: check its built-in analytics first"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|Amplitude", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-heavy like Amplitude ($0 free but complex)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|Mixpanel", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I prioritized revenue-focused analytics over pure product tools (like Amplitude or Mixpanel)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|ProfitWell Metrics (now Paddle Metrics)", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with ProfitWell (free setup in hours) to baseline your metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|ChartMogul", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best free tier up to scale ... ChartMogul for analytics power (cohorts)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|Baremetrics", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best polished all-in-one with action tools"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|Databox", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for multi-source KPI dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|SaaSGrid", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other low-cost mentions ... Free/low (~$15/mo), simple Stripe MRR/churn/forecasts"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|StripeReport", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "StripeReport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaSGrid or StripeReport: Free/low (~$15/mo)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|xai-small|PostHog", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free up to 1M events/mo (open-source option for product + revenue if self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|ProfitWell (now Paddle Retain)", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Under $50K MRR on Stripe: Start with ProfitWell free. It covers what 80% of small teams need."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Baremetrics", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Want polished dashboards and don’t mind paying: Baremetrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|ChartMogul", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Using multiple payment providers or need deep segmentation: ChartMogul."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|SaaSGrid", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Just need something simple and free: SaaSGrid."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Databox", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All‑in‑one dashboard: Databox free plan"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Geckoboard", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Geckoboard: Simpler, faster to get up and running."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Klipfolio", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Klipfolio: Best if you want to build highly custom dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Mixpanel", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Product analytics: Mixpanel free (20M events)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|PostHog", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "PostHog if you want open‑source and self‑hosted"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Amplitude", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "More complex and expensive; overkill for very early-stage startups"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Google Looker Studio (Data Studio)", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Looker Studio (Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Custom reports: Looker Studio (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Microsoft Power BI", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Steeper learning curve for non‑technical users"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Metabase", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Open‑source, self‑hosted or cloud"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Google Analytics", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Marketing funnels: Google Analytics (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s3|zai-small|Wingify Insights", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Wingify Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Wingify Insights if you need A/B testing"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|alibaba-small|Databox", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-In-One\" Low-Cost Option: **Databox** ... Databox is the top contender."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|alibaba-small|ProfitWell (by Stripe)", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Metrics Engine:** **ProfitWell** (Set up to sync automatically with Stripe) → Calculates MRR, Churn, and LTV for free."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|alibaba-small|Looker Studio (Google)", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio (Google)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Dashboard:** **Looker Studio** (Connect it to ProfitWell/Stripe export to visualize the charts)."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|alibaba-small|ChartMogul", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For Subscription History: **ChartMogul** ... They have a **free tier** for companies making under $120k ARR."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|alibaba-small|Baremetrics", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While similar to Baremetrics, ChartMogul is highly rated for handling complex billing data."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|Google Looker Studio", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google's free BI tool that, with the right connectors, allows you to build powerful dashboards at zero cost"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|Databox", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Databox offers great templates and a generous free tier to get started quickly"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|Metabase", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal if you have SQL skills and want full control over your metrics without paying per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|Zoho Analytics", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a useful middle ground... more accessible and budget-friendly than premium analytics platforms"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|Cyfe", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Cyfe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cyfe is the most affordable all-in-one solution at $29/month"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|anthropic-small|ProfitWell", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're pre-revenue to $10K MRR, you can start with ProfitWell (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|Databox", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Databox** if you want one dashboard for revenue, product, and go-to-market metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|ChartMogul", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with ChartMogul if your main pain is SaaS revenue metrics, or Databox if you want broader dashboards"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|Metabase", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need the absolute lowest cost:** **Metabase** or **Looker Studio** \\u2014 free, but you\\u2019ll do more setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|Looker Studio", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Metabase** or **Looker Studio** — free, but you'll do more setup and metric modeling yourself"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|ProfitWell/Paddle Metrics", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell/Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want a free SaaS-specific option:** **ProfitWell/Paddle Metrics** or **Ploxir**"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|challenger-small|Ploxir", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Ploxir", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "both are presented as free options for core SaaS metrics, with Ploxir supporting more billing integrations"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|deepseek-small|ProfitWell Metrics (now Paddle Metrics)", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is arguably the best value in SaaS analytics... Start with ProfitWell Metrics (free) for revenue analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|deepseek-small|ChartMogul", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul is excellent if you're using Stripe for billing... free if under $10,000 MRR"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|deepseek-small|Databox", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Databox is great if you want to consolidate metrics from multiple sources"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|deepseek-small|Google Looker Studio (formerly Data Studio)", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Layer in Google Looker Studio (free) when you need a unified view across multiple systems"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|deepseek-small|Geckoboard", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Geckoboard is one of the most affordable dedicated dashboard tools"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "connect your payment processor to **ProfitWell** for a permanently free dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|ChartMogul", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "reach out to **ChartMogul** to get put on their free plan. It is the best analytics software available."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|Google Sheets", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The cheapest route is building your dashboard in Google Sheets using free templates and a live data pipeline."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|Superjoin", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Superjoin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use a free template in **Google Sheets** powered by **Superjoin**"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|Coefficient", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers pre-built, live SaaS dashboard templates. Their free tier allows manual refreshes of up to two data sources"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|google-small|Stripe Billing Dashboard", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Stripe Billing Dashboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The Catch: It is basic. It lacks the advanced analytics, cohort mapping, and trial-tracking features"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|meta-small|Databox", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SaaS metrics dashboard for a small company with a tight budget is Databox, which offers a free plan"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|meta-small|ChartMogul", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|meta-small|Baremetrics", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|meta-small|Mixpanel", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Mixpanel for product analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|minimax-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for a small company with tight budget:** Start with **ProfitWell Metrics** \\u2014 it's completely free, no catches"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|minimax-small|ChartMogul", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you can switch to ChartMogul or Baremetrics when you outgrow the free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|minimax-small|Baremetrics", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Alternative to ChartMogul"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|minimax-small|Databox", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-in-One Dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|minimax-small|Mixpanel", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Product Analytics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ProfitWell is the best choice for core SaaS metrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|mistral-small|ChartMogul", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Databox or ChartMogul are excellent low-cost options"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|mistral-small|Databox", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Databox or ChartMogul are excellent low-cost options"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|mistral-small|Taskade Genesis", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a simple, free dashboard with templates, Taskade Genesis is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|moonshot-small|ProfitWell (now Paddle Retain)", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **ProfitWell** (free) or **ChartMogul's free tier** to get immediate insights."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|moonshot-small|ChartMogul", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **ProfitWell** (free) or **ChartMogul's free tier** to get immediate insights."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|moonshot-small|Metabase", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Technical team, want full control | **Metabase** (open source)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|moonshot-small|Google Looker Studio", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cons: Requires manual setup for SaaS metrics; no built-in subscription calculations"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|moonshot-small|Baremetrics", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe-only, want plug-and-play | **Baremetrics** (worth the $49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|openai-small|Databox", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Databox**... Best overall budget pick:** **Databox**"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|openai-small|ChartMogul", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** is often the better budget pick... Best SaaS-only pick:** **ChartMogul**"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|openai-small|Baremetrics", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it's generally **more expensive** and better suited once you can justify the spend"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|openai-small|Looker Studio", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're very early and want zero cost:** **Looker Studio + spreadsheets**"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|openai-small|Google Sheets", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Google Sheets + Looker Studio (free) + Stripe/GA4 data exports**, but it takes more manual setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|ProfitWell Metrics (now Paddle Metrics)", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ProfitWell Metrics + Looker Studio (Fully Free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|Google Looker Studio", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: ProfitWell Metrics + Looker Studio (Fully Free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|ChartMogul", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free up to $120K ARR (core analytics, 1 billing source, 5 dashboards)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|Databox", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple multi-tool dashboards if you outgrow free"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|Mixpanel", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "1M events/mo (~small user base)"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|PostHog", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Open-source fans needing user behavior"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|Baremetrics", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Baremetrics starts at ~$75/mo (no true free tier)."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|xai-small|Geckoboard", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Paid tools like Geckoboard (~$39/mo) are good but not free."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|ProfitWell", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ProfitWell** if you're under $50K MRR – it's free, comprehensive, and requires no setup."}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|ChartMogul", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Subscription-based businesses under $10K MRR"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|Taskade Genesis", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Teams wanting pre-built templates"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|Geckoboard", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "move to **Geckoboard ($39/month)** for a simple, visual dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|Databox", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Databox** if you want more advanced analytics with AI insights"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|Looker Studio", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Connect ProfitWell data to Looker Studio for custom visualizations"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|PostHog (Self-Hosted)", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog (Self-Hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Technical teams comfortable with setup"}, {"id": "mai-20260917-1752-baseline-2|c211-s4|zai-small|Mixpanel", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ChartMogul Pro + Databox Professional + Mixpanel free"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|deepseek-small|ProfitWell", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stripe-only, under ~$50K MRR: You can likely start with a free tier (e.g., ProfitWell) before paying."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|deepseek-small|Baremetrics", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stripe-only, want polished UX: Baremetrics is the go-to ($75–129/mo)."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|deepseek-small|ChartMogul", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chargebee/Recurly/Braintree or multi-system: ChartMogul tends to have better accuracy here ($99+/mo)."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|deepseek-small|Paddle Retain", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Paddle Retain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProfitWell/Paddle Retain offers free core metrics — worth starting with to validate the tool before paying."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|deepseek-small|Google Sheets/Looker Studio", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Google Sheets/Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "even a well-structured template in Google Sheets/Looker Studio may be enough to start"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Snowflake", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably do not have the dedicated data engineering resources (or the budget) to build a complex, custom data warehouse (e.g., Snowflake + Looker/Tableau)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Looker", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "do not have the dedicated data engineering resources (or the budget) to build a complex, custom data warehouse (e.g., Snowflake + Looker/Tableau)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Tableau", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "do not have the dedicated data engineering resources (or the budget) to build a complex, custom data warehouse (e.g., Snowflake + Looker/Tableau)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|ChartMogul", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ChartMogul (Best for Clean Data & Scaling): The undisputed gold standard for subscription analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Baremetrics", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Baremetrics (Best for UX & Stripe Users): Highly visual, exceptionally easy to use"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Mixpanel", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tracks active users, feature adoption, and in-app retention (e.g., Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Amplitude", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|PostHog", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(e.g., Mixpanel, Amplitude, PostHog)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Databox", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Databox (Best for Cross-Source Reporting): ... Databox is the leading tool for combining multiple data sources"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|ProfitWell / Paddle", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell / Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "ProfitWell / Paddle (Best Budget-Friendly Option): ProfitWell\\u2019s core subscription metrics dashboard is 100% free."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Chartsy", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Chartsy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Chartsy (Best AI-First Platform): A newer player that excels if your team hates configuring static dashboards."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|ChatGPT", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Do not rely on downloading CSVs and dropping them into ChatGPT or Claude. Generative AI frequently hallucinates math"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|google-small|Claude", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Claude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Do not rely on downloading CSVs and dropping them into ChatGPT or Claude."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|ChartMogul", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you'd like a shortlist of specific SaaS‑metrics dashboards (e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|Baremetrics", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|SaaSOptics", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "SaaSOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|Totango", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Totango", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|Gainsight", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Gainsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|Looker", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|minimax-small|Metabase", "prompt": "c211-s5", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., ChartMogul, Baremetrics, SaaSOptics, Totango, Gainsight, Looker, Metabase"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|Mode Analytics", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mode Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mode Analytics** (SQL-based, customizable)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|ChartMogul", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ChartMogul** (SaaS-specific, MRR/ARR, churn)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|ProfitWell Metrics", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ProfitWell Metrics** (free, deep SaaS benchmarks)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|Copper", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Copper (for HubSpot users)**"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|Datarails", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Datarails** (Excel-based, good for finance teams)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|mistral-small|Kluster", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Kluster", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kluster** (startup-friendly, all-in-one)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Baremetrics", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular options like Baremetrics, ChartMogul, Mixpanel, Amplitude, or Google Data Studio fit SMBs well."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|ChartMogul", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics (MRR-focused), ChartMogul (subscription analytics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Mixpanel", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like Baremetrics, ChartMogul, Mixpanel, Amplitude, or Google Data Studio fit SMBs well."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Amplitude", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options like Baremetrics, ChartMogul, Mixpanel, Amplitude, or Google Data Studio fit SMBs well."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Google Data Studio", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Google Data Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or free like Google Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Databox", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Databox/Klipfolio (generalist)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|xai-small|Klipfolio", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Databox/Klipfolio (generalist)"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|zai-small|Klipfolio", "prompt": "c211-s5", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While not an endorsement, here are tools that are popular with small‑ to mid‑size SaaS teams... **Klipfolio** – Strong for small teams needing repeatable KPI reporting"}, {"id": "mai-20260917-1752-baseline-2|c211-s5|zai-small|Geckoboard", "prompt": "c211-s5", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Geckoboard** – Great for a team KPI display and quick at‑a‑glance views."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|zai-small|Google Data Studio / Looker Studio", "prompt": "c211-s5", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Google Data Studio / Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free option if you’re already in the Google ecosystem and have simple data needs."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|zai-small|ChartMogul", "prompt": "c211-s5", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ChartMogul** – Excellent for revenue analytics and billing data integration."}, {"id": "mai-20260917-1752-baseline-2|c211-s5|zai-small|ProfitWell", "prompt": "c211-s5", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProfitWell** – Good for basic MRR, churn, and CAC metrics, with a free tier for core metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|Tableau", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Jumping straight into massive Business Intelligence platforms like **Tableau**, **Looker**... The Risk: These tools provide infinite flexibility but zero context."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|Looker", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Jumping straight into massive Business Intelligence platforms like **Tableau**, **Looker**"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|Snowflake + dbt", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Snowflake + dbt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "building a full stack using **Snowflake + dbt** at the seed stage... don't start here"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|Google Sheets", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "do not rely on manual updates for critical KPIs"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|ChartMogul", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Move to ChartMogul or Baremetrics when: You need better visualization or deeper historical cohort analysis."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|Baremetrics", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Move to ChartMogul or Baremetrics when"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|alibaba-small|ProfitWell (by Stripe)", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (by Stripe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start with ProfitWell Metrics: If you are bootstrapping or pre-Series A, this covers your MRR, churn, and LTV needs for free."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Heap", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Heap's costs can escalate quickly as event volume increases, making it expensive for rapidly scaling SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Mixpanel", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Mixpanel's pricing model becomes expensive for high-traffic applications with millions of monthly events."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Qlik", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Qlik's cost is premium pricing, especially for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Google Analytics 360", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 360", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "not optimized for SaaS-specific metrics (Churn/LTV are hard to calculate), and GA360 (Enterprise) is very expensive"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Looker", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-user pricing models used by Looker, Tableau, and Sigma become expensive fast when serving external customers."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Tableau", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-user pricing models used by Looker, Tableau, and Sigma become expensive fast"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|anthropic-small|Sigma", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Sigma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-user pricing models used by Looker, Tableau, and Sigma become expensive fast"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|challenger-small|GA4", "prompt": "c211-s6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One 2026 guide specifically warns that GA4 can be risky for SaaS teams with EU data concerns."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Tableau", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise BI tools (Tableau, Domo, Looker, Qlik) — **Avoid early on**"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Domo", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Domo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Domo can run $2,500+ monthly"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Looker", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Skip:** Tableau, Domo, Looker, paid Baremetrics"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Qlik", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Qlik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise BI tools (Tableau, Domo, Looker, Qlik) — **Avoid early on**"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Baremetrics", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Baremetrics (paid tier) — **Be cautious before $50K MRR**"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Start free:** ProfitWell (Paddle) or ChartMogul's free tier for revenue metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|ChartMogul", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Start free:** ProfitWell (Paddle) or ChartMogul's free tier for revenue metrics."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Databox", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools like Databox, Mixpanel, Amplitude, or Klipfolio are fine individually, but be wary of buying a *suite*"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Mixpanel", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "be wary of buying a *suite* that tries to do everything"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Amplitude", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "be wary of buying a *suite* that tries to do everything"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|deepseek-small|Klipfolio", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "be wary of buying a *suite* that tries to do everything"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Amplitude", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **Amplitude** unless you have a dedicated data hire."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Heap", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Amplitude and Heap are industry giants for tracking user behavior, they are generally a poor fit for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Mixpanel", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mixpanel** is generally more approachable for small teams"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|PostHog", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PostHog**, which bundles product analytics, session replays, and feature flags under a highly generous free tier"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Baremetrics", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Baremetrics starts at around $108 to $129 per month... an unnecessary capital drain."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|ChartMogul", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**ChartMogul** is completely free for businesses under $10k MRR"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|ProfitWell (by Paddle)", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ProfitWell (by Paddle)** is free forever for its core metrics dashboard"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Zuora", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid **Zuora** or complex **Chargebee** setups."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Recurly", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Recurly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "tools like Recurly and Chargebee often charge a percentage of your revenue as you scale, which eats into your margins"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Chargebee", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Avoid **Zuora** or complex **Chargebee** setups."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Stripe Billing", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Stick to developer-friendly setups like **Stripe Billing** paired with a lightweight, dedicated integration like ChartMogul or ProfitWell"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Looker", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Custom SQL / Business Intelligence (BI) Warehouses (e.g., Looker, Tableau, PowerBI)... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Tableau", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "e.g., Looker, Tableau, PowerBI... massive engineering undertaking"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|PowerBI", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "e.g., Looker, Tableau, PowerBI... wasting weeks of developer time"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|PayPal", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Relying *only* on the native dashboard of your payment processor (like Stripe, PayPal, or Braintree) to track SaaS health is highly risky."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Braintree", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Braintree", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Relying *only* on the native dashboard of your payment processor (like Stripe, PayPal, or Braintree) to track SaaS health is highly risky."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|google-small|Paddle", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Use **Stripe** or **Paddle**."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|meta-small|ProfitWell", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For small businesses using Stripe, ProfitWell is a free option that covers their needs."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|meta-small|ChartMogul", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For those using other billing systems like Chargebee, Recurly, or Braintree, ChartMogul is recommended."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|meta-small|Baremetrics", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Baremetrics is suggested for Stripe-only businesses looking for a more polished user experience."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Totango", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Totango", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should avoid enterprise-focused tools like Totango"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Mention", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mention", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Mention** - Now starts at **$599/month** on annual-only billing (formerly had free tier)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Funnel.io", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Funnel.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Funnel.io** - Removed free plan entirely, starter at **$200/month**"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "opt for budget-friendly alternatives with transparent pricing and free tiers like ProfitWe, ChartMogul, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|ChartMogul", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "free tiers like ProfitWe, ChartMogul, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Baremetrics", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Baremetrics** | Real-time financial reporting | $108/mo | Trial"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Databox", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "free tiers like ProfitWe, ChartMogul, or Databox"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|minimax-small|Mixpanel", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mixpanel** | Product analytics | Free | Yes"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|mistral-small|Mosaic", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools like Mosaic can cost tens of thousands per year, which is far beyond the budget of most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Many small businesses start with free or low-cost options like ProfitWell (Paddle Metrics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|mistral-small|ChartMogul", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartMogul (free up to $120K ARR)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|mistral-small|Metabase", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open-source solutions like Metabase or Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|mistral-small|Looker Studio", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "open-source solutions like Metabase or Looker Studio"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|moonshot-small|ChartMogul", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **ChartMogul** and **Baremetrics** start around **$108–$129/month** and scale steeply as your MRR grows."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|moonshot-small|Baremetrics", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "start around **$108–$129/month** and scale steeply as your MRR grows"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|moonshot-small|ProfitWell Metrics", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**ProfitWell Metrics** (now Paddle Metrics) remains genuinely free with no MRR ceilings for core subscription analytics."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|moonshot-small|Stripe Dashboard + Sigma", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Dashboard + Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Stripe Dashboard + Sigma** (~$10–50/mo) or free templates instead."}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Paddle Retain (formerly ProfitWell Metrics", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle Retain (formerly ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "should prioritize free or low-cost tools like Paddle Retain (formerly ProfitWell Metrics, free forever for Stripe basics)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Stripe Dashboard", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prioritize free or low-cost tools like ... Stripe Dashboard (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Google Analytics", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Google Analytics (free)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|PostHog", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stick to free alternatives like PostHog or GrowthBook"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Amplitude", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Be cautious or avoid these SaaS metrics tools ... Amplitude/Heap \"free\" starters have strict limits pushing to custom/enterprise plans"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Mixpanel", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "per-event/MTU pricing explodes as usage grows—e.g., Mixpanel free up to 1M events/mo then $0.28/1K events"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Heap", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Amplitude/Heap \"free\" starters have strict limits pushing to custom/enterprise plans ($700+/yr complaints)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|GrowthBook", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GrowthBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stick to free alternatives like PostHog or GrowthBook"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|Baremetrics", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why cautious: ... starter plans ~$129-$200/mo after free tiers ... Overkill if Stripe Dashboard suffices"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|xai-small|ChartMogul", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Baremetrics, ChartMogul (revenue metrics tools): Why cautious ... many SMBs \"overpay for metrics\""}, {"id": "mai-20260917-1752-baseline-2|c211-s6|zai-small|Baremetrics", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms that charge by MRR with steep jumps (e.g., Baremetrics’ Accelerator starting around $49/mo with no true free plan)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|zai-small|ChartMogul", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prefer tools that scale with you (e.g., ChartMogul’s free plan up to $10K MRR)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|zai-small|Looker Studio", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with free tools (e.g., ChartMogul’s free plan up to $10K MRR, Looker Studio, PostHog, Metabase)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|zai-small|PostHog", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with free tools (e.g., ChartMogul’s free plan up to $10K MRR, Looker Studio, PostHog, Metabase)"}, {"id": "mai-20260917-1752-baseline-2|c211-s6|zai-small|Metabase", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with free tools (e.g., ChartMogul’s free plan up to $10K MRR, Looker Studio, PostHog, Metabase)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|American Express (Membership Rewards)", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express (Membership Rewards)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amex is widely considered the gold standard for enterprise purchasing power."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|Chase (Ultimate Rewards)", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Chase (Ultimate Rewards)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chase dominates in banking relationships... leverage those relationships for higher credit limits"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|Citi (AAdvantage)", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Citi (AAdvantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Citi offers some of the strongest co-branded corporate partnerships."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|Ramp", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Ramp is the leading modern corporate card."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|Brex", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brex has evolved into a powerhouse for scaling enterprises."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|alibaba-small|Divvy (by Bill.com)", "prompt": "c213-l1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Divvy (by Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Divvy is arguably the best at enforcing \"rules.\""}, {"id": "mai-20260917-1752-baseline-2|c213-l1|anthropic-small|Airwallex", "prompt": "c213-l1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "making it strong for enterprises with international offices"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|anthropic-small|American Express", "prompt": "c213-l1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with the American Express Corporate Program you can assign different tiers of cards to different employees"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|anthropic-small|Brex", "prompt": "c213-l1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex offers real-time spend reporting, programmatic virtual and physical cards, and treasury features"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|anthropic-small|Ramp", "prompt": "c213-l1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp is a corporate card and spend management platform spanning cards, expense management, and accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|Ramp", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the strongest \"best overall\" pick in the results"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|Brex", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for travel-heavy teams or reward optimization:** **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|Rippling Spend", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling Spend** is also a strong fit"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|Citi Commercial", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Citi Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for large, established companies needing bank-style treasury integration:** **Citi Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|JPMorgan Commercial", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "JPMorgan Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Citi Commercial** or **JPMorgan Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|challenger-small|Amex Corporate", "prompt": "c213-l1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amex Corporate** are the most enterprise-relevant choices"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|Ramp", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Ramp** — Best overall for most companies... **Growth-stage B2B:** **Ramp** (best overall)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|Brex", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** — Best for venture-backed or high-revenue companies; more selective"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|BILL Spend & Expense", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BILL Spend & Expense (formerly Divvy)** — Good for budget-focused teams with lower cash requirements."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|J.P. Morgan Commercial Cards", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "J.P. Morgan Commercial Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with **J.P. Morgan Commercial Cards** (best all-around enterprise program)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|Citi Commercial Cards", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Citi Commercial Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Citi** if global ERP/treasury is your priority"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|American Express", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "layer in **American Express** specifically for supplier/vendor payment digitization"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|BofA", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional bank-issued commercial programs (JPMorgan, Citi, Amex, BofA, U.S. Bank)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|U.S. Bank", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traditional bank-issued commercial programs (JPMorgan, Citi, Amex, BofA, U.S. Bank)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|Corpay (Mastercard)", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay (Mastercard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Corpay** is a strong emerging option if you want a managed AP-integrated service."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|deepseek-small|Airwallex", "prompt": "c213-l1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "consider Airwallex for multi-currency global spend"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|google-small|Ramp", "prompt": "c213-l1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp has established itself as the premier choice for companies looking to automate expense management and maximize cost-saving efficiency."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|google-small|Brex", "prompt": "c213-l1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Operations & Multi-Currency Entities ... Brex is the strongest modern fintech platform."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|google-small|Airbase (by Paylocity)", "prompt": "c213-l1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbase is the gold standard for tracking, restricting, and managing SaaS vendor recurring billing."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|google-small|Navan", "prompt": "c213-l1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Travel-Heavy B2B Sales Teams ... find Navan (formerly TripActions) to be highly effective."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|google-small|American Express Corporate", "prompt": "c213-l1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Caveat: Their native software and ERP integration are behind the likes of Ramp and Brex."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|meta-small|Ramp Business Card", "prompt": "c213-l1", "model": "meta-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp Business Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top corporate credit cards include the Ramp Business Card, which offers up to 1.5% cashback"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Ramp", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** – Often highlighted as best for scaling finance operations."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Brex", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** – Popular with high-growth enterprises."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Corpay (Mastercard)", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay (Mastercard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong choice if you need tight integration between corporate cards and accounts payable."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Payhawk", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payhawk** – Excellent for multi-entity control and ERP sync."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|American Express Business Platinum", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Business Platinum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "However, acceptance can be limited internationally compared to Visa/Mastercard."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Rippling Corporate Card", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Great if you're already using Rippling for HR/IT management."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|minimax-small|Divvy (now BILL Divvy)", "prompt": "c213-l1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Divvy (now BILL Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong budget-first controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|mistral-small|Ramp", "prompt": "c213-l1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Ramp or Brex** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|mistral-small|Brex", "prompt": "c213-l1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Ramp or Brex** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|mistral-small|Airwallex", "prompt": "c213-l1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Airwallex as a strong alternative for global businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|Ramp", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|SAP Concur", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're already heavily invested in **SAP**, go with **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|American Express Corporate Platinum", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Corporate Platinum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Amex Corporate Platinum** remains the gold standard for traditional enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|Brex", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Growth & VC-Backed Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|Navan (formerly TripActions)", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Travel-Heavy B2B"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|Airwallex", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp, Brex, Airwallex ($0 annual)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|moonshot-small|Bill Spend & Expense", "prompt": "c213-l1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Bill Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AP Automation | Ramp, Bill Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|openai-small|J.P. Morgan Commercial Cards + PaymentNet", "prompt": "c213-l1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "J.P. Morgan Commercial Cards + PaymentNet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for enterprise B2B procurement + controls + payment flexibility:** **J.P. Morgan**."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|openai-small|American Express Corporate Card Program + American Express @ Work", "prompt": "c213-l1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Corporate Card Program + American Express @ Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for a traditional enterprise corporate card program:** **American Express**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|openai-small|Ramp", "prompt": "c213-l1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison table** for **AmEx vs J.P. Morgan vs Ramp vs Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|openai-small|Brex", "prompt": "c213-l1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AmEx vs J.P. Morgan vs Ramp vs Brex"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|American Express", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Amex Corporate Program** or **JPMorgan**—they handle high-volume B2B payments, supplier negotiations, and compliance at scale."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|JPMorgan Chase", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Amex Corporate Program** or **JPMorgan**—they handle high-volume B2B payments, supplier negotiations, and compliance at scale."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|Citi", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Citi / U.S. Bank Commercial Cards** | Mid-large corporates, cash back"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|Bank of America / PNC", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Bank of America / PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "traditional programs from American Express, JPMorgan Chase, Citi, and Bank of America / PNC dominate"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|Ramp", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** or **Brex** for free, high-reward automation that cuts AP/expense time by 50%+"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|Brex", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ramp** or **Brex** for free, high-reward automation"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|Rippling", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling / BILL Divvy** | HR/finance integration ... Newer for true enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|U.S. Bank Commercial Cards", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank Commercial Cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Citi / U.S. Bank Commercial Cards** | Mid-large corporates, cash back"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|xai-small|BILL Divvy", "prompt": "c213-l1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Budget/Cash Flow Variable**: BILL Divvy (flexible underwriting)."}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Ramp", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall + expense control (Kurums, 2026)"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Brex", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for VC-backed startups and companies seeking strong controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Airwallex Corporate Card", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for multi-currency global spend"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Amex Corporate Platinum", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for travel-heavy teams and premium rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|BILL Spend & Expense", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for budget-focused teams with lower cash requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Divvy (by BILL)", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Divvy (by BILL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong for budget-first control and expense automation"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Navan", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "One system for cards, expense, and travel"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Airbase (by Paylocity)", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market teams consolidating AP, expense, and cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|JPMorgan corporate cards", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "JPMorgan corporate cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tailored for large businesses with substantial revenue"}, {"id": "mai-20260917-1752-baseline-2|c213-l1|zai-small|Corpay (Corpay Mastercard)", "prompt": "c213-l1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay (Corpay Mastercard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market/enterprise AP + expense focus with integrated controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|alibaba-small|Ramp Business Card", "prompt": "c213-l2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Option: Ramp Business Card ... **Recommendation:** Start a demo with **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|alibaba-small|Rippling", "prompt": "c213-l2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for HR & Finance Integration: Rippling ... their Corporate Cards product is the superior choice"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|alibaba-small|BREX", "prompt": "c213-l2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BREX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is a strong alternative if you prioritize ease of use and advanced fraud protection"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|alibaba-small|J.P. Morgan", "prompt": "c213-l2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**J.P. Morgan’s Commercial Card Solutions** are the industry leader"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|alibaba-small|Citi", "prompt": "c213-l2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best Traditional Enterprise Solution: J.P. Morgan / Citi"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|anthropic-small|Ramp", "prompt": "c213-l2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **Brex** are the leading recommendations for large companies with massive employee bases"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|anthropic-small|Brex", "prompt": "c213-l2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** and **Brex** are the leading recommendations for large companies with massive employee bases"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|anthropic-small|Rho", "prompt": "c213-l2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp and Rho have built-in expense platforms that reduce manual data entry and provide audit-ready records."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|anthropic-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-l2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL Spend & Expense (formerly Divvy)** is another strong contender"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|anthropic-small|Airwallex", "prompt": "c213-l2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For companies with international operations, Airwallex lets companies issue multi-currency cards to employee cohorts across 60+ markets"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|challenger-small|Rippling Corporate Card", "prompt": "c213-l2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the **Rippling Corporate Card** if your priority is *company-wide spend controls tied to employee identity, policies, and workflows*."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|challenger-small|Ramp", "prompt": "c213-l2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest alternative is **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|challenger-small|Brex", "prompt": "c213-l2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Brex** if you need **corporate liability/no personal guarantee** plus solid controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|deepseek-small|Ramp", "prompt": "c213-l2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If forced to pick **one** based on \"spend controls\" alone for a workforce that size, I would choose **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|deepseek-small|Brex", "prompt": "c213-l2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Ramp** (if US-centric) or **Brex** (if global) as your **employee-facing expense card and spend management platform**"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|deepseek-small|Citi Commercial Cards", "prompt": "c213-l2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Citi Commercial Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I strongly advise pairing it with a traditional bank carrier (Citi) for your largest strategic vendor payables."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|deepseek-small|American Express Corporate Program", "prompt": "c213-l2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Keep or implement **Citi Commercial Cards** ... or **Amex Corporate**."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|google-small|Brex", "prompt": "c213-l2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the backing of a massive global bank (Capital One) paired with bleeding-edge AI spend software, go with Brex."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|google-small|Rippling Spend", "prompt": "c213-l2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with Rippling Spend to automate it via HR data"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|google-small|Ramp", "prompt": "c213-l2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp is widely considered the gold standard for pure spend management."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|google-small|Navan (formerly TripActions)", "prompt": "c213-l2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Large companies with heavy B2B travel and entertainment (T&E) needs."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|google-small|American Express Corporate Program + SAP Concur", "prompt": "c213-l2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Program + SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Drawback: It largely relies on a \"post-spend\" model... policy violations are audited retrospectively rather than stopped at the point of sale."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|meta-small|Visa Business Credit Card", "prompt": "c213-l2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Visa Business Credit Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Visa Business Credit Card - offers capabilities to control spend at the merchant, category, spend, and frequency level."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|meta-small|Ramp Card", "prompt": "c213-l2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ramp Card - offers spending controls that let you set limits, block certain types of purchases, and manage card access instantly."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|meta-small|Rippling Spend", "prompt": "c213-l2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rippling Spend - offers proactive, granular, policy-driven controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|meta-small|Navan corporate cards", "prompt": "c213-l2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Navan corporate cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Navan corporate cards - offers built-in spend controls and up to 1.5% back."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|minimax-small|Brex Business Credit Card", "prompt": "c213-l2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex Business Credit Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Brex Business Credit Card** (often paired with Brex's expense-management platform) is the strongest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|minimax-small|Ramp Corporate Card", "prompt": "c213-l2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary goal is **simple 1.5 % cash-back** and you prefer a flat-fee structure, Ramp is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|minimax-small|American Express Business Platinum", "prompt": "c213-l2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Business Platinum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, its native spend-control functionality is weaker."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|minimax-small|Capital One Spark Miles", "prompt": "c213-l2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Miles", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lacks the granular controls needed for a large, policy-driven organization"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|mistral-small|Ramp Credit Card", "prompt": "c213-l2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Credit Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For maximum spend control and scalability, **Ramp** is the top pick."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|mistral-small|Rippling Corporate Card", "prompt": "c213-l2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want an all-in-one solution that integrates with your HR and payroll systems, **Rippling Corporate Card** is ideal."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|mistral-small|BILL Spend & Expense", "prompt": "c213-l2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced AI-driven expense management, consider **BILL Spend & Expense**."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|moonshot-small|Ramp", "prompt": "c213-l2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Ramp — if you want the most sophisticated spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|moonshot-small|Brex", "prompt": "c213-l2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Brex — if you have complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|moonshot-small|American Express Corporate Program", "prompt": "c213-l2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Amex Corporate — if your company values established banking relationships"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|moonshot-small|Navan (formerly TripActions)", "prompt": "c213-l2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Travel + Expense Integration"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|openai-small|J.P. Morgan Commercial Cards", "prompt": "c213-l2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "J.P. Morgan Commercial Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default recommendation: J.P. Morgan Commercial Cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|openai-small|American Express Corporate/Commercial Cards", "prompt": "c213-l2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate/Commercial Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "American Express is also excellent"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|Ramp", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the top business credit card (technically a corporate charge card) with robust spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|Brex", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex**: Close second—excellent for rapid scaling and high limits, but Ramp edges it on broader automation"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|Rippling Corporate Card", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling**: Fantastic if your company uses their HR suite; otherwise, Ramp is more flexible standalone."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|American Express Corporate Card", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reliable legacy option with premium perks, but outdated for per-employee granularity and automation at your size"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|BILL Spend & Expense (ex-Divvy)", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (ex-Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Weaker on unlimited cards/global scale"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|xai-small|Citi/Capital One Corporate", "prompt": "c213-l2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Citi/Capital One Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy banks (e.g., Citi/Capital One Corporate) often lack virtual cards and real-time controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l2|zai-small|Brex", "prompt": "c213-l2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|zai-small|Ramp", "prompt": "c213-l2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Alternative: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-l2|zai-small|Airwallex", "prompt": "c213-l2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Alternative: Airwallex (Airwallex Cosmic)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|Ramp", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the gold standard for modern expense management."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Mid-Market Businesses prioritizing strict budgets and accounting-led workflows."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|Navan", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the premier choice for organizations that view travel and entertainment (T&E) as inseparable from daily operations"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|Brex", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Well-funded startups and high-growth enterprises requiring significant capital lines."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|SAP Concur / American Express Corporate", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "SAP Concur / American Express Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though at a significantly higher implementation cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|Rho", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated Banking (Rho, Mercury, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|alibaba-small|Mercury", "prompt": "c213-l3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Integrated Banking (Rho, Mercury, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|anthropic-small|American Express Corporate Program", "prompt": "c213-l3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Program", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "American Express offers three different corporate cards (Green, Gold and Platinum)... generally requires at least $10 million in annual revenue"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|anthropic-small|Brex", "prompt": "c213-l3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex is a corporate card and spend management platform serving startups through global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|anthropic-small|Ramp", "prompt": "c213-l3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp is a corporate card and spend management platform spanning cards, expense management, and accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|anthropic-small|Airwallex", "prompt": "c213-l3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Airwallex Corporate Card is ideal for global businesses with a lot of international spending"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|anthropic-small|BILL Divvy", "prompt": "c213-l3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL Divvy and Ramp handle domestic spend well, but scaling enterprises with international offices need global consistency"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Ramp", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ramp | Finance teams wanting automation and controls | Strong spend management, expense automation, treasury features, cashback"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Brex", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex | Startups and scaling tech companies | Robust policies, virtual cards, multi-entity control"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|American Express Corporate Cards", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "American Express Corporate Cards | Travel-heavy enterprises | Best-in-class travel perks"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|BILL Spend & Expense", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BILL Spend & Expense | SMB to mid-market teams | Budget-first controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Rippling", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling Corporate Card | Companies already using Rippling | Tight HR, payroll, and spend integration"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Rho", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rho | Teams wanting banking + AP + cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Navan", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Navan | Companies managing travel, expenses, and cards together"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|SAP Concur", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP Concur / bank-issued enterprise programs | Large enterprises with existing controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|challenger-small|Airwallex", "prompt": "c213-l3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Brex, Ramp, Airwallex, and BILL often advertise cashback or points-based structures"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|American Express Global Commercial Pay (Amex)", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Global Commercial Pay (Amex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose a Traditional Bank (Amex, Citi, J.P. Morgan) if you are a Global 2000 enterprise with operations in 20+ countries"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|Citi Commercial Cards", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Citi Commercial Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Citi is known for its local currency issuance in over 65 countries and 47 currencies"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|J.P. Morgan Commercial Cards (One Card & PaymentNet)", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "J.P. Morgan Commercial Cards (One Card & PaymentNet)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "They lead the industry in tiered cash rebates for high-volume purchasing card spend."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|Ramp", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a fintech platform (like Ramp) for departmental spend controls and AP automation on non-travel purchases"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|Brex", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Venture-backed startups scaling into mid-market... less ideal for established industrial conglomerates."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|Rippling Corporate Card", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "not a standalone best-in-class card program if you don't use Rippling for HR"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|deepseek-small|Navan (formerly TripActions)", "prompt": "c213-l3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Travel-heavy enterprises (Tech, Consulting, Media) that want booking, expense, and payment in one system."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Ramp", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Ramp if you want to aggressively reduce manual administrative hours, maximize cash back, and enforce strict, automated spend limits."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Brex", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Global Scale and Tech-Forward Enterprises... Unmatched global infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|American Express (Amex Corporate Program)", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express (Amex Corporate Program)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amex remains the gold standard for global acceptance, premium travel perks"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Rippling", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for HRIS-Native Compliance"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Navan (Navan Expense & Navan Connect)", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan (Navan Expense & Navan Connect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Travel-Heavy Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Airbase (by Paylocity)", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Complex AP and Procurement"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Chase", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "keep their existing premium cards (like Amex Corporate, Chase, or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|google-small|Citi", "prompt": "c213-l3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "keep their existing premium cards (like Amex Corporate, Chase, or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|meta-small|Airwallex Corporate Card", "prompt": "c213-l3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|meta-small|Ramp", "prompt": "c213-l3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|meta-small|Brex", "prompt": "c213-l3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|meta-small|Amex Corporate Platinum", "prompt": "c213-l3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|meta-small|BILL Spend & Expense", "prompt": "c213-l3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Brex Corporate Card", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Brex Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Ramp Corporate Card", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ramp Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|American Express Corporate Platinum", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Platinum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**American Express Corporate Platinum**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Capital One Venture X Business", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Capital One Venture X Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Capital One Venture X Business**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Airwallex Corporate Card", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Airwallex Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|BILL Spend & Expense", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Rippling Corporate Card", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|minimax-small|Float Corporate Card", "prompt": "c213-l3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Float Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Float Corporate Card** (Canada-focused)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|Brex", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Brex** - **Best for:** Fast-growing startups and mid-market companies, especially those with global operations."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|Ramp", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies focused on spend management, automation, and cost savings."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|Rippling", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies needing integrated HR, payroll, and spend management."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|BILL Divvy", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small to mid-size businesses wanting bundled card and expense software."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|American Express Corporate Cards", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong travel perks, rewards, and established brand, but less flexible underwriting and higher fees."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|Rho", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Companies wanting flexible qualification and banking tools."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|mistral-small|Airwallex", "prompt": "c213-l3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Companies with significant international or multi-currency spending."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|American Express Corporate Program", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large global enterprises with significant travel spend"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|JPMorgan Chase Commercial Cards", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "JPMorgan Chase Commercial Cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Chase programs are typically bundled with broader commercial banking services rather than standalone card offerings."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|Ramp", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest controls in the market"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|Brex", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for VC-backed companies scaling internationally"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|Navan (formerly TripActions)", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only solution that truly unifies travel management, corporate cards, and expense in one platform."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|SAP Concur", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for large enterprises with complex global operations already standardized on SAP."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|Stripe Corporate Card", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Stripe Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Seamless for companies with significant payment volume through Stripe"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|moonshot-small|Rippling", "prompt": "c213-l3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cards are part of broader workforce platform"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|openai-small|American Express Corporate Card / Corporate Purchasing Card", "prompt": "c213-l3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Card / Corporate Purchasing Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Travel-heavy global enterprise**: American Express Corporate Card"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|openai-small|J.P. Morgan Commercial Cards", "prompt": "c213-l3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "J.P. Morgan Commercial Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large enterprise with treasury/AP/procurement focus**: J.P. Morgan Commercial Cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|openai-small|Brex", "prompt": "c213-l3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Flexible modern spend platform with cards**: Brex"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|openai-small|Ramp", "prompt": "c213-l3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Finance-ops automation and policy control**: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|openai-small|Airbase", "prompt": "c213-l3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**All-in-one spend + AP workflow platform**: Airbase"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|American Express Corporate Card Program", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Card Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Travel/global? Amex/JPM/Citi."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|JPMorgan Chase Corporate Card", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "JPMorgan Chase Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Largest Fortune 500 footprint; strong AP/procurement/travel integrations"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Citi Corporate Card", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Citi Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best global coverage (100+ markets, 65 currencies)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Brex", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automation/savings? Ramp/Brex."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Ramp", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Automation/savings? Ramp/Brex."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|BILL Divvy", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SMB-to-midmarket scaling; less global than banks"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Rippling", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "also compete but are less dominant for the largest enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Rho", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "also compete but are less dominant for the largest enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Navan", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "also compete but are less dominant for the largest enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|xai-small|Airbase/Paylocity", "prompt": "c213-l3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase/Paylocity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "also compete but are less dominant for the largest enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Amex", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shifted from traditional bank cards (like Amex or Chase) to \"modern\" software-first platforms"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Chase", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "traditional bank cards (like Amex or Chase)"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Airwallex Corporate Card", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**No Minimum Cash Balance:** Unlike Brex and Ramp, Airwallex does not require a minimum cash balance... **Zero FX Markup**"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Brex", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Brex if:** You are a VC-backed startup with high travel needs and want high spending limits"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Ramp", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ramp is widely considered the industry leader in granular controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|Navan", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Navan if:** Your primary pain point is the manual work of processing travel expenses"}, {"id": "mai-20260917-1752-baseline-2|c213-l3|zai-small|BILL (formerly Divvy)", "prompt": "c213-l3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose BILL (Divvy) if:** You need a revolving credit line"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|alibaba-small|Citi (Business Edge / Purchasing Solutions)", "prompt": "c213-l4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Citi (Business Edge / Purchasing Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Citi is widely considered the market leader for enterprise-scale purchasing... This makes your costs mathematically predictable."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|alibaba-small|Divvy (by Bill.com)", "prompt": "c213-l4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy (by Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Divvy is arguably the best option for financial predictability because it removes debt entirely."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|alibaba-small|American Express (Amex Gilt Edge)", "prompt": "c213-l4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express (Amex Gilt Edge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amex is the gold standard... The Trade-off: They generally have higher interchanges (base fees) than Visa/Mastercard issuers"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|alibaba-small|Stripe Issuing", "prompt": "c213-l4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Stripe Issuing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Integration & Scale: Stripe Issuing... Highly transparent API-based pricing."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|anthropic-small|Ramp", "prompt": "c213-l4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is frequently recommended for predictable pricing at scale."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|anthropic-small|BILL Divvy", "prompt": "c213-l4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Divvy** is another strong choice."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|anthropic-small|U.S. Bank Commercial Rewards Card", "prompt": "c213-l4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "U.S. Bank Commercial Rewards Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers straightforward cost predictability... doesn't charge an annual fee"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|anthropic-small|Airwallex", "prompt": "c213-l4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airwallex lets companies issue multi-currency cards to employee cohorts across 60+ markets"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|Ramp", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable enterprise spend:** **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|Rippling Corporate Card", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use Rippling and want bundled HR/finance workflows:** **Rippling Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|Airwallex Corporate Card", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want international spend with no FX markup:** **Airwallex Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|Citi Commercial", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Citi Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you are procurement-heavy and want AP / vendor controls:** **Citi Commercial, JPMorgan Commercial, or U.S. Bank purchasing-card programs**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|JPMorgan Commercial", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "JPMorgan Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Citi Commercial, JPMorgan Commercial, or U.S. Bank purchasing-card programs"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|challenger-small|U.S. Bank purchasing-card programs", "prompt": "c213-l4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "U.S. Bank purchasing-card programs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Citi Commercial, JPMorgan Commercial, or U.S. Bank purchasing-card programs"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|deepseek-small|Ramp", "prompt": "c213-l4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp Enterprise is the best fit — it has the most transparent, flat per-user pricing verified at scale"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|deepseek-small|Brex", "prompt": "c213-l4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex (Enterprise) — Strong alternative, also flat per-user"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|deepseek-small|American Express Corporate Program", "prompt": "c213-l4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Corporate Program", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, Amex is less \"predictable\" in total cost"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Option:** **BILL Spend & Expense (formerly Divvy)**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|J.P. Morgan (One Card)", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "J.P. Morgan (One Card)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Options:** **J.P. Morgan (One Card) or Capital One (Commercial One Card)**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|Capital One (Commercial One Card)", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One (Commercial One Card)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best Options:** **J.P. Morgan (One Card) or Capital One (Commercial One Card)**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|SAP Concur", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you will likely need to pair these cards with an external ERP or expense platform like SAP Concur, which does introduce a software licensing cost"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|Ramp", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Options:** **Ramp or Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|google-small|Brex", "prompt": "c213-l4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex is also highly regarded for global organizations, offering local-currency card issuance in over 50 countries."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|meta-small|Airwallex Corporate Card", "prompt": "c213-l4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best options include Airwallex Corporate Card, Divvy, and other corporate credit cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|meta-small|Divvy", "prompt": "c213-l4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the best options include Airwallex Corporate Card, Divvy, and other corporate credit cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|Rho", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** (most predictable flat model)"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|BILL Divvy", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Divvy** (no per-user fees)"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|Airwallex", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airwallex** (global, predictable)"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|Ramp", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid providers with platform fees**: Many providers (including Ramp's Plus tier) charge a \"platform fee based on team size\" which makes total cost unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|Brex", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Brex** | Essentials $0; Premium $12/user | Startups turning into enterprise"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|minimax-small|Emburse", "prompt": "c213-l4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Emburse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Emburse specifically uses complex pricing with platform fees + per-user or percentage-of-spend charges."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|mistral-small|Ramp", "prompt": "c213-l4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **Airwallex** are especially strong for large companies due to their $0 fee structures, scalability, and robust integrations."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|mistral-small|Brex", "prompt": "c213-l4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free tier available, with paid plans starting at $12/user/month for premium features."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|mistral-small|Airwallex Corporate Card", "prompt": "c213-l4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Ramp** and **Airwallex** are especially strong for large companies due to their $0 fee structures, scalability, and robust integrations."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-l4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for companies wanting budget-focused controls and predictable costs."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|mistral-small|Rho", "prompt": "c213-l4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No annual fee, subscription fee, or per-card fee."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|moonshot-small|Ramp (Enterprise)", "prompt": "c213-l4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you need integrated expense management**: **Ramp Enterprise** or negotiate a **custom flat-fee contract with Navan**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|moonshot-small|Capital One Business Cards", "prompt": "c213-l4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One Business Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want flat fee + free unlimited cards**: **Capital One Business**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|moonshot-small|American Express Corporate Card Program", "prompt": "c213-l4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Corporate Card Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want traditional corporate card structure**: **Amex Corporate Platinum/Gold** with no program fees"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|moonshot-small|Navan Enterprise", "prompt": "c213-l4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Navan Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid**: Per-user SaaS pricing (like Brex Premium at $12/user/month or standard Navan at $15/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|moonshot-small|Brex Premium", "prompt": "c213-l4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Per-user SaaS pricing (like Brex Premium at $12/user/month"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|openai-small|Ramp", "prompt": "c213-l4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My short answer: Ramp is the best default choice** if your top priority is **predictable cost at scale**"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|openai-small|Airbase", "prompt": "c213-l4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbase** is also worth a look... But it uses **quote-based pricing**, so the total cost is less inherently predictable"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|openai-small|Brex", "prompt": "c213-l4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side shortlist of Ramp vs Airbase vs Brex vs a bank-issued corporate card"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|BILL Divvy (Spend & Expense)", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy (Spend & Expense)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL Divvy (Spend & Expense) stands out as the best option for a large company seeking predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Ramp", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$15/user + platform fee | Custom (usage-based) | $15K+/mo base + variable"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Brex", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "$12/user | Custom | $12K+/mo for Premium"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Airwallex", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If global/multi-currency is key, negotiate with Airwallex/Rho."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Rho", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Also fully **free platform** ($0 software/user fees), unlimited cards, up to 2% cashback... but lighter on enterprise case studies"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Rippling", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$8–14/user | Custom | Multi-module PEPM"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|JPMorgan", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "JPMorgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Often quote-based with **fixed/volume fees** (not per-user), global reach, and treasury tools. Best if you prefer incumbents"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Citi", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Traditional Cards (e.g., JPMorgan, Citi, Amex Corporate Platinum): Often quote-based with fixed/volume fees"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|xai-small|Amex Corporate Platinum", "prompt": "c213-l4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Traditional Cards (e.g., JPMorgan, Citi, Amex Corporate Platinum): Often quote-based with fixed/volume fees"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|zai-small|Ramp", "prompt": "c213-l4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your goal is **predictable total cost**, go with **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c213-l4|zai-small|American Express", "prompt": "c213-l4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**American Express** (if you prioritize a fixed per-card cost)"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|zai-small|Brex", "prompt": "c213-l4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose Brex if your users are high-value employees who generate significant travel/dining spend"}, {"id": "mai-20260917-1752-baseline-2|c213-l4|zai-small|Chase", "prompt": "c213-l4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "With Amex or Chase, you pay a percentage (e.g., 2.5%) on *every* transaction"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|alibaba-small|Brex", "prompt": "c213-l5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Modern fintechs (like Brex, Ramp, etc.) often assume more liability or automate dispute resolution."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|alibaba-small|Ramp", "prompt": "c213-l5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern fintechs (like Brex, Ramp, etc.) often assume more liability or automate dispute resolution."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|alibaba-small|Amex", "prompt": "c213-l5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional (Visa/MC through Amex/Citi/Chase): Usually charge $5-$10/month per card + high markup on interchange."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|alibaba-small|Citi", "prompt": "c213-l5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional (Visa/MC through Amex/Citi/Chase): Usually charge $5-$10/month per card + high markup on interchange."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|alibaba-small|Chase", "prompt": "c213-l5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional (Visa/MC through Amex/Citi/Chase): Usually charge $5-$10/month per card + high markup on interchange."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|deepseek-small|Ramp", "prompt": "c213-l5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The modern card vendors (Ramp, Brex, BILL/Divvy, and bank-issued programs) are software platforms"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|deepseek-small|Brex", "prompt": "c213-l5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The modern card vendors (Ramp, Brex, BILL/Divvy, and bank-issued programs) are software platforms"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|deepseek-small|BILL/Divvy", "prompt": "c213-l5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "BILL/Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The modern card vendors (Ramp, Brex, BILL/Divvy, and bank-issued programs) are software platforms"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|deepseek-small|Amex", "prompt": "c213-l5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Ramp, Brex, BILL/Divvy, Amex/Auriemma-style bank programs, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|Ramp", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp: Heavily favored for its robust NetSuite integration, unmatched expense automation, and focus on direct cost savings."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|Brex", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex: Excellent for highly global companies."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|Navan (formerly TripActions)", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary corporate card spend is travel-related, Navan's combined travel-booking and card-expense platform is highly dominant for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|Airbase", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its deep procurement capabilities... Airbase is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|Amex Corporate Card", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex Corporate Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "massive credit lines and global prestige, but their software is generally outdated"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|google-small|J.P. Morgan Chase", "prompt": "c213-l5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "J.P. Morgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their software is generally outdated, requiring third-party tools (like SAP Concur) to match the automation of Ramp or Brex"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|minimax-small|Brex", "prompt": "c213-l5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Brex** | High-growth, VC-backed companies needing global payments, high limits, travel booking |"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|minimax-small|Ramp", "prompt": "c213-l5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Ramp** | Cost-conscious SaaS teams wanting automated bill pay, strong NetSuite/QuickBooks sync |"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|minimax-small|Airbase", "prompt": "c213-l5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Airbase** | Procurement-heavy workflows, multi-subsidiary accounting, complex approval chains |"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|mistral-small|Brex", "prompt": "c213-l5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Brex** (popular for startups/tech, strong tech stack)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|mistral-small|Ramp", "prompt": "c213-l5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ramp** (focus on spend management and savings)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|mistral-small|American Express Global Corporate Payments", "prompt": "c213-l5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express Global Corporate Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**American Express Global Corporate Payments** (established, global reach)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|mistral-small|Chase Commercial Card", "prompt": "c213-l5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase Commercial Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Chase Commercial Card** (traditional, strong banking integration)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|mistral-small|Divvy (Bill.com)", "prompt": "c213-l5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy (Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Divvy (Bill.com)** (SMB-friendly, now scaling upmarket)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Ramp", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 (e.g., Ramp/Brex for tech scale, Airbase for AP focus)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Brex", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5 (e.g., Ramp/Brex for tech scale, Airbase for AP focus)"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Airbase", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbase for AP focus"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Payhawk", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prioritize providers that scale to enterprise volume (e.g., Ramp, Brex, Airbase, Payhawk, Rippling, Emburse"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Rippling", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "providers that scale to enterprise volume (e.g., Ramp, Brex, Airbase, Payhawk, Rippling, Emburse"}, {"id": "mai-20260917-1752-baseline-2|c213-l5|xai-small|Emburse", "prompt": "c213-l5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Ramp, Brex, Airbase, Payhawk, Rippling, Emburse—many of which explicitly support SSO/SAML and SOC 2 Type II"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|anthropic-small|Ramp", "prompt": "c213-l6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ramp and Brex underwrite off connected bank balances: $25,000 and $50,000 respectively, and dropping below either threshold can trigger an immediate spending lockout."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|anthropic-small|Brex", "prompt": "c213-l6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ramp and Brex underwrite off connected bank balances... dropping below either threshold can trigger an immediate spending lockout."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|anthropic-small|American Express", "prompt": "c213-l6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "American Express generally requires at least $10 million in annual revenue to access premium corporate card lines."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|anthropic-small|BILL Divvy", "prompt": "c213-l6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Divvy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BILL Divvy and Ramp handle domestic spend well, but scaling enterprises with international offices need global consistency."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|Citi Commercial Cards", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi Commercial Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest options in the results are generally the **enterprise-oriented commercial card programs** from established issuers or platforms such as **Citi Commercial Cards, JPMorgan Commercial Cards, Amex Corporate**"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|JPMorgan Commercial Cards", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "JPMorgan Commercial Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as **Citi Commercial Cards, JPMorgan Commercial Cards, Amex Corporate**"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|Amex Corporate", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Corporate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as **Citi Commercial Cards, JPMorgan Commercial Cards, Amex Corporate**"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|Ramp", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I can turn this into a **vendor-by-vendor caution list** for specific programs like Ramp, Brex, Amex, Citi, JPMorgan, BILL, or Rippling."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|Brex", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific programs like Ramp, Brex, Amex, Citi, JPMorgan, BILL, or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|BILL", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific programs like Ramp, Brex, Amex, Citi, JPMorgan, BILL, or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|challenger-small|Rippling", "prompt": "c213-l6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specific programs like Ramp, Brex, Amex, Citi, JPMorgan, BILL, or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Amex", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "should scrutinize Amex specifically for high fees, rigid terms, and poor service"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Chase", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Programs from major banks (e.g., Amex, Chase, traditional commercial card arms of large banks) are frequently cited as problematic for modern enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Ramp", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the market has shifted toward modern spend-management platforms (Ramp, Brex, Rho, Rippling, BILL/Divvy, Airwallex for multi-currency)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Brex", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some of these (e.g., Brex) primarily target venture-backed startups, so validate fit for your enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Rho", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern spend-management platforms (Ramp, Brex, Rho, Rippling, BILL/Divvy, Airwallex for multi-currency)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Rippling", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "modern spend-management platforms (Ramp, Brex, Rho, Rippling, BILL/Divvy, Airwallex for multi-currency)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|BILL/Divvy", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL/Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "modern spend-management platforms (Ramp, Brex, Rho, Rippling, BILL/Divvy, Airwallex for multi-currency)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Airwallex", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Airwallex for multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|deepseek-small|Commonwealth Bank", "prompt": "c213-l6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Commonwealth Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "The Commonwealth Bank example shows fees being charged for 13 years on an inactive card."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Mercury", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Startup-Centric and SMB-Focused Fintech Cards *Examples: Mercury, Rho...* ...ill-suited for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Rho", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "*Examples: Mercury, Rho, and early-stage tiers of fintech card providers.* ... designed for smaller footprints"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|American Express", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose a traditional, highly stable global card issuer (like Amex, Citi, or JP Morgan Chase) for their deep credit capacity and global footprint"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Citi", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a traditional, highly stable global card issuer (like Amex, Citi, or JP Morgan Chase)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|JPMorgan Chase", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the \"Big Three\" legacy commercial card issuers (American Express, Citi, JPMorgan Chase) have global enterprise divisions with heavy-duty capabilities"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|SAP Concur", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "layer a dedicated expense and spend management software (such as **SAP Concur, Coupa, or Navan**) on top of it"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Coupa", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "layer a dedicated expense and spend management software (such as **SAP Concur, Coupa, or Navan**)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Navan", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **SAP Concur, Coupa, or Navan**) on top of it"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Brex Empower", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex Empower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ensure you are utilizing the enterprise-specific divisions of major players (like **Brex Empower** or **Ramp for Enterprise**)"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|google-small|Ramp for Enterprise", "prompt": "c213-l6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp for Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Do not settle for their standard, self-serve SMB tiers."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|meta-small|Airwallex Corporate Card", "prompt": "c213-l6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Airwallex Corporate Card: Offers a $0 annual fee, $0 minimum cash requirement, 0% FX markup, and no personal guarantee."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|meta-small|Ramp", "prompt": "c213-l6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ramp: Offers a $0 annual fee, $25,000 minimum cash requirement, up to 3% FX markup, and no personal guarantee."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|meta-small|Brex", "prompt": "c213-l6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Brex: Offers a $0 annual fee, $50,000 minimum cash requirement (for funded startups), up to 3% FX markup"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|meta-small|Amex Corporate Platinum", "prompt": "c213-l6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amex Corporate Platinum: Offers a $550 annual fee, $10M+ revenue requirement, 2.5% FX markup"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|meta-small|BILL Spend & Expense", "prompt": "c213-l6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL Spend & Expense: Offers a $0 annual fee, credit underwriting, standard fee, and no personal guarantee."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Credit One", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers to **avoid** ... **Credit One** | Known for aggressive sub‑prime lending, high fees, and frequent fee‑surprise complaints."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Indigo Card", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Indigo Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar sub‑prime profile; limited customer‑service infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Mission Lane", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mission Lane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High‑fee, low‑control design; often marketed to thin‑file borrowers."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|OpenSky", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "OpenSky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Requires a security deposit and has limited spend controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Petal", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Petal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "A “no‑credit‑history” product that lacks robust corporate‑level controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Premier Bank", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Premier Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "A small‑bank issuer with a history of regulatory enforcement actions."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Atlantica", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Atlantica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Very limited card‑management features; primarily a consumer product."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Luxury Card", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Luxury Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "High annual fees and a focus on high‑end consumers, not corporate spend‑management."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|SunTrust (now Truist)", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "SunTrust (now Truist)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Providers to **be cautious about** ... Difficult dispute resolution, slow refunds."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|TD Bank", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Card‑activation delays, poor customer‑service responsiveness."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|GE (now Synchrony‑run)", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "GE (now Synchrony‑run)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "High fee‑surprise, limited digital controls."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Capital One", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Frequent credit‑limit reductions, slow onboarding for commercial cards."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Barclays", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Barclays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Complex reconciliation, lack of real‑time spend alerts."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Brex", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "large enterprises have reported **spending‑limit restrictions and category‑misclassifications** that cause sudden denials"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|Ramp", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "some users note **integration bottlenecks with legacy ERP systems** and occasional **support lag**"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|minimax-small|SAP Concur", "prompt": "c213-l6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "the **complex UI and slow load times** can hinder adoption across a large, geographically dispersed workforce"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|openai-small|Brex", "prompt": "c213-l6", "model": "openai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Brex's own pricing positioning, for example, shows different fit by tier and entity count, which is a reminder to test enterprise fit carefully rather than assume SMB success scales."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Bank of America", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Bank of America has reviews calling it \"the worst corporate card,\"...When to avoid: If your enterprise spends heavily"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|American Express", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Amex scores low (e.g., 1.08/5 on BBB from hundreds of reviews), with enterprise gripes about bureaucracy."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|HDFC/ICICI/Axis", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "HDFC/ICICI/Axis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional Bank-Issued Corporate Cards (e.g., Bank of America, American Express, HDFC/ICICI/Axis in some regions) - Why be cautious?"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Brex", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Fintech Cards Geared Toward Startups/SMBs (e.g., Brex)...When to avoid: If you're beyond startup phase with thousands of employees/cards"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Ramp", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize instead: Solutions like Ramp, Rippling Spend, Divvy (BILL), or Moss/Payhawk for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Rippling Spend", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize instead: Solutions like Ramp, Rippling Spend, Divvy (BILL), or Moss/Payhawk for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Divvy (BILL)", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Divvy (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize instead: Solutions like Ramp, Rippling Spend, Divvy (BILL), or Moss/Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Moss/Payhawk", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Moss/Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Moss/Payhawk for enterprises—emphasizing unlimited limits tied to cash flow, deep integrations, and controls"}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|JPMorgan", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Traditional cards work if heavily customized (e.g., JPMorgan or Citi for Fortune 500)."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|xai-small|Citi", "prompt": "c213-l6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Traditional cards work if heavily customized (e.g., JPMorgan or Citi for Fortune 500)."}, {"id": "mai-20260917-1752-baseline-2|c213-l6|zai-small|Corpay", "prompt": "c213-l6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some providers (like Corpay, noted in recent reviews) have been criticized for email-only customer support"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|alibaba-small|Ramp", "prompt": "c213-m1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Ramp (Best Overall for Most Finance Teams)"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|alibaba-small|Airbase", "prompt": "c213-m1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Airbase (Best for Heavy Procurement & AP Needs)"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|alibaba-small|Brex", "prompt": "c213-m1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Brex (Best for Flexibility & Travel)"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|anthropic-small|Ramp", "prompt": "c213-m1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is recommended for mid-market companies that want a modern corporate card connected to expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|anthropic-small|Paylocity for Finance", "prompt": "c213-m1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Paylocity for Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market companies consolidating AP automation, expense management, and corporate cards onto one platform"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|anthropic-small|Spendesk", "prompt": "c213-m1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strongest fit for European mid-market companies that need procure-to-pay workflows"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|anthropic-small|Airbase", "prompt": "c213-m1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market companies wanting procurement, AP, and card spend unified in one platform"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|anthropic-small|American Express Corporate Card", "prompt": "c213-m1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers wide global acceptance, established travel benefits, and a brand that carries weight"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|challenger-small|Ramp", "prompt": "c213-m1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the most common \"best overall\" pick in recent comparisons"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|challenger-small|Corpay Mastercard", "prompt": "c213-m1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay Mastercard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better fits when accounts payable and vendor payments matter more"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|challenger-small|Airbase (Paylocity)", "prompt": "c213-m1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Frequently recommended for mid-market teams that want AP, expense, procurement, and cards unified"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|challenger-small|U.S. Bank Commercial Rewards Card", "prompt": "c213-m1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank Commercial Rewards Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CNBC identifies it as the best fit for mid-sized corporations among corporate credit cards."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|challenger-small|Amex Corporate", "prompt": "c213-m1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Better when executive travel perks matter more than AP workflows."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|deepseek-small|Ramp", "prompt": "c213-m1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Final recommendation for most mid-market B2B teams: Evaluate **Ramp** first."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|deepseek-small|Airbase", "prompt": "c213-m1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for AP Automation + Card Program: **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|deepseek-small|BILL Spend & Expense", "prompt": "c213-m1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL is a strong, mature option"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|deepseek-small|Brex", "prompt": "c213-m1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Brex requires businesses to hold at least **$400,000 in monthly revenue** for mid-market underwriting. This shuts out many bootstrapped or lower-revenue businesses."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|google-small|Ramp", "prompt": "c213-m1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp: Best Overall for Cost Control & Accounting Automation... widely considered the gold standard for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|google-small|Brex (by Capital One)", "prompt": "c213-m1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex (by Capital One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Operations & Venture-Backed Scale"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|google-small|Airbase (by Paylocity)", "prompt": "c213-m1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Heavy B2B Procurement and Accounts Payable"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|google-small|Corpay", "prompt": "c213-m1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Corpay** is an industry-leading alternative"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|meta-small|Ramp", "prompt": "c213-m1", "model": "meta-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate card program for a mid-market B2B company is Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|meta-small|Airbase", "prompt": "c213-m1", "model": "meta-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Airbase, which unifies procurement, AP, and card spend in one platform"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|meta-small|U.S. Bank Commercial Rewards Card", "prompt": "c213-m1", "model": "meta-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank Commercial Rewards Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "U.S. Bank Commercial Rewards Card, which is best for mid-sized corporations"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|minimax-small|Airbase (by Paylocity)", "prompt": "c213-m1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Airbase (by Paylocity)** - *Best Overall for Mid-Market*"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|minimax-small|Corpay Mastercard", "prompt": "c213-m1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay Mastercard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Airbase (now part of Paylocity)** or **Corpay Mastercard** appear to be the most specifically tailored to your needs"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|minimax-small|Brex", "prompt": "c213-m1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Brex** - *Best for Spend Optimization*"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|minimax-small|Divvy (BILL)", "prompt": "c213-m1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Divvy (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Divvy (BILL)** - *Best for Budget-First Control*"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|minimax-small|Ramp", "prompt": "c213-m1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Ramp** - *Best for Spend Optimization*"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|Ramp", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **Airbase** are the leading choices due to their integrated platforms, automation, and scalability"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|Airbase (now part of Paylocity)", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (now part of Paylocity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** and **Airbase** are the leading choices"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|Bill Spend & Expense", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Bill Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "need more sophistication than Bill Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|Coupa", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "find enterprise solutions like Coupa overwhelming"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|Spendesk and Paylocity for Finance", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Spendesk and Paylocity for Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Another top option for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|mistral-small|U.S. Bank Commercial Rewards Card", "prompt": "c213-m1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank Commercial Rewards Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need a standalone card with rewards, the **U.S. Bank Commercial Rewards Card** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|moonshot-small|Ramp", "prompt": "c213-m1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — Best Overall for Mid-Market ... **Start with Ramp** if you want the best balance of features, no fees, and strong spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|moonshot-small|Corpay Mastercard", "prompt": "c213-m1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Corpay Mastercard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Corpay** if you have significant vendor payments and want AP automation with rebate-based savings"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|moonshot-small|Airbase (by Paylocity)", "prompt": "c213-m1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Airbase** if you're already using Paylocity and want everything consolidated"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|moonshot-small|Brex", "prompt": "c213-m1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex** — Best for Tech-Forward & VC-Backed Companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|openai-small|Ramp", "prompt": "c213-m1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best default choice is usually Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|openai-small|Airwallex", "prompt": "c213-m1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you have **meaningful international / multi-currency spend**"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|openai-small|Brex", "prompt": "c213-m1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "eligibility can be more restrictive depending on profile"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|openai-small|Amex Corporate Card", "prompt": "c213-m1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "usually best if you value **premium travel perks** ... but it tends to fit larger companies and comes with higher fees"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|openai-small|BILL Spend & Expense", "prompt": "c213-m1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you want a **budget-first, low-cost** approach with strict controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Ramp", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Ramp** if prioritizing free tools, AI-driven savings (claims 5% avg.), and B2B AP (top G2 ratings, suits $10M+ revenue)."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Brex", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** for VC-backed/growth-stage B2B with heavy software/SaaS spend."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|BILL Spend & Expense (Divvy)", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense (Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Divvy** for strict budgets and U.S.-focused vendor payments."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Airbase (Paylocity)", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (Paylocity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AP/expenses + procurement consolidation | Mid-market (100–5K employees) | Custom"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Mercury", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Banking + cards bundle | Lower barriers, startup-friendly"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Amex Corporate Platinum", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Established firms with high revenue | $4M–$10M+ revenue | $0–$550+ | Rewards, travel perks, but less automation"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|U.S. Bank", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rewards, travel perks, but less automation"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|xai-small|Capital One Spark", "prompt": "c213-m1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Capital One Spark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Avoid if under thresholds—consider business cards like Capital One Spark."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|Ramp", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the top choice for mid-market companies looking to consolidate corporate cards, expense management, bill pay, and procurement into one platform."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|Brex", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Travel & Tech-Forward Teams: Brex"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|Navan", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Travel Management: Navan"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|Concur", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It replaces legacy systems like Concur."}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|U.S. Bank Commercial Rewards", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "U.S. Bank Commercial Rewards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "U.S. Bank is the industry standard for mid-market enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-m1|zai-small|Airbase (by Paylocity)", "prompt": "c213-m1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AP Automation: Airbase (by Paylocity)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Ramp Business Card", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Pick: Ramp Business Card"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Brex (Cashflow Card)", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex (Cashflow Card)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The High-Limit Alternative: Brex (Cashflow Card)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Chase Ink Business Preferred®", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase Ink Business Preferred®", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "*Native Controls:* Relatively basic compared to Ramp... you cannot set complex rules"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Concur", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Works well with **Concur** or **Expensify** (both supported by Chase)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Expensify", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Works well with **Concur** or **Expensify** (both supported by Chase)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|alibaba-small|Citi", "prompt": "c213-m2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most traditional banks (Chase, Citi) require the CEO/Owner to sign a PG"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|challenger-small|Ramp", "prompt": "c213-m2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** if your top priority is **spend controls** and visibility"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|challenger-small|Rippling Corporate Card", "prompt": "c213-m2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as a strong alternative if you want cards tightly integrated with HR/payroll"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|challenger-small|Capital One Commercial", "prompt": "c213-m2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Capital One Commercial if your main goal is straightforward cash back at scale"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|deepseek-small|Ramp", "prompt": "c213-m2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is the clear winner"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-m2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: BILL Spend & Expense (formerly Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|deepseek-small|American Express Blue Business Plus", "prompt": "c213-m2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Blue Business Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its spend controls are more basic (per-card limits) compared to Ramp or Divvy"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|Chase", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional business credit cards from major banks (like Chase or Amex) often fall short because they lack the deep, granular spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|Amex", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Amex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Amex offers premium travel rewards and vendor acceptance, but its software and receipt-matching capabilities lag behind dedicated spend-management platforms"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|Ramp", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp is widely considered the gold standard for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|BILL Spend & Expense", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL Spend & Expense is the strongest option"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|Rippling Spend", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling Spend is the premier choice"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|google-small|Brex", "prompt": "c213-m2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the platform may see shifts in product direction and pricing, which is something to keep in mind if you are looking for long-term platform stability"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|meta-small|Ramp Credit Card", "prompt": "c213-m2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Credit Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp Credit Card: Best overall for spending controls and up to 1.5% cash back."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|meta-small|Airbase (by Paylocity)", "prompt": "c213-m2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-market teams consolidating AP, expense, and cards"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|meta-small|BILL Spend & Expense", "prompt": "c213-m2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small-to-midsize businesses wanting budget-first controls and low software cost."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|meta-small|Brex", "prompt": "c213-m2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for tech-forward startups and mid-market wanting embedded card issuance."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|minimax-small|Ramp", "prompt": "c213-m2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as a top choice for a mid-sized B2B company looking for strong spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|minimax-small|BILL Spend & Expense", "prompt": "c213-m2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Alternatives to Consider: **BILL Spend & Expense** – Budget-first controls, low software cost"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|minimax-small|Rippling Spend", "prompt": "c213-m2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rippling Spend** – Policy-driven, granular controls if you already use Rippling for HR/IT"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|mistral-small|Ramp Credit Card", "prompt": "c213-m2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Credit Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **Brex** are the top choices due to their strong spend controls, rewards, and scalability"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|mistral-small|Brex", "prompt": "c213-m2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** and **Brex** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|mistral-small|Airbase (by Paylocity)", "prompt": "c213-m2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses Paylocity, **Airbase** is a seamless fit."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|mistral-small|BILL Spend & Expense", "prompt": "c213-m2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For budget-conscious teams, **BILL Spend & Expense** is a solid alternative."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|moonshot-small|Ramp", "prompt": "c213-m2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the starting point because: - It offers the most comprehensive spend control features"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|moonshot-small|BILL Spend & Expense", "prompt": "c213-m2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Budgeting Discipline"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|moonshot-small|Brex", "prompt": "c213-m2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company has **significant international operations**, **Brex** may be worth considering"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|moonshot-small|Airbase (by Paylocity)", "prompt": "c213-m2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already using **Paylocity** for HR, **Airbase** could provide the best integration experience."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|openai-small|American Express Corporate Cards", "prompt": "c213-m2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **American Express Corporate Cards**"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|openai-small|American Express Corporate Purchasing Card", "prompt": "c213-m2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Corporate Purchasing Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for procurement / supplier-specific controls:** **Amex Corporate Purchasing Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|openai-small|Ramp", "prompt": "c213-m2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is also a strong option because it's designed to help companies **control spend**"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|openai-small|Chase business cards", "prompt": "c213-m2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase business cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a traditional bank relationship:** **Chase**"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|xai-small|Ramp Corporate Card", "prompt": "c213-m2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the Ramp Corporate Card as the top choice for robust spend controls."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|xai-small|Brex", "prompt": "c213-m2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-growth/revenue-heavy B2B (e.g., VC-backed) ... Higher bar (~$50K funding or $1M revenue)"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|xai-small|BILL Spend & Expense (ex-Divvy)", "prompt": "c213-m2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (ex-Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-first control, AP integration | Budget-tied cards, real-time tracking"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|xai-small|Rippling Corporate Card", "prompt": "c213-m2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HR/payroll-integrated B2B | Policy-driven limits per employee/merchant/category"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|zai-small|Ramp Corporate Card", "prompt": "c213-m2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies, **Ramp** offers the best balance of spend controls, rewards, cost, and expense management in a single platform."}, {"id": "mai-20260917-1752-baseline-2|c213-m2|zai-small|Brex", "prompt": "c213-m2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Brex if you need higher credit limits"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|zai-small|American Express Business Gold", "prompt": "c213-m2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Business Gold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amex if you prioritize rewards and have strong personal credit"}, {"id": "mai-20260917-1752-baseline-2|c213-m2|zai-small|Capital One Commercial", "prompt": "c213-m2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want simple cashback with a traditional card issuer** → Choose **Capital One Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|alibaba-small|Ramp", "prompt": "c213-m3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best for Control & Analytics) ... No annual fees, incredibly low approval thresholds based on revenue"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|alibaba-small|Brex", "prompt": "c213-m3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Brex (Best for High-Velocity Startups) ... high credit lines, virtual cards for security, and excellent employee management"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|alibaba-small|Divvy (by Bill.com)", "prompt": "c213-m3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Divvy (by Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Divvy (by Bill.com) (Best for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|alibaba-small|American Express Business", "prompt": "c213-m3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "American Express Business (Best Perks & Service)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|alibaba-small|Chase Ink Business", "prompt": "c213-m3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chase Ink Business (Best Sign-Up Bonuses)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|Ramp", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp** - Focused on spend controls and expense automation"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|Brex", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex** - Now a Capital One product after its April 2026 acquisition"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|American Express Corporate Programs", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Programs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**American Express Corporate Programs** - Including Green, Gold, and Platinum options"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|BILL Divvy", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BILL Divvy** - Integrated with expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|Airwallex", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Airwallex Corporate Card is ideal for global businesses with a lot of international spending"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|anthropic-small|Navan", "prompt": "c213-m3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Navan** - Combines corporate cards with travel and expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|Ramp", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Finance teams that want spend controls and automation | Strong expense-management workflow, **$0 annual fee**, and no personal guarantee"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|Brex", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Startups and fast-growing companies | Strong rewards and controls, no personal guarantee, but eligibility is usually stricter"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|BILL Spend & Expense", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMBs that want easier qualification | Generally **$0 annual fee**, no personal guarantee, and easier entry"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|Airwallex", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stands out for **0% FX markup** and no minimum cash requirement"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|Rippling", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best when you want the card embedded in a broader platform"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|Rho", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Often positioned around **cash-back rewards** and flexible repayment"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|challenger-small|American Express Corporate cards", "prompt": "c213-m3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More traditional corporate program with **premium travel benefits**, but it usually has higher revenue/size requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Ramp", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMB wanting AI-driven spend savings? → **Ramp** (best automation & free tier)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Brex", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Startup or scale-up with venture funding? → **Brex** (high limits, no personal guarantee, startup perks)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Rippling Corporate Card", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HR + finance integration? → **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|BILL Divvy", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-first culture? → **BILL Divvy**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Navan (formerly TripActions)", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Travel-heavy business? → **Navan** (T&E all-in-one)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Rho", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Companies wanting flexible qualification and repayment terms"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Payhawk", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global/multi-currency needs? → **Payhawk** or **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Airwallex", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Global/multi-currency needs? → **Payhawk** or **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|American Express Corporate Card Program", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Card Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Large enterprise with established credit? → **Amex Corporate Program**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|Chase Ink Business Preferred", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink Business Preferred", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cons: Typically requires a personal guarantee; credit limit is modest compared to fintech programs"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|deepseek-small|American Express Business Gold", "prompt": "c213-m3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Business Gold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Flexible bonus category optimization"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|Ramp Corporate Card", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is **automating accounting, stopping SaaS waste, and getting flat cash rewards**, go with **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|Brex Corporate Card", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a **heavily funded startup with international employees** ... go with **Brex**."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|Rho Corporate Card", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to **combine business banking, AP, and high-yield treasury** on one dashboard, choose **Rho**."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|Rippling Spend Card", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Spend Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Rippling Spend**"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|American Express Corporate Program", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Program", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your team **travels extensively and values elite perks** ... stick with **Amex**."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|google-small|Airwallex Corporate Card", "prompt": "c213-m3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** E-commerce, global agencies, and international businesses."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|meta-small|Airwallex Corporate Card", "prompt": "c213-m3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Airwallex Corporate Card has no annual fee, no minimum cash requirement, and 0% foreign exchange markup"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|meta-small|Ramp", "prompt": "c213-m3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top corporate card programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|meta-small|Brex", "prompt": "c213-m3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top corporate card programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|meta-small|Amex Corporate Platinum", "prompt": "c213-m3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Amex Corporate Platinum has an annual fee of $550, a revenue requirement of $10M+, and a 2.5% foreign exchange markup"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|meta-small|BILL Spend & Expense", "prompt": "c213-m3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top corporate card programs include Airwallex Corporate Card, Ramp, Brex, Amex Corporate Platinum, and BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Ramp Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp Card**\n- Best for streamlined expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Brex Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best corporate rewards card for bonus categories"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Rippling Corporate Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies operating internationally"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Rho Corporate Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for flexible qualification requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|American Express Corporate Cards", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for businesses prioritizing travel rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Chase Ink Business Preferred Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink Business Preferred Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "3x points on shipping, advertising, internet, and travel expenses"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|Airwallex Corporate Cards", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for international transactions"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|minimax-small|BILL Divvy Corporate Card", "prompt": "c213-m3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for businesses with smaller bank balances"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|Ramp", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp** - **Best for:** Streamlined expense management and predictive spending insights."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|Brex", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Fast-growing startups and venture-backed companies."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|American Express (Amex) Corporate Platinum & Gold", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express (Amex) Corporate Platinum & Gold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies with high travel spend and premium rewards."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|Airwallex Corporate Card", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Global, multi-currency spending."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|BILL Divvy Corporate Card", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Businesses with smaller bank balances."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|Rho Corporate Card", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Flexible qualification and banking/AP tools."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|mistral-small|Rippling Corporate Card", "prompt": "c213-m3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Companies operating internationally."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|Ramp", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Streamlined expense management and spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|Brex", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Fast-growing startups and tech companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|American Express Corporate Cards", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Travel-heavy businesses and established companies wanting traditional rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|BILL Divvy (now BILL Spend & Expense)", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy (now BILL Spend & Expense)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** SMBs with smaller bank balances and bundled expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|Rippling Corporate Card", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** All-in-one platform (cards + payroll + HR)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|Rho", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Flexible qualification requirements and banking integration"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|moonshot-small|Chase Ink Business Cards", "prompt": "c213-m3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink Business Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Sign-up bonuses and traditional bank benefits"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|American Express Corporate Card Program", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Card Program", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Amex Corporate if you want premium travel benefits, strong program structure"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Visa Corporate Credit Card", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Visa Corporate Credit Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Visa or Mastercard corporate cards if your priority is broad acceptance and enterprise controls."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Mastercard Corporate Card / Purchasing Card", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Mastercard Corporate Card / Purchasing Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Visa or Mastercard corporate cards if your priority is broad acceptance and enterprise controls."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Brex", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Brex/Ramp/Airbase/Bill-style programs if you want card controls plus modern spend software"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Ramp", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Brex/Ramp/Airbase/Bill-style programs if you want card controls plus modern spend software"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Airbase", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Brex/Ramp/Airbase/Bill-style programs if you want card controls plus modern spend software"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|openai-small|Bill spend cards", "prompt": "c213-m3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Bill spend cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Examples: Brex, Ramp, Airbase, Bill spend cards."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|Ramp", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp**            | Spend controls & US SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|Brex", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex**            | Startups & global travel"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|Rippling", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling**        | HR-integrated spend"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|BILL Divvy", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BILL Divvy**      | AP/bill pay bundles"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|Rho", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rho**             | Banking + cards"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|xai-small|American Express Corporate Card Program", "prompt": "c213-m3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate Card Program", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Amex excels in premium travel rewards but lags in automation (manual reports common)"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Ramp", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for cost control, recurring cloud/software spend, and automating expenses."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Brex", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for VC-backed startups needing high limits, travel perks, and global cards."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|BILL Spend & Expense (Divvy)", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for mid-market companies wanting bundled card + expense software."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Rho", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for businesses prioritizing no-fee structure, high cash back, and flexible qualification."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Rippling Corporate Card", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for companies already using Rippling's platform who want integrated controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Airwallex Borderless Cards", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Borderless Cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for businesses with significant cross-border spend or multi-currency needs."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|American Express Corporate", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for large enterprises prioritizing premium travel benefits and rewards flexibility."}, {"id": "mai-20260917-1752-baseline-2|c213-m3|zai-small|Chase Ink Business Preferred", "prompt": "c213-m3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink Business Preferred", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for companies with high spend on advertising, shipping, internet, and travel."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Chase", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional banks (like Chase or Bank of America) are often difficult for small budgets because they require high personal credit scores and strict revenue thresholds"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Bank of America", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional banks (like Chase or Bank of America) are often difficult for small budgets"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Ramp", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp (Best Overall for Automation) ... the industry standard for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Divvy (by Fiserv)", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy (by Fiserv)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Divvy (by Fiserv) (Best for Strict Budget Controls)"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Capital One Spark", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Capital One is known for being accessible to small business owners"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|alibaba-small|Lili Business Credit Card", "prompt": "c213-m4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Lili Business Credit Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lili Business Credit Card (Best for Solopreneurs)"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|anthropic-small|American Express", "prompt": "c213-m4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "basic corporate cards from major issuers (American Express, Chase, Visa, Mastercard) that offer no annual fee and straightforward terms"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|anthropic-small|Chase", "prompt": "c213-m4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "basic corporate cards from major issuers (American Express, Chase, Visa, Mastercard) that offer no annual fee"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|anthropic-small|Visa", "prompt": "c213-m4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Visa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major issuers (American Express, Chase, Visa, Mastercard)"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|anthropic-small|Mastercard", "prompt": "c213-m4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Mastercard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major issuers (American Express, Chase, Visa, Mastercard)"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|challenger-small|U.S. Bank Triple Cash Rewards Visa® Business Card", "prompt": "c213-m4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "U.S. Bank Triple Cash Rewards Visa® Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around pick in the results is the **U.S. Bank Triple Cash Rewards Visa® Business Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|challenger-small|Ink Business Unlimited® Credit Card", "prompt": "c213-m4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ink Business Unlimited® Credit Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a strong low-cost option with **1.5% cash back on all purchases**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|challenger-small|Ramp", "prompt": "c213-m4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "no annual fee and no personal guarantee:** **Ramp** or **Airwallex Corporate Card** are notable options"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|challenger-small|Airwallex Corporate Card", "prompt": "c213-m4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** or **Airwallex Corporate Card** are notable options, both shown with **$0 annual fee**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Ramp (Free Plan)", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp (Free Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Ramp (Free Plan)**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Divvy (BILL)", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Divvy (BILL)** | Free | Companies wanting free spend controls + budgeting |"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Capital One Spark 1% Classic", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One Spark 1% Classic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need to build business credit with lenient approval:** **Capital One Spark 1% Classic**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Chase Ink Business Unlimited", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a traditional bank card, go with **Chase Ink Business Unlimited**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Amex Blue Business Plus", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Amex Blue Business Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you value Amex points:** **Amex Blue Business Plus**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|deepseek-small|Pleo", "prompt": "c213-m4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Pleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "~$45+/mo | Only if your company is in Europe and needs automation (paid)"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Expensify", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "replacing paid platforms like Expensify or Concur"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Concur", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "replacing paid platforms like Expensify or Concur"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Ramp", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall (If you have at least $25,000 in the bank): **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL Spend & Expense is the top alternative"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Airwallex Corporate Card", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for International or Cross-Border Spending: **Airwallex Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Chase Ink Business Unlimited®", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Want Traditional Credit (Using a Personal Guarantee): **Chase Ink Business Unlimited®**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|google-small|Brex", "prompt": "c213-m4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "it is **not recommended for limited-budget companies** unless you are venture-backed"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|meta-small|BILL Divvy Corporate Card", "prompt": "c213-m4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate card program for a company with a limited budget is the BILL Divvy Corporate Card"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|meta-small|Airwallex Corporate Card", "prompt": "c213-m4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include the Airwallex Corporate Card, which has a $0 annual fee and 0% foreign transaction fee."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|minimax-small|Ramp", "prompt": "c213-m4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "No annual fees, no hidden costs, and includes spend management tools"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|minimax-small|Brex", "prompt": "c213-m4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "No personal guarantee required (for most businesses), high limits"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|minimax-small|Airbase", "prompt": "c213-m4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines cards with bill pay and expense management"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|minimax-small|Divvy", "prompt": "c213-m4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free tier available with solid budgeting tools"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|mistral-small|BILL Divvy Corporate Card", "prompt": "c213-m4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **BILL Divvy Corporate Card** is often recommended as the best option"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|mistral-small|Airwallex Corporate Card", "prompt": "c213-m4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like the Airwallex Corporate Card also advertise $0 annual fees and no minimum requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|moonshot-small|Ramp", "prompt": "c213-m4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** – Best Overall for Budget-Conscious Companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|moonshot-small|BILL Spend & Expense", "prompt": "c213-m4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** or **BILL Spend & Expense** are the top choices because they offer robust corporate card programs and expense management tools completely free"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|moonshot-small|Mercury IO Card", "prompt": "c213-m4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Mercury IO Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need business banking, **Mercury** is an excellent all-in-one option."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|moonshot-small|Brex", "prompt": "c213-m4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex** is great if you qualify and want higher limits with travel-friendly benefits."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|openai-small|Ramp", "prompt": "c213-m4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — often best for tight-budget companies that want strict controls and expense automation."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|openai-small|Brex", "prompt": "c213-m4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong software and controls, but eligibility and pricing can be less ideal for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|openai-small|Airbase", "prompt": "c213-m4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want cards plus bill pay and approvals in one system"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|openai-small|Divvy/Bill Spend & Expense", "prompt": "c213-m4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Divvy/Bill Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start by looking at **Ramp** and **Divvy/Bill**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|openai-small|Traditional bank corporate cards", "prompt": "c213-m4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Traditional bank corporate cards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can work if you already bank with them, but they often have weaker software and less flexible controls"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BILL Spend & Expense (formerly Divvy)**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Rho Corporate Cards", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: **Rho Corporate Cards**"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Ramp", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Top-rated overall (Forbes/NerdWallet), but disqualifies very limited budgets."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Brex", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Dropped small biz focus; not for bootstrapped."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Airwallex", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "0% FX; great for global but less US-centric reviews."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Capital One Spark Classic", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One Spark Classic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Capital One Spark Classic ($0 fee, credit-building) work if you prefer revolving credit over charge cards."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|xai-small|Amex Corporate Platinum", "prompt": "c213-m4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Amex Corporate Platinum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid**: Amex Corporate Platinum ($550+ fee) or high-fee options—wasteful for budgets."}, {"id": "mai-20260917-1752-baseline-2|c213-m4|zai-small|Ramp", "prompt": "c213-m4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — *Best Overall for Budget-Conscious Companies*"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|zai-small|BILL Divvy Corporate Card", "prompt": "c213-m4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Divvy Corporate Card** — *Best for Smaller Bank Balances*"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|zai-small|Rippling Corporate Card", "prompt": "c213-m4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Ramp** if you want modern expense management features, or **Rippling** if you need higher cashback rates"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|zai-small|Chase Ink Business Unlimited", "prompt": "c213-m4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chase Ink Unlimited** provides 1.5% flat cashback"}, {"id": "mai-20260917-1752-baseline-2|c213-m4|zai-small|American Express Blue Business Cash", "prompt": "c213-m4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Blue Business Cash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**American Express Blue Business Cash**\n- **Annual Fee:** $0"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Concur", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have likely outgrown basic reimbursement forms (like Concur or Expensify)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Expensify", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You have likely outgrown basic reimbursement forms (like Concur or Expensify)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Ramp", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "framework for what to evaluate when comparing providers (like Ramp, Brex, Divvy, Airbase, Mercury, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Brex", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing providers (like Ramp, Brex, Divvy, Airbase, Mercury, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Divvy", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparing providers (like Ramp, Brex, Divvy, Airbase, Mercury, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Airbase", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "comparing providers (like Ramp, Brex, Divvy, Airbase, Mercury, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Mercury", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "comparing providers (like Ramp, Brex, Divvy, Airbase, Mercury, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Chase", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You are likely dealing with a fintech startup rather than Chase or Amex directly."}, {"id": "mai-20260917-1752-baseline-2|c213-m5|alibaba-small|Amex", "prompt": "c213-m5", "model": "alibaba-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "You are likely dealing with a fintech startup rather than Chase or Amex directly."}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|JPMorgan", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Based on guidance from major providers (JPMorgan, Amex, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|Amex", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "List the top 3 providers (e.g., Brex, Ramp, Amex, JPMorgan, or a bank/FinTech combo)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|Brex", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "List the top 3 providers (e.g., Brex, Ramp, Amex, JPMorgan, or a bank/FinTech combo)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|Corpay", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "payment platforms (Corpay, Payhawk)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|Payhawk", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "payment platforms (Corpay, Payhawk)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|SVB", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "SVB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "banks (SVB)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|deepseek-small|Ramp", "prompt": "c213-m5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "List the top 3 providers (e.g., Brex, Ramp, Amex, JPMorgan, or a bank/FinTech combo)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Amex", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look at traditional commercial cards (Amex, Chase, J.P. Morgan)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Chase", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at traditional commercial cards (Amex, Chase, J.P. Morgan)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|J.P. Morgan", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at traditional commercial cards (Amex, Chase, J.P. Morgan)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Ramp", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "issue an RFP to modern platforms (like Ramp, Brex, or Rippling)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Brex", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "issue an RFP to modern platforms (like Ramp, Brex, or Rippling)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Rippling", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "issue an RFP to modern platforms (like Ramp, Brex, or Rippling)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|google-small|Airwallex", "prompt": "c213-m5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "modern spend management platforms like Ramp, Brex, Rippling, and Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Brex", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Brex** (Tech-forward, high limits)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Ramp", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ramp** (Cost-saving focus)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Airbase", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Airbase** (Comprehensive spend management)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Divvy", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Divvy** (Budget-focused)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|American Express Business", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**American Express Business** (Rewards & benefits)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Capital One Spark", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Capital One Spark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Capital One Spark** (Travel rewards)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|minimax-small|Bank of America Business", "prompt": "c213-m5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Bank of America Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Bank of America Business** (Traditional banking relationship)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|mistral-small|Brex", "prompt": "c213-m5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of top corporate card providers (e.g., Brex, Ramp, American Express, Chase, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|mistral-small|Ramp", "prompt": "c213-m5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Brex, Ramp, American Express, Chase, etc."}, {"id": "mai-20260917-1752-baseline-2|c213-m5|mistral-small|American Express", "prompt": "c213-m5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Brex, Ramp, American Express, Chase, etc."}, {"id": "mai-20260917-1752-baseline-2|c213-m5|mistral-small|Chase", "prompt": "c213-m5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Brex, Ramp, American Express, Chase, etc."}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Rippling", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Rippling/Rho for HR-integrated automation"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Rho", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling/Rho for HR-integrated automation"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Brex", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Providers like Ramp or Brex excel for startups/mid-market with high rewards/no fees"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Ramp", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Providers like Ramp or Brex excel for startups/mid-market with high rewards/no fees"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Citi", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "banks (Citi/JPMorgan) for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|JPMorgan", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "banks (Citi/JPMorgan) for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c213-m5|xai-small|Amex Corporate", "prompt": "c213-m5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on programs from providers like Rippling, Rho, Brex, Ramp, Citi, JPMorgan, or Amex Corporate"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|CorTrust Bank Visa Business Card", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "CorTrust Bank Visa Business Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This card is consistently listed among the worst business cards due to its lack of rewards."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|First PREMIER Bank Mastercard", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "First PREMIER Bank Mastercard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Their programs are widely criticized for stacking fees ... alongside staggering interest rates (sometimes exceeding 30%)."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Indigo Platinum® Secured Card", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Indigo Platinum® Secured Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It is heavily discouraged because it carries a high annual fee ($99) and high variable APR"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Mastercard® Gold Card (Niche Versions)", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mastercard® Gold Card (Niche Versions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for exorbitant annual fees ... while offering meager returns"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Amalgated Bank Maximum Rewards World Mastercard", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amalgated Bank Maximum Rewards World Mastercard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it has been flagged for ending that window quickly ... potentially trapping business owners in high interest rates afterward"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|CCT", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "CCT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "traditional Purchasing Cards (from issuers like CCT or ARIBA networks) can sometimes be cumbersome"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|ARIBA", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "ARIBA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "traditional Purchasing Cards (from issuers like CCT or ARIBA networks) can sometimes be cumbersome"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Amex", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for cards from established networks (Amex, Chase, Capital One, Citi) that offer a clear balance"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Chase", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look for cards from established networks (Amex, Chase, Capital One, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Capital One", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look for cards from established networks (Amex, Chase, Capital One, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|alibaba-small|Citi", "prompt": "c213-m6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "look for cards from established networks (Amex, Chase, Capital One, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|anthropic-small|Ramp", "prompt": "c213-m6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ramp requires a $25,000 minimum ... Be cautious of programs with high minimum balance requirements if they don't fit your company size."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|anthropic-small|Brex", "prompt": "c213-m6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Brex requires a $50,000 balance ... Be cautious of programs with high minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|anthropic-small|Airwallex", "prompt": "c213-m6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airwallex lets early-stage companies issue cards and set spend controls from day one"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|anthropic-small|Wells Fargo", "prompt": "c213-m6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Wells Fargo was hit with massive fines for opening millions of fraudulent accounts and has been criticized for poor customer service."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|anthropic-small|Citibank", "prompt": "c213-m6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Citibank is known for high fees and a history of compliance issues."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-m6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This one comes up repeatedly in negative reviews... Reports of funds being pulled/frozen without clear warning"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|deepseek-small|Ramp", "prompt": "c213-m6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generally well-rated, but some cautionary notes... to a lesser extent, **Ramp** for balance-linked freezes and support limitations"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|deepseek-small|CorTrust Bank Visa Business Credit Card", "prompt": "c213-m6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "CorTrust Bank Visa Business Credit Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Named on WalletHub's \"worst credit cards\" list for small business (it's been on the list 9 years)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|deepseek-small|Amex", "prompt": "c213-m6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "all four major platforms (Amex, Brex, Ramp, BILL/Divvy) have strengths and large satisfied user bases"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|deepseek-small|Brex", "prompt": "c213-m6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "all four major platforms (Amex, Brex, Ramp, BILL/Divvy) have strengths and large satisfied user bases"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Chase", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most standard small-business cards from traditional banks (like Chase, Capital One, or American Express) require the business owner to personally guarantee the debt."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Capital One", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cards from traditional banks (like Chase, Capital One, or American Express) require the business owner to personally guarantee the debt"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|American Express", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cards from traditional banks (like Chase, Capital One, or American Express) require the business owner to personally guarantee the debt"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Ramp", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for true \"corporate liability\" cards (such as Ramp, Brex, or Airwallex)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Brex", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "in 2022, Brex abruptly fired tens of thousands of traditional small-business customers with very little notice"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Airwallex", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for true \"corporate liability\" cards (such as Ramp, Brex, or Airwallex)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Chase Ink Business Cash", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink Business Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A traditional business credit card (like the Chase Ink Business Cash or American Express Blue Business Cash) that allows you to carry a balance"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|American Express Blue Business Cash", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express Blue Business Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like the Chase Ink Business Cash or American Express Blue Business Cash) that allows you to carry a balance when cash flow gets tight"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|BILL Divvy", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "use platforms with a proven commitment to SMBs (like BILL Divvy, Mercury, or established commercial banks)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|google-small|Mercury", "prompt": "c213-m6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "use platforms with a proven commitment to SMBs (like BILL Divvy, Mercury, or established commercial banks)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|meta-small|Rippling Spend", "prompt": "c213-m6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some corporate card programs to consider include Rippling Spend, Slash, and Chase."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|meta-small|Slash", "prompt": "c213-m6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Slash", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some corporate card programs to consider include Rippling Spend, Slash, and Chase."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|meta-small|Chase", "prompt": "c213-m6", "model": "meta-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some corporate card programs to consider include Rippling Spend, Slash, and Chase."}, {"id": "mai-20260917-1752-baseline-2|c213-m6|minimax-small|FleetCor", "prompt": "c213-m6", "model": "minimax-small", "cat": "corporate-cards", "variant": "negative", "raw": "FleetCor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC sued **FleetCor** (fuel card marketer) for charging hundreds of millions in hidden fees after falsely promising no setup, transaction, or membership fees"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Bank of America", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Absolutely the worst corporate card. I may quit this job so I can get a different corporate card\" (Bank of America)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Corpay", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple complaints cite it as \"the worst business credit card ever\" with poor support responsiveness"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|First PREMIER® Bank Mastercard", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "First PREMIER® Bank Mastercard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Known for high fees and predatory terms"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Mastercard® Gold Card", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mastercard® Gold Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Listed among worst cards for rewards (7th year on the worst list)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Brex", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with: ... those with recent acquisitions (Brex)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Mercury", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with: Fintech cards that are banking-adjacent rather than purpose-built (Mercury)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|moonshot-small|Ramp", "prompt": "c213-m6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "paired with Ramp or similar for cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|American Express Corporate Cards", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express Corporate Cards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Programs/Issuers with Frequent Red Flags:\n- **American Express Corporate Cards**: Low BBB rating (1.08/5 from 500+ reviews)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Capital One Business/Corporate Cards", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Business/Corporate Cards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tops CFPB complaints for billing, fees, and service. BBB rating 1.14/5"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|CorTrust Bank Visa Business Card", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "CorTrust Bank Visa Business Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Repeatedly listed as one of the worst business cards ... lacks value for corporates"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Citi", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High complaint volumes (CFPB data) on fees, servicing, and support. Avoid if your business needs strong integrations or global use"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Bank of America", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High complaint volumes (CFPB data) on fees, servicing, and support. Avoid if your business needs strong integrations"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Synchrony", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Synchrony", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Traditional issuers like Citi, Bank of America, or Synchrony for business cards**: High complaint volumes"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Reap", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Reap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "sudden credit limit drops (e.g., Reap users reported unannounced resets)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Brex", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fintechs like Brex/Ramp may reject without $25k–$50k+ bank balance or VC funding; ... Popular alternatives like Ramp, Brex, or BILL Divvy score high"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Ramp", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Popular alternatives like Ramp, Brex, or BILL Divvy score high (4.8/5 G2) for no annual fees"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|xai-small|Divvy (now BILL)", "prompt": "c213-m6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Divvy (now BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Divvy (now BILL) more flexible but mixed support reviews (G2: 4.5/5)"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|zai-small|Chase Ink", "prompt": "c213-m6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Bank-Backed Cards With a Personal Guarantee (e.g., Chase Ink, Amex Business, Capital One Spark)- **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|zai-small|Amex Business", "prompt": "c213-m6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional Bank-Backed Cards With a Personal Guarantee (e.g., Chase Ink, Amex Business, Capital One Spark)- **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c213-m6|zai-small|Capital One Spark", "prompt": "c213-m6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Capital One Spark Cash, for example, is frequently flagged as riskier because it reports full activity to all three personal credit bureaus."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|alibaba-small|Ramp", "prompt": "c213-s1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the leading contender is **Ramp**... Ramp is widely considered the best option."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|alibaba-small|Amex Business", "prompt": "c213-s1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Traveling Businesses: American Express Business... traditional Amex cards remain the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|alibaba-small|Brex", "prompt": "c213-s1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Limit/Growth Companies: Brex... Their approval standards have tightened recently"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|alibaba-small|Airwallex", "prompt": "c213-s1", "model": "alibaba-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International/Multi-Currency Payments: Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|anthropic-small|Chase Ink Business cards", "prompt": "c213-s1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Chase Ink Business cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Options for Small B2B Companies:**\n- Chase Ink Business cards (various versions)"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|anthropic-small|American Express Business cards", "prompt": "c213-s1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Business cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- American Express Business cards"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|anthropic-small|Capital One Spark cards", "prompt": "c213-s1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Capital One Spark cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Capital One Spark cards"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|anthropic-small|Brex", "prompt": "c213-s1", "model": "anthropic-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Brex (geared toward startups/small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|challenger-small|Ramp", "prompt": "c213-s1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around corporate card program is **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|challenger-small|BILL Spend & Expense", "prompt": "c213-s1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a simpler small-business setup with no subscription or per-user software fees"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|challenger-small|Brex", "prompt": "c213-s1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are a well-funded startup"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|challenger-small|Amex Business", "prompt": "c213-s1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Amex Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your spend is steady and you care more about rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|challenger-small|Airwallex Corporate Card", "prompt": "c213-s1", "model": "challenger-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth considering if you need a $0-fee option with no minimum cash requirement"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|deepseek-small|Ramp", "prompt": "c213-s1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **most small B2B companies** ... **Ramp** is the clear winner."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|deepseek-small|Brex", "prompt": "c213-s1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Only choose Brex** if you are a heavily funded startup"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|deepseek-small|BILL Spend & Expense", "prompt": "c213-s1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Traditional SMBs with Tight Budgets: **BILL Spend & Expense** (formerly Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|deepseek-small|American Express Blue Business", "prompt": "c213-s1", "model": "deepseek-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Blue Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider a traditional high-cashback business card (e.g., **American Express Blue Business**)"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|Ramp Card", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Overall expense automation, cash-back, and saving money... Choose Ramp if you have at least $75,000 in the bank"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BILL Spend & Expense (Divvy) if you are a smaller, bootstrapped B2B company that wants tight control over department budgets"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|Brex", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Venture-backed B2B startups."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|Airwallex", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: International B2B companies and global supplier payments."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|American Express® Business Gold Card", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express® Business Gold Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose the Amex Business Gold if you are spending heavily on Google/Meta ads, AWS, or SaaS"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|google-small|Ink Business Preferred® Credit Card (Chase)", "prompt": "c213-s1", "model": "google-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ink Business Preferred® Credit Card (Chase)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: High-volume shipping, advertising, and internet/utilities."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|meta-small|Ramp", "prompt": "c213-s1", "model": "meta-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate card program for a small B2B company is Ramp, which offers free cards, no personal guarantee"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|Ramp Business Credit Card", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp Business Credit Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Ramp Business Credit Card** is the strongest contender today"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|Brex Business Credit Card", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex Business Credit Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Runner‑up:* **Brex Business Credit Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|Capital One Spark Miles", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Capital One Spark Miles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Travel‑focused alternative:* **Capital One Spark Miles**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|American Express Business Gold", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Business Gold", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Companies that **spend heavily on travel/entertainment** and want premium travel perks"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|Chase Ink Business Unlimited", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Everyday spending** with no annual fee; good for businesses that also bank with Chase."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|Capital One Spark Cash Plus", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Straight cash‑back** for businesses that want a simple, high‑rate card."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|minimax-small|US Bank Leverage Business Credit Card", "prompt": "c213-s1", "model": "minimax-small", "cat": "corporate-cards", "variant": "direct", "raw": "US Bank Leverage Business Credit Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Low‑cost, no‑frills** option for businesses that already use US Bank."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|mistral-small|Ramp", "prompt": "c213-s1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, Ramp is the best overall choice"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|mistral-small|Brex", "prompt": "c213-s1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need high limits and a unified platform, Brex is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|mistral-small|Mercury", "prompt": "c213-s1", "model": "mistral-small", "cat": "corporate-cards", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury is ideal if banking is your top priority."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|moonshot-small|Ramp", "prompt": "c213-s1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** \\u2014 Best Overall for Most Small B2B Companies"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|moonshot-small|Brex", "prompt": "c213-s1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Brex** if you need international capabilities or have complex global operations."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|moonshot-small|Mercury", "prompt": "c213-s1", "model": "moonshot-small", "cat": "corporate-cards", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Mercury** if you also need a business bank account"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|openai-small|Ramp", "prompt": "c213-s1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "then **Ramp is the safest default choice**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|openai-small|American Express", "prompt": "c213-s1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want established rewards / travel perks:** **American Express**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|openai-small|Brex", "prompt": "c213-s1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want high limits and startup-friendly spend management:** **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|openai-small|Expensify", "prompt": "c213-s1", "model": "openai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you already use expense software and only need reporting:** **Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|xai-small|Ramp", "prompt": "c213-s1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp leads NerdWallet/Forbes for SMBs (4.3–4.7/5)... **Prioritize controls/automation?** Ramp—top-rated for expense mgmt."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|xai-small|BILL Spend & Expense (ex-Divvy)", "prompt": "c213-s1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "BILL Spend & Expense (ex-Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Low cash/tighter budgets?** BILL Divvy—easiest approval."}, {"id": "mai-20260917-1752-baseline-2|c213-s1|xai-small|Brex", "prompt": "c213-s1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High software/travel?** Brex. | Less accessible for tiny bootstraps"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|xai-small|Rho", "prompt": "c213-s1", "model": "xai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one banking/spend mgmt, high FDIC; good for B2B cash flow | Fewer integrations"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|zai-small|Ramp", "prompt": "c213-s1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Ramp** is the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|zai-small|Brex", "prompt": "c213-s1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex still has the edge for venture-backed B2B companies with significant cash on hand"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|zai-small|American Express Business", "prompt": "c213-s1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "American Express Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amex is ideal if you want a traditional charge/credit card with strong rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|zai-small|Chase", "prompt": "c213-s1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional Bank Cards (Chase, Capital One, etc.) — Best for Simplicity & Credit Building"}, {"id": "mai-20260917-1752-baseline-2|c213-s1|zai-small|Capital One", "prompt": "c213-s1", "model": "zai-small", "cat": "corporate-cards", "variant": "direct", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional Bank Cards (Chase, Capital One, etc.) — Best for Simplicity & Credit Building"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|alibaba-small|Capital One Spark Cash Plus", "prompt": "c213-s2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Controls & Ease of Use: Capital One Spark Cash Plus"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|alibaba-small|American Express (Amex)", "prompt": "c213-s2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express (Amex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Granular User Management: American Express (Amex)"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|alibaba-small|Brex", "prompt": "c213-s2", "model": "alibaba-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Strict \"Hard\" Limits (Fintech Option): Brex ... While harder to qualify for, it offers the strictest modern controls."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|anthropic-small|Brex", "prompt": "c213-s2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If spend controls are your priority, **Brex** or **Ramp** would be your strongest choices."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|anthropic-small|Ramp", "prompt": "c213-s2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If spend controls are your priority, **Brex** or **Ramp** would be your strongest choices."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|anthropic-small|Slash Platinum Visa® Card", "prompt": "c213-s2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Slash Platinum Visa® Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the Slash Platinum Visa® Card is noted for cash back and controls"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|anthropic-small|U.S. Bank Triple Cash Rewards Visa® Business Card", "prompt": "c213-s2", "model": "anthropic-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "U.S. Bank Triple Cash Rewards Visa® Business Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a more traditional bank option with good controls at no annual fee, the **U.S. Bank Triple Cash Rewards** card offers solid features"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|challenger-small|Ramp", "prompt": "c213-s2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Ramp** as the best fit if your priority is **spend controls** and expense visibility"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|challenger-small|Capital on Tap", "prompt": "c213-s2", "model": "challenger-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital on Tap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Capital on Tap** is a solid alternative because it emphasizes real-time spending tracking"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|deepseek-small|Ramp Business Card", "prompt": "c213-s2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "want maximum control: Ramp is the #1 pick."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|deepseek-small|Brex", "prompt": "c213-s2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B business spends heavily on online advertising** to source leads, switch to **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|deepseek-small|BILL Divvy Corporate Card", "prompt": "c213-s2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for team-based budgets & approval workflows (free)"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|deepseek-small|Chase Ink Business Preferred", "prompt": "c213-s2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase Ink Business Preferred", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a traditional bank card with a real revolving credit limit ... go with **Chase Ink Business Preferred**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|deepseek-small|American Express Blue Business Plus", "prompt": "c213-s2", "model": "deepseek-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Blue Business Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why it's weaker for controls ... No vendor-level controls"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|Chase", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional banks (like Chase or Amex) offer basic employee card limits, but modern **fintech corporate cards** offer proactive, highly granular spend controls."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|Amex", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional banks (like Chase or Amex) offer basic employee card limits"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|Ramp Business Card", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp Business Card: Best Overall for B2B Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tight Budget Enforcement"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|Airwallex Corporate Card", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for International B2B & Global Suppliers"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|google-small|Brex", "prompt": "c213-s2", "model": "google-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex: Best for Venture-Backed B2B Startups"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|meta-small|Nav", "prompt": "c213-s2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Nav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare Credit Cards for Small Business Expense Management in 2026 - Nav"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|meta-small|Rippling", "prompt": "c213-s2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "This article discusses various business credit cards that offer spend control limits per employee"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|meta-small|Ramp", "prompt": "c213-s2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "6 Key Factors For Choosing a Business Credit Card - Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|meta-small|Navan", "prompt": "c213-s2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best corporate credit cards of 2026: Top 7 compared - Navan"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|meta-small|BILL Spend & Expense", "prompt": "c213-s2", "model": "meta-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "BILL Spend & Expense: A corporate card and expense tool that offers budget-first controls and low software cost."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|minimax-small|Ramp Business Card", "prompt": "c213-s2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Ramp Business Card**\n- **Key Features:** Excellent spend management platform with robust controls"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|minimax-small|Capital One Spark Cash Plus", "prompt": "c213-s2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Capital One Spark Cash Plus**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|minimax-small|American Express Business Platinum Card", "prompt": "c213-s2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Business Platinum Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **American Express Business Platinum Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|minimax-small|Brex Business Card", "prompt": "c213-s2", "model": "minimax-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex Business Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Brex Business Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|mistral-small|Ramp Business Card", "prompt": "c213-s2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, the **Ramp Business Card** is the best overall choice due to its robust, automated spend controls and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|mistral-small|Brex Business Card", "prompt": "c213-s2", "model": "mistral-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex Business Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is a strong alternative with excellent rewards and flexibility."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Capital One Spark Cash Plus", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Capital One Spark Cash Plus"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|American Express Business Gold", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "American Express Business Gold", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Category-Driven B2B Spend: American Express Business Gold"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Chase Ink Business Preferred", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Chase Ink Business Preferred", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Option: Chase Ink Business Preferred"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Ramp", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp**, **Brex**, or **Mercury** offer corporate cards built specifically around policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Brex", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp**, **Brex**, or **Mercury** offer corporate cards built specifically around policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Mercury", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ramp**, **Brex**, or **Mercury** offer corporate cards built specifically around policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|moonshot-small|Rippling Spend", "prompt": "c213-s2", "model": "moonshot-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Rippling Spend** (if you use Rippling for payroll/HR) integrates card controls directly with employee permissions."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|openai-small|Capital One Spark Cash Plus", "prompt": "c213-s2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Capital One Spark Cash Plus** if you want a simple business credit card with **strong spend controls via virtual cards**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|openai-small|Ramp", "prompt": "c213-s2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Ramp** if you care most about **tight spend controls, approvals, and policy enforcement**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|openai-small|Brex", "prompt": "c213-s2", "model": "openai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Brex** if you want **virtual vendor cards and spend limits** as a core workflow"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|xai-small|Ramp Business Card", "prompt": "c213-s2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend the Ramp Business Card as the top choice for spend controls."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bootstrapped B2B with variable cash flow | $0 | Up to 7%"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|xai-small|Brex Card", "prompt": "c213-s2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dropped very small businesses; better for VC-backed"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|xai-small|Capital One Spark Cash Plus", "prompt": "c213-s2", "model": "xai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Requires personal guarantee/credit check; less advanced software"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|zai-small|Ramp Corporate Card", "prompt": "c213-s2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend the **Ramp Corporate Card**."}, {"id": "mai-20260917-1752-baseline-2|c213-s2|zai-small|Brex", "prompt": "c213-s2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "here are two strong alternatives: **Brex:**"}, {"id": "mai-20260917-1752-baseline-2|c213-s2|zai-small|Mercury", "prompt": "c213-s2", "model": "zai-small", "cat": "corporate-cards", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury:** If you are a tech-forward B2B company... their credit card integrates seamlessly"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|alibaba-small|Ramp", "prompt": "c213-s3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Ramp if you want a simple, set-it-and-forget-it solution. It is the most robust option for small to mid-sized teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|alibaba-small|Brex", "prompt": "c213-s3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Brex if you are a tech-forward startup that just received funding."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|alibaba-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s3", "model": "alibaba-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Divvy if you have many employees who need individual budgets"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Ramp", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (best for cash back), Rho (best for flexible qualification requirements), and Rippling (best for companies operating internationally)"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Rho", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rho (best for flexible qualification requirements)"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Rippling", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling (best for companies operating internationally)"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Expensify Visa Commercial Card", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Expensify Visa Commercial Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Expensify Visa Commercial Card designed for small business owners"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|BILL Divvy Corporate Card", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Divvy Corporate Card", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL Divvy Corporate Card suitable for corporations of all sizes"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Brex", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Brex's $50,000 minimum shuts out most bootstrapped founders"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|anthropic-small|Airwallex Corporate Cards", "prompt": "c213-s3", "model": "anthropic-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex Corporate Cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airwallex Corporate Cards offer multi-currency spending with no balance floor, making it more accessible"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|Ramp", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Ramp** if you want the best balance of **controls, automation, and low cost** for a small U.S. team."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|BILL Spend & Expense (Divvy)", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **BILL Spend & Expense** if your priority is **budget enforcement** and **minimal software fees**."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|Brex", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Brex** if you're a **funded startup** and want a no-PG corporate card"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|Rippling Corporate Card", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Rippling** if you want **cards plus HR/payroll/spend** in one system."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|Rho", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Rho** if you want **flexible approval** and **cash back**."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|challenger-small|Amex/Chase-style business cards", "prompt": "c213-s3", "model": "challenger-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex/Chase-style business cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Amex/Chase business cards** if you want **rewards first** and don't need deep spend management."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|Ramp", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most small teams:** **Ramp** — it's free, requires no personal guarantee, and bundles cards + expenses + AP into one tool."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|Brex", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** — Best for funded/VC-backed startups and global teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for budget discipline / traditional SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|Mercury", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercury** for easy approval with banking and treasury in one place."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|Navan (formerly TripActions)", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan** for automated travel-expense matching."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|deepseek-small|Rho", "prompt": "c213-s3", "model": "deepseek-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong banking + cards + AP bundle (no-PG alternative)"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|Ramp", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Ramp**. Its receipt-matching and subscription-saving software is the best in the industry."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|BILL Spend & Expense", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Budget-First\" Spending"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|Brex", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a VC-backed startup seeking high credit limits:** Go with **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|Airwallex", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team is international or pays foreign vendors:** Go with **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|Amex Business", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you travel constantly and want elite travel perks:** Go with a premium **Chase Ink** or **Amex Business** card."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|google-small|Chase Ink", "prompt": "c213-s3", "model": "google-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Chase Ink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with a premium **Chase Ink** or **Amex Business** card."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|meta-small|Ramp", "prompt": "c213-s3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is considered the best overall corporate card, with no annual fee and powerful expense automation."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|meta-small|Brex", "prompt": "c213-s3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is best for venture-backed startups"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|meta-small|BILL Spend & Expense", "prompt": "c213-s3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL Spend & Expense is suitable for budget-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|meta-small|Rho", "prompt": "c213-s3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rho is a strong option for startups that want banking, cards, bill pay, and expense control."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|meta-small|Airwallex", "prompt": "c213-s3", "model": "meta-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Airwallex is best for multi-currency global spend."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|minimax-small|Ramp", "prompt": "c213-s3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams should start with **Ramp** as the default for its free, fast, and strong controls."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|minimax-small|Brex", "prompt": "c213-s3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're VC-funded with significant runway, **Brex** offers higher limits."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|minimax-small|Airbase", "prompt": "c213-s3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Airbase** if you need procurement + card features (mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|minimax-small|Divvy (BILL Spend & Expense)", "prompt": "c213-s3", "model": "minimax-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Divvy (BILL Spend & Expense)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Divvy** if you prioritize budget controls and free cards"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|Ramp", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Most small businesses and startups... Ramp for most small teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|Brex", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex for funded startups"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL for AP/finance teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|Rho", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rho for flexible qualification"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|Rippling Corporate Card", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rippling Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling for global operations"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|mistral-small|Expensify", "prompt": "c213-s3", "model": "mistral-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Expensify for reimbursement automation"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|Ramp", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Ramp** if you want the best overall mix of cards, bill pay, and automation for a growing team."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|BILL Spend & Expense", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BILL Spend & Expense** if your top priority is tight budgeting and you want the easiest qualification."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|Brex", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Brex** if you are a startup with significant software, travel, and rideshare spend"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|Rho", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Rho** if you have been declined by the others due to bank balance or revenue minimums."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|Navan", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tradeoff:** Heavier focus on travel; may be overkill if your team rarely leaves the office."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|moonshot-small|Amex", "prompt": "c213-s3", "model": "moonshot-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional Corporate Cards (e.g., Amex) | ... Usually requires $4M+ revenue"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|openai-small|Ramp", "prompt": "c213-s3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small startup or lean team:** Ramp"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|openai-small|Brex", "prompt": "c213-s3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Startup wanting a more established spend platform and possibly higher limits:** Brex"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|openai-small|Airbase", "prompt": "c213-s3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Team with heavier AP/procurement needs:** Airbase"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|openai-small|American Express business cards", "prompt": "c213-s3", "model": "openai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express business cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Team prioritizing rewards/travel perks over automation:** Amex"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|xai-small|Ramp", "prompt": "c213-s3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Ramp or BILL for most small teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Ramp or BILL for most small teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|xai-small|Brex", "prompt": "c213-s3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Rewards-heavy but points devalue cash... Brex least SMB-friendly without funding."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|xai-small|Rho", "prompt": "c213-s3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Growth SMBs wanting integrated banking... All-in-one finance stack; strong support reviews."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|xai-small|Amex Business Gold", "prompt": "c213-s3", "model": "xai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Amex Business Gold", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "add rewards/credit but require personal guarantees/credit pulls, less ideal for teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Ramp", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is widely recommended as the default recommendation for small businesses and startups."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Brex", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Funded Startups:** **Brex** — Premium travel perks"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|BILL Spend & Expense", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Budget-Conscious Teams:** **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Rho", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp and Rho provide the strongest control features for expense governance."}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Airwallex", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for International Teams:** **Airwallex** — Zero FX markup"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|American Express Business", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "American Express Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Premium Travel Rewards:** **American Express Business**"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Navan", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Navan** | Teams wanting integrated expense + travel | Varies |"}, {"id": "mai-20260917-1752-baseline-2|c213-s3|zai-small|Expensify", "prompt": "c213-s3", "model": "zai-small", "cat": "corporate-cards", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Expensify** | Simple expense management | Varies |"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|Ramp", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp generally offers the most robust free tier with the least friction for traditional SMBs."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose BILL if: You are already using BILL for paying vendors/invoices."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|Brex", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Qualification is stricter: Often requires recent funding or high revenue. Traditional SMBs with limited history may get rejected."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|Chase", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid \"Traditional\" Bank Cards: Most major banks (Chase, Amex, Capital One) charge annual fees"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|Amex", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Amex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid \"Traditional\" Bank Cards: Most major banks (Chase, Amex, Capital One) charge annual fees"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|alibaba-small|Capital One", "prompt": "c213-s4", "model": "alibaba-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid \"Traditional\" Bank Cards: Most major banks (Chase, Amex, Capital One) charge annual fees"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|anthropic-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is ideal if cost control is your primary concern."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|anthropic-small|Chase Ink Business Unlimited", "prompt": "c213-s4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is a solid choice if you want a simple, no-fee card with modest rewards."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|anthropic-small|American Express Blue Business Cash®", "prompt": "c213-s4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Blue Business Cash®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It could be a perfect fit for businesses that spend less than $50,000 per year"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|anthropic-small|Ramp Card", "prompt": "c213-s4", "model": "anthropic-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp Credit Card is highlighted as the best overall corporate credit card"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|challenger-small|U.S. Bank Triple Cash Rewards Visa® Business Card", "prompt": "c213-s4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "U.S. Bank Triple Cash Rewards Visa® Business Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The strongest single recommendation from the results is the **U.S. Bank Triple Cash Rewards Visa® Business Card** as a **budget-conscious** option"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|challenger-small|Ramp", "prompt": "c213-s4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best corporate program with controls:** **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|challenger-small|Brex", "prompt": "c213-s4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally better suited to companies with stronger spend volume and qualification profiles than very small, tight-budget businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|challenger-small|Rippling", "prompt": "c213-s4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one spend management:** **Rippling Corporate Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|challenger-small|Chase Ink Business Unlimited®", "prompt": "c213-s4", "model": "challenger-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best basic cash-back business card:** **Chase Ink Business Unlimited®** at **1.5% back on all purchases**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|Ramp", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Top Pick: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|Chase Ink Business Cash®", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Cash®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Runner-Up: **Chase Ink Business Cash®**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|BILL Spend & Expense", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 Strong Alternative: **BILL Spend & Expense** (formerly Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|Brex", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free Essentials plan with high limits and startup-friendly rewards... Best if you're a VC-backed startup."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|Mercury", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free business banking + cards in one platform."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|deepseek-small|American Express Blue Business Cash™", "prompt": "c213-s4", "model": "deepseek-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Blue Business Cash™", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$0 annual fee, 2% cash back on all purchases (up to $50K/year). Requires personal credit check."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|google-small|Ramp", "prompt": "c213-s4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Option 1: Ramp (Best Overall for Spend Control & Software Savings)"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|google-small|BILL Spend & Expense", "prompt": "c213-s4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Micro-Budgets & Easy Qualification ... best choice if you are a very small or bootstrapped business"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|google-small|Chase Ink Business Unlimited®", "prompt": "c213-s4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Traditional Card for Capital & Sign-Up Bonus"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|google-small|Amex Blue Business Cash™", "prompt": "c213-s4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Amex Blue Business Cash™", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Flat 2% Cash Back ... a top-tier traditional option"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|google-small|Brex", "prompt": "c213-s4", "model": "google-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "it is **not recommended for standard small businesses on a tight budget**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|meta-small|Ramp", "prompt": "c213-s4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate card program for a small company with a tight budget is Ramp, which is free, has no personal guarantee"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|meta-small|Bill Spend & Expense", "prompt": "c213-s4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Bill Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Bill Spend & Expense, which is a strong corporate card and expense management platform"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|meta-small|Expensify", "prompt": "c213-s4", "model": "meta-small", "cat": "corporate-cards", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify, which offers a corporate card program with flexible credit limits and customization options"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|minimax-small|Airwallex Corporate Card", "prompt": "c213-s4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend either **Chase Ink Business Unlimited** (for simple cash back) or **Airwallex** (for international usage and no markup fees)"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|minimax-small|Chase Ink Business Unlimited®", "prompt": "c213-s4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited®", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend either **Chase Ink Business Unlimited** (for simple cash back) or **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|minimax-small|American Express Blue Business Plus", "prompt": "c213-s4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Blue Business Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Business owners wanting rewards without annual fees"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|minimax-small|Capital One Spark 1% Classic", "prompt": "c213-s4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Capital One Spark 1% Classic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Businesses needing to build credit (accepts fair credit)"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|minimax-small|Ramp Corporate Card", "prompt": "c213-s4", "model": "minimax-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Companies wanting automated financial management"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|mistral-small|Ramp", "prompt": "c213-s4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** stands out as a top choice—it's free, does not require a personal guarantee, and includes built-in spend management tools"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|mistral-small|Bill Spend & Expense", "prompt": "c213-s4", "model": "mistral-small", "cat": "corporate-cards", "variant": "budget", "raw": "Bill Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another excellent option for businesses managing 10+ cardholders is **Bill Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|moonshot-small|Ramp", "prompt": "c213-s4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp** is the clear winner because it's truly free while offering solid rewards and powerful spend management tools"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c213-s4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **BILL Spend & Expense (formerly Divvy)**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|moonshot-small|Brex", "prompt": "c213-s4", "model": "moonshot-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|Ramp", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall fit: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|American Express Corporate Purchasing Card", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "American Express Corporate Purchasing Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best traditional corporate option: **American Express Corporate Purchasing Card**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|Corporate Green Card", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Corporate Green Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually not best for a tight budget ... **Corporate Green Card**: up to **$75 annual fee**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|Corporate Gold Card", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Corporate Gold Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Corporate Gold Card**: **$250 annual fee**"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|Corporate Platinum Card", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Corporate Platinum Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid premium corporate cards unless travel perks clearly outweigh the cost."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|openai-small|Brex", "prompt": "c213-s4", "model": "openai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "side-by-side comparison of Ramp vs Brex vs Amex"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|xai-small|Ramp Corporate Card", "prompt": "c213-s4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Ramp Corporate Card** stands out as the best overall option among modern corporate card programs"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|xai-small|BILL Divvy", "prompt": "c213-s4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Apply to Ramp or BILL Divvy first—they're most forgiving for tiny budgets/bootstrapped ops"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|xai-small|Rho Corporate", "prompt": "c213-s4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho Corporate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one banking + cards, no PG, transparent rates, treasury tools. Good for bootstrapped."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|xai-small|Brex Card", "prompt": "c213-s4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Targets funded startups ($50K+ balance typical); points value varies."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|xai-small|Chase Ink Business Unlimited", "prompt": "c213-s4", "model": "xai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Traditional fallback**: If you need a credit card (not charge), Chase Ink Business Unlimited ($0 fee, 1.5% cash back everywhere)"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|zai-small|Airwallex Corporate Card", "prompt": "c213-s4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Airwallex Corporate Card", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex Corporate Card** is the clear winner with its $0 annual fee, $0 minimum, 0% FX markup, and no personal guarantee."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|zai-small|BILL Divvy (BILL Spend & Expense)", "prompt": "c213-s4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "BILL Divvy (BILL Spend & Expense)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have minimal cash reserves, **BILL Divvy** is ideal as it uses credit underwriting rather than requiring a minimum balance."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|zai-small|Ramp Business Card", "prompt": "c213-s4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Ramp Business Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need strong expense management features and can meet the $25K minimum, **Ramp** offers excellent controls and automation."}, {"id": "mai-20260917-1752-baseline-2|c213-s4|zai-small|Rho Corporate Card", "prompt": "c213-s4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Rho Corporate Card", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Flexible Qualification* ... No personal guarantee, competitive FX rates"}, {"id": "mai-20260917-1752-baseline-2|c213-s4|zai-small|Brex", "prompt": "c213-s4", "model": "zai-small", "cat": "corporate-cards", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid cards with high minimum funding requirements (like Brex's $50K minimum)"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|anthropic-small|American Express", "prompt": "c213-s5", "model": "anthropic-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major options include American Express, Chase, Capital One, and others"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|anthropic-small|Chase", "prompt": "c213-s5", "model": "anthropic-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major options include American Express, Chase, Capital One, and others"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|anthropic-small|Capital One", "prompt": "c213-s5", "model": "anthropic-small", "cat": "corporate-cards", "variant": "scale", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major options include American Express, Chase, Capital One, and others"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|Ramp", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — no fee, up to 1.5% cashback, strong controls, 2% APY on idle cash"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|Rippling", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling Corporate Card** — no PG, 1.75% cashback, deep payroll/HR integration"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|Brex", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brex** — rewards on travel/software/restaurants, good for spend-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|BILL Divvy", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL Divvy** — good for businesses with smaller bank balances, flexible limits"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|Chase Ink", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase Ink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional cards (Chase Ink, Amex) are fine if you just want simple rewards and don't need the controls/integration."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|deepseek-small|Amex", "prompt": "c213-s5", "model": "deepseek-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional cards (Chase Ink, Amex) are fine if you just want simple rewards and don't need the controls/integration."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Ramp", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If receipt chasing & accounting sync is the nightmare:* Go with **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|BILL Spend & Expense", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If overspending & budgeting is the nightmare:* Go with **BILL Spend & Expense**."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Brex", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Heavy travel & venture-backed startups... Acquired by Capital One; product shifts may occur."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Amex", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Clunky software; manual receipt chasing is still required."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Chase", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Clunky software; manual receipt chasing is still required."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Airwallex", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If global payments/multi-currency is the nightmare:* Look at **Airwallex** or **Wise**."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|google-small|Wise", "prompt": "c213-s5", "model": "google-small", "cat": "corporate-cards", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at **Airwallex** or **Wise**."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|minimax-small|Ramp", "prompt": "c213-s5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp** – No fees, good spend controls"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|minimax-small|Brex", "prompt": "c213-s5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex** – Great for startups, robust features"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|minimax-small|Divvy", "prompt": "c213-s5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Divvy** – Good budgeting features"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|minimax-small|American Express Business", "prompt": "c213-s5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**American Express Business** – Strong rewards"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|minimax-small|Capital One Spark", "prompt": "c213-s5", "model": "minimax-small", "cat": "corporate-cards", "variant": "scale", "raw": "Capital One Spark", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Capital One Spark** – Good for fair credit"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|Ramp", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|Brex", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|American Express Business", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "American Express Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|Chase Ink", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Chase Ink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|Divvy", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|mistral-small|Rho", "prompt": "c213-s5", "model": "mistral-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compare top corporate card programs (e.g., Ramp, Brex, American Express Business, Chase Ink, Divvy, Rho)."}, {"id": "mai-20260917-1752-baseline-2|c213-s5|moonshot-small|Brex", "prompt": "c213-s5", "model": "moonshot-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "while **Brex** works well if you want one consolidated platform"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|moonshot-small|Ramp", "prompt": "c213-s5", "model": "moonshot-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a 30-person company, **Ramp or Mercury + Ramp** is commonly recommended for cost-conscious startups"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|moonshot-small|Mercury", "prompt": "c213-s5", "model": "moonshot-small", "cat": "corporate-cards", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp or Mercury + Ramp** is commonly recommended for cost-conscious startups"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|moonshot-small|Stripe", "prompt": "c213-s5", "model": "moonshot-small", "cat": "corporate-cards", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Stripe** | Already using Stripe for payments | Native integration |"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|moonshot-small|Float", "prompt": "c213-s5", "model": "moonshot-small", "cat": "corporate-cards", "variant": "scale", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "providers that don't require personal guarantees (Brex, Ramp, Mercury, Stripe, Float)"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Ramp", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-5 providers: Ramp, Brex, Divvy for SMBs; test demos. | Ramp | Automation | $0 | 1.5% cashback"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Brex", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3-5 providers: Ramp, Brex, Divvy for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Rippling", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "prioritize solutions designed for SMBs ... like Ramp, Brex, Rippling, Rho, or Divvy"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Rho", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| Rho | Banking integration | $0 | 1-2% | Bank balance-linked"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Divvy", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist 3-5 providers: Ramp, Brex, Divvy for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|Amex", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "Amex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional corporate cards from banks (e.g., Amex, JPMorgan) may work but often target larger firms with stricter requirements"}, {"id": "mai-20260917-1752-baseline-2|c213-s5|xai-small|JPMorgan", "prompt": "c213-s5", "model": "xai-small", "cat": "corporate-cards", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may work but often target larger firms with stricter requirements like $250K+ annual spend"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|WEX", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "WEX: Currently holding very low ratings (e.g., ~1.4/5 stars on Trustpilot), users frequently cite frustration with inaccessible customer service"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Corpay", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Often rated poorly on the Better Business Bureau (BBB), with customers describing the service experience as unhelpful or \"the worst.\""}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Citi", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many small businesses find their legacy systems clunky compared to modern fintech alternatives"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Wells Fargo", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many small businesses find their legacy systems clunky compared to modern fintech alternatives"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Ramp", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the trend is shifting away from traditional \"corporate\" cards ... toward modern expense management platforms (such as Ramp, Brex, or Bluevine/Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Brex", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "such as Ramp, Brex, or Bluevine/Divvy"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|alibaba-small|Bluevine/Divvy", "prompt": "c213-s6", "model": "alibaba-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bluevine/Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Ramp, Brex, or Bluevine/Divvy"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|anthropic-small|Brex", "prompt": "c213-s6", "model": "anthropic-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Brex has strict entry requirements with a $50,000 minimum that shuts out most bootstrapped founders"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|challenger-small|Ramp", "prompt": "c213-s6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **\"avoid / okay / best fit\" checklist** for specific programs like Ramp, Brex, Amex Corporate, BILL Spend & Expense, and Chase Ink."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|challenger-small|Brex", "prompt": "c213-s6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "checklist** for specific programs like Ramp, Brex, Amex Corporate, BILL Spend & Expense, and Chase Ink."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|challenger-small|Amex Corporate", "prompt": "c213-s6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific programs like Ramp, Brex, Amex Corporate, BILL Spend & Expense, and Chase Ink."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|challenger-small|BILL Spend & Expense", "prompt": "c213-s6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "programs like Ramp, Brex, Amex Corporate, BILL Spend & Expense, and Chase Ink."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|challenger-small|Chase Ink", "prompt": "c213-s6", "model": "challenger-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "like Ramp, Brex, Amex Corporate, BILL Spend & Expense, and Chase Ink."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|American Express Business Platinum", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express Business Platinum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "($695–$895/year) ... Avoid if you won't realistically use the benefits."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Capital One Spark Cash Plus", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Capital One Spark Cash Plus** ($150/year) only make sense if your spend genuinely justifies them"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Ramp", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "markets a \"free\" plan but locks key features ... behind paid tiers that quickly erase any cost advantage. Reviews call this a deceptive \"freemium\" model."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Brex", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the free plan is essentially a basic card with no expense management ... many traditional small businesses won't even qualify"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Amex Blue Business Plus", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Blue Business Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "No-annual-fee cards like Chase Ink Business Cash, the Amex Blue Business Plus ... are generally safer starting points"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Chase Ink Business Cash", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink Business Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No-annual-fee cards like Chase Ink Business Cash ... generally safer starting points"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Bank of America Business Advantage", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bank of America Business Advantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many otherwise decent cards carry 2.7%–3% foreign transaction fees ... Bank of America Business Advantage** cards"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Capital One business cards", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One business cards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Capital One business cards ($0 FX) and several no-FX options avoid this."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|U.S. Bank business cards", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "U.S. Bank business cards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "typically require a **personal guarantee**, putting your personal credit on the line"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|Divvy/BILL", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "Divvy/BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fintech cards (Ramp, Brex, Divvy/BILL) offer corporate liability with no PG — but those come with the upsell issues"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|CorTrust Bank Visa Business Credit Card", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "CorTrust Bank Visa Business Credit Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "WalletHub's \"worst cards\" lists include the **CorTrust Bank Visa Business Credit Card** (rated among the worst for small business for years)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|deepseek-small|First PREMIER Bank", "prompt": "c213-s6", "model": "deepseek-small", "cat": "corporate-cards", "variant": "negative", "raw": "First PREMIER Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "rebuilder-focused cards from **First PREMIER Bank** (12 years running) — generally poor rewards, high fees, and low limits"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Brex", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are a traditional or bootstrapped small business, avoid fintech platforms built heavily around venture-capital-funded models."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Capital One Spark", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some cards—historically including several **Capital One Spark** business credit cards ...—report all of your monthly spending and balances to consumer bureaus"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Chase", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most major banks (such as Chase and American Express) only report your business card activity to personal credit bureaus if you default"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Ramp", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many corporate card programs (like **Ramp** or the classic **Amex Business Platinum**) are *charge cards*, not credit cards."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Amex Business Platinum", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Business Platinum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Premium cards like the **Amex Business Platinum** carry high annual fees (e.g., $695)."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Wells Fargo", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most traditional business cards (from Chase, Wells Fargo, etc.) require a **Personal Guarantee (PG)**."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Chase Ink Business Unlimited", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink Business Unlimited", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Most small businesses are better off with a simple, no-annual-fee cash-back card (such as the Chase Ink Business Unlimited or Capital One Spark Cash Select)."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|google-small|Capital One Spark Cash Select", "prompt": "c213-s6", "model": "google-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark Cash Select", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better off with a simple, no-annual-fee cash-back card (such as the Chase Ink Business Unlimited or Capital One Spark Cash Select)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|mistral-small|Ramp", "prompt": "c213-s6", "model": "mistral-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some newer SaaS corporate card programs (like Ramp) require businesses to maintain substantial cash balances in a U.S. bank account, which may not be feasible for all small businesses."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|mistral-small|Brex", "prompt": "c213-s6", "model": "mistral-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some providers, such as Brex, have shifted their target market from small businesses to mid-market and enterprise clients, making their programs less suitable or accessible"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|American Express Business Gold Card", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express Business Gold Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some cards charge substantial annual fees that may not justify returns for smaller businesses: **American Express Business Gold Card**: $375 annual fee"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|Capital One Spark Cash Plus", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Capital One Spark Cash Plus**: $150 annual fee (though waived at $150K+ spend)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|Brex", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While Brex is popular, small businesses should be cautious because: **In 2022, Brex abruptly discontinued service** for smaller startups and non-VC-backed businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|Ramp", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Ramp** | $0 fee, 1.5% cashback, strong spend controls | Cost-focused SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|BILL Divvy", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL Divvy** | Free, pre-allocated budgets | AP-led teams"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|Mercury", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mercury** | Strong banking + basic cards | Startups needing unified banking"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|moonshot-small|Rippling", "prompt": "c213-s6", "model": "moonshot-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Rippling** | Custom card policies | Businesses needing tight control"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|openai-small|American Express", "prompt": "c213-s6", "model": "openai-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "American Express corporate card terms show annual fees on some products and a 2.5% foreign transaction fee."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|openai-small|Stripe", "prompt": "c213-s6", "model": "openai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Stripe's corporate card agreement also mentions possible periodic fees, foreign transaction fees, misuse penalties, and late/failed payment costs."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|openai-small|JPMorgan", "prompt": "c213-s6", "model": "openai-small", "cat": "corporate-cards", "variant": "negative", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "JPMorgan's explanation of corporate liability is a good benchmark: the company, not the owner or employee, is solely responsible for charges."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|American Express Corporate Platinum", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "American Express Corporate Platinum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Fee Premium Cards like American Express Corporate Platinum ($550–$895 annual fee)... the fee outweighs benefits for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Chase Ink Business", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Chase Ink Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cards Requiring Personal Guarantees (e.g., Traditional Bank-Issued: Chase Ink Business...)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Capital One Spark Cash Plus", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Capital One Spark Cash Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Owners personally liable if business defaults—risks personal assets/credit."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Amex Blue Business Plus", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Amex Blue Business Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cards Requiring Personal Guarantees (e.g., ... Amex Blue Business Plus)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Ramp", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High Minimum Balance Programs (e.g., Ramp: $25K...)  Ties credit limits to bank balances; excludes bootstrapped SMBs"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Brex", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Brex: $50K+ for startups ... Brex now favors VC-funded startups."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|HDFC", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "HDFC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Programs with Frequent Complaints on Fees/Support (e.g., HDFC/AXIS/ICICI/Amex in India..."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|AXIS", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "AXIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Hidden charges (2–3% FX, MDR), poor customer service, delays."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|ICICI", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "ICICI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Hidden charges (2–3% FX, MDR), poor customer service, delays."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Corpay", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Programs with Frequent Complaints on Fees/Support (e.g., ... Corpay/WEX in US)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|WEX", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "WEX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "WEX has 1.4/5 Trustpilot ratings for SMB setup nightmares."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|BILL Divvy", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Divvy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Opt for no-fee, no-PG cards like BILL Divvy, Airwallex, or Rho (if qualifying)."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Airwallex", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for no-fee, no-PG cards like BILL Divvy, Airwallex, or Rho"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|xai-small|Rho", "prompt": "c213-s6", "model": "xai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Opt for no-fee, no-PG cards like BILL Divvy, Airwallex, or Rho (if qualifying)."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|WEX Inc.", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "WEX Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent user dissatisfaction with service, payments, and refunds makes it a risky choice for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Credit One", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Known for high-interest rates and aggressive fees that can quickly balloon a small balance."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|OpenSky", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "OpenSky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the fees and rigid terms are not ideal for a growing small business"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|First Progress", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "First Progress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the fees and limited growth potential are poor for scaling businesses"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Indigo Card", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Indigo Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Similar to other sub-prime cards—high interest and limited benefits."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Mission Lane", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Mission Lane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Frequently criticized for unclear terms and slow issue resolution."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Premier Bank", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Premier Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Sub-prime issuer with a track record of high costs and limited flexibility."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Atlantica", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Atlantica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "user reports point to service and transparency issues"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Petal", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Petal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "many users feel the rewards and support are underwhelming"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Luxury Card", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Luxury Card", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Targeted at high-end spenders; not a good fit for most small businesses."}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Bread (formerly Comenity)", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Bread (formerly Comenity)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "has a reputation for difficult interactions with cardholders"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Citi", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "many small-business users report long wait times and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Synchrony", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Synchrony", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "user feedback often cites poor service and opaque policies"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|JPMorgan Chase", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Abrupt card discontinuations with little notice, communication gaps"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Ramp", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Integrated expense-management software (e.g., Ramp, Brex, Airbase, BILL Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Brex", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Integrated expense-management software (e.g., Ramp, Brex, Airbase, BILL Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|Airbase", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Integrated expense-management software (e.g., Ramp, Brex, Airbase, BILL Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c213-s6|zai-small|BILL Divvy", "prompt": "c213-s6", "model": "zai-small", "cat": "corporate-cards", "variant": "negative", "raw": "BILL Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Integrated expense-management software (e.g., Ramp, Brex, Airbase, BILL Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|Coupa Business Spend Management", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall Best Balance** | **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|SAP Ariba", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The dominant choice if your company already uses SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|Ivalua", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for being highly flexible... excels in contract and risk management"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|Navan (formerly TripActions)", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Companies with high-volume business travel."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|Versapay", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** CFOs focused purely on working capital efficiency and accounts payable automation."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|alibaba-small|Jaggaer", "prompt": "c214-l1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Manufacturing, energy, or heavy industrial B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|anthropic-small|Coupa", "prompt": "c214-l1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is best for enterprise direct plus indirect spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|anthropic-small|Ramp", "prompt": "c214-l1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best spend management software in 2026 for most finance teams is Ramp (unified card, AP, procurement, treasury, free tier)"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|anthropic-small|Brex", "prompt": "c214-l1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Brex (global multi-entity, local currency in 50+ countries)"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|anthropic-small|Payhawk", "prompt": "c214-l1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams that need deeper procurement, intake, POs, three-way match, Payhawk and Airbase by Paylocity lead"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|anthropic-small|Airbase by Paylocity", "prompt": "c214-l1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase by Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payhawk and Airbase by Paylocity lead"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|challenger-small|Coupa", "prompt": "c214-l1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|challenger-small|SAP Concur", "prompt": "c214-l1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest pain point is **travel and expense**, **SAP Concur** is often the better enterprise-specific choice."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|challenger-small|Ramp", "prompt": "c214-l1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more often framed as best for fast-growing companies than heavyweight enterprise procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|challenger-small|Brex", "prompt": "c214-l1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong for **global, multi-entity** finance teams"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|challenger-small|Spendesk", "prompt": "c214-l1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good fit for **European mid-market** companies rather than very large enterprise procurement stacks"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|Coupa", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Procurement Powerhouse: **Coupa** ... Coupa is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|SAP Ariba", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**The Alternative:** **SAP Ariba** (plus SAP Concur) is the leading choice if your enterprise runs on SAP S/4HANA."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|Ramp", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I would recommend starting with a **Ramp or Payhawk proof-of-concept** due to their rapid deployment and better user experience."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|Brex", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Brex (Best for global multi-entity teams):** Also rated **4.8/5**."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|Payhawk", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I would recommend starting with a **Ramp or Payhawk proof-of-concept**"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|deepseek-small|SAP Concur", "prompt": "c214-l1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Travel & Expense (T&E) Specialist: **SAP Concur** ... the most deeply embedded T&E platform"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|Brex", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex (The Global Leader): Brex is the strongest modern option for B2B enterprises with heavy international footprints."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|Ramp", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Global Scale, Tech-First Corporate Cards & AI Automation: **Brex or Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|Coupa", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B company manages a massive physical supply chain... Coupa is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|SAP Concur", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The classic, deeply entrenched enterprise choice... However, user adoption is often plagued by its dated interface and slow implementation."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|Navan", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Navan (The Modern Alternative): Navan (formerly TripActions) has revolutionized enterprise T&E"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|google-small|Airbase", "prompt": "c214-l1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Airbase is an exceptional choice."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|meta-small|Spendesk", "prompt": "c214-l1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Spendesk - a comprehensive spend management platform offering a clear view of an organization's expenditures."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|meta-small|Coupa", "prompt": "c214-l1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coupa - best for enterprises that want procurement, invoicing, and expense in one business spend management suite."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|SAP Concur", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** and **Coupa** are often considered top choices due to their comprehensive capabilities, global reach, and strong integrations"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|Coupa", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Concur** and **Coupa** are often considered top choices"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|Oracle NetSuite", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already using Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|Workday", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Large enterprises with complex financial operations"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|Tipalti", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More payments-focused than comprehensive spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|minimax-small|Airbase", "prompt": "c214-l1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Considerations: Growing enterprise capabilities"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|mistral-small|Coupa", "prompt": "c214-l1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** – Best overall for enterprises that want a unified business spend management suite"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|mistral-small|SAP Ariba", "prompt": "c214-l1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa** and **SAP Ariba** are the leading choices due to their comprehensive feature sets"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|mistral-small|Oracle Fusion Cloud Procurement", "prompt": "c214-l1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprises already on the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|mistral-small|Payhawk", "prompt": "c214-l1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong alternative for finance-led control, especially for mid-market to scaling businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|moonshot-small|Coupa", "prompt": "c214-l1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is frequently cited as the leading choice due to its comprehensive AI-powered platform, proven ROI"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|moonshot-small|SAP Ariba", "prompt": "c214-l1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily invested in SAP, **SAP Ariba** may provide better integration"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|moonshot-small|Ivalua", "prompt": "c214-l1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** excels for organizations with highly complex or unique procurement requirements"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|moonshot-small|SAP Fieldglass", "prompt": "c214-l1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Fieldglass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Managing external workforce and services procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|openai-small|Coupa", "prompt": "c214-l1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually lean **Coupa** for the broadest enterprise spend-control and procurement depth"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|openai-small|SAP Concur", "prompt": "c214-l1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** is a very strong choice"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|openai-small|Ramp", "prompt": "c214-l1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is compelling, and it now explicitly targets enterprise spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Coupa", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Analyst consensus leans **Coupa** for most non-ERP-locked B2B enterprises due to its balance of vision, execution, and adoption."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|SAP Ariba", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Dominant for SAP-centric enterprises with massive scale... Drawbacks: Steeper learning curve and config time."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Ivalua", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Co-Leader in Gartner's 2024 S2P Magic Quadrant"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Oracle Procurement Cloud", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless for Oracle ERP users; strong in procure-to-pay with analytics."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Payhawk", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better for mid-market scaling to enterprise"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|GEP SMART", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Procurement-heavy for global supply chains."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Jaggaer", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Procurement-heavy for global supply chains."}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Ramp", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Look at Ramp/Brex (but less enterprise-scale)"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|xai-small|Brex", "prompt": "c214-l1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Look at Ramp/Brex (but less enterprise-scale)"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Coupa", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is widely regarded as the market leader for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Emburse (formerly Emburse/Certify)", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse (formerly Emburse/Certify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emburse** or **Payhawk** are both solid options"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Ramp", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is a top pick, especially for finance teams that want quick wins"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Navan", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Navan** is an excellent choice, with a proven track record in large\\u2011scale deployments"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|SAP Concur", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Already heavily invested in SAP** | **SAP Concur** or **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Payhawk", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Emburse** or **Payhawk** are both solid options"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|Airbase", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Airbase** or **BILL** | Bundles cards, AP, and expense in one platform"}, {"id": "mai-20260917-1752-baseline-2|c214-l1|zai-small|BILL Spend & Expense", "prompt": "c214-l1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AP\\u2011focused spend management (especially for mid\\u2011market to enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|SAP Concur", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **SAP Concur** if compliance and global scale are your primary concerns."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Rippling Spend", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Rippling** if you prioritize automation and employee experience."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Coupa", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Opt for **Coupa** if procurement strategy is as critical as expense tracking."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Airbase", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AP + Expense + Cards Unification"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Emburse", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These platforms excel at bringing Accounts Payable (bill pay), corporate cards, and expense reimbursements into a single workflow."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Navan", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Global/Tax Compliance** | SAP Concur, Navan"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|alibaba-small|Ramp Plus", "prompt": "c214-l2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AP + Expense Unification** | Airbase, Ramp Plus"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|anthropic-small|Coupa", "prompt": "c214-l2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Coupa (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|anthropic-small|Navan", "prompt": "c214-l2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan combines travel, expense, and spend management with AI-powered insights, perfect for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|anthropic-small|Brex", "prompt": "c214-l2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex provides scalable spend management with corporate cards, expense automation, and deep analytics for large teams."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|anthropic-small|SAP Concur", "prompt": "c214-l2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Concur is widely used by multinational organizations precisely because global complexity is addressed at the infrastructure level."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|anthropic-small|Emburse Expense Enterprise", "prompt": "c214-l2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse Expense Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-grade expense platform offering highly configurable workflows and deep ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|Coupa", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Coupa** as the default choice if you want the most enterprise-oriented, all-in-one spend control platform"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|SAP Concur", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong option for **global enterprises**, especially if travel and expense management is a major requirement"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|Brex", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not the most enterprise-deep option in the results you provided"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|Airbase", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good all-in-one platforms, but the results position them more as mid-sized to large-company tools rather than the clearest fit for very large, complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|Payhawk", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good all-in-one platforms, but the results position them more as mid-sized to large-company tools"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|challenger-small|Rippling", "prompt": "c214-l2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good all-in-one platforms, but the results position them more as mid-sized to large-company tools"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|deepseek-small|Coupa", "prompt": "c214-l2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is the strongest all-in-one choice"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|deepseek-small|SAP Concur", "prompt": "c214-l2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're already an SAP shop and travel-heavy"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|deepseek-small|Emburse (formerly Chrome River)", "prompt": "c214-l2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse (formerly Chrome River)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global T&E + AP unification"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|deepseek-small|Ramp", "prompt": "c214-l2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better suited for mid-market (up to ~2,000 employees) rather than massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|deepseek-small|Brex", "prompt": "c214-l2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better suited for mid-market (up to ~2,000 employees) rather than massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|google-small|Brex", "prompt": "c214-l2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex: Best for Global Scale & Multi-Entity Operations ... arguably the best platform for international teams"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|google-small|Ramp", "prompt": "c214-l2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Brex** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|google-small|Coupa", "prompt": "c214-l2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your spend is concentrated on physical B2B inventory, manufacturing supplies, or logistics: Choose **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|google-small|Navan", "prompt": "c214-l2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan: Best for High-Volume Travel & Expense (T&E)"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|meta-small|Coupa", "prompt": "c214-l2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa - a leading enterprise-grade business spend management solution designed for large organizations with global operations."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|meta-small|Airbase", "prompt": "c214-l2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one spend management platform designed for mid-sized to large companies"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|meta-small|Spendesk", "prompt": "c214-l2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an all-in-one spend management platform consolidating company cards, expense management, accounts payable, procurement, and budgeting"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|meta-small|Expensify", "prompt": "c214-l2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an all-in-one expense and cards solution that includes receipts, reimbursements, cards, and travel in one flow"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|minimax-small|SAP Concur", "prompt": "c214-l2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|minimax-small|Coupa", "prompt": "c214-l2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|mistral-small|Coupa", "prompt": "c214-l2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A leading enterprise business spend management solution designed for large organizations with global operations."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|mistral-small|Spendesk", "prompt": "c214-l2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An all-in-one spend management platform that consolidates company cards, expense management, accounts payable, procurement, and budgeting."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|mistral-small|Airbase", "prompt": "c214-l2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for mid-sized to large companies, Airbase consolidates cards, bill payments, reimbursements, and approvals into a single system"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|mistral-small|Eco", "prompt": "c214-l2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Eco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An AI-native platform that handles both direct and indirect spend, supply-chain risk, treasury, and pay operations."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|Coupa", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Coupa as your default evaluation. It offers the best combination of enterprise depth and usability for a large B2B workforce."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|SAP Ariba (SAP Business Network)", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Ariba (SAP Business Network)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pivot to SAP Ariba only if you're already deeply invested in SAP"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|Ivalua", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pivot to Ivalua if your procurement processes are highly unique, regulated, or direct-material-heavy."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|Ramp", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generally **not recommended** as primary all-in-one solutions for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|Brex", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "a platform like **Brex Empower** or **Airbase by Paylocity** *could* work"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|moonshot-small|Airbase", "prompt": "c214-l2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a platform like **Brex Empower** or **Airbase by Paylocity** *could* work"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|openai-small|Ramp", "prompt": "c214-l2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd pick **Ramp** unless you have a specific reason to favor another ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|openai-small|Brex", "prompt": "c214-l2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Brex** and **Airbase** as the main alternatives"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|openai-small|Airbase", "prompt": "c214-l2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbase \\u2014 best if you want guided procurement plus spend controls"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|openai-small|Concur", "prompt": "c214-l2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendor comparison matrix for Ramp vs. Brex vs. Airbase vs. Concur"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Coupa", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Coupa as the top all-in-one spend control software"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|SAP Ariba", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP-centric enterprises | Largest supplier network (5M+), deep S2P... Modular but complex setup."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Oracle Procurement Cloud", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ERP users | Native Oracle integration, strong P2P, analytics."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Workday Strategic Procurement", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Workday Strategic Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless with Workday ecosystem, ML-driven categorization, indirect spend focus."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Ramp", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excel for mid-market ... but lack the depth for thousands of users in complex B2B procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Brex", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excel for mid-market ... but lack the depth for thousands of users in complex B2B procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|xai-small|Airbase", "prompt": "c214-l2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excel for mid-market ... but lack the depth for thousands of users in complex B2B procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Coupa", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a fully integrated enterprise spend suite:** Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|SAP Concur", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For strong travel/expense + AP automation:** SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Ramp", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For a card‑first, unified spend management platform:** Ramp"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Airbase", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All‑in‑one approach with a single approval framework"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Fraxion", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For an agentic procurement/AP centralization platform:** Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Emphasizes proactive spend controls and budget enforcement; widely used across company sizes."}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Medius", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong AP automation with deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|Tipalti", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global, multi‑entity payments and AP automation"}, {"id": "mai-20260917-1752-baseline-2|c214-l2|zai-small|HighRadius", "prompt": "c214-l2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprise AP platform with AI‑powered matching, GL coding, and ERP synchronization."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|Coupa", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa: Broadest scope — covers procure-to-pay... Full procure-to-pay suite for complex procurement | **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|SAP Concur", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market-leading T&E with strong policy enforcement... Heavy travel spend + fast deployment | **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|Emburse", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expense + AP automation with audit readiness | **Emburse**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|Oracle Fusion Cloud Procurement", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight ERP integration (Oracle) | **Oracle Fusion Procurement**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|SAP S/4HANA S2P", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP S/4HANA S2P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tight ERP integration (SAP) | **SAP S/4HANA S2P**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|alibaba-small|GEP", "prompt": "c214-l3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Supplier-centric strategic sourcing | **GEP**"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Emburse", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa, BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Brex", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "card-first tools like Ramp or Brex may be sufficient"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Ramp", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "card-first tools like Ramp or Brex may be sufficient"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Navan", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan is best for integrated travel and expense tracking."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|SAP Concur", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa..."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Coupa", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "those relying heavily on procurement workflows should consider enterprise procure-to-pay platforms like Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|BILL Spend and Expense", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend and Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BILL Spend & Expense provides free corporate cards with native QuickBooks and Xero integration"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Airbase", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Airbase enforces budget limits at the point of purchase"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Procurify", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Payhawk", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|anthropic-small|Rippling Spend", "prompt": "c214-l3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Rippling Spend builds expense management on top of Rippling's HRIS"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Coupa", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** if you need the deepest procurement controls and supplier governance."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|SAP Concur", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** if travel and expense management are the core need."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Oracle Procurement", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Procurement** if you are standardized on Oracle ERP."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Ivalua", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ivalua** if you want highly configurable enterprise procurement workflows."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Basware", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stronger on AP/invoicing than card spend or employee expense workflows."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|GEP SMART", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Broad procurement coverage with enterprise workflow depth."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Emburse", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Emburse, Payhawk, or Ramp** if you want a more modern unified-spend model with cards and automation."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Payhawk", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Emburse, Payhawk, or Ramp** if you want a more modern unified-spend model"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Ramp", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "More *automation-focused* and card-first than classic enterprise procurement suites."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|SAP Ariba", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SAP Ariba** if you want enterprise procurement plus supplier-network collaboration."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|challenger-small|Brex", "prompt": "c214-l3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Card-first platforms**: **Ramp, Brex**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|Coupa", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're ERP-agnostic, want best-in-class analytics, and have $500M+ spend** → Coupa."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|SAP Ariba", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're SAP-native** → SAP Ariba (or SAP Concur for T&E)."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|Oracle Procurement Cloud", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on Oracle Financials** → Oracle Procurement Cloud."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|SAP Concur", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a heavy travel enterprise** → SAP Concur."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|Emburse", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your priority is fast deployment, card controls, and modern UX** → Brex, Ramp, or Emburse."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|Brex", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "card-first platforms (Brex, Ramp, Emburse) dominate **employee-initiated spend** with speed and usability"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|Ramp", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your priority is fast deployment, card controls, and modern UX** → Brex, Ramp, or Emburse."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|deepseek-small|GEP SMART", "prompt": "c214-l3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**GEP SMART** | **AI-led source-to-pay** with strong analytics and consulting-backed services."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|SAP Concur", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Coupa** or **SAP Concur** if you have strict supply chain/procurement workflows or highly rigid compliance frameworks"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|Coupa", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary need is procurement and vendor management, Coupa is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|Brex", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Brex specifically if you have massive global entities and require deep localized card issuance."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|Ramp", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Brex** or **Ramp** if you want to modernize corporate cards, eliminate manual expense reports using AI"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|Navan (formerly TripActions)", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Navan** if your largest operational headache is managing, booking, and reconciling corporate travel."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|google-small|Rippling Spend", "prompt": "c214-l3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Rippling** if you want your HR database to dynamically automate who gets what corporate card"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Emburse", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade spend management platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Brex", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is suitable for startups and SMBs"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Ramp", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp is the best overall for US-headquartered finance teams, offering a free tier, unified card, AP, treasury, and procurement add-on."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Navan", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|SAP Concur", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Concur is a top choice for organizations with complex travel needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Coupa", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coupa is ideal for procurement teams aiming to tighten buying while measuring invoice-matching exceptions"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|BILL Spend and Expense", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend and Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Airbase", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Procurify", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Payhawk", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Payhawk is suitable for enterprise finance that needs controlled cards and AP with traceable reporting"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Rippling Spend", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|meta-small|Oracle Procurement", "prompt": "c214-l3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Oracle Procurement is a better alternative for ERP-linked procurement controls across units."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|Coupa", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|SAP Ariba", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** (Best for SAP Ecosystems)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|Oracle Fusion Cloud Procurement", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Fusion Cloud Procurement** (Best for Oracle Shops)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|Emburse", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Emburse** (Best for End-to-End Spend Management)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|Brex", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Brex** (Best Card-First Solution)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|minimax-small|Ramp", "prompt": "c214-l3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider Brex or Ramp if you need card-first spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|mistral-small|Coupa", "prompt": "c214-l3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For broad enterprise spend management: **Coupa** or **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|mistral-small|SAP Ariba", "prompt": "c214-l3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For SAP-centric organizations: **SAP Ariba**. ... Limitations: Heavy implementation complexity and higher total cost of ownership."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|mistral-small|Jaggaer", "prompt": "c214-l3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For complex direct materials: **Jaggaer**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|mistral-small|Ivalua", "prompt": "c214-l3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For broad enterprise spend management: **Coupa** or **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|mistral-small|Zoho Expense", "prompt": "c214-l3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For cost-effective T&E: **Zoho Expense**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Coupa", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest enterprise spend management platform covering procurement, invoicing, expenses, contract management, supplier risk, and treasury"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|SAP Ariba", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations already in SAP environments; largest global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Oracle Procurement Cloud", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations using Oracle ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Ivalua", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises needing complex, audit-traceable procurement governance"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|GEP SMART", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Strategic procurement and unified source-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Medius", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: End-to-end requisition-to-invoice workflow control"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Basware", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Enterprises needing deep spend analytics and supplier normalization"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|moonshot-small|Payhawk", "prompt": "c214-l3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Score: 9.1/10 (highest rated but newer to enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|Coupa", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Coupa** if you want a broad, user-friendly spend management suite with strong visibility and control."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|SAP Ariba", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP Ariba** if you need enterprise procurement plus a large supplier network"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|Oracle Fusion Cloud Procurement", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Oracle Fusion Cloud Procurement** if Oracle ERP integration is a priority."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|Ivalua", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivalua** if you want flexibility and deep configuration."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|JAGGAER", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **JAGGAER** if sourcing is the center of gravity."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|GEP SMART", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **GEP SMART**, **Zycus**, or **Esker** if you want strong source-to-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|Zycus", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **GEP SMART**, **Zycus**, or **Esker** if you want strong source-to-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|openai-small|Esker", "prompt": "c214-l3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Esker** is more focused on AP/invoice process automation."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Coupa", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recent data (2024-2026 reviews) shows Coupa as a frequent top pick for balanced enterprise use."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|SAP Ariba", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Limitation: Steeper learning curve, longer rollout (6-18 months), less flexible outside SAP. | SAP-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Ivalua", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maximum flexibility/customization; cloud/hybrid; covers direct/indirect spend well."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Jaggaer", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry-specific depth (e.g., higher ed, manufacturing); cloud/on-prem."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|GEP SMART", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-powered unified S2P; full analytics, sourcing, P2P automation. Global scalability."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Oracle Procurement Cloud", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Limitation: Best within Oracle stack; clunkier UX for non-Oracle."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Workday Spend Management", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Workday Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "also prominent for HR/finance-integrated environments"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Ramp", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "newer unified platforms like Ramp/Brex appear but lack full S2P depth for true enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|xai-small|Brex", "prompt": "c214-l3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "newer unified platforms like Ramp/Brex appear but lack full S2P depth for true enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l3|zai-small|SAP Ariba", "prompt": "c214-l3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are an SAP shop:** You will likely need **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|zai-small|Coupa", "prompt": "c214-l3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** is usually the better fit for visibility."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|zai-small|Emburse", "prompt": "c214-l3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Emburse** or **Payhawk**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|zai-small|Payhawk", "prompt": "c214-l3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at **Emburse** or **Payhawk**."}, {"id": "mai-20260917-1752-baseline-2|c214-l3|zai-small|Ramp", "prompt": "c214-l3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** is often the fastest implementation."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|alibaba-small|Zylo", "prompt": "c214-l4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zylo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Zylo ... widely regarded as the standard for enterprise spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|alibaba-small|Zluri", "prompt": "c214-l4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the \"best\" platform for **predictable total cost** is generally considered to be **Zylo** or **Zluri**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|anthropic-small|Coupa", "prompt": "c214-l4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Coupa if you have complex procurement needs, or Ramp if you prioritize real-time control"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|anthropic-small|Ramp", "prompt": "c214-l4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or Ramp if you prioritize real-time control and ease of implementation"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|anthropic-small|Navan (Formerly TripActions)", "prompt": "c214-l4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Navan (Formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combines travel, expense, and spend management with AI-powered insights, perfect for enterprises managing complex travel and expense policies"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|anthropic-small|Brex", "prompt": "c214-l4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brex provides scalable spend management with corporate cards, expense automation, and deep analytics for large teams."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|challenger-small|Coupa", "prompt": "c214-l4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Coupa** for enterprise-scale spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|challenger-small|Ramp", "prompt": "c214-l4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want simpler, lower list pricing but not necessarily the largest-enterprise fit:** **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|challenger-small|Brex", "prompt": "c214-l4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want simpler, lower list pricing but not necessarily the largest-enterprise fit:** **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|challenger-small|Spendesk", "prompt": "c214-l4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "products like **Ramp**, **Brex**, and **Spendesk** are framed more for mid-market, startup, or region-specific use cases"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|challenger-small|Navan", "prompt": "c214-l4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your company is travel-heavy rather than broad spend-heavy:** **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Ramp", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "What to Avoid If You Need Predictability | **Ramp (Plus/Enterprise)** | Published $15/user/month *plus* an unpublished \"platform fee.\""}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Brex", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Brex (Premium)** | ... enterprise deals often include revenue-share arrangements tied to card spend ... making total cost variable."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Coupa", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Coupa** \\u2013 if you need full procure-to-pay ... want a mature, enterprise-grade suite. Negotiate a **fixed annual license**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Ivalua", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Per-Seat / License (Coupa, Ivalua, SAP Ariba, Navan, Expensify)**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|SAP Ariba", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Ariba \\u2013 *Best if You Run SAP S/4HANA* ... Predictable annual fee"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Navan", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Navan Enterprise** \\u2013 if your spend is travel-heavy and you want a modern, user-friendly platform with a **single annual contract**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Expensify", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Expensify** \\u2013 if you only need expense management and want the **simplest flat per-user pricing**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|Airbase", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Airbase / BILL** | Quote-based, but their pricing mixes per-user fees with per-transaction/AP fees \\u2013 less predictable at scale."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|deepseek-small|BILL", "prompt": "c214-l4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Airbase / BILL** | Quote-based, but their pricing mixes per-user fees with per-transaction/AP fees \\u2013 less predictable at scale."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|SAP Concur", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SAP Concur:** While it is the legacy giant for travel and expense (T&E), its pricing is heavily dependent on transaction/report volume... your Concur bill will spike unpredictably."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|Ramp", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp (Best Overall for Cost Containment & Predictability)"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|Brex", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex (Best for Global/Multi-Entity Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|Airbase", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbase operates on a **flat annual platform fee** ... is an excellent contender"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|BILL Spend & Expense", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an excellent option if your primary goal is to completely eliminate software subscription costs"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|google-small|Expensify", "prompt": "c214-l4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Expensify's pricing plans scale directly on active user headcount, which can lead to \"billing shock\""}, {"id": "mai-20260917-1752-baseline-2|c214-l4|meta-small|Coupa", "prompt": "c214-l4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best spend management platform for a large company that needs predictable total cost across thousands of users is Coupa."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|meta-small|SAP Concur", "prompt": "c214-l4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are SAP Concur, which is popular for large-scale, global expense and travel management"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|meta-small|Spendesk", "prompt": "c214-l4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spendesk, which is a comprehensive spend management platform offering a clear view of an organization's expenditures"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|meta-small|Airbase", "prompt": "c214-l4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbase is also a good option for mid-market companies that want AP automation, cards, expense, and procurement unified."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Spendesk", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **Spendesk** (flat subscription, unlimited users) or **Tipalti** (flat platform fee, unlimited users, best for global payouts)"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Payhawk", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payhawk** or **Airwallex** give you that model."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Tipalti", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tipalti** (flat platform fee, unlimited users, best for global payouts)"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Airwallex", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Base fee is fixed; extra cards/invoices are a known unit price."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Ramp", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the per\\u2011user component can add up with thousands of seats... less predictable if you have >2\\u20113\\u202fk users"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|BILL Spend & Expense", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small\\u2011to\\u2011mid\\u2011market firms that can live with a free card program but will pay per\\u2011user for full AP."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|SAP Concur", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cost is *not* predictable on a per\\u2011user basis"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Spendnotify", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Spendnotify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "not a fit for thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|SAP Ariba", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you already run SAP, **SAP Ariba** (or Coupa) is the natural extension, but be prepared for custom, per\\u2011user or per\\u2011report pricing."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|minimax-small|Coupa", "prompt": "c214-l4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SAP Ariba** (or **Coupa**) \\u2013 but expect custom quotes and per\\u2011user/per\\u2011report pricing"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|mistral-small|Coupa Business Spend Management (BSM)", "prompt": "c214-l4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa Business Spend Management (BSM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa BSM** is the strongest choice due to its widespread adoption among large enterprises, aggressive discounting, and multi-year contract flexibility"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|mistral-small|SAP Ariba", "prompt": "c214-l4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** is a close second, especially for SAP-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|mistral-small|Oracle Spend Management", "prompt": "c214-l4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Oracle Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle** is evolving its pricing to improve predictability, particularly around AI features"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the most predictable cost**: **BILL Spend & Expense** — $0 software cost regardless of user count"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|Ramp", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want modern software with published rates**: **Ramp** — Transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|Airbase", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need full procurement/P2P capabilities**: **Airbase** — Negotiate a fixed multi-year enterprise contract"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|SAP Concur", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid SAP Concur and Coupa** if predictable total cost of ownership is your priority"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|Coupa", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid SAP Concur and Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|moonshot-small|Navan", "prompt": "c214-l4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing changes significantly at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|openai-small|Payhawk", "prompt": "c214-l4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Payhawk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Payhawk first** because the public pricing language emphasizes **unlimited employee seats**"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|openai-small|Ramp Enterprise", "prompt": "c214-l4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "its enterprise edition is also described as **per-user priced** ... so total cost may be less predictable"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|openai-small|Brex", "prompt": "c214-l4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side shortlist of Ramp vs Payhawk vs Brex vs Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|openai-small|Airbase", "prompt": "c214-l4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side shortlist of Ramp vs Payhawk vs Brex vs Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|xai-small|Coupa", "prompt": "c214-l4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is widely regarded as the top spend management platform for large enterprises needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|xai-small|SAP Ariba", "prompt": "c214-l4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less predictable due to spend-linked fees"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|xai-small|Oracle Procurement Cloud", "prompt": "c214-l4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High (per-user/month...) | Excellent | 4.1/5 | Higher list prices; best if already in Oracle stack"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|xai-small|Ivalua", "prompt": "c214-l4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly configurable S2P | Medium-High (modular subscription...) | More complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|xai-small|Ramp/Brex", "prompt": "c214-l4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp/Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good but not optimized for 1,000s+ ... Less full P2P depth for massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|Ramp", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the best overall choice if you're US-centric"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|Brex", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Brex** is the best choice if you need strong global/multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|Coupa", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Coupa remains the enterprise standard—just be prepared for a more complex and expensive implementation."}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|SAP Concur", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be aware of the hybrid pricing model and higher total cost with add-ons"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|Emburse (Spend)", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Emburse (Spend)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Emburse** is a close second if you want slightly lower per-user cost"}, {"id": "mai-20260917-1752-baseline-2|c214-l4|zai-small|Airbase (by Paylocity)", "prompt": "c214-l4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Less transparent pricing; slower for very large, complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Coupa", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Full-suite P2P:** Coupa, Zycase"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Zycase", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zycase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Full-suite P2P:** Coupa, Zycase"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Ramp", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Modern Spend/Card Platforms:** Ramp, Brex, Airbase, Pleo"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Brex", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Modern Spend/Card Platforms:** Ramp, Brex, Airbase, Pleo"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Airbase", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Modern Spend/Card Platforms:** Ramp, Brex, Airbase, Pleo"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|alibaba-small|Pleo", "prompt": "c214-l5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Pleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pleo (verify their enterprise tier specifically, as some features are gated behind higher price points)"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|anthropic-small|Levelpath", "prompt": "c214-l5", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Levelpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Levelpath's AI supports early risk detection during supplier onboarding, renewal, and performance evaluation"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Coupa", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** — strongest enterprise total-spend-management choice (best if procurement is the center of gravity)."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Ramp", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd shortlist **Coupa** (enterprise procurement depth) against a card-first platform like **Ramp** or **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Navan", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** — if travel is a core workflow; strong enterprise T&E."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Payhawk", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Payhawk / Spendesk** — good for multi-entity/multi-currency and European operations."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Spendesk", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payhawk / Spendesk** — good for multi-entity/multi-currency and European operations."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|deepseek-small|Brex", "prompt": "c214-l5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Brex** — strong card/controls-first platform with budget and merchant controls."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Zip (Zip HQ)", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zip (Zip HQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard for enterprise \"Intake-to-Procure.\" ... It excels at routing and orchestration, and integrates deeply with enterprise ERPs."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Coupa", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has a long implementation runway (typically 6–12 months) and a high total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Tropic", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Tropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has evolved into a formidable SaaS-focused procurement platform with powerful automated review workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Airbase (by Paylocity)", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It offers the deepest native PO-matching, intake-to-pay tracking, and complex multi-subsidiary approval routing in the modern spend class."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Brex (by Capital One)", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex (by Capital One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brex Empower is highly optimized for global enterprises. It offers advanced compliance controls"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|Ramp", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "historically its workflow routing engine has been less complex than Zip or Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|google-small|SAP Concur / Workday Spend", "prompt": "c214-l5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Concur / Workday Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these are the traditional defaults, though they generally lack the modern, user-friendly UI of the modern platforms"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|meta-small|Ramp", "prompt": "c214-l5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ramp - Offers enterprise-grade visibility and control, SOC 2 Type II certified, ISO 27001 accredited"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|meta-small|Brex", "prompt": "c214-l5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex - A spend management platform built around corporate cards, expense management, bill pay"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|meta-small|Zylo", "prompt": "c214-l5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zylo - SaaS spend management software that helps manage spending."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|meta-small|Precoro", "prompt": "c214-l5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Precoro - A cloud-based solution for procurement centralization and automation."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|Coupa", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Coupa** – Very strong for procurement, good SSO/SOC 2"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|SAP Concur", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP Concur** – Strong expense management, enterprise pedigree"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|Tipalti", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tipalti** – Strong on payments and supplier management"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|Stampli", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Stampli** – AP automation focus, good for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|Oracle NetSuite", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle NetSuite** – Full ERP with spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|minimax-small|Workday", "prompt": "c214-l5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Workday** – If you're already on Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|mistral-small|Coupa", "prompt": "c214-l5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with platforms like Coupa, SAP Ariba, Jaggaer, Zylo (for SaaS spend), or Airbase (for mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|mistral-small|SAP Ariba", "prompt": "c214-l5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with platforms like Coupa, SAP Ariba, Jaggaer, Zylo (for SaaS spend), or Airbase (for mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|mistral-small|Jaggaer", "prompt": "c214-l5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with platforms like Coupa, SAP Ariba, Jaggaer, Zylo (for SaaS spend), or Airbase (for mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|mistral-small|Zylo", "prompt": "c214-l5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zylo (for SaaS spend)"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|mistral-small|Airbase", "prompt": "c214-l5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Airbase (for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Coupa", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many enterprise vendors (Coupa, SAP Ariba, GEP) use quote-based licensing."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|SAP Ariba", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Procurement-First / P2P** | Coupa, SAP Ariba, GEP SMART | Complex procurement, sourcing, and supplier management at scale."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|GEP", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many enterprise vendors (Coupa, SAP Ariba, GEP) use quote-based licensing."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Ramp", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Unified Spend/Cards/AP** | Ramp, Payhawk, Spendesk, Paylocity"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Payhawk", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Unified Spend/Cards/AP** | Ramp, Payhawk, Spendesk, Paylocity"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Spendesk", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Unified Spend/Cards/AP** | Ramp, Payhawk, Spendesk, Paylocity"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Paylocity", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Unified Spend/Cards/AP** | Ramp, Payhawk, Spendesk, Paylocity"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Spendflo", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SaaS/Subscription Focused** | Spendflo, Vendr, Zluri"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Vendr", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Vendr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SaaS/Subscription Focused** | Spendflo, Vendr, Zluri"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Zluri", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SaaS/Subscription Focused** | Spendflo, Vendr, Zluri"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Precoro", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Mid-Market with Strong Workflow** | Precoro, Procurify, Order.co"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Procurify", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Mid-Market with Strong Workflow** | Precoro, Procurify, Order.co"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|moonshot-small|Order.co", "prompt": "c214-l5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Mid-Market with Strong Workflow** | Precoro, Procurify, Order.co | Fast implementation, strong PO/workflow, lighter on global ERP complexity."}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Coupa", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic frequently support enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Ramp", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa for procure-to-pay depth, Ramp for card-led simplicity"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Emburse", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Payhawk", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Order.co", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Zylo", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic"}, {"id": "mai-20260917-1752-baseline-2|c214-l5|xai-small|Tropic", "prompt": "c214-l5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Tropic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top options like Coupa, Ramp, Emburse, Payhawk, Order.co, Zylo, and Tropic"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|SAP Ariba", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms to be cautious about: SAP Ariba ... notoriously heavy, complex, and expensive"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Coupa", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"CFO-Centric\" Bias ... Also has a smaller direct supplier network than Ariba."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Jaggaer", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider lighter alternatives like **Coupa** or **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|SAP Concur", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to be cautious about: SAP Concur (Stand-alone), Expensify"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Expensify", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "avoid pure-play expense tools"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Ramp", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for integrated suites like **Ramp**, **Bill.com**, or **Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Bill.com", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for integrated suites like **Ramp**, **Bill.com**, or **Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Airbase", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look for integrated suites like **Ramp**, **Bill.com**, or **Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Oracle Financials Cloud", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Oracle Financials Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Platforms to be cautious about: Oracle Financials Cloud, Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "\"Jack of all trades, master of none\" ... Proceed with caution."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Workday", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Sourcing Weakness ... potentially insufficient for global complex sourcing needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|Rippling", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Complexity Creep ... Modular pricing can spike unexpectedly"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|alibaba-small|KlearNow", "prompt": "c214-l6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "KlearNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Caution advised for highly regulated industries (Pharma/Gov) requiring deep audit trails."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|anthropic-small|SAI360", "prompt": "c214-l6", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAI360", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like SAI360 can feel like \"jacks of all trades,\" where specialized modules feel like bolt-ons rather than purpose-built tools"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Expensify", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **avoid or scrutinize closely** ... **Expensify** — positioned mainly for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Zoho Expense", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "useful for smaller organizations and basic expense workflows, but not repeatedly identified as a fit for complex enterprise procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Pleo", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "appears in SMB-focused recommendations and is grouped with speed-and-simplicity tools rather than deep enterprise procurement suites"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Spendesk", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "described as better for SMBs or teams prioritizing simplicity, not as the strongest option for highly complex enterprise requirements"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Ramp", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "so it should be evaluated carefully for very large, complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Brex", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "large enterprises should verify whether its controls, approvals, and procurement depth match their governance needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Fraxion", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "explicitly described as *not designed for large enterprises with highly complex supplier management or sourcing requirements*"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Procurement Express", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Procurement Express", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "suggests it is not a fit for enterprise-scale spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Coupa", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the sources consistently point large enterprises toward **Coupa, SAP Concur, SAP Ariba, Ivalua, Jaggaer, and similar enterprise suites**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|SAP Concur", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "point large enterprises toward **Coupa, SAP Concur, SAP Ariba, Ivalua, Jaggaer, and similar enterprise suites**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|SAP Ariba", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "point large enterprises toward **Coupa, SAP Concur, SAP Ariba, Ivalua, Jaggaer, and similar enterprise suites**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Ivalua", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "point large enterprises toward **Coupa, SAP Concur, SAP Ariba, Ivalua, Jaggaer, and similar enterprise suites**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|challenger-small|Jaggaer", "prompt": "c214-l6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "point large enterprises toward **Coupa, SAP Concur, SAP Ariba, Ivalua, Jaggaer, and similar enterprise suites**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|deepseek-small|SAP Concur", "prompt": "c214-l6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Caution level: High** — for everything except deep SAP ERP environments.... **Who should avoid it:** Lean finance teams, mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|deepseek-small|Coupa", "prompt": "c214-l6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Caution level: High** — particularly for self-implementation... **Who should avoid it:** Mid-market firms, companies with limited IT/Procurement staffing"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|deepseek-small|Emburse Expense Enterprise", "prompt": "c214-l6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Emburse Expense Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Caution level: Moderate to High** — especially for user adoption and mobile reliability."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|deepseek-small|Ramp", "prompt": "c214-l6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Who should avoid it:** Global enterprises, companies with procurement workflow needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|deepseek-small|Expensify", "prompt": "c214-l6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Who should avoid it:** Large enterprises requiring end-to-end spend control (PO, AP, invoice, cards, travel) in one system."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|Expensify", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: While once a market darling for startups, Expensify has struggled to keep pace with enterprise-grade demands."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is not engineered for complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|Ramp", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they require caution for specific use cases"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|Brex", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Acquisition Uncertainty (Brex): Capital One’s acquisition of Brex introduces a roadmap transition."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|SAP Concur", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is often viewed as the poster child for \"user experience tax\""}, {"id": "mai-20260917-1752-baseline-2|c214-l6|google-small|Coupa", "prompt": "c214-l6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it is often over-engineered for enterprises that do not need it"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|meta-small|Coupa", "prompt": "c214-l6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "they should be cautious about the cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|meta-small|Fraxion", "prompt": "c214-l6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "not recommended for large enterprises with advanced supplier/sourcing needs, suggesting that large enterprises might want to avoid it"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|meta-small|Airbase", "prompt": "c214-l6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Best Overall\" for mid-market companies... its suitability for large enterprises isn't explicitly mentioned"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|meta-small|SAP Concur", "prompt": "c214-l6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Concur is recommended for large enterprises that need deep, configurable travel and expense management tied to ERP"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|meta-small|Payhawk", "prompt": "c214-l6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Its suitability for large enterprises isn't explicitly stated, but it could be considered based on specific needs."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|minimax-small|Coupa", "prompt": "c214-l6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Coupa** appears to have the most documented concerns from enterprise users"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|Coupa", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve, limited customization, buggy mobile app... Best For: Mid-market and enterprise customers, but only if your team is prepared for significant setup and training."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|SAP Ariba", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best For: Companies deeply integrated with SAP ERP, but expect a heavy implementation and potential UX frustrations."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|Jaggaer", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best For: Complex industries needing direct materials procurement, but user adoption may be a major hurdle."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best For: Smaller to mid-sized companies, but not ideal for large enterprises with complex needs."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|Ramp", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ramp falls short for businesses needing robust AP automation, advanced workflows, or a complete procure-to-pay solution."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|mistral-small|ProSpend", "prompt": "c214-l6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "ProSpend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Not recommended for large enterprises due to support and integration issues."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|SAP Ariba", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Most likely to regret: Using SAP Ariba or Oracle Procurement Cloud if you're not already committed to their respective ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|Oracle Procurement Cloud", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Most likely to regret: Using SAP Ariba or Oracle Procurement Cloud if you're not already committed to their respective ERP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|Brex", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "adopting Ramp or Brex as your primary enterprise-wide spend platform at 5,000+ employees"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|Expensify", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "or selecting Expensify as a core procurement control tool"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|Ramp", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "adopting Ramp or Brex as your primary enterprise-wide spend platform at 5,000+ employees"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|Coupa", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Coupa and SAP Concur work for large enterprises but require accepting high licensing costs and implementation complexity."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|moonshot-small|SAP Concur", "prompt": "c214-l6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Coupa and SAP Concur work for large enterprises but require accepting high licensing costs and implementation complexity."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Bill.com", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong for SMB/mid-market AP, but large enterprises should be cautious if they need deep procurement-led controls"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Stampli", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they can be a mismatch if your enterprise needs end-to-end procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Tipalti", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they can be a mismatch if your enterprise needs end-to-end procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Moss", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Moss", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they can be a mismatch if your enterprise needs end-to-end procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Ramp", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they can be a mismatch if your enterprise needs end-to-end procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Payhawk", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they can be a mismatch if your enterprise needs end-to-end procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Spendflo", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it is more specialized; enterprises with broad indirect spend... should verify it can handle the full scope"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|ServiceNow Procurement Orchestration", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "ServiceNow Procurement Orchestration", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "reviews point to **implementation cost**, **customization overhead**, and **performance issues at large data volumes** as caution flags"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|Zip", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "reviews commonly mention **non-trivial deployment complexity** and **high cost**"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|openai-small|IBM Apptio", "prompt": "c214-l6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "IBM Apptio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "expect **significant upfront data normalization, cost modeling, and ongoing maintenance**. It's not a broad procurement suite."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Coupa", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**High Caution/Avoid: Coupa** ... **Complex, Resource-Intensive Implementation**: Often cited as \"tortuous\" or lengthy (6-18+ months)"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|SAP Ariba", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Safer Bets**: SAP Ariba (robust but legacy-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Oracle Procurement Cloud", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider SAP Ariba or Oracle Procurement Cloud for more mature enterprise suites."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Airbase", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Best Avoided If**: You're beyond mid-market with complex supplier ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Ramp", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Best Avoided If**: Need audit-ready data, advanced analytics, or global/multi-currency handling at massive volumes."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|BILL Spend & Expense", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Best Avoided If**: Your spend is highly distributed across departments/entities."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Spendesk", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "often fail at enterprise scale ... Avoid if operating in multiple countries, entities, or with 1,000+ users."}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Emburse", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "SMB/Mid-Market Focused Tools (e.g., Spendesk, Emburse, MobileXpense): ... Avoid if operating in multiple countries"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|MobileXpense", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "MobileXpense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "SMB/Mid-Market Focused Tools (e.g., Spendesk, Emburse, MobileXpense)"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Ivalua", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Jaggaer, or Ivalua for complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Jaggaer", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Safer Bets**: SAP Ariba (robust but legacy-heavy), Jaggaer, or Ivalua for complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Procore", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Procore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Procore or Payhawk for scaling mid-to-large with growth flexibility"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|xai-small|Payhawk", "prompt": "c214-l6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Procore or Payhawk for scaling mid-to-large with growth flexibility"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|Coupa", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Pure expense tools, overly complex legacy suites (like a misconfigured Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|SAP Concur", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Concur is often criticized for a \"dated user interface\" and disjointed architecture"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|Ramp", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious Approach: ... (e.g., Ramp or Brex for a global company with complex tax needs)"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|Brex", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "e.g., Ramp or Brex for a global company with complex tax needs"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|Pleo", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for mid-market companies but may lack the deep, battle-tested integrations required for a Fortune 500"}, {"id": "mai-20260917-1752-baseline-2|c214-l6|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-l6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "users frequently report integration issues with other systems, slow syncing of data, and customer support that is often described as \"terrible\""}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Airbase", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Complexity & Multi-Entity Operations: **Airbase** ... frequently cited as the go-to for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Ramp", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Speed & Vendor Savings: **Ramp** ... Ramp is the market leader"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Procurify", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look at Airbase, Spendesk, or Procurify."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Bill.com", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is often paired with an AP tool like Bill.com for deeper procure-to-pay workflows."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Spendesk", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Integrated Procurement (Cards + POs): **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Emburse", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emburse is the safest bet."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|alibaba-small|Rho", "prompt": "c214-m1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full \"CFO Stack\" (Payables + Treasury) | **Rho** or **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|anthropic-small|Airbase", "prompt": "c214-m1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Airbase targets mid-market companies that want AP automation, cards, expense, and procurement unified"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|anthropic-small|Ramp", "prompt": "c214-m1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp is considered the strongest all-around pick because its free tier includes cards, expense management, bill pay, and accounting sync"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|anthropic-small|Brex", "prompt": "c214-m1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex combines corporate cards with real-time expense tracking, automated controls, and integrated rewards programs"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|anthropic-small|Procurify", "prompt": "c214-m1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurify is a cloud-based purchasing platform that helps mid-market businesses manage spending"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|anthropic-small|SAP Concur", "prompt": "c214-m1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Concur is best for mid-market to enterprise organizations with significant T&E volume"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|challenger-small|Airbase", "prompt": "c214-m1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest *default* pick is **Airbase** if your priority is **unifying cards, expenses, AP, approvals, and procurement** in one system"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|challenger-small|Ramp", "prompt": "c214-m1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is the best fit when you want a **lighter, card-first platform**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|challenger-small|Procurify", "prompt": "c214-m1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a better fit when your company is more focused on **procurement control, PO workflows**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|challenger-small|Emburse", "prompt": "c214-m1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a solid option when you need a **unified spend platform** with **multi-entity support**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|challenger-small|BILL Spend & Expense", "prompt": "c214-m1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fits teams already in the **BILL ecosystem** or those prioritizing **simple budget enforcement**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|deepseek-small|Ramp", "prompt": "c214-m1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall / first choice** → **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|deepseek-small|Airbase", "prompt": "c214-m1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you have complex, multi-entity B2B operations** → **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|deepseek-small|Navan", "prompt": "c214-m1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have significant managed business travel + expenses** → **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|deepseek-small|Brex", "prompt": "c214-m1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for funded/global startups** → **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|deepseek-small|Emburse", "prompt": "c214-m1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Emburse** | Unified cards + expenses + AP + multi-entity | By quote |"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Ramp", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for All-in-One Automation: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Brex", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Growth, Tech, & Travel: **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Airbase", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured AP & Guided Procurement: **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Airwallex", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International & Multi-Entity Operations: **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|BILL Spend & Expense", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Low-Cost / Ecosystem Play: **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Rippling", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lacks some of the domestic US HR/benefits integrations found in tools like Ramp or Rippling."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|google-small|Procurify", "prompt": "c214-m1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you need a procurement-first tool like **Airbase** or **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|meta-small|Airbase", "prompt": "c214-m1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best spend management platform for a mid-market B2B company is Airbase."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|meta-small|Emburse", "prompt": "c214-m1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Emburse, Ramp, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|meta-small|Ramp", "prompt": "c214-m1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Emburse, Ramp, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|meta-small|Brex", "prompt": "c214-m1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Emburse, Ramp, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|minimax-small|Airbase", "prompt": "c214-m1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Airbase** or **Ramp** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|minimax-small|Ramp", "prompt": "c214-m1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Airbase** or **Ramp** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|minimax-small|Emburse", "prompt": "c214-m1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Multi-Entity Management"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|minimax-small|Payhawk", "prompt": "c214-m1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for European Companies"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|minimax-small|Procurify", "prompt": "c214-m1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Procurement-Centric Needs"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|mistral-small|Airbase", "prompt": "c214-m1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbase** is the top choice due to its robust features and scalability"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|mistral-small|BILL Spend & Expense", "prompt": "c214-m1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Spend & Expense** and **Ramp** are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|mistral-small|Ramp", "prompt": "c214-m1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Spend & Expense** and **Ramp** are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|mistral-small|Spendesk", "prompt": "c214-m1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a clear view of organizational expenditures and is suitable for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|mistral-small|Procurify", "prompt": "c214-m1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for mid-market finance teams needing pre-purchase approvals"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|moonshot-small|Airbase", "prompt": "c214-m1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Airbase** ... **Why it stands out:** Purpose-built for mid-market finance teams needing real control before spend happens"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|moonshot-small|Procurify", "prompt": "c214-m1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Procurify** - **Best for:** Mid-market intake-to-pay workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|moonshot-small|Ramp", "prompt": "c214-m1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Ramp** - **Best for:** Card-led teams that also want procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|moonshot-small|Spendesk", "prompt": "c214-m1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Spendesk** - **Best for:** European mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|moonshot-small|Fraxion", "prompt": "c214-m1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Fraxion** - **Best for:** Mid-sized businesses needing proactive control"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|Ramp", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|Rippling Spend", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want spend tightly connected to **HR, payroll, and employee lifecycle**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|Navan", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if your company has substantial **travel and expense** needs"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|Payhawk", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good fit if you need more **procurement + vendor control + multi-module spend management**"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|BILL Spend & Expense", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often attractive for companies prioritizing **budget enforcement** and AP-adjacent workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|openai-small|SAP Concur", "prompt": "c214-m1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "worth considering if you need a more established, enterprise-leaning expense stack and have a more complex org"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Ramp", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** (Most frequently recommended overall; G2 rating ~4.8/5)"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Airbase (now part of Paylocity)", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase (now part of Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Top for complex mid-market needs)"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Spendesk", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick for European/International Mid-Market B2B"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Emburse", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Emburse** | Multi-entity expenses + AP | 4.5/5 |"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Brex", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Brex** | Funded/growth-stage B2B | 4.8/5 |"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|Procurify", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Procurify** | Budget visibility + cards |"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|xai-small|BILL Spend & Expense", "prompt": "c214-m1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **BILL Spend & Expense** | AP-heavy B2B |"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Airbase", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, the best spend management platform is Airbase (now part of Paylocity)"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Coupa", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavier implementation, higher cost, and more complexity—often overkill for pure mid‑market"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|SAP Ariba", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavy implementation, steep learning curve, and cost—better suited for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Ramp", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp is the runner‑up."}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Emburse", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Listed as a top mid‑market spend platform by multiple review sites (Emburse, Procurify, Zylo, CPA Forge)"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Procurify", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Listed as a top mid‑market spend platform by multiple review sites (Emburse, Procurify, Zylo, CPA Forge)"}, {"id": "mai-20260917-1752-baseline-2|c214-m1|zai-small|Zylo", "prompt": "c214-m1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Listed as a top mid‑market spend platform by multiple review sites (Emburse, Procurify, Zylo, CPA Forge)"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|alibaba-small|Spendesk", "prompt": "c214-m2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|alibaba-small|Airbase", "prompt": "c214-m2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|alibaba-small|Emburse", "prompt": "c214-m2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emburse is a legacy leader that handles multi-entity support better than most newer tools"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|alibaba-small|Rippling", "prompt": "c214-m2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you only want spend control, Rippling may feel bloated"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|anthropic-small|Ramp", "prompt": "c214-m2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** (Best Overall for Mid-Market) ... For most mid-sized B2B companies, **Ramp** and **Fraxion** offer the best balance"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|anthropic-small|Fraxion", "prompt": "c214-m2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Fraxion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-sized B2B companies, **Ramp** and **Fraxion** offer the best balance of comprehensive functionality, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|anthropic-small|Airbase", "prompt": "c214-m2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbase fits mid-market companies (100 to 1,000 employees) with complex procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|anthropic-small|BILL Spend & Expense", "prompt": "c214-m2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A fast, easy-to-use card-first solution to control spending; ideal for small to mid-size teams that don't require procurement management."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|challenger-small|Airbase", "prompt": "c214-m2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbase** is the safest \"all-in-one spend control\" pick for mid-market B2B teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|challenger-small|Ramp", "prompt": "c214-m2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Ramp if your priority is a more streamlined platform for card controls, expense automation"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|challenger-small|Spendesk", "prompt": "c214-m2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Spendesk if you are a UK/European mid-market company"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|challenger-small|BILL Spend & Expense", "prompt": "c214-m2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "framed more as a strong SMB-to-mid-market tool than the deepest control platform"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|deepseek-small|Ramp", "prompt": "c214-m2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B teams, **Ramp** is the strongest all-in-one default."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|deepseek-small|Airbase (by Paylocity)", "prompt": "c214-m2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airbase** is purpose-built for mid-market finance teams... Downside: no free tier, custom (quote-based) pricing, and a heavier implementation."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|deepseek-small|Payhawk", "prompt": "c214-m2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payhawk** excels at multi-entity spend, ERP sync, and native foreign currencies."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|deepseek-small|Brex", "prompt": "c214-m2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you prioritize global issuing (50+ countries) and travel, but it skews toward startups more than traditional mid-market procurement."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|deepseek-small|Coupa", "prompt": "c214-m2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It's heavier and pricier, so it's typically overkill unless procurement rigor is core to your operations."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Ramp", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Ramp** is the gold standard for card-led spend management and finance automation."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Airbase (Paylocity for Finance)", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase (Paylocity for Finance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B company deals with a high volume of vendor invoices, POs, and complex procurement processes, **Airbase** ... is the strongest choice."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Brex", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex remains an enterprise-grade powerhouse for high-growth global teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Airwallex", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airwallex provides a stellar multi-currency spend management environment"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Rippling Spend", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling Spend** is unmatched"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|Procurify", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "go with **Airbase** or a procurement-first tool like **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|google-small|BILL Spend & Expense (Divvy)", "prompt": "c214-m2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are 100% US-based, **Ramp** or **BILL Spend & Expense (Divvy)** will be the most cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|meta-small|Spendesk", "prompt": "c214-m2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spendesk - an all-in-one spend management platform ... best for mid-market businesses needing proactive budget controls and native ERP integrations."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|meta-small|Airbase", "prompt": "c214-m2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-market companies that want AP automation, cards, expense, and procurement unified"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|meta-small|Ramp", "prompt": "c214-m2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a free, all-in-one solution right-sized for the majority of finance teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|meta-small|Brex", "prompt": "c214-m2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "suitable for funded startups"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|meta-small|BILL Spend & Expense", "prompt": "c214-m2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal if enforced budgets plus the BILL AP ecosystem is a priority"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|minimax-small|Spendesk", "prompt": "c214-m2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Spendesk** as my top recommendation for a mid-sized B2B company"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|minimax-small|Emburse", "prompt": "c214-m2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great for multi-entity support and unified spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|minimax-small|Ramp", "prompt": "c214-m2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want card-first approach with strong cost benchmarking features"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|minimax-small|Airbase", "prompt": "c214-m2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for AP automation combined with cards and expense management"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|mistral-small|Spendesk", "prompt": "c214-m2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spendesk and Airbase are often highlighted as the best all-in-one spend control solutions"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|mistral-small|Emburse", "prompt": "c214-m2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emburse is also a strong contender, especially for multi-entity organizations."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|mistral-small|Airbase", "prompt": "c214-m2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Spendesk and Airbase are often highlighted as the best all-in-one spend control solutions"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|mistral-small|Rippling", "prompt": "c214-m2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling and Expensify are worth considering if you need broader operational integration"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|mistral-small|Expensify", "prompt": "c214-m2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or a more budget-friendly option, respectively"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|moonshot-small|Ramp", "prompt": "c214-m2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** as the first choice"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|moonshot-small|Brex", "prompt": "c214-m2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Brex instead** if you have significant international operations"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|moonshot-small|Emburse", "prompt": "c214-m2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Mid-Market Multi-Entity Support"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|moonshot-small|Spendesk", "prompt": "c214-m2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for European Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|moonshot-small|Airbase", "prompt": "c214-m2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Airbase was acquired by Paylocity... it's now integrated into Paylocity's broader HCM suite"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|openai-small|Ramp", "prompt": "c214-m2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be: **1) Ramp** — best if you want a broad **all-in-one spend control** platform"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|openai-small|Payhawk", "prompt": "c214-m2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2) Payhawk** — best if your spend is more complex"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|openai-small|Rippling Spend", "prompt": "c214-m2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3) Rippling Spend** — best if you already like Rippling's **HR/payroll platform**"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|xai-small|Airbase", "prompt": "c214-m2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Airbase as a strong all-in-one spend control software option"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|xai-small|Ramp", "prompt": "c214-m2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for cards/AP/expenses; less procurement depth. Top for startups scaling up."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|xai-small|Spendesk", "prompt": "c214-m2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong budgets/approvals; polished for 50-500 staff but more EU-oriented."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|xai-small|Brex", "prompt": "c214-m2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rewards/cashback shine; lighter on AP for complex B2B."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|xai-small|BILL Spend & Expense", "prompt": "c214-m2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB AP/bill pay focus | Free basic; $49/mo+ | 4.3/5 | Simple for accounting-led teams."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Airbase", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with Airbase or Ramp, depending on your primary focus."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Ramp", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with Airbase or Ramp, depending on your primary focus."}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Fraxion", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose Airbase, Ramp, and one other (e.g., Fraxion, Procurify, or SAP Concur depending on ERP)"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|SAP Concur", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one other (e.g., Fraxion, Procurify, or SAP Concur depending on ERP)"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Coupa", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid‑market with complex sourcing and procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|BILL Spend & Expense", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Small‑to‑mid‑size teams preferring a card‑first solution"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Procurify", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "one other (e.g., Fraxion, Procurify, or SAP Concur depending on ERP)"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Brex", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global card spend, travel, and payables"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Spendesk", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Startups and mid‑market needing structure without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c214-m2|zai-small|Rippling Spend", "prompt": "c214-m2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "All‑round cost control with corporate cards + reimbursements"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Ramp", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** | **Best Overall** | AI-driven automation, strong AP & procurement, and high credit limits for US-based teams."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Brex", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Startups & Global Teams** | Dynamic credit limits based on cash flow, multi-currency support"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Spendesk", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SMBs / Mid-Market** | \"Pay-and-control\" model"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|BILL (formerly Divvy)", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Proactive Controls** | Real-time budget enforcement tied directly to corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Airbase", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AP & Procurement** | Deeply integrated Procure-to-Pay workflows"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Coupa", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Large Enterprises** | Industry standard for massive organizations"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Pleo", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Remote/Tech Teams** | Very low friction for employees"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|alibaba-small|Emburse", "prompt": "c214-m3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Full \"Spend\" Suites (Coupa, Airbase, Emburse)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Emburse", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa, BILL Spend and Expense, Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Brex", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex provides corporate cards and expense management tools designed for fast-growing companies"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Ramp", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa..."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Navan", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan (formerly TripActions) provides single-platform support for travel, cards, and expense management"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|SAP Concur", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa..."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Coupa", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Coupa is an enterprise-grade spend management platform for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|BILL Spend and Expense", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend and Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "BILL Spend & Expense offers a way to deliver best-in-class spend management without stitching together separate tools"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Airbase", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The top platforms include ... Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Procurify", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The top platforms include ... Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Payhawk", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "The top platforms include ... Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Rippling Spend", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "The top platforms include ... Airbase, Procurify, Payhawk, and Rippling Spend."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|anthropic-small|Airwallex Spend Management", "prompt": "c214-m3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airwallex Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Airwallex Spend Management is ideal for LLCs, high-growth eCommerce brands, travel agencies, and global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Ramp", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for many finance teams:** Ramp[3][5][12]"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Brex", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for global, multi-entity operations:** Brex or Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|BILL Spend & Expense", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SMB card control:** BILL Spend & Expense or Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Airbase", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market teams needing AP + procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Payhawk", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for global, multi-entity operations:** Brex or Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Spendesk", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for SMB card control:** BILL Spend & Expense or Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Emburse", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Unified spend platforms** like Airbase, Payhawk, Spendesk, and Emburse go broader"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Coupa", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for enterprise procurement:** Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Zip", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Acts as a \"front door\" for requests and approvals rather than a card-led expense tool"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Tipalti", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best for AP-heavy teams:** Tipalti or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Stampli", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best for AP-heavy teams:** Tipalti or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|challenger-small|Order.co", "prompt": "c214-m3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AP/payables-heavy tools** (Tipalti, Stampli, Order.co)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Ramp", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Finance teams of any size wanting the most complete, AI-native platform"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Brex", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-growth tech startups, SMBs, and multinationals needing high-limit corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Navan", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The only platform that truly unifies travel booking and expense management in one product"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Airbase", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex procurement / AP with PO matching → Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|BILL Spend & Expense", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simple budget enforcement for SMBs → BILL Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Payhawk", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "International multi-country footprint → Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Emburse", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "End-to-end spend management across expenses, AP, and payments."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Rippling Spend", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated with payroll, HR, or banking-first stacks for startups."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Mercury", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integrated with payroll, HR, or banking-first stacks for startups."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Rho", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Integrated with payroll, HR, or banking-first stacks for startups."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|SAP Concur", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Large enterprise already on SAP, strong T&E → SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|deepseek-small|Coupa", "prompt": "c214-m3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Heavier implementation (6–12 months, often 50–150% of first-year fees)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Ramp", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Ramp if you are a US-based business looking for a free, exceptionally easy-to-use platform that actively helps you reduce SaaS and vendor costs."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Brex", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Brex if you are a fast-growing, venture-backed startup or have multiple international entities"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|BILL", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Card-First / Fintech-Led (e.g., Ramp, Brex, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Navan", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Navan if your sales, consulting, or operations teams are constantly traveling"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Airbase", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Airbase if your finance team is dealing with a messy procurement process"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Payhawk", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intake-to-Pay / Mid-Market AP-First (e.g., Airbase, Payhawk)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|Coupa", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with Coupa or SAP Concur if you are a CFO at a multi-billion-dollar enterprise"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|google-small|SAP Concur", "prompt": "c214-m3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SAP Concur is the legacy gold standard for Travel & Expense (T&E)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Emburse", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top spend management platforms include Emburse, Brex, Ramp, Navan, SAP Concur, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Brex", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Emburse, Brex, Ramp, Navan"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Ramp", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emburse, Brex, Ramp, Navan, SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Navan", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp, Navan, SAP Concur, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|SAP Concur", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Navan, SAP Concur, Coupa, BILL Spend and Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Coupa", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Concur, Coupa, BILL Spend and Expense, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|BILL Spend and Expense", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend and Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Coupa, BILL Spend and Expense, Airbase, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Airbase", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BILL Spend and Expense, Airbase, Procurify, Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Procurify", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Airbase, Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Payhawk", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Procurify, Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|meta-small|Rippling Spend", "prompt": "c214-m3", "model": "meta-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Payhawk, and Rippling Spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Ramp", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp**: Best for cost-conscious SaaS teams wanting automation"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Brex", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Brex**: Ideal for VC-backed startups needing global payments and travel booking"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Airbase", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Airbase**: Suited for companies needing procurement workflows and multi-subsidiary accounting"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Emburse", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Emburse** | Mid-market, end-to-end management | Unified spend | Custom | 4.5/5 |"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Payhawk", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payhawk**: Modular platform (buy modules independently)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|minimax-small|Coupa", "prompt": "c214-m3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coupa**: Enterprise-focused for large procurement operations"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Emburse", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: End-to-end spend management (expenses, AP, payments)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Ramp", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Automation-focused finance teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Brex", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Startups and SMBs"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Payhawk", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Coupa", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprise procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Spendesk", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Comprehensive spend visibility and control"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Airbase", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Companies needing strong AP and procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Tropic", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Tropic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaS-specific tools (e.g., Tropic, Zluri): Focus on optimizing software spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|mistral-small|Zluri", "prompt": "c214-m3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SaaS-specific tools (e.g., Tropic, Zluri): Focus on optimizing software spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|SAP Concur", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise travel & expense governance | Transaction-based | #1 Ranked"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Ramp", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Automation-focused finance teams | **Free** basic tier | 4.8/5"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Brex", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Startups and scaling companies | **Free** (Essentials) | 4.8/5"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|BILL Spend & Expense", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-first card programs | **Free**"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Navan", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Travel-focused organizations | User-based | #3 Ranked"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Airbase", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market procure-to-pay | Quote-based"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Payhawk", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global businesses | Custom | 4.6/5"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Rippling", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated HR & spend management | Custom"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Emburse", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "End-to-end spend management | Custom | 4.5/5"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Coupa", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large enterprise procurement | Custom | 9.1/10"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Expensify", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Per-User:** Navan, Expensify, Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Zoho Expense", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Per-User:** Navan, Expensify, Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|moonshot-small|Spendesk", "prompt": "c214-m3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Startups/SMBs:** Brex, Ramp, BILL Spend & Expense, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|Ramp", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — strongest all-in-one platform for cards, expenses, AP, procurement, travel, and controls."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|Brex", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Brex** if you want a **single unified spend system**"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|BILL Spend & Expense", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BILL Spend & Expense** if you want a **simpler SMB-oriented spend and expense solution**."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|Expensify", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "There are also legacy or adjacent tools like **Expensify**, **Concur**, **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|Concur", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "There are also legacy or adjacent tools like **Expensify**, **Concur**, **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|openai-small|Airbase", "prompt": "c214-m3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "There are also legacy or adjacent tools like **Expensify**, **Concur**, **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Ramp", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on size (SMB: Ramp; Enterprise: Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Brex", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "needs (cards: Brex; AP: Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Airbase", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong procure-to-pay, POs, 3-way matching"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Payhawk", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global/EU mid-market ... multi-entity/currency; ERP-native"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Spendesk", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finance-led control, EMEA ... Cards/expenses/AP in one"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|BILL Spend & Expense", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMBs with accounting sync ... Weaker procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Coupa", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise: Coupa ... Complex setup; lower usability ratings; not for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|xai-small|Emburse", "prompt": "c214-m3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unified mid-market ... Less card issuance; broader but not as automated."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Ramp", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the best overall for most US‑focused finance teams thanks to its free tier, unified card/AP/treasury/procurement and strong AI controls."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Brex", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is the go‑to for global, high‑growth companies needing local‑currency cards and integrated travel & treasury."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Coupa", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** remains the enterprise standard for deep procure‑to‑pay and strategic sourcing."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Airbase (by Paylocity)", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbase** excels for mid‑market and enterprise teams that need guided procurement, 3‑way PO matching"}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Emburse", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Emburse** offers a broad, unified spend platform with finance‑first AI and strong global support."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Spendesk", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Spendesk** is a strong choice for European mid‑market & SMBs seeking an all‑in‑one procurement‑to‑pay solution."}, {"id": "mai-20260917-1752-baseline-2|c214-m3|zai-small|Expensify", "prompt": "c214-m3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Expensify** is ideal for teams that primarily need expense + card with travel support at an affordable price."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|alibaba-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall \"Zero Cost\" Option: BILL Spend & Expense ... widely recommended as the strongest starter option for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|alibaba-small|Zoho Expense", "prompt": "c214-m4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Cheapest Dedicated Expense Tool: Zoho Expense ... Zoho is often the most affordable."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|alibaba-small|Ramp", "prompt": "c214-m4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Smart Controls (with a Card): Ramp ... The **Base tier is free**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|alibaba-small|Expensify", "prompt": "c214-m4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simple Reimbursements: Expensify ... At $5/month, it is affordable for most small teams."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|alibaba-small|SAP Concur", "prompt": "c214-m4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "it remains cheaper than enterprise giants like SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|anthropic-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL Spend & Expense (Best for Tight Budgets)**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|anthropic-small|Zoho Expense", "prompt": "c214-m4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Expense is the most reliable free tool for teams of up to three users."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|anthropic-small|Tradogram", "prompt": "c214-m4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tradogram offers a generous free plan that includes basic procurement features"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|challenger-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **BILL Spend & Expense** or **Ramp**, because both offer a free core tier"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|challenger-small|Ramp", "prompt": "c214-m4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest default choice is usually **BILL Spend & Expense** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|challenger-small|Zoho Expense", "prompt": "c214-m4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you mainly need **cheap expense reporting** rather than corporate cards; it is listed at **$0–$6 per user**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|challenger-small|Expensify", "prompt": "c214-m4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want **simple receipt scanning and expense reports** at a relatively low per-user cost"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|deepseek-small|Ramp", "prompt": "c214-m4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is typically the best choice because it offers a genuinely useful **free tier** with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|deepseek-small|Brex", "prompt": "c214-m4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a funded startup, **Brex**'s free Essentials plan is equally compelling"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|deepseek-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Overall ... Combines AP automation, bill pay, and corporate cards in one platform"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|deepseek-small|Expensify", "prompt": "c214-m4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expensify at $5/user/month** is the most cost-effective paid option"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|Ramp", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp: Best Overall for US-Based Companies"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Budget Controls"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|Zoho Expense", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Expense is the most affordable SaaS option"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|Expensify", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a fraction of what competitors like Expensify or SAP Concur charge"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|SAP Concur", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a fraction of what competitors like Expensify or SAP Concur charge"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|Airwallex", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for International or Remote Teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|google-small|Mercury", "prompt": "c214-m4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if You Want Banking & Spend in One Place"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|meta-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL Spend & Expense - offers a complete spend management solution and a free standalone expense management option."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|meta-small|Ramp", "prompt": "c214-m4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp - offers a free basic tier and is automation-focused for finance teams."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|meta-small|Spendesk", "prompt": "c214-m4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an all-in-one spend management platform that consolidates company cards, expense management, accounts payable, procurement, and budgeting"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|minimax-small|Ramp", "prompt": "c214-m4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp's free plan** is the most comprehensive zero-cost option"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|minimax-small|Zoho Expense", "prompt": "c214-m4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best Low-Cost Option) - **Cost**: Starts at $3/user/month"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|minimax-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Accounting Sync) - **Cost**: Completely free"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|minimax-small|Airwallex", "prompt": "c214-m4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For international needs ... consider **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|mistral-small|Ramp", "prompt": "c214-m4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **BILL Spend and Expense** are often recommended as the best spend management platforms"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|mistral-small|BILL Spend and Expense", "prompt": "c214-m4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend and Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BILL also provides a free standalone expense management option, which is ideal for smaller budgets"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|moonshot-small|Ramp", "prompt": "c214-m4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp ⭐ Best Overall Value ... Start with Ramp or BILL Spend & Expense – both offer robust free tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|moonshot-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Ramp or BILL Spend & Expense – both offer robust free tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|moonshot-small|Brex", "prompt": "c214-m4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Price**: **FREE Essentials tier**; ~$12/user/month for Premium"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|moonshot-small|Zoho Expense", "prompt": "c214-m4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FREE for up to 3 users; $3/user/month for Standard plan"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|moonshot-small|Expensify", "prompt": "c214-m4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Starting at **$5/user/month** ... Best for: Small businesses focused on reimbursements"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|openai-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best default pick is BILL Spend & Expense** because it has a **$0/user/month** entry point"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|openai-small|Ramp", "prompt": "c214-m4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp**: also has a **free tier** and is very strong if you want broader automation and AP features."}, {"id": "mai-20260917-1752-baseline-2|c214-m4|openai-small|Expensify", "prompt": "c214-m4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you mostly need lightweight expense reporting; pricing starts at **$5/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|openai-small|Zoho Expense", "prompt": "c214-m4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another budget-conscious option, with a free tier for 3 users and low per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|xai-small|Ramp", "prompt": "c214-m4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp stands out as the top spend management platform"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|xai-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong free alternatives if Ramp doesn't fit"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|xai-small|Brex", "prompt": "c214-m4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex | Free Essentials | Funded startups, global teams"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|xai-small|Zoho Expense", "prompt": "c214-m4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Expense | Free (up to 3 users) | Tiny teams/manual entry"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|zai-small|Ramp", "prompt": "c214-m4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best spend management platform for a company with a limited budget is **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|zai-small|BILL Spend & Expense", "prompt": "c214-m4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-m4|zai-small|Zoho Expense", "prompt": "c214-m4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Tiny Teams (1–3 Users): Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Divvy/Ramp", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Divvy/Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "(Examples: Divvy/Ramp, Pleo, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Pleo", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Examples: Divvy/Ramp, Pleo, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Brex", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Examples: Divvy/Ramp, Pleo, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Deel", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Examples: Deel, Procurify, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Procurify", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Examples: Deel, Procurify, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Coupa", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Examples: Deel, Procurify, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Concur", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "When speaking to vendors (e.g., Concur, Ramp, Rippling, Navan, Brex, Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Rippling", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "When speaking to vendors (e.g., Concur, Ramp, Rippling, Navan, Brex, Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Navan", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "When speaking to vendors (e.g., Concur, Ramp, Rippling, Navan, Brex, Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|alibaba-small|Bill.com", "prompt": "c214-m5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "When speaking to vendors (e.g., Concur, Ramp, Rippling, Navan, Brex, Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Ramp", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — Best all-around for US-headquartered teams; unified cards + AP + procurement with a free tier."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Brex", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** — Best for global/multi-entity; local-currency cards in 50+ countries."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Airbase (Paylocity)", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase (Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for **mid-market (100–5,000 employees)** that need full AP automation, POs, and multi-entity support."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Payhawk", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payhawk / Spendesk** — Strong if you're in Europe (multi-currency, EUR/GBP/etc.)."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Spendesk", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Payhawk / Spendesk** — Strong if you're in Europe (multi-currency, EUR/GBP/etc.)."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|BILL Spend & Expense", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good if AP automation + cards are your top priority."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|deepseek-small|Coupa", "prompt": "c214-m5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Only if you have enterprise-grade procurement/sourcing needs; likely overkill for 500 people"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|SAP Concur", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely want to avoid the heavy, slow-to-implement enterprise software (like SAP Concur or Coupa) unless your industry specifically demands it"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Coupa", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely want to avoid the heavy, slow-to-implement enterprise software (like SAP Concur or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Ramp", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When you sit down with vendors (such as **Ramp, Brex, Airbase, Navan, or Spendesk**)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Brex", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The \"Free\" Card-Led Model (e.g., Ramp, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Airbase", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The SaaS Software Model (e.g., Airbase, SAP Concur, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Navan", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "such as **Ramp, Brex, Airbase, Navan, or Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|google-small|Spendesk", "prompt": "c214-m5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as **Ramp, Brex, Airbase, Navan, or Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|meta-small|Ramp", "prompt": "c214-m5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp**: Free, all-in-one, and right-sized for the majority of finance teams."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|meta-small|Brex", "prompt": "c214-m5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex**: Suitable for funded startups."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|meta-small|Airbase", "prompt": "c214-m5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airbase**: Suitable for mid-market companies with real complexity."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|meta-small|BILL Spend & Expense", "prompt": "c214-m5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for companies that prioritize enforced budgets and the BILL AP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|Ramp", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp** — Strong for all-in-one, good for companies wanting simplicity + card rewards"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|Airbase", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Airbase** — Better for mid-market complexity, acquired by Paylocity"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|Emburse", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Emburse** — Strong for multi-entity management and unified spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|Brex", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Brex** — Better if you're a funded startup"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|BILL Spend & Expense", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you want enforced budgets + AP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|minimax-small|Procurify", "prompt": "c214-m5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Procurify** — Strong on procurement and pre-purchase controls"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Coupa", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top Vendors to Consider ... **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|SAP Ariba", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Oracle Procurement Cloud", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Procurement Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Zoho Expense/Procure", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zoho Expense/Procure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Expense/Procure**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Ramp", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Brex", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Airbase", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Divvy", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Divvy**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Certify (now Emburse Certify)", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Certify (now Emburse Certify)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Certify (now Emburse Certify)**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|mistral-small|Concur (SAP Concur)", "prompt": "c214-m5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Concur (SAP Concur)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Concur (SAP Concur)**"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|moonshot-small|Airbase", "prompt": "c214-m5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbase** | Mid-market complexity (100-5,000 employees); strong on AP + procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|moonshot-small|Spendesk", "prompt": "c214-m5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spendesk** | European operations; excellent for EUR/GBP multi-entity"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|moonshot-small|Ramp", "prompt": "c214-m5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** | US-centered; free, all-in-one, fast implementation"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|moonshot-small|BILL Spend & Expense", "prompt": "c214-m5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL Spend & Expense** | If you're already in the BILL AP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|Ramp", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** | Automation, cards-first | 4.8/5 | Free tier | Excellent OCR, rewards; great for US/global."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|Brex", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** | Startups scaling to mid-market | 4.8/5 | Free w/ requirements | Dynamic limits, multi-currency."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|Spendesk", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendesk** | European/UK mid-market (50-1,500 emp) | 4.6/5 | Quote-based | All-in-one, strong VAT/compliance."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|Emburse", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Emburse** | End-to-end (expenses + AP) | 4.5/5 | Custom | Unified view, scalable."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|BILL Spend & Expense", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL Spend & Expense** | Proactive controls | 4.7/5 | ~$45/user/mo | Budget enforcement, AP focus."}, {"id": "mai-20260917-1752-baseline-2|c214-m5|xai-small|Payhawk", "prompt": "c214-m5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Payhawk** | Global teams | 4.6/5 | Custom | Cards + reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|alibaba-small|BILL Spend & Expense (formerly Divvy / Bill.com)", "prompt": "c214-m6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy / Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** *High Risk due to Support & Stability Issues*"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|alibaba-small|Rippling Spend", "prompt": "c214-m6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** *High Complexity & \"Sticker Shock\"*"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|alibaba-small|Ramp", "prompt": "c214-m6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** *Good for Cards, Weak on AP & Support*"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|anthropic-small|Rippling", "prompt": "c214-m6", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Rippling had the most negative customer service feedback, with users complaining about chat-only support, incorrect answers, and unresolved ticket issues"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|anthropic-small|Spendesk", "prompt": "c214-m6", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users noted that approval across multiple entities is very elementary, with rigid workflows and integration difficulties with some tools"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Coupa", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but the sources consistently describe it as **enterprise-level**, with **complexity and pricing** that make it unsuitable for most SMEs"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|SAP Concur", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a **caution choice if usability and implementation speed matter**"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Tipalti", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**expense management is an add-on** and the platform can feel **feature-heavy/complex**"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Expend", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**focused on the UK** and has **fewer global scalability options**"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Airbase", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it may be more platform than you need"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|BILL Spend & Expense", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "if you need deep procurement or BSM functionality, it may be limiting"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Ramp", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally strong, but the results imply caution if you need **deep procurement/PO workflows**"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|challenger-small|Brex", "prompt": "c214-m6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally strong, but the results imply caution if you need **deep procurement/PO workflows**"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|SAP Concur", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Arguably the most consistent negative reception... clunky, dated, and unintuitive app experience"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Showed up repeatedly with serious complaints: Approval delays of months"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|Brex", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A mixed bag that's praised for its finance-stack features but has notable issues"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|Rippling Spend", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generally capable but has drawbacks: High costs due to modular pricing"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|Expensify", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "growing companies report frustration with: Limited functionality at scale"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|Emburse Spend (formerly Abacus)", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Emburse Spend (formerly Abacus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "call it \"the worst business decision we have made,\" including app instability and integration problems"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|deepseek-small|Navan", "prompt": "c214-m6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(Divvy → BILL, TripActions → Navan, Abacus → Emburse)"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|Expensify", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid if you want to keep your existing bank cards, or if you expect hands-on, human customer support."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|SAP Concur", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid if you are a small-to-medium-sized business (SMB) or startup. The tool is far too heavy and expensive"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|Brex", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Verdict:** Approach with caution if you are a bootstrapped, traditional, or highly seasonal business"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Be cautious if your finance team relies on rapid, reliable customer support"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|Ramp", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Be cautious if your operations are highly international"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|google-small|Airwallex", "prompt": "c214-m6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "restrictive compared to global-first platforms like Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|meta-small|Fraxion", "prompt": "c214-m6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the top five spend management software platforms in 2026 are Fraxion, SAP Concur, Coupa, BILL Spend & Expense, and Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|meta-small|SAP Concur", "prompt": "c214-m6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the top five spend management software platforms in 2026 are Fraxion, SAP Concur, Coupa, BILL Spend & Expense, and Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|meta-small|Coupa", "prompt": "c214-m6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "the top five spend management software platforms in 2026 are Fraxion, SAP Concur, Coupa, BILL Spend & Expense, and Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|meta-small|BILL Spend & Expense", "prompt": "c214-m6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the top five spend management software platforms in 2026 are Fraxion, SAP Concur, Coupa, BILL Spend & Expense, and Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|meta-small|Airbase", "prompt": "c214-m6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the top five spend management software platforms in 2026 are Fraxion, SAP Concur, Coupa, BILL Spend & Expense, and Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|minimax-small|Brex", "prompt": "c214-m6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Brex** has received several complaints regarding:\n- Poor customer support and unresponsive service\n- Sudden account closures with minimal warning"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|minimax-small|Ramp", "prompt": "c214-m6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Ramp** users have reported concerns including:\n- Lacking essential features like transaction PINs"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-m6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BILL/Divvy: Be cautious if you need reliable ACH/bill pay or responsive support"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|moonshot-small|Ramp", "prompt": "c214-m6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ramp: Be cautious if you have seasonal cash flow, complex AP needs, or need enterprise-grade support"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|moonshot-small|Brex", "prompt": "c214-m6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Brex: Be cautious if you're a smaller business, need multi-currency operations, or want flexible card controls"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|moonshot-small|Rippling", "prompt": "c214-m6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms With Notable Drawbacks ... Expensive modular pricing ... Steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|openai-small|TSYS/Global Payments", "prompt": "c214-m6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "TSYS/Global Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot reviews for platforms like TSYS/Global Payments show this pattern in customer complaints."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|openai-small|Spend.net", "prompt": "c214-m6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spend.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Public reviews for Spend.net include that type of complaint, even though the company also responds that verification is a standard compliance process."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|openai-small|Impact", "prompt": "c214-m6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Impact", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews for some platforms, such as Impact, mention long waits to recover money."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|openai-small|BILL", "prompt": "c214-m6", "model": "openai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BILL, for example, discloses risk tied to issuing banks and potential outages/security incidents."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Ramp", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trial top-rated ones: Ramp/Brex for startups (free tiers)"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Brex", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Trial top-rated ones: Ramp/Brex for startups (free tiers)"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Payhawk", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emburse/Payhawk for unified spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Coupa", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Best avoided for non-enterprise teams or those needing intuitive tools"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Expensify", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Approach cautiously for receipt-heavy or audit-focused use"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Rippling Spend", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "caution for standalone spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Airbase/Spendesk", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase/Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Occasional slow approvals, card acceptance issues, or PO rework."}, {"id": "mai-20260917-1752-baseline-2|c214-m6|xai-small|Emburse", "prompt": "c214-m6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Emburse/Payhawk for unified spend"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-m6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be **especially cautious** with:\n- **BILL Spend & Expense** — integration, approval, and support issues"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|zai-small|Corpay Complete", "prompt": "c214-m6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Corpay Complete", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Corpay Complete** — payment delays, disjointed vendor management, poor support"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|zai-small|Rippling Spend", "prompt": "c214-m6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Rippling Spend** — high cost, complexity, and limited reporting"}, {"id": "mai-20260917-1752-baseline-2|c214-m6|zai-small|ProSpend", "prompt": "c214-m6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "ProSpend", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Low rating:** 3.0/5 overall ... **No support** and zero flexibility"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|alibaba-small|Ramp", "prompt": "c214-s1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the gold standard for small businesses that want a seamless experience."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|alibaba-small|Spendesk", "prompt": "c214-s1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Procurement & Workflows ... Spendesk is often the superior choice"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|alibaba-small|Brex", "prompt": "c214-s1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Startups with Cash Flow ... requirements for approval are stricter than Ramp"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|alibaba-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"Zero Cost\" Simplicity ... aggressively priced at zero monthly cost for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|anthropic-small|Ramp", "prompt": "c214-s1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is recommended for most finance teams, offering a unified card, AP, procurement, and treasury platform with a free tier"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|anthropic-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed for small and midsize businesses, particularly those already using BILL's accounts payable and receivable products"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|anthropic-small|Expensify", "prompt": "c214-s1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Expensify focuses on streamlined expense management with an emphasis on ease of use and rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|anthropic-small|Brex", "prompt": "c214-s1", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brex is recommended for teams needing global multi-entity support with local currency in 50+ countries"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Ramp", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Ramp** if you want a free, all-in-one platform with strong automation"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL Spend & Expense** if your top priority is **strict budget control** and a zero-software-cost option"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Expensify", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company mainly needs **simple expense reporting and receipt capture**"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Brex", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **funded startups**... but it is less often the default recommendation for the average small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Zoho Expense", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good alternatives when your needs are straightforward"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Pleo", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "good alternatives when your needs are straightforward"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|challenger-small|Emburse", "prompt": "c214-s1", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "good alternatives when your needs are straightforward"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|deepseek-small|Ramp", "prompt": "c214-s1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies (10–200 employees), **Ramp** is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|deepseek-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Spend & Expense** is an excellent free alternative"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|deepseek-small|Brex", "prompt": "c214-s1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "needs global cards, **Brex** is worth a serious look"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|deepseek-small|Airbase", "prompt": "c214-s1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best for Strong Procurement Controls*"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|deepseek-small|Expensify", "prompt": "c214-s1", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best for Simple Expense Reporting*"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|google-small|Ramp", "prompt": "c214-s1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the vast majority of small B2B companies, **Ramp** is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|google-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to prevent overspending *before* it happens, **BILL Spend & Expense** is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|google-small|Brex", "prompt": "c214-s1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Venture-Backed and Global Companies"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|google-small|Mercury", "prompt": "c214-s1", "model": "google-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It does not have the robust purchase-order, complex multi-level approval workflows, or deep invoice-processing capabilities of dedicated spend suites"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|meta-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best spend management platform for a small B2B company is likely to be BILL Spend & Expense, as it is free for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|meta-small|Brex", "prompt": "c214-s1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Brex, Tipalti, and Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|meta-small|Tipalti", "prompt": "c214-s1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Brex, Tipalti, and Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|meta-small|Spendesk", "prompt": "c214-s1", "model": "meta-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Brex, Tipalti, and Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Ramp", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** – Great for all-in-one spending. Offers corporate cards, expense tracking, bill payments, and accounting integrations. Strong cashback rewards and no fees."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Brex", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Ramp, with premium features like travel rewards and higher limits. Ideal for companies scaling quickly."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Airbase", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines expense management, procurement, and bill pay. Good for more structured spending controls."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Expensify", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple expense reporting and receipt matching. Great for teams that need straightforward expense tracking."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|SAP Concur", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-oriented but scalable. Good if you anticipate significant growth."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Procurify", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built for procurement with approval workflows and vendor management."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|minimax-small|Coupa", "prompt": "c214-s1", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More enterprise-focused but offers solid spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|mistral-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL Spend & Expense** and **Brex** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|mistral-small|Brex", "prompt": "c214-s1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL Spend & Expense** and **Brex** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|mistral-small|Tipalti", "prompt": "c214-s1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If global payments and compliance are a priority, **Tipalti** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|mistral-small|Spendesk", "prompt": "c214-s1", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A comprehensive platform that provides a clear view of organizational expenditures"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|moonshot-small|Ramp", "prompt": "c214-s1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Ramp** is the clear winner"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|moonshot-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL Spend & Expense** is a solid alternative"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|moonshot-small|Brex", "prompt": "c214-s1", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For venture-backed startups, **Brex** offers additional perks."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|openai-small|Ramp", "prompt": "c214-s1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Ramp** if you want the broadest all-in-one spend stack with a free entry tier"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|openai-small|Brex", "prompt": "c214-s1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is also a strong option; its Essentials plan is priced at $0/user/month"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|openai-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "openai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Spend & Expense** is worth a look, especially if you already use BILL for AP/AR"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Ramp", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Most Recommended Overall for Small B2B)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL Spend & Expense (Best Free/Budget Option for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Brex", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex (Strong for Funded/Growth B2B)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Airbase", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Airbase (now Paylocity) is solid but more mid-market/quote-based."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Expensify", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Expensify (receipt-focused, $5+/user/mo, no cards)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Spendesk", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Spendesk/Payhawk (Europe-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Payhawk", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Spendesk/Payhawk (Europe-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|xai-small|Mesh", "prompt": "c214-s1", "model": "xai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Mesh", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mesh (virtual cards)"}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|BILL Spend & Expense", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for most small B2Bs:** **BILL Spend & Expense** (free software, strong integrations, budget\\u2011first controls)."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Ramp", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for deeper automation & a unified finance platform:** **Ramp** (per\\u2011user fee but powerful features)."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Spendesk", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For EU/UK\\u2011centric operations, **Spendesk** (or **Pleo**) are excellent local alternatives."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Pleo", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for EU/UK operations:** **Spendesk** (mid\\u2011market) or **Pleo** (smaller teams)."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Emburse (formerly Certify)", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Emburse (formerly Certify)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for simplicity + affordability:** **Emburse (Certify)** or **Expensify**."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Expensify", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for simplicity + affordability:** **Emburse (Certify)** or **Expensify**."}, {"id": "mai-20260917-1752-baseline-2|c214-s1|zai-small|Xero", "prompt": "c214-s1", "model": "zai-small", "cat": "spend-management-platforms", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if you already use Xero:** **Xero + Expense Add\\u2011on**."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|alibaba-small|Ramp", "prompt": "c214-s2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Ramp ... widely considered the gold standard for modern, tech-forward small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|alibaba-small|Divvy (by Bill.com)", "prompt": "c214-s2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Divvy (by Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Procurement: Divvy ... Divvy is the industry leader"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|alibaba-small|Spendesk", "prompt": "c214-s2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Distributed/Global Teams: Spendesk offers one of the best user interfaces on the market"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|alibaba-small|Bill.com", "prompt": "c214-s2", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automation: Bill.com ... Bill.com removes the data entry layer entirely"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|anthropic-small|Ramp", "prompt": "c214-s2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|anthropic-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Option: BILL Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|anthropic-small|Fraxion", "prompt": "c214-s2", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Fraxion is best suited to mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|challenger-small|Ramp", "prompt": "c214-s2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Ramp** if your top priority is **tight spend controls** and automation"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|challenger-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a simpler, card-first platform that's especially friendly to small teams"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|challenger-small|Expensify", "prompt": "c214-s2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Expensify** is also a strong default for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|challenger-small|Spendesk", "prompt": "c214-s2", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best if you want a broader **all-in-one spend management** suite"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL Spend & Expense** (formerly Divvy) stands out as the best all-in-one choice"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|Ramp", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Strong Alternative: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|Brex", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best for venture-backed, high-growth startups with significant cash on hand; less suited to traditional small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|Spendesk", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Spendesk / PayEm / Payhawk** — strong all-in-one options, especially if you operate in multiple countries/currencies"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|PayEm", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "PayEm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Spendesk / PayEm / Payhawk** — strong all-in-one options"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|deepseek-small|Payhawk", "prompt": "c214-s2", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Spendesk / PayEm / Payhawk** — strong all-in-one options"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|google-small|Ramp", "prompt": "c214-s2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the gold standard for SMB spend control. It is entirely free to use"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|google-small|Airwallex", "prompt": "c214-s2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for International B2B SMBs"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|google-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Tight Budget Enforcement ... is a phenomenal, free tool"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|google-small|Brex", "prompt": "c214-s2", "model": "google-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "If you are a bootstrapped, traditional main-street SMB, Brex is less accessible, and Ramp or BILL is a better fit."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|meta-small|Expensify", "prompt": "c214-s2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Expensify - an all-in-one expense and card management solution with a rating of 4.5/5 and starting at $5/member/mo."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|meta-small|Spendesk", "prompt": "c214-s2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an all-in-one spend management platform that consolidates company cards, expense management, accounts payable, procurement, and budgeting"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|meta-small|Fraxion", "prompt": "c214-s2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a leading all-in-one procure-to-pay and spend management platform designed for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|meta-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s2", "model": "meta-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a card-first spend management platform tailored for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|minimax-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL Spend & Expense** (formerly Divvy) as the top choice for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|minimax-small|Ramp", "prompt": "c214-s2", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Ramp** as a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|mistral-small|Spendesk", "prompt": "c214-s2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spendesk** and **Ramp** are the most recommended due to their comprehensive features and scalability"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|mistral-small|Ramp", "prompt": "c214-s2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Spendesk** and **Ramp** are the most recommended due to their comprehensive features and scalability"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|mistral-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Spend & Expense** is also worth considering for its card-first approach."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|mistral-small|Expensify", "prompt": "c214-s2", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a concern, **Expensify** is a cost-effective alternative."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend starting with **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|moonshot-small|Ramp", "prompt": "c214-s2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business has stronger cash reserves ($50K+)... **Ramp** offers more advanced features"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|moonshot-small|Spendesk", "prompt": "c214-s2", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendesk** — Best for Mid-Sized Small Businesses (30-1000 employees)"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|openai-small|Ramp", "prompt": "c214-s2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Ramp is my first recommendation"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|openai-small|Brex", "prompt": "c214-s2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is also a good all-in-one spend platform"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|openai-small|BILL", "prompt": "c214-s2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short comparison table of Ramp vs Brex vs BILL vs Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|openai-small|Airbase", "prompt": "c214-s2", "model": "openai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "short comparison table of Ramp vs Brex vs BILL vs Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|xai-small|Ramp", "prompt": "c214-s2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Ramp as the top all-in-one spend control software."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|xai-small|Brex", "prompt": "c214-s2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VC-funded startups or global needs ... requires min. cash balance (~$50k)"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|xai-small|BILL Spend & Expense", "prompt": "c214-s2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-focused AP/heavy invoicing ... Less automation than Ramp."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|xai-small|Airbase", "prompt": "c214-s2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "good for vendor-heavy B2B but pricier/heavier"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|xai-small|Expensify", "prompt": "c214-s2", "model": "xai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "many switch from manual processes or Expensify and see quick wins"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|zai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For simplicity and broad SMB coverage: BILL Spend & Expense or Expensify."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|zai-small|Ramp", "prompt": "c214-s2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For strong card-level controls and AP integration: Ramp or Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s2|zai-small|Expensify", "prompt": "c214-s2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For simplicity and broad SMB coverage: BILL Spend & Expense or Expensify."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|zai-small|Spendesk", "prompt": "c214-s2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: European-focused or multi-currency SMBs needing AP and procurement integration."}, {"id": "mai-20260917-1752-baseline-2|c214-s2|zai-small|Tipalti", "prompt": "c214-s2", "model": "zai-small", "cat": "spend-management-platforms", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For global suppliers and tax compliance: Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|alibaba-small|Ramp", "prompt": "c214-s3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best Overall for Startups & US-Based Teams) ... widely considered the best all-in-one platform for small to mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|alibaba-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for QuickBooks/Xero Users ... the go-to choice if your primary need is seamless integration with existing accounting software"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|alibaba-small|Brex", "prompt": "c214-s3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Brex if: You need to manage international contractors or global currency payments from day one."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|alibaba-small|Spendesk", "prompt": "c214-s3", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spendesk (Best for EU-Based Teams) ... dominant player in Europe"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|OFX", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Brex", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Ramp", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Key strengths include AI-powered spend analysis, automated receipt matching and categorization... Ramp's software is free to use"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|SAP Concur", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise platforms like Coupa and SAP Concur are available only by contract, with pricing that reflects the implementation scope"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Expensify", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top platforms for 2026 include OFX, Brex, Ramp, SAP Concur, Expensify, and Zoho Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Zoho Expense", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Very affordable, with a free plan for small teams and easy to set up and use. Best for: Small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Spendesk", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spendesk supports small businesses and growing finance teams with scalable tools"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|anthropic-small|Coupa", "prompt": "c214-s3", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise platforms like Coupa and SAP Concur are available only by contract"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|challenger-small|Ramp", "prompt": "c214-s3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** for the best overall small-team spend platform"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|challenger-small|Brex", "prompt": "c214-s3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is strongest when you want **corporate cards plus real-time controls**, especially for startups."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|challenger-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL Spend & Expense** for simplicity"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|challenger-small|Expensify", "prompt": "c214-s3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expensify** for expense reports"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|challenger-small|Zoho Expense", "prompt": "c214-s3", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Expense** for the lowest-cost setup"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|Ramp", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical small, non-funded team, **Ramp** (free, all-in-one) or **Expensify** (lightweight, works with your current bank) are usually the safest starting points."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|Brex", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it fits funded startups far better than a small shop. That's the biggest reason it's less suited to tiny teams."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|Expensify", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Ramp** (free, all-in-one) or **Expensify** (lightweight, works with your current bank) are usually the safest starting points."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|Navan (formerly TripActions)", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Travel-heavy teams and consolidating travel + expense into one tool."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|Pleo", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** European small businesses wanting transparent, card-led pricing."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s3", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Teams wanting free employee cards with built-in budgets."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|google-small|Ramp", "prompt": "c214-s3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Ramp if you want to put your expense reconciliation on autopilot... It offers arguably the strongest AI-driven expense reconciliation on the market."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Small teams that need strict, proactive budget discipline."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|google-small|Brex", "prompt": "c214-s3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Brex if you are a venture-backed tech startup raising capital, or if your small team is globally distributed"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|google-small|Expensify", "prompt": "c214-s3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Expensify if you are perfectly happy with your current Amex or Chase business cards"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|google-small|Zoho Expense", "prompt": "c214-s3", "model": "google-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your small team is already using Zoho CRM or Zoho Books, the native integration makes it a seamless, no-brainer choice."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|minimax-small|Ramp", "prompt": "c214-s3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team just starting out, **Ramp** and **Brex** offer the most robust free tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|minimax-small|Brex", "prompt": "c214-s3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** and **Brex** offer the most robust free tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|minimax-small|Spendesk", "prompt": "c214-s3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Spendesk if**: You're based in Europe and need procurement alongside expense management."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|minimax-small|PEX", "prompt": "c214-s3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "PEX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose PEX if**: You need straightforward prepaid cards with basic controls at a low fixed price."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|minimax-small|Zoho Expense", "prompt": "c214-s3", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Expense** provides the lowest cost entry point for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|Expensify", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need just expense reports, Expensify is a top pick."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|Ramp", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For card-first spend control, Ramp or Brex."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|Brex", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For card-first spend control, Ramp or Brex."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For bill pay and tight controls, BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|Spendesk", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For full automation and scalability, PayEm or Spendesk."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|mistral-small|PayEm", "prompt": "c214-s3", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "PayEm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For full automation and scalability, PayEm or Spendesk."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|moonshot-small|Ramp", "prompt": "c214-s3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** — Best Overall (Free)"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|moonshot-small|Brex", "prompt": "c214-s3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** — Best for Startups & Global Teams"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|moonshot-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-First Control"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|moonshot-small|Expensify", "prompt": "c214-s3", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not a full spend management platform; more focused on expense reports than proactive spend control"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|openai-small|Ramp", "prompt": "c214-s3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best default choice**: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|openai-small|Brex", "prompt": "c214-s3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **card-first controls with growth in mind**: **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|openai-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you only need **basic spending and reimbursements**: **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|openai-small|Airbase", "prompt": "c214-s3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Likely too much tool for a very small, simple team"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|openai-small|Payhawk", "prompt": "c214-s3", "model": "openai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you expect **international growth and modular rollout**: **Payhawk**"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|xai-small|Ramp", "prompt": "c214-s3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Ramp** or **BILL** (free trials/demos available)—Ramp if you want max automation/cashback"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|xai-small|Brex", "prompt": "c214-s3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For 10+ international users, lean Brex."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|xai-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Ramp** or **BILL**—... BILL if simple/no hurdles"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|xai-small|Expensify", "prompt": "c214-s3", "model": "xai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "No native bill pay/cards for all, per-user fees add up"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Ramp", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams (especially US-based), **Ramp** offers the best balance of free access, strong automation, and AP integration"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Brex", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is ideal if you need global card issuance and banking features."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|BILL Spend & Expense", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is the go-to if you're AP-centric and want free cards without leaving the BILL ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Spendesk", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you operate primarily in Europe and need finance-led spend control"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Pleo", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for small EU teams that want a straightforward card solution without AP complexity."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Expensify", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for tiny teams focused on fast receipt capture, reimbursement, and mileage."}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|PayEm", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "PayEm", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More expensive; heavier on AP and procurement, which may be overkill for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c214-s3|zai-small|Zoho Expense", "prompt": "c214-s3", "model": "zai-small", "cat": "spend-management-platforms", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cheapest option in the list, especially for Zoho ecosystem users."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|alibaba-small|Zoho Expense", "prompt": "c214-s4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Expense** and **BILL Spend & Expense** are widely considered the best options for companies with a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|alibaba-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Expense** and **BILL Spend & Expense** are widely considered the best options for companies with a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|alibaba-small|Ramp", "prompt": "c214-s4", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** (Best for Integrated Cards + Expenses)... Ramp functions effectively as a spend management tool."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|anthropic-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: BILL Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|anthropic-small|Expensify", "prompt": "c214-s4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Expensify focuses on streamlined expense management with an emphasis on ease of use and rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|anthropic-small|Zoho Expense", "prompt": "c214-s4", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Expense is the most reliable free tool for teams of up to three users"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|challenger-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BILL Spend & Expense** or **Zoho Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|challenger-small|Zoho Expense", "prompt": "c214-s4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Expense is highlighted as the **best budget-friendly option** with **free support for up to 3 users**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|challenger-small|Ramp", "prompt": "c214-s4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a more automated, modern platform and can pay a bit more:** **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|challenger-small|Expensify", "prompt": "c214-s4", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Expensify** if you want **simple mobile expense reports** and don’t mind paying for a more established tool."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|deepseek-small|Ramp", "prompt": "c214-s4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|deepseek-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Ramp or BILL Spend & Expense — both offer genuinely free tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|deepseek-small|Brex", "prompt": "c214-s4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some (like Brex) have eligibility requirements"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|deepseek-small|Expensify", "prompt": "c214-s4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expensify at $5/user/month** is the cheapest paid option"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|deepseek-small|Pleo", "prompt": "c214-s4", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "free Starter plan (up to 3 users), then ~£39/month, popular in the UK/Europe"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|google-small|Ramp", "prompt": "c214-s4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best Overall for Cost Savings & Automation)... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|google-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Strict Budget Enforcement ... BILL Spend & Expense is the industry leader for \"proactive\" control."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|google-small|Zoho Expense", "prompt": "c214-s4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Expense is the best software-only option."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|google-small|Brex", "prompt": "c214-s4", "model": "google-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its strict underwriting requirements make it much harder to qualify for than Ramp or BILL"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|meta-small|Ramp", "prompt": "c214-s4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best spend management platform for a small company with a tight budget is likely to be Ramp or BILL Spend & Expense."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|meta-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "meta-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is likely to be Ramp or BILL Spend & Expense. Both platforms offer a comprehensive spend management solution"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|minimax-small|Ramp", "prompt": "c214-s4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, **Ramp** is your best bet."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|minimax-small|Brex", "prompt": "c214-s4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Card-first solution with strong spend control"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|minimax-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for**: Small businesses needing visibility without heavy admin work"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|minimax-small|Expensify", "prompt": "c214-s4", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Small teams wanting simple expense management without extensive setup"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|mistral-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL Spend & Expense** and **Zoho Expense** are among the best options available."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|mistral-small|Zoho Expense", "prompt": "c214-s4", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the most budget-friendly option, start with Zoho Expense."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|moonshot-small|Ramp", "prompt": "c214-s4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** edges ahead if you want the most automation"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|moonshot-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Ramp** or **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|moonshot-small|Brex", "prompt": "c214-s4", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Requires $50K+ in bank balance (or higher), so may not fit the tightest budgets"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|openai-small|Ramp", "prompt": "c214-s4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|openai-small|Brex", "prompt": "c214-s4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also has a $0 Essentials plan, but some teams run into more plan complexity as they grow"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|openai-small|BILL Spend & Expense / Divvy", "prompt": "c214-s4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense / Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often competitive for basic spend control, but I'd compare current pricing directly before deciding"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|openai-small|Airbase", "prompt": "c214-s4", "model": "openai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically more of a mid-market fit than a tight-budget small-business fit"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|xai-small|Ramp", "prompt": "c214-s4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Ramp** if you're a US LLC/corp with stable $25K+ cash—it's the most feature-rich free option"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|xai-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp or BILL Spend & Expense (formerly Divvy) stand out as the top free spend management platforms"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|xai-small|Zoho Expense", "prompt": "c214-s4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For non-US, consider Zoho or local alternatives."}, {"id": "mai-20260917-1752-baseline-2|c214-s4|xai-small|Brex", "prompt": "c214-s4", "model": "xai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$50K+ cash min; startup-focused, less for bootstrapped"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|zai-small|BILL Spend & Expense", "prompt": "c214-s4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, I'd start with **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|zai-small|Zoho Expense", "prompt": "c214-s4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Expense** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c214-s4|zai-small|Expensify", "prompt": "c214-s4", "model": "zai-small", "cat": "spend-management-platforms", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For freelancers or individuals, **Expensify**'s free SmartScan tier is a solid lightweight choice."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|SAP", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely don't have the budget or resources for complex enterprise systems (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|Oracle", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely don't have the budget or resources for complex enterprise systems (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|AIRBASE", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "AIRBASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern platforms (like AIRBASE or BILL) often combine expense management with bill payment."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|BILL", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern platforms (like AIRBASE or BILL) often combine expense management with bill payment."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|Rippling", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Unified HR-to-Spend (e.g., Rippling):** If you are evaluating HR software simultaneously"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|BILL Divvy", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "BILL Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Proactive Control / Startups (e.g., BILL Divvy): Excellent for tech-forward teams"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|Spendesk", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**European Focus (e.g., Spendesk/Pleo):** If you are UK/EU-based"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|Pleo", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**European Focus (e.g., Spendesk/Pleo):** If you are UK/EU-based"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|alibaba-small|Brex", "prompt": "c214-s5", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**AP + Spend Hybrids (e.g., AIRBASE, Brex):**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Ramp", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong options for SMBs at ~30 employees include: **Ramp**, **Brex**, **Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Brex", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong options for SMBs at ~30 employees include: **Ramp**, **Brex**, **Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Expensify", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong options for SMBs at ~30 employees include: **Ramp**, **Brex**, **Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Zoho Expense", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Expense** (budget-friendly, free tier up to 3 users, ~$3/user)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Payhawk", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payhawk**, and **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|deepseek-small|Spendesk", "prompt": "c214-s5", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Payhawk**, and **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Ramp", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Strongly Recommended for most SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Brex", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly popular among venture-backed startups. It offers excellent global spend capabilities"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Mercury", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are also looking to switch your corporate bank account, these are \"all-in-one\" fintech banking platforms"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Rho", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mercury / Rho ... bundle business banking with corporate cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Expensify", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "these are generally considered too clunky, administrative-heavy, and expensive compared to modern, card-first alternatives"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|google-small|Concur", "prompt": "c214-s5", "model": "google-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "older players like Expensify or Concur ... too clunky, administrative-heavy, and expensive"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|meta-small|Emburse", "prompt": "c214-s5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top spend management platforms for small to medium-sized businesses include Emburse, Ramp, Brex, Coupa, and Tropic."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|meta-small|Ramp", "prompt": "c214-s5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top spend management platforms for small to medium-sized businesses include Emburse, Ramp, Brex, Coupa, and Tropic."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|meta-small|Brex", "prompt": "c214-s5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top spend management platforms for small to medium-sized businesses include Emburse, Ramp, Brex, Coupa, and Tropic."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|meta-small|Coupa", "prompt": "c214-s5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top spend management platforms for small to medium-sized businesses include Emburse, Ramp, Brex, Coupa, and Tropic."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|meta-small|Tropic", "prompt": "c214-s5", "model": "meta-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Tropic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top spend management platforms for small to medium-sized businesses include Emburse, Ramp, Brex, Coupa, and Tropic."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|minimax-small|Expensify", "prompt": "c214-s5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common choices include **Expensify**, **Ramp**, **Brex**, **SAP Concur**, and **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|minimax-small|Ramp", "prompt": "c214-s5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common choices include **Expensify**, **Ramp**, **Brex**, **SAP Concur**, and **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|minimax-small|Brex", "prompt": "c214-s5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common choices include **Expensify**, **Ramp**, **Brex**, **SAP Concur**, and **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|minimax-small|SAP Concur", "prompt": "c214-s5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "each has different strengths (some more startup-friendly, others enterprise-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|minimax-small|Tipalti", "prompt": "c214-s5", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "each has different strengths (some more startup-friendly, others enterprise-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Ramp", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk)."}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Brex", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Expensify", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Divvy", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Zoho Expense", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Zoho Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Airbase", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|mistral-small|Spendesk", "prompt": "c214-s5", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Ramp, Brex, Expensify, Divvy, Zoho Expense, Airbase, Spendesk"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|moonshot-small|Expensify", "prompt": "c214-s5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Will they help migrate from Expensify, Brex, Ramp, or legacy systems?"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|moonshot-small|Brex", "prompt": "c214-s5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies in your bracket usually evaluate **Ramp, Brex, Expensify, Airbase,**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|moonshot-small|Ramp", "prompt": "c214-s5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies in your bracket usually evaluate **Ramp, Brex, Expensify, Airbase,**"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|moonshot-small|Airbase", "prompt": "c214-s5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airbase on AP + procurement"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|moonshot-small|Bill.com/Melio", "prompt": "c214-s5", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Bill.com/Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bill.com/Melio** (if focused on AP)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Ramp", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3–5: Ramp/Brex (card-first, free for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Brex", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3–5: Ramp/Brex (card-first, free for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Spendesk", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spendesk (Europe-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Airbase", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Fixed/usage-based | $500+/mo flat | Precoro, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Precoro", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Precoro (procurement focus)"}, {"id": "mai-20260917-1752-baseline-2|c214-s5|xai-small|Payhawk", "prompt": "c214-s5", "model": "xai-small", "cat": "spend-management-platforms", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-user/month | $8–$20 | Spendesk, Payhawk"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|SAP Concur", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Unless your budget exceeds \\$2k–\\$5k per month for finance software, avoid Concur."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Workday", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are massive ERP ecosystems... They are incredibly expensive and complex to maintain."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Oracle NetSuite Financials", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Oracle NetSuite Financials", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are massive ERP ecosystems... incredibly expensive and complex to maintain."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Avid Xchange", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Avid Xchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "customer base often complains about slow implementation times and unhelpful support for smaller clients"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Chase", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their spend *management* portals are often severely lacking compared to modern fintech competitors"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Citi", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their spend *management* portals are often severely lacking compared to modern fintech competitors"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Wells Fargo", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their spend *management* portals are often severely lacking compared to modern fintech competitors"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Divvy", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Divvy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Several popular corporate card issuers (like *Divvy* or *Amper*) were acquired or ceased operations in recent years"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Amper", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Amper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "were acquired or ceased operations in recent years, leaving businesses scrambling to migrate data"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Brex", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "historically known for being unfriendly to non-tech SMBs. They frequently suspend accounts for minor compliance issues"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|alibaba-small|Ramp", "prompt": "c214-s6", "model": "alibaba-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "their automated rejection systems can be frustrating and slow"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|anthropic-small|Brex", "prompt": "c214-s6", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "smaller businesses or those without VC backing may find themselves excluded or de-prioritized"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|anthropic-small|Expensify", "prompt": "c214-s6", "model": "anthropic-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensify is feature-rich, but less card-centric than newer platforms... later decide to shift to card-centric tools as they scale."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|SAP Concur", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "better suited to larger or enterprise teams, and one notes it may be a poor fit because of **high costs, feature limits, and complexity**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Coupa", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "generally positioned for **large enterprises**, so small businesses may find it more than they need"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Tipalti", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its **complexity and high pricing are not typically the best fit for most small or medium businesses**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Airbase / Paylocity Airbase", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase / Paylocity Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "repeatedly framed as a better fit when you need broader procure-to-pay capabilities, not as the simplest SMB choice"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Ramp", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the better fit is usually a simpler, card-first or expense-first platform such as **Ramp, Brex, BILL Spend & Expense, Zoho Expense, or Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Brex", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as **Ramp, Brex, BILL Spend & Expense, Zoho Expense, or Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|BILL Spend & Expense", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as **Ramp, Brex, BILL Spend & Expense, Zoho Expense, or Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Zoho Expense", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **Ramp, Brex, BILL Spend & Expense, Zoho Expense, or Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|challenger-small|Expensify", "prompt": "c214-s6", "model": "challenger-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as **Ramp, Brex, BILL Spend & Expense, Zoho Expense, or Expensify**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|Brex", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are not a VC-backed tech startup, **avoid Brex**."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if you rely on integrations ... Many users describe the transition as \"disastrous.\""}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|Ramp", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid if you have tight cash flow** or rely on credit card float"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|Expensify", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Avoid if you need real-time phone support** ... Fine only for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|Mercury", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "you are generally **safer** with:\n- **Mercury** (banking + virtual cards, excellent support)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|deepseek-small|Zoho Expense", "prompt": "c214-s6", "model": "deepseek-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Zoho Expense** (low-cost SaaS, no card lock-in)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|SAP Concur", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to Avoid:** The pricing is high and non-transparent."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Coupa", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** If you have a small team, Coupa's rigid workflows will feel like a straitjacket."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Brex", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why to Be Cautious:** In 2022, Brex famously offboarded traditional, bootstrapped small businesses."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Ramp", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They typically require a **minimum cash balance of $75,000** to qualify."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Airbase", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "For a smaller business, the software is vastly over-engineered. Pricing is opaque and quote-based"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Expensify", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it has experienced a steep decline in user satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Widely considered the best alternative for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Zoho Expense", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly affordable, easy to use, and scales perfectly for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|QuickBooks Online", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simply using the receipt-matching tools native to **QuickBooks Online** or **Xero** is often enough."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|google-small|Xero", "prompt": "c214-s6", "model": "google-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simply using the receipt-matching tools native to **QuickBooks Online** or **Xero** is often enough."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|meta-small|BILL Spend & Expense", "prompt": "c214-s6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be ideal for very small businesses with limited vendors and low transaction volume"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|meta-small|Expensify", "prompt": "c214-s6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable for businesses that need more advanced features such as procurement coverage, corporate cards, and payments capabilities"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|meta-small|Spendesk", "prompt": "c214-s6", "model": "meta-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it may not be suitable for small businesses that do not need advanced features such as procure-to-pay add-on and PO creation on approval"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Ramp", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Freemium model issues: Essential features locked behind paid tiers despite advertising free capabilities"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Brex", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Abandoned SMB market: In 2022, Brex explicitly announced it would stop serving traditional small-to-medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Expensify", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Slow reimbursements: Users report waiting up to a month for expense reimbursements"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|SAP Concur", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High costs: Smaller companies find the pricing simply too high... Not suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Mercury", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better alternatives for small businesses: Consider Mercury, Bill.com, or Navan"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Bill.com", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better alternatives for small businesses: Consider Mercury, Bill.com, or Navan"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|minimax-small|Navan", "prompt": "c214-s6", "model": "minimax-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Navan (which offers a free tier for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|mistral-small|SAP Concur", "prompt": "c214-s6", "model": "mistral-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Smaller companies and startups often find Concur's costs prohibitively high, and it may be overkill for businesses with simpler spending needs."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution advised** — particularly since the BILL acquisition"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Brex", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Use with caution for smaller businesses**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|SAP Concur", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Generally avoid for small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Expensify", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Approach carefully**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Ramp", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Mixed signals for very small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Pleo", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Safer bets for most small businesses**: **Pleo** or **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Spendesk", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pleo** or **Spendesk** (European-focused but expanding)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Airwallex", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Airwallex** or **Wise Business** (if international needs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Wise Business", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Airwallex** or **Wise Business** (if international needs)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Qonto", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Qonto** or **Mercury** (banking-first with spend controls)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|moonshot-small|Mercury", "prompt": "c214-s6", "model": "moonshot-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Qonto** or **Mercury** (banking-first with spend controls)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|SAP Concur", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious About**: **SAP Concur** ... skip for <100 people."}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|Coupa", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"high cost prohibitive for small businesses,\" complex navigation slowing basic tasks, and unresponsive support"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|Expensify", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "abysmal support (no phone, bot-only), hard cancellations ... users call it \"garbage\" and \"regrettable.\""}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Approach with Caution** ... frequent gripes include integration/sync failures"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|Ramp", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Prioritize SMB-friendly options** like Ramp (4.8/5 G2, free tier, intuitive)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|Brex", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex (similar)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|xai-small|Zoho Expense", "prompt": "c214-s6", "model": "xai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zoho Expense (affordable, simple)"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Coupa", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Overkill Enterprise Suites (e.g., Coupa, SAP Ariba, Oracle) ... **Why to avoid:** They are incredibly expensive to implement"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|SAP Ariba", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overkill Enterprise Suites (e.g., Coupa, SAP Ariba, Oracle) ... **Why to avoid:** They are incredibly expensive to implement"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Oracle", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill Enterprise Suites (e.g., Coupa, SAP Ariba, Oracle) ... **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Ramp", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "platforms like Ramp market a \"free\" plan. However, once you go live, you may find that essential features ... are locked behind expensive paid tiers"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Brex", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"Free\" Card Issuers with Hidden Fees (e.g., Ramp, Brex, Airwallex) ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Airwallex", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "\"Free\" Card Issuers with Hidden Fees (e.g., Ramp, Brex, Airwallex) ... **Why to be cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|BILL Spend & Expense", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users frequently report **integration issues** with accounting software and **syncing problems**"}, {"id": "mai-20260917-1752-baseline-2|c214-s6|zai-small|Moss", "prompt": "c214-s6", "model": "zai-small", "cat": "spend-management-platforms", "variant": "negative", "raw": "Moss", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Reviews indicate a **steep learning curve**. Employees often struggle with uploading receipts"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Coupa", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** (Business Spend Management) is widely considered the gold standard for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Tipalti", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Supply Chain & Global Payments: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|HighRadius", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for AI & Cash Flow Optimization: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Zynstra", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Zynstra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Finance Transformation: Zynstra"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Oracle NetSuite", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you are already a NetSuite customer."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|SAP Concur / SAP Ariba", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur / SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The go-to choice for enterprises entrenched in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Workday Financials", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ideal for companies using Workday HR and ERP"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|alibaba-small|Bill.com", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you pay mostly domestic US vendors $\\rightarrow$ **Bill.com** or **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|anthropic-small|Coupa", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Coupa is a full source-to-pay suite... named a Leader in the 2026 Gartner Magic Quadrant... However, it's reported at $800,000-$2,000,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|anthropic-small|Tipalti", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti automates AP for global businesses... across entities, countries, and currencies"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|anthropic-small|HighRadius", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global enterprises managing multi-ERP complexity, HighRadius seamlessly processes millions of invoices annually"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|anthropic-small|Basware", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Basware is an enterprise AP automation and e-invoicing network provider serving multinationals, and a Leader in the 2026 Gartner Magic Quadrant"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|Coupa", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Coupa** is often the best fit for broader enterprise procure-to-pay control"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|SAP Ariba/Concur", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP-centric enterprise stack | **SAP Ariba / Concur**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|Basware", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise AP with strong automation and controls | **Basware** or **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|Medius", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise AP with strong automation and controls | **Basware** or **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|HighRadius", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume invoice processing and ERP matching | **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|challenger-small|Tipalti", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Tipalti** is the safest default for an enterprise **B2B** company"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|Basware", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Basware — *Best for e-invoicing compliance*"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|Coupa", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa — *Best for procurement + AP alignment*"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|Esker", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker — *Strong Leader focused on touchless processing*"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|Medius", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Medius** is the most commonly recommended \"default\" for enterprise AP automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|Tipalti", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tipalti — *Best for global payments & supplier onboarding*"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|deepseek-small|SAP Concur", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basware or SAP Concur integrate most natively"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|BILL", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic SMB tools like BILL or Melio do not scale sufficiently"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Melio", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic SMB tools like BILL or Melio do not scale sufficiently"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Tipalti", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Global & Multi-Entity Enterprises: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Medius", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deep ERP Integrations & High-Volume Matching: **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Stampli", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Collaborative Teams & Fast Implementation: **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|HighRadius", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AI-Native, Autonomous Shared Services: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Vic.ai", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI-first platforms like HighRadius or Vic.ai represent the cutting edge"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Coupa", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Full Spend Management & Procure-to-Pay (P2P): **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Zone AP", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Zone AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If NetSuite: Tipalti or Zone AP (built natively in NetSuite) are excellent."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|google-small|Routable", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tipalti or Routable are better suited"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|BILL AP/AR", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|Sage Intacct", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|Stampli", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|SAP Concur", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|Ramp", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|Tipalti", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|meta-small|Brex", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|minimax-small|Basware", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Basware is widely recognized as the best overall choice for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|minimax-small|Coupa", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Basware** or **Coupa** would typically be the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|minimax-small|SAP Concur", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "optimal if you're already embedded in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|minimax-small|Tipalti", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for companies with complex global payment operations"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|minimax-small|Medius", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong alternative for high-volume processing with advanced AI automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|mistral-small|Stampli", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If AI-driven automation and user satisfaction are priorities, Stampli stands out."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|mistral-small|Tipalti", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global operations, Tipalti is especially strong."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|mistral-small|SAP Concur", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for enterprises already using SAP solutions"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|mistral-small|BILL AP/AR", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A widely adopted platform that streamlines the entire AP process from invoice capture to payment"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|mistral-small|Highradius", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Highradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leverages AI for autonomous AP processing, excelling in invoice capture, PO matching, and exception handling"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|moonshot-small|Coupa", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Coupa** or **Medius** first"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|moonshot-small|Medius", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **Coupa** or **Medius** first"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|moonshot-small|Tipalti", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tipalti** if global supplier payments are your biggest pain point"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|moonshot-small|SAP Concur", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprises already in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|moonshot-small|Basware", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Compliance-heavy environments, especially SAP environments"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Coupa", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for broader spend management / procurement alignment:** **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Basware", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for SAP-centric enterprises:** **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Tipalti", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall for global enterprise AP:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Esker", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the strongest contenders are **Coupa, Basware, Tipalti, Esker, Ivalua, Medius, HighRadius, and Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Ivalua", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the strongest contenders are **Coupa, Basware, Tipalti, Esker, Ivalua, Medius, HighRadius, and Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Medius", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the strongest contenders are **Coupa, Basware, Tipalti, Esker, Ivalua, Medius, HighRadius, and Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|HighRadius", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "the strongest contenders are **Coupa, Basware, Tipalti, Esker, Ivalua, Medius, HighRadius, and Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|openai-small|Serrala", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the strongest contenders are **Coupa, Basware, Tipalti, Esker, Ivalua, Medius, HighRadius, and Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Basware", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Gartner MQ (both years) & Forrester Wave (top in Strategy)."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Coupa", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leader in Gartner MQ (highest Ability to Execute)... Demo 2-3 based on your ERP (e.g., Coupa/Basware for SAP)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Medius", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in Gartner MQ & Forrester Wave."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Esker", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in Gartner MQ."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|HighRadius", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top-ranked in reviews (e.g., 9.6/10 overall)."}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Tipalti", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other strong contenders: Tipalti (global mass payments/supplier onboarding)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|Stampli", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stampli/AvidXchange (mid-to-large with quick ROI)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|AvidXchange", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Stampli/AvidXchange (mid-to-large with quick ROI)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|xai-small|SAP Concur/Ariba", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur/Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP Concur/Ariba (if already in SAP ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|HighRadius", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highest-ranked AP automation platform (≈9.6/10)"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Tipalti", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global supplier onboarding, cross‑border payments, and compliance | **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Basware AP Automation", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware AP Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best-in-class for high-volume touchless processing and multi-ERP control"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Coupa", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurement-linked AP and unified spend management | **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Medius", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Centralized AP workflow across multiple ERPs | **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|SAP Ariba / SAP Concur (AP)", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Ariba / SAP Concur (AP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SAP‑centric environment with strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Esker", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Complex ERP posting and exception handling | **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|Stampli", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI‑driven invoice coding and collaborative workflows | **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-l1|zai-small|AvidXchange", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Industries with recurring AP workflows and mid‑market scale."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|alibaba-small|HighRadius", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation for this specific profile is **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|alibaba-small|Basware", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Runner-Up: Basware"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|alibaba-small|Coupa", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Runner-Up: Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|alibaba-small|Tipalti", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "### 4. Notable Mention: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|alibaba-small|SAP Ariba", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your large enterprise runs on **SAP S/4HANA**, SAP Ariba is often the default and most logical choice"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|anthropic-small|Serrala FS2 Payments", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Serrala FS2 Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP-native solutions like Serrala FS2 Payments are particularly well-suited to large enterprises that want deep ERP integration and high automation rates"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|anthropic-small|SAP's Invoice Payment Manager", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP's Invoice Payment Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already in the SAP ecosystem, SAP's Invoice Payment Manager enables B2B payment automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|anthropic-small|Basware", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basware is best suited to large international organizations that process over 50,000 invoices a year"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|anthropic-small|SAP Concur", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Concur is a good fit for mid-sized to enterprise organizations, particularly those in SAP's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|challenger-small|HighRadius", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **single safest default recommendation**, I'd start with **Coupa** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|challenger-small|Basware", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Basware** is also a strong candidate because it is highlighted for very large enterprises processing over 50,000 invoices a year"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|challenger-small|Coupa", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Coupa** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|challenger-small|SAP", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **SAP** if you are already deeply standardized on SAP"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|challenger-small|Invoiced by Flywire", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Invoiced by Flywire** is positioned as an AI-native invoice-to-cash platform for B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Basware", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Safest enterprise choice overall: **Basware** — a Gartner Leader with the strongest global/multi-entity capability"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|SAP Concur", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're an SAP shop: **SAP Concur** (or Basware) for native GL integration."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Coupa", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a complete spend-management suite with procurement and AP together: **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Tipalti", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If global payments and tax compliance are your pain point: **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Esker", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "named **Basware, Coupa, Esker, and Medius** as the Leaders"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Medius", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "named **Basware, Coupa, Esker, and Medius** as the Leaders"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|deepseek-small|Stampli", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More oriented to mid-market, though supports enterprise"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|google-small|Tipalti", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is the gold standard. It goes beyond simple invoice scanning to handle the entire \"invoice-to-pay\" lifecycle globally"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|google-small|Coupa (Coupa Invoicing)", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa (Coupa Invoicing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is a Fortune-500 favorite and the heavyweight champion of Business Spend Management (BSM)."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|google-small|Medius", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Medius is built specifically for enterprises with complex AP workflows."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|google-small|Vic.ai", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vic.ai uses deep machine learning models trained on billions of invoices."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|google-small|Basware", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Basware is a global leader in navigating these regulatory waters."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|meta-small|Concur Invoice", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Concur Invoice: A cloud-based accounts payable automation software that helps organizations automate invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|meta-small|Invoiced by Flywire", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An AI-native invoice-to-cash platform that pairs accounts receivable automation with global payments infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|meta-small|Plouton AI", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plouton AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "An agentic automation platform that uses browser-use agents to perform complex FinanceOps workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|minimax-small|HighRadius", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|minimax-small|SAP Concur", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already heavily invested in SAP, then **SAP Concur** would be a natural fit."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|minimax-small|Oracle NetSuite", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for companies already using NetSuite ERP"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|minimax-small|Tipalti", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for international businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|mistral-small|Coupa Invoice-to-Pay", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa Invoice-to-Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa Invoice-to-Pay** or **SAP Ariba Invoice Management** would likely provide the best combination of scalability, global capabilities, and proven ROI"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|mistral-small|SAP Ariba Invoice Management", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba Invoice Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa Invoice-to-Pay** or **SAP Ariba Invoice Management** would likely provide the best combination of scalability, global capabilities, and proven ROI"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|mistral-small|Oracle Intelligent Invoice Automation", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Oracle Intelligent Invoice Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Oracle ERP customers or Oracle Cloud users"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|mistral-small|Tipalti", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market to large companies needing global payment capabilities"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|mistral-small|BlackLine Accounts Payable Automation", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BlackLine Accounts Payable Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Companies prioritizing financial controls and compliance"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|moonshot-small|Basware", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Basware** if you want the best balance of automation rates, ROI timeline, and cost efficiency"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|moonshot-small|HighRadius", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** - Best for Autonomous AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|moonshot-small|SAP Ariba", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP Ariba** only if you're heavily invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|moonshot-small|Coupa", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** - Best for Spend Management Integration"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|openai-small|SAP Concur Invoice", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **SAP Concur Invoice** when the company is already enterprise-heavy and approval/process complexity is the main issue."}, {"id": "mai-20260917-1752-baseline-2|c215-l2|openai-small|Tipalti", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Tipalti** if your priority is a more unified AP automation platform with strong AI-driven invoice capture"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|xai-small|Basware", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Basware or Coupa as top choices for invoice processing automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|xai-small|Coupa", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Basware or Coupa as top choices for invoice processing automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|xai-small|HighRadius", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius (Strong Alternative) ... AI-focused but more niche for mid-large"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|xai-small|Vic.ai", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or pure AP speed (HighRadius/Vic.ai)"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|HighRadius", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** – Best for AI-driven automation and complex ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Basware", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Basware** – Strong choice for global multi-entity operations"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Coupa", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** – Ideal if you want unified spend management"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|SAP Concur", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP Concur** – Best if you're heavily invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Rillion", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rillion | Organizations with fragmented ERPs | 50+ ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Tipalti", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you have global operations → Tipalti or Basware"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Medius", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Medius | Complex AP environments | Exception-based workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|AvidXchange", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AvidXchange | High-volume AP teams | Automated payments at scale"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Vic.ai", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "maximum automation & AI accuracy → HighRadius or Vic.ai"}, {"id": "mai-20260917-1752-baseline-2|c215-l2|zai-small|Ramp", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you want unified spend management → Coupa or Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|Medius", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Medius** | AI-Driven AP Automation | Mid-market to large enterprises | Highly flexible AI for data extraction and matching; deep native integration with SAP, Oracle, and NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|Tipalti", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is often the standout due to its massive global network covering millions of suppliers in diverse currencies."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|Basware", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong rule-based automation; historically dominant in SAP-heavy environments with strict compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|Coupa", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company wants to centralize purchasing requests, purchase orders, and invoices into a single system... Coupa is the preferred choice."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|SAP Concur", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seamless blend of Travel & Expense (T&E) with structured AP workflows for existing SAP customers."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|AvidXchange", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for rapid implementation and robust AI processing capabilities for complex invoices."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|alibaba-small|Stampli", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses on a collaborative vendor portal experience for easier dispute resolution and communication."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|Medius", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Medius is distinguished by AI-native autonomous processing with 70-85% touchless rates"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|Tipalti", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tipalti stands out for enterprise global payments across 196 countries"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|Coupa", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa delivers a comprehensive spend management platform that unifies procurement, AP, and analytics across the enterprise"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|SAP Concur", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Concur is best for SAP ecosystem integration"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|Stampli", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|AvidXchange", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|BILL", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|Ramp", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|SAP Ariba", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "are better served by Coupa, SAP Ariba or Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|anthropic-small|NetSuite Accounts Payable", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "NetSuite Accounts Payable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "NetSuite Accounts Payable is part of Oracle NetSuite's full cloud ERP suite, giving you an integrated, end-to-end solution"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|Coupa", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is strongest for enterprise-wide spend governance and procure-to-pay control"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|SAP Ariba/Concur", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP Ariba/Concur** if you are already standardized on **SAP**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|Basware", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Basware** if you process **very high invoice volumes**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|HighRadius", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **HighRadius** if AP is part of a larger **finance automation transformation**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|Medius", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Medius** if you want **AI-first AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|Tipalti", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Tipalti** if your biggest pain is **global supplier onboarding, payments, tax**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|Stampli", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less positioned as the deepest enterprise governance stack"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|challenger-small|AvidXchange", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Commonly appears in large-business lists, but less often in top enterprise-core rankings"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Medius", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Non-PO heavy, multiple ERPs, complex approvals** → Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Coupa", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often noted as **more expensive** than competitors"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Tipalti", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Global payments, cross-border payouts, supplier onboarding** → Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|SAP Concur (Invoice)", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur (Invoice)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP-centric with compliance needs** → SAP Concur Invoice"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|HighRadius", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High invoice volume with complex hierarchies, plus AR/close needs** → HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Stampli", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Maximize collaboration in approvals** → Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Basware", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SAP-centric with compliance needs → ... Basware"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|OpenText VIM", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "OpenText VIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mature, SAP-certified invoice-management layer built for high plant-level volume"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Esker", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pairs AP with AR automation in one cloud platform"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|BILL", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**BILL and Ramp** are excellent for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|deepseek-small|Ramp", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**BILL and Ramp** are excellent for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|Tipalti", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Multi-entity enterprises with massive, global supplier networks... Choose Tipalti if: Your company is expanding globally"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|Coupa", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Coupa if: You need to control spend before it happens."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|Medius", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Medius if: You are a manufacturing or retail enterprise with a massive volume of physical inventory"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|HighRadius", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose HighRadius if: You process millions of invoices annually"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|SAP Concur (or SAP Ariba)", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur (or SAP Ariba)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises standardized on SAP who prioritize T&E consolidation alongside traditional vendor AP."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|google-small|Stampli", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Stampli if: Your biggest bottleneck is internal bureaucracy"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|HighRadius", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AI-powered autonomous invoice processing with 95%+ data capture accuracy"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Basware", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global compliance and e-invoicing network"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Medius", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-native autonomous processing with high touchless rates (70-85%)"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Tipalti", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-end AP automation with strongest global payments capability"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|SAP Concur", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for SAP ecosystem integration"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Vic.ai", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Autonomous invoice processing at scale"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Stampli", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Highest user satisfaction ratings"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|minimax-small|Kofax / ABBYY", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Kofax / ABBYY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong in intelligent document processing"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Medius", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for mid-market to enterprise teams with complex AP workflows."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Tipalti", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for global organizations managing cross-border payments."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Coupa", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for large enterprises with complex procurement and AP needs."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|SAP Concur", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for enterprises already using SAP ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Stampli", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for teams seeking collaborative AP processing."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|AvidXchange", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for mid-market and real estate verticals."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for mid-market to lower-enterprise teams."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Ramp", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for spend management and card-based AP automation."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|HighRadius", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for very large enterprises with high invoice volumes."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Basware", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for global enterprises with complex, multi-country AP needs."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|Ivalua", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for source-to-pay buyers with complex direct-materials needs."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|mistral-small|IBM AP Automation", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "IBM AP Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for enterprises needing ERP-integrated AP automation with controlled exception handling."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Medius", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Medius if you need best-in-class AP automation with minimal manual intervention and run multiple ERPs."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Tipalti", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Tipalti if global supplier payments and tax compliance are your biggest pain points."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Coupa (now part of SAP)", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa (now part of SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coupa if AP is part of a larger initiative to control all enterprise spend"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Basware", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Basware if you operate in highly regulated markets or need e-invoicing network coverage."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Stampli", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Stampli if your main problem is invoice approval chaos"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|AvidXchange", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose AvidXchange if you want to automate both the invoice workflow and outgoing payments"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|SAP Concur", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less competitive as a standalone AP point solution"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|Ramp", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Spend Management Breadth | Coupa, Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|moonshot-small|BILL", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "SAP Concur and BILL are more rigid"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|openai-small|SAP Ariba Buying and Invoicing", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba Buying and Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Already on SAP ERP?** Start with **SAP Ariba / SAP network-based P2P"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|openai-small|Oracle Fusion Cloud Accounts Payable / Payables Agent", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Oracle Fusion Cloud Accounts Payable / Payables Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Already on Oracle Fusion ERP?** Start with **Oracle Payables Agent"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|openai-small|Coupa AP Automation", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa AP Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need a cross-ERP spend-management layer?** Consider **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|openai-small|SAP S/4HANA + SAP Business Network / Ariba integration", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP S/4HANA + SAP Business Network / Ariba integration", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SAP-centric enterprises that want AP automation tightly integrated with core ERP processes."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|HighRadius", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Autonomous end-to-end finance (AP/AR/treasury) | GenAI-native capture (90%+ accuracy, iterative learning), touchless PO matching"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|Medius", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Complex workflows & AI-driven invoice-to-pay | Advanced AI for capture/matching/exceptions... High configurability."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|Basware", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume compliance & touchless processing... Less \"agentic\" AI than HighRadius/Medius; rules-heavy."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|Tipalti", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global/multi-entity payments & supplier payouts... Payments-first (less deep on complex approvals)"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|Coupa", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Procure-to-pay (P2P) integration... Heavier on procurement than standalone AP; complex setup."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|AvidXchange", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pushes own payment rails (higher fees); mid-market tilt, less global than Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|Stampli", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Collaborative approvals & rapid ERP sync... Mid-market strong; less procure/global focus."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|xai-small|SAP Concur Invoice", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "T&E-primary (weaker pure AP depth); basic matching vs. Medius/HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Medius", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Medius** and **Coupa** are best for enterprise-scale, complex AP with deep workflow and ERP control."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Tipalti", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is the standout for global, multi-currency payments and tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Coupa", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Medius** and **Coupa** are best for enterprise-scale, complex AP with deep workflow and ERP control."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|SAP Concur Invoice", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you're already heavily invested in the Concur ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Highradius", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Highradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Highradius** shines for ultra-high-volume, AI-driven touchless processing."}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|AvidXchange", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AvidXchange** and **Stampli** are strong mid-market choices"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Stampli", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stampli for collaboration and ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|Ramp", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Ramp** and **BILL** are best suited for SMB-to-mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c215-l3|zai-small|BILL (bill.com)", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "SMB-to-mid-market AP and payment network"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|alibaba-small|MakersHub", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Predictable Cost & Scale: **MakersHub**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|alibaba-small|Quadient AP (Beanworks)", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Quadient AP (Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Contender: **Quadient AP (Beanworks)**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|alibaba-small|Tipalti", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-Grade Option: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|alibaba-small|BILL Payments", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Avoid Per-User Models? Solutions like **BILL Payments** ($45\\u2013$79/user/month) ... become extremely expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|alibaba-small|Coupa", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Coupa** (often quoted per user) become extremely expensive for large companies"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|MakersHub", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MakersHub** stands out as the best choice for predictable total cost of ownership with thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|Yooz", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Yooz** is another strong option for predictable pricing."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|SAP S4/HANA", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP S4/HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large enterprise businesses with big budgets use top-tier SAP S4/HANA, Coupa, and Oracle EPM Cloud ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|Coupa", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-tier SAP S4/HANA, Coupa, and Oracle EPM Cloud ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|Oracle EPM Cloud", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP S4/HANA, Coupa, and Oracle EPM Cloud ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|anthropic-small|Tipalti", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "solutions that also work for large companies include ERP-integrated Tipalti AP automation, Tipalti Multi-FX, FX Hedging, and Tipalti mass payments software"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur Invoice is the best fit from these results for a very large company prioritizing predictable, negotiated total cost"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|Ramp", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-user plus plan structure, which may be less predictable at very large user counts"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|Medius", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "positioned for **mid to large enterprises** with advanced automation, but pricing is custom quote"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|Tipalti", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for **high-volume** and **global** AP, but often chosen for capabilities rather than strict cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|Coupa", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise-grade options for very large, complex AP environments, typically with custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|Basware", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-grade options for very large, complex AP environments"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|challenger-small|HighRadius", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "enterprise-grade options for very large, complex AP environments"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|MakersHub", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clear winner is: ## **MakersHub**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|Stampli", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**per-user pricing** (common with BILL, Stampli, Ramp Plus) will be your enemy"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|BILL", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**per-user pricing** (common with BILL, Stampli, Ramp Plus) will be your enemy"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|Ramp", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate a flat enterprise contract with Ramp or HighRadius** \\u2014 both are capable of this"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|HighRadius", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "negotiate a flat enterprise contract with Ramp or HighRadius** \\u2014 both are capable of this"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|Tipalti", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**per-invoice pricing** (Tipalti, many others) creates budget uncertainty"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|deepseek-small|Coupa", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Flat annual fee, but implementation is months-long and very expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|BILL", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The primary trap to avoid is the **\"user seat bottleneck.\"** Many popular AP tools (like BILL or Concur) use seat-based pricing models."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|Concur", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many popular AP tools (like BILL or Concur) use seat-based pricing models."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|Medius", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your primary goal is **complex matching, deep ERP integration, and a highly customizable workflow** for a massive workforce, choose **Medius**."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|Tipalti", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is **globally distributed, processes international payments, and has multiple subsidiaries**, choose **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|Basware", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a **multinational giant running multiple distinct ERPs simultaneously** ... choose **Basware**."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|google-small|Yooz", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Yooz offers an all-inclusive, tiered pricing structure based purely on the volume of documents processed."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|Ramp", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ramp - Offers a free plan for small teams and paid plans starting at $15/user/month."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|Tipalti", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tipalti - Offers a Select plan starting at $99/month"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|BILL", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BILL - Starts at $20/month."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|MineralTree", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for mid to large-sized healthcare organizations, pricing starts at $200/month."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|Stampli", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stampli - Quote-based pricing."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|SAP Concur", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Concur - Quote-based pricing."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|meta-small|Brex", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Brex - Offers a unified corporate card, expense controls, and business banking solution."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|minimax-small|SAP Concur", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "specifically SAP Concur, Coupa, or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|minimax-small|Coupa", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise procure-to-pay suite with customizable pricing"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|minimax-small|HighRadius", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers AI-driven AP automation with pricing based on value/transformational outcomes"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|minimax-small|Tipalti", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scales to enterprise, offers volume-based pricing that can be negotiated more flexibly"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|mistral-small|Ramp", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** stands out as the best option"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|mistral-small|Tipalti", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically require custom quotes and may include per-transaction or variable fees, making total cost less predictable"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|mistral-small|Coupa", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically require custom quotes and may include per-transaction or variable fees, making total cost less predictable"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|mistral-small|SAP Concur", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically require custom quotes and may include per-transaction or variable fees, making total cost less predictable"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|mistral-small|Stampli", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(such as Tipalti, Coupa, SAP Concur, and Stampli) typically require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|Tipalti", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Tipalti** ⭐ Best Overall for Predictable Costs at Scale"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|MineralTree", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. MineralTree** ⭐ Best for Volume-Based Predictability"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|Medius", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**MineralTree** or **Medius** offer the most predictable costs with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|Basware", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Basware's** per-invoice model aligns costs with activity"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|BILL", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "❌ Avoid for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|SAP Concur", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "❌ Avoid for user cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|moonshot-small|Rippling", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid **per-user pricing models** like BILL, SAP Concur, or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|openai-small|Tipalti", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick would usually be **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|openai-small|BILL", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why I would not lead with BILL for your use case"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|openai-small|SAP Concur", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is heavily SAP-centered, evaluate **SAP Concur** next."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|openai-small|Stampli", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is typically quote-based rather than openly predictable from a per-user model"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|Tipalti", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti stands out as the best accounts payable (AP) automation software for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|Ramp", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-user scales poorly (e.g., $15K+/mo for 1K users)"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|BILL", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user scales poorly ($45K+/mo for 1K) ... Predictability | Low (user-driven)"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|Coupa", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** (Forrester Leader): Custom quotes often usage-based (not per-user), very scalable for P2P, but less \"flat\" predictability"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|Routable", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Routable or MakersHub** (niche flat-fee options): ~$99–$1,250/month unlimited users, but less robust for massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|MakersHub", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "niche flat-fee options): ~$99–$1,250/month unlimited users, but less robust for massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|xai-small|Concur", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "depends on your ERP (e.g., SAP favors Concur)"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|zai-small|HighRadius", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if your primary concern is the **total volume of invoices** ... **HighRadius** or **Tipalti** are the superior choices"}, {"id": "mai-20260917-1752-baseline-2|c215-l4|zai-small|Ramp Bill Pay", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your primary concern is managing the cost of **thousands of internal users**, **Ramp Bill Pay** offers the most transparent and predictable cost structure at $15/user."}, {"id": "mai-20260917-1752-baseline-2|c215-l4|zai-small|Tipalti", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** or **Tipalti** are the superior choices"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|meta-small|Coupa", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top accounts payable automation software for large companies include Coupa, Tipalti, Basware, Oracle NetSuite, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c215-l5|meta-small|Tipalti", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top accounts payable automation software for large companies include Coupa, Tipalti, Basware, Oracle NetSuite, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c215-l5|meta-small|Basware", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top accounts payable automation software for large companies include Coupa, Tipalti, Basware, Oracle NetSuite, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c215-l5|meta-small|Oracle NetSuite", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top accounts payable automation software for large companies include Coupa, Tipalti, Basware, Oracle NetSuite, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c215-l5|meta-small|Microsoft Dynamics 365", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some top accounts payable automation software for large companies include Coupa, Tipalti, Basware, Oracle NetSuite, and Microsoft Dynamics 365."}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|Coupa", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Coupa** | Procure-to-pay, strong compliance |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|Tipalti", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Tipalti** | Global payments, supplier management |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|Bill.com", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Bill.com** | Mid-market to enterprise, AP/AR |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|Sage Intacct AP Automation", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct AP Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Sage Intacct AP Automation** | Native to Sage, strong reporting |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|HighRadius", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **HighRadius** | AI-driven, large enterprise focus |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|BlackLine", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **BlackLine** | Close automation, strong controls |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|mistral-small|Zoho Invoice", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| **Zoho Invoice** | SMB to mid-market, affordable |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Coupa", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**End-to-end platforms**: Coupa, Basware, Medius, Tipalti (strong procurement-to-pay with enterprise governance)"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Basware", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**End-to-end platforms**: Coupa, Basware, Medius, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Medius", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**End-to-end platforms**: Coupa, Basware, Medius, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Tipalti", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**End-to-end platforms**: Coupa, Basware, Medius, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Oracle NetSuite AP", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Oracle NetSuite AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ERP-centric**: Oracle NetSuite AP, SAP Ariba, if you want minimal integration risk"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|SAP Ariba", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ERP-centric**: Oracle NetSuite AP, SAP Ariba, if you want minimal integration risk"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Stampli", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**AP specialists**: Stampli, AvidXchange, Airbase (often stronger on workflow flexibility; verify enterprise-scale security)"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|AvidXchange", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "verify enterprise-scale security"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|moonshot-small|Airbase", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "verify enterprise-scale security"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Medius", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Medius** | AI matching, ERP depth, global payments. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|HighRadius", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **HighRadius** | AI OCR, autonomous workflows. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Stampli", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Stampli** | ERP sync, IT-friendly security. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Tipalti", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Tipalti** | Global compliance, supplier mgmt. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Ramp", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Ramp/Corpay** | Payments focus, scalability. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Corpay", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Ramp/Corpay** | Payments focus, scalability. |"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Ottimate", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ottimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on vendors like Medius, HighRadius, Stampli, Tipalti, Ramp, Corpay, Ottimate, and Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c215-l5|xai-small|Sage Intacct", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on vendors like ... Ottimate, and Sage Intacct, which commonly support SSO/SAML/MFA and SOC 2 Type II."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|alibaba-small|Bill (formerly Bill.com)", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious:** Industry comparisons frequently note that while powerful for SMBs, Bill is often \"outgrown\" by finance teams managing revenues above \\$50M"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|alibaba-small|Concur Invoice", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Concur Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SAP Concur Invoice is widely recognized as excellent for large enterprises, but *only* if they are already heavily invested in the SAP Concur Travel & Expense ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|alibaba-small|UiPath", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While UiPath and Blue Prism are powerful, some vendors package them as \"magic bullets\" for AP without understanding the domain logic"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|alibaba-small|Blue Prism", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Blue Prism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While UiPath and Blue Prism are powerful, some vendors package them as \"magic bullets\" for AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|anthropic-small|Ramp", "prompt": "c215-l6", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users believe that Ramp's AP automation is slow and difficult to navigate, and it does not provide live phone support."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Stampli", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "better fit for a specific ERP/vertical scenario rather than broad enterprise standardization, so large enterprises should verify ERP breadth"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|SutiAP", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SutiAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mid-market-oriented and \"not a fit\" below certain volume thresholds; that kind of positioning is a warning sign"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|BILL", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Several results explicitly place these in the SMB or smaller-team category, which suggests large enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Ramp Bill Pay", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "place these in the SMB or smaller-team category, which suggests large enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Melio", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "place these in the SMB or smaller-team category, which suggests large enterprises should be cautious"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Yooz", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Yooz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "should be treated as a \"prove it in your environment\" option rather than a default enterprise choice"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|AvidXchange", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more as a mid-to-large-company solution than a clearly top-tier global enterprise platform, so diligence is warranted"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Coupa", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Basware", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Medius", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|HighRadius", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|challenger-small|Tipalti", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "safer enterprise bets in your results are Coupa, Basware, SAP Concur Invoice, Medius, HighRadius, and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|deepseek-small|Bill.com (BILL)", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with: Bill.com (BILL), Ramp, and other tools originally built for small/mid-market businesses."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|deepseek-small|Ramp", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ramp is card-first, with no systematic PO creation or connection between procurement and AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|deepseek-small|Tipalti", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with: Tipalti (in certain contexts)."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|deepseek-small|SAP Ariba", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious of SAP Ariba or Oracle's native AP modules if you don't already live in those ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|deepseek-small|Oracle's native AP modules", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Oracle's native AP modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extremely expensive ($150k+ annual licensing + professional services)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|BILL (formerly Bill.com)", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to avoid/be highly cautious about:** BILL (formerly Bill.com), Melio, Plooto, and QuickBooks Bill Pay."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Melio", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to avoid/be highly cautious about:** BILL (formerly Bill.com), Melio, Plooto, and QuickBooks Bill Pay."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Plooto", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to avoid/be highly cautious about:** BILL (formerly Bill.com), Melio, Plooto, and QuickBooks Bill Pay."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|QuickBooks Bill Pay", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools to avoid/be highly cautious about:** BILL (formerly Bill.com), Melio, Plooto, and QuickBooks Bill Pay."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Ramp", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tools to approach with caution:** Ramp, Brex, Expensify, and Airbase."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Brex", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Tools to approach with caution:** Ramp, Brex, Expensify, and Airbase."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Expensify", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Tools to approach with caution:** Ramp, Brex, Expensify, and Airbase."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|google-small|Airbase", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Tools to approach with caution:** Ramp, Brex, Expensify, and Airbase."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for large enterprises that already run Concur for travel and expense."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Vic.ai", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An autonomous invoice processing platform built for large enterprises with very high invoice volume."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|UiPath", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excel for large enterprises needing workflow orchestration across multiple systems."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Automation Anywhere", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excel for large enterprises needing workflow orchestration across multiple systems."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Coupa", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for large enterprises needing enterprise-wide spend and AP management."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Bill.com", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "a large enterprise should be cautious about or avoid ... such as Bill.com, Tipalti, and Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Tipalti", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "may not be the best fit for large enterprises with complex AP workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|meta-small|Fraxion", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Not the best fit for large companies seeking a payments-centric, supplier-network platform."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Bill.com", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid ... not suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Vic.ai", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools Requiring Careful Evaluation ... Vic.ai has specific considerations"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Tipalti", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Despite being a leader for global payments, evaluate carefully"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize purpose-built enterprise solutions like SAP Concur, Coupa, or UiPath"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Coupa", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "prioritize purpose-built enterprise solutions like SAP Concur, Coupa, or UiPath"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|UiPath", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large enterprises needing RPA across legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Automation Anywhere", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "UiPath / Automation Anywhere | Large enterprises needing RPA across legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Basware", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Basware | Enterprise e-invoicing reach"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|minimax-small|Stampli", "prompt": "c215-l6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stampli | Growing companies needing P2P automation"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|mistral-small|Bill.com", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid or be cautious about AP automation tools that lack scalability (e.g., Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|mistral-small|Fraxion", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "have limited enterprise integrations (e.g., Fraxion)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|mistral-small|Coupa", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Coupa, offer comprehensive spend management but come with higher costs, longer implementation times, and greater complexity"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|Melio", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Built for 5-500 employees; no native ERP integration beyond QuickBooks/Xero; lacks multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|QuickBooks Bill Pay", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Only works within QuickBooks ecosystem; no enterprise ERP connectivity (SAP, Oracle, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|BILL", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Melio/BILL (at enterprise scale) | Per-seat pricing becomes punitive; limited international payment capabilities"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|AvidXchange", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AvidXchange — Approach with Caution"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|Basware", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basware — Evaluate Carefully"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|Esker", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Esker — Verify AI Claims"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|SAP Ariba", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Avoid SAP Ariba/Coupa full platform (overkill, $150K+ minimums)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|moonshot-small|Coupa", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Avoid SAP Ariba/Coupa full platform (overkill, $150K+ minimums)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|openai-small|BILL AP/AR", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "highlights **sync issues**, **payment workflow problems**... That makes it more of a \"careful fit-check required\" tool for a large, complex organization."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|openai-small|Ramp", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "also calls out **sync issues with some systems like Sage Intacct**"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|openai-small|SAP Concur", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**UI complaints** and **pricing complaints** are common in reviews... test adoption and cost carefully"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|openai-small|Automation Anywhere", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "described by reviewers as **complex to configure**, sometimes **not user-friendly**"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|openai-small|Adeptia Automate", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Adeptia Automate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "described by reviewers as **complex to configure**, sometimes **not user-friendly**"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Bill.com (or BILL)", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com (or BILL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Approach with High Caution or Avoid ... Frequently outgrown by enterprises ... Reviews note poor scalability for global/large ops."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Fraxion", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Explicitly not ideal for large enterprises; better for mid-market scaling to P2P."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Quadient AP Automation (formerly Beanworks)", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Quadient AP Automation (formerly Beanworks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Low recommendation likelihood in some aggregated reviews ... sync reliability and support responsiveness issues"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Coupa", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High cost, long/complex implementations (consultant-heavy), and overkill complexity for pure AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Glitchy at high volumes, steep learning curve, complex setup (IT-dependent), and underwhelming reporting/analytics."}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Ramp Bill Pay", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many SMB-focused tools (Ramp, Stampli) break at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Stampli", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many SMB-focused tools (Ramp, Stampli) break at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Vic.ai", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Prioritize**: Vic.ai (high-volume AI)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Tipalti", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tipalti (global payments)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|UiPath", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "UiPath/Automation Anywhere/Blue Prism (RPA for legacy)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Automation Anywhere", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "UiPath/Automation Anywhere/Blue Prism (RPA for legacy)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Blue Prism", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Blue Prism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "UiPath/Automation Anywhere/Blue Prism (RPA for legacy)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Corpay", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Corpay/SAP Concur (if ecosystem-aligned)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|xai-small|Basware", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Basware (per recent Gartner AP MQ leader)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Coupa", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid tools that: Are overly broad (e.g., Coupa, Basware) when you only need AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Basware", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid tools that: Are overly broad (e.g., Coupa, Basware) when you only need AP"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Medius", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Medius (complex implementation, process‑dependent)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Tipalti", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tipalti (great for global payables, limited for full AP)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|AvidXchange", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AvidXchange (U.S.-centric, integration and support challenges)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Ramp", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ramp (excellent for cards, thin AP capabilities)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|Esker", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Esker and JAGGAER (implementation timelines and learning curves)"}, {"id": "mai-20260917-1752-baseline-2|c215-l6|zai-small|JAGGAER", "prompt": "c215-l6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Esker and JAGGAER (implementation timelines and learning curves)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **BILL (formerly Bill.com)** ... BILL is the most widely adopted platform for this segment."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|alibaba-small|AvidXchange", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Procurement & PO Matching: **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|alibaba-small|Medius", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Supplier Engagement & Fraud Protection: **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|alibaba-small|Tipalti", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global/Multi-Currency Needs: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|AvidXchange", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AvidXchange is best for mid-market businesses that process a high volume of invoices"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|MineralTree", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AvidXchange and MineralTree are strong options for mid-market AP and payment automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|Airbase", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airbase is another solid choice"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|Ramp", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other Strong Alternatives - Ramp: Its strength is breadth"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|Quadient (formerly Beanworks)", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Quadient (formerly Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A modular AP automation platform built for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|Stampli", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AP teams wanting collaborative invoice workflows with AI assistance"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|anthropic-small|NetSuite", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Provides end-to-end invoice processing, approval workflows, and payment scheduling within a unified ERP environment"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|challenger-small|Tipalti", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, I'd start with **Tipalti** for a typical mid-market B2B company"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|challenger-small|Stampli", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** or **AvidXchange** are often the better mid-market choices"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|challenger-small|AvidXchange", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** or **AvidXchange** are often the better mid-market choices"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|challenger-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for **smaller mid-market teams** that want a broadly adopted, easy-to-deploy AP tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|challenger-small|Procurify", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if the bigger issue is **upstream spend control**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|Tipalti", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** and **Stampli** are the two strongest, most-reviewed fits"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|Stampli", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tipalti** and **Stampli** are the two strongest, most-reviewed fits"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|AvidXchange", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best pick if you're in those verticals."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're on QuickBooks/Xero and don't need complex global mass-payout infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|Procurify", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if you want PO-backed approvals, budget controls, and procurement plus AP in one system"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|deepseek-small|Precoro", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Procurify** or **Precoro** — Good if you want PO-backed approvals"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|QuickBooks", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic tools like QuickBooks or Melio are too lightweight"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Melio", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic tools like QuickBooks or Melio are too lightweight"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Coupa", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise systems like Coupa or SAP Concur are often too heavy and expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|SAP Concur", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise systems like Coupa or SAP Concur are often too heavy and expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Stampli", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stampli: Best Overall for Collaboration, AP Workflows, and ERP Sync"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Tipalti", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Global Payments & Multi-Entity Operations"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|AvidXchange", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Domestic Payments & Payment Monetization (Rebates)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Ramp", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Card-First Spend Management + AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Airbase", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ramp (or Airbase): Best for Card-First Spend Management + AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|BILL (formerly Bill.com)", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "BILL charges per-user seat fees, which can become expensive... its OCR capabilities are mostly header-level"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|google-small|Centime", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "check **Stampli** or **Centime** (which offers cash yield to offset software costs)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Xelix", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Xelix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Airbase", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|AvidXchange", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The top AP automation software solutions in 2026 are Medius, Tipalti, Stampli, and AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|BILL", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AvidXchange, BILL, Coupa, Kefron AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Coupa", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL, Coupa, Kefron AP, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Kefron AP", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Kefron AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Coupa, Kefron AP, Procurify, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Procurify", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kefron AP, Procurify, Tipalti, Quadient"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Tipalti", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The top AP automation software solutions in 2026 are Medius, Tipalti, Stampli, and AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Quadient", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti, Quadient, Softco, Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Softco", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Softco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Quadient, Softco, Stampli, Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Stampli", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "The top AP automation software solutions in 2026 are Medius, Tipalti, Stampli, and AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Yooz", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Stampli, Yooz, and Transcepta"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Transcepta", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Transcepta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Stampli, Yooz, and Transcepta"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|meta-small|Medius", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "The top AP automation software solutions in 2026 are Medius, Tipalti, Stampli, and AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Procurify", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** offers the best balance of features, pricing, and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Tipalti", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have specific needs like global payments (Tipalti)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Stampli", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Invoice-centric collaboration and faster approvals"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|AvidXchange", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "industry-specific requirements (AvidXchange), those might be better fits"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Medius", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Mid-market to enterprise with strong fraud protection"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Precora", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Precora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Precora** - Structured procure-to-pay for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Fraxion", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Fraxion** - AI data extraction, advanced AP analytics"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|ProcureDesk", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**ProcureDesk** - Best for QuickBooks or Sage Intacct users"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|minimax-small|Coupa", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Coupa** - Enterprise-wide spend and AP governance"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Tipalti", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti**: Ideal for mid-market and enterprise companies, especially those managing global operations"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Bill.com (BILL)", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for its ease of use and strong AP automation capabilities, making it a top choice for B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Stampli", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-market companies with an ERP already in place"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|AvidXchange", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another strong option for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Xelix", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Xelix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable mentions include Xelix"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Airbase", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable mentions include Xelix, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Coupa", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other notable mentions include ... Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Kefron AP", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Kefron AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kefron AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Procurify", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Procurify"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Quadient", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Quadient"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Softco", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Softco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Softco"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Yooz", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|mistral-small|Transcepta", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Transcepta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "and Transcepta, which are also highly regarded in the mid-market segment"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|moonshot-small|AvidXchange", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AvidXchange** — Best for B2B Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|moonshot-small|MineralTree", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MineralTree** — Best for ERP Integration Flexibility"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|moonshot-small|Tipalti", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** — Best for Global Operations"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|moonshot-small|Stampli", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** — Best for Collaboration-First Teams"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL (formerly Bill.com)** — Best for Quick Deployment"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|openai-small|Stampli", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Stampli**. It's the strongest \"classic AP automation\" choice for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|openai-small|Ramp Bill Pay", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want AP + spend management in one platform:** **Ramp Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|openai-small|Tipalti", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for global payments / multi-currency vendors:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|openai-small|BILL", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget-friendly / simpler setup:** **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL**: Most popular overall (61% small/34% mid-market on G2). Excels in simple invoice-to-payment workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|AvidXchange", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvidXchange**: Payment-focused with robust mid-market ERP support (NetSuite, Dynamics)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Stampli", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli**: Collaborative AP with AI coding/approvals. G2 top for mid-market/enterprise usability"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Tipalti", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti**: Best for global/multi-entity B2B with 1,000+ vendors, tax compliance, mass payments"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Ramp", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Others to consider**: Ramp (free tier, cards+AP)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Medius", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Medius/Coupa (complex workflows)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Coupa", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Medius/Coupa (complex workflows)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|xai-small|Payhawk", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payhawk (multi-currency)"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|AvidXchange", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AvidXchange** | Mid‑market B2B (100–1,000 employees) | Deep focus on mid‑market AP; strong ERP integrations; B2B payment network"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need domestic AP with simple onboarding** → **BILL (Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|Tipalti", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Require global or multi‑currency payments** → **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|Ramp Bill Pay", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Want a low‑cost entry with AP + spend management** → **Ramp Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|SutiAP", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SutiAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Have >250 invoices/month and need highly configurable workflows** → **SutiAP**"}, {"id": "mai-20260917-1752-baseline-2|c215-m1|zai-small|Stampli", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on NetSuite and want smart invoice matching** → **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|alibaba-small|Bill.com", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Bill.com ... widely considered the \"gold standard\" for modern AP automation in the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|alibaba-small|AvidXchange", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Complex Workflows & Control: AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|alibaba-small|Basware", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for \"Network Effects\": Basware"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|alibaba-small|Tipalti", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global B2B: Tipalti ... leader for cross-border payments and global compliance"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|anthropic-small|Ramp", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp** - An all-in-one financial operations platform that combines AP automation with corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|anthropic-small|Stampli", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-sized companies with growing complexity should consider Stampli or Tipalti for their scalability"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|anthropic-small|Quadient", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Quadient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helps finance teams digitize invoice capture, approval routing, PO matching, and vendor payments in a single connected workflow"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|anthropic-small|Rillion", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A dedicated AP automation software platform with built-in AI that captures invoice data at over 90% accuracy"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|anthropic-small|Tipalti", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "should consider Stampli or Tipalti for their scalability"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|challenger-small|BILL", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|challenger-small|Tipalti", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is the stronger fit"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|challenger-small|Rillion", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good alternatives if you want more **mid-market-focused AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|challenger-small|Medius", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good alternatives if you want more **mid-market-focused AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|challenger-small|AvidXchange", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also a strong mid-sized-business option for invoice capture, matching, and approval routing"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|deepseek-small|Stampli", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Stampli** is the strongest overall fit."}, {"id": "mai-20260917-1752-baseline-2|c215-m2|deepseek-small|Tipalti", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex vendor onboarding, international payments, high invoice volume"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|deepseek-small|AvidXchange", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong OCR and approval routing; typically $3,000+/month"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|deepseek-small|BILL", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you want a broader spend platform; ~$49/user/month"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|deepseek-small|Ramp", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often free tier; good for mid-market looking for all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|Stampli", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for ERP Integration & Collaboration: **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|Tipalti", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Operations & Multi-Entity: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|Ramp", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Combined Card Spend + AP: **Ramp (or Airbase)**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|Airbase", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbase** is another excellent combined spend-management platform"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lower-Mid Market (Transitioning from SMB): **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|google-small|Medius", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like **Stampli**, **Airbase**, or **Medius** excel here."}, {"id": "mai-20260917-1752-baseline-2|c215-m2|meta-small|Medius", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Medius - provides AP automation for midsize businesses, removing manual AP tasks, strengthening controls, and gaining real-time visibility"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|meta-small|Invoiced by Flywire", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an AI-native invoice-to-cash platform for B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|meta-small|Perk", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a unified AP and spend management platform suitable for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|minimax-small|AvidXchange", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if your invoice volume is high or workflows are complex, **AvidXchange** provides more robust capabilities"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **BILL** for its balance of automation and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|minimax-small|Tipalti", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare these against other options like Tipalti or HighRadius?"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|minimax-small|HighRadius", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare these against other options like Tipalti or HighRadius?"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|mistral-small|BILL AP/AR (formerly Bill.com)", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL AP/AR (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL AP/AR** and **AvidXchange** are the top recommendations due to their strong user ratings, scalability, and comprehensive feature sets."}, {"id": "mai-20260917-1752-baseline-2|c215-m2|mistral-small|AvidXchange", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL AP/AR** and **AvidXchange** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|mistral-small|Stampli", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company requires deeper ERP integration or handles a high volume of invoices, **Stampli** or **MineralTree** may be better fits."}, {"id": "mai-20260917-1752-baseline-2|c215-m2|mistral-small|MineralTree", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** or **MineralTree** may be better fits"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|moonshot-small|Stampli", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stampli** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scalability & Transparency"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|moonshot-small|MineralTree", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Invoice-to-Payment Automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|moonshot-small|Ramp", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ramp** if you also need corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|moonshot-small|Tipalti", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Operations"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|openai-small|Stampli", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Stampli** as the first place to look."}, {"id": "mai-20260917-1752-baseline-2|c215-m2|openai-small|BILL AP/AR", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice if you want a broader **financial operations platform**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|openai-small|Tipalti", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you have **global payables**, tax compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|openai-small|Serrala Alevate AP", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Serrala Alevate AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you need **ERP-agnostic AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|openai-small|SoftCo AP Automation", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SoftCo AP Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "stronger for **higher-volume AP** and ERP integration breadth"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|xai-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL (formerly Bill.com)** as the top starting point for invoice processing automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|xai-small|AvidXchange", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose AvidXchange** if payments/reimbursements are your pain point"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|xai-small|Ramp", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ramp** if you want bundled cards/expenses for holistic spend control"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|xai-small|Stampli", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Stampli** for deep ERP syncs and collaborative workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|AvidXchange", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AvidXchange** | Mid‑sized businesses wanting a complete, cloud‑based AP solution ... General mid‑market AP automation (no global payments)** | AvidXchange, BILL, Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|BILL", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "General mid‑market AP automation (no global payments)** | AvidXchange, BILL, Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Tipalti", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex multi‑entity or global payments** | Tipalti, Stampli, Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Stampli", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "General mid‑market AP automation (no global payments)** | AvidXchange, BILL, Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Ramp", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want AP + corporate cards in one place** | Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Medius", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑market to enterprise needing advanced workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Rossum", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rossum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already have AP workflow/ERP and need better OCR** | Rossum, Docsumo, Nanonets, Docparser"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Docsumo", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Docsumo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High‑volume document indexing and automatic classification"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Nanonets", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Nanonets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Multi‑document AI extraction (invoices, IDs, statements, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|Docparser", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Docparser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Template‑based invoice parsing with custom zonal OCR rules"}, {"id": "mai-20260917-1752-baseline-2|c215-m2|zai-small|DigiParser", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "DigiParser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Page‑credit model; good for testing accuracy before scaling"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|Coupa", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best-in-class for aligning AP with strategic procurement and global spend visibility."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|Medius", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong balance between ease of use and high-level automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|Tipalti", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The best choice if your biggest pain point is paying international vendors"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simplest user interface and fastest time-to-value for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|AvidXchange", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deepest native integrations with legacy enterprise ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|alibaba-small|Ramp", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent for companies where card spend is dominant and PO-based invoicing is less common."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Tipalti", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti dominates global payouts"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Stampli", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stampli excels in collaboration"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|AvidXchange", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AvidXchange provides enterprise-grade workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Yooz", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Yooz's pricing structure and implementation speed are genuine differentiators"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Traild", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Traild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traild focuses on anomaly detection"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Bill.com (BILL)", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for streamlining AP for small to midsize businesses with easy QuickBooks sync"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Sage Intacct", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for mid-sized companies needing GAAP-compliant cloud financials"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Oracle NetSuite", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for high-growth, complex businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|anthropic-small|Rillion", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-powered accounts payable automation software that accepts invoices via email, portal, EDI, or mobile"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|BILL", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **BILL** if you want a straightforward AP tool for a smaller team."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Tipalti", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Tipalti** if you pay vendors across countries and need tax/compliance support."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Stampli", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Stampli** if your biggest pain is invoice approvals and internal collaboration."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Ramp", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ramp** if you want AP bundled with corporate cards and spend management."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|AvidXchange", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often positioned as a strong **overall AP automation** option"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Coupa", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better suited to **enterprise spend management** and procurement-linked AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|SAP Concur", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when AP needs to fit into an existing **enterprise ERP/procurement stack**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Medius", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "commonly highlighted for **advanced matching, controls, and enterprise-grade automation**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|Basware", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Enterprises with high complexity"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|challenger-small|HighRadius", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Enterprises with high complexity"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Tipalti", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Global/paying international contractors | **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Stampli", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoice-centric team collaboration | **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|BILL (Bill.com)", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple SMB AP + AR in one tool | **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Ramp", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consolidate cards + expenses + AP | **Ramp** or **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Airbase", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong card-plus-AP consolidation with a clean approval UI"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|AvidXchange", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-volume mid-market operations | **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Medius", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Several others like **Medius, Coupa, DOKKA, and Yooz** round out the enterprise and niche options."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Coupa", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Large enterprise with complex expense/PO needs | **Coupa** or **SAP Concur Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|DOKKA", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "round out the enterprise and niche options"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|Yooz", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "round out the enterprise and niche options"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|deepseek-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Large enterprise with complex expense/PO needs | **Coupa** or **SAP Concur Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|Melio", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Melio: Best for Startups & Small Businesses (SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL is the standard \"step up\" from Melio... reliable mid-market workhorse but can have a steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|Ramp", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp: Best Spend-Management Led AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|Stampli", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stampli: Best for Collaborative, Complex Approvals"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|Tipalti", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tipalti: Best for Global Payments & Compliance"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|AvidXchange", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AvidXchange: Best for Specialized Mid-Market Industries"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|google-small|Airbase (by Paylocity)", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase (by Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airbase (by Paylocity): Best for Procurement-Heavy Mid-Market Teams"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp Bill Pay is considered the best overall tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Bill.com", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Ramp Bill Pay, Bill.com, Tipalti, Stampli, AvidXchange, Melio, SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Tipalti", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti is best for mid-market global payables at scale"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Stampli", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Ramp Bill Pay, Bill.com, Tipalti, Stampli, AvidXchange, Melio, SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|AvidXchange", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include ... AvidXchange, Melio, SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Melio", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include ... Melio, SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools include ... SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|meta-small|Corpay", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top tools include ... SAP Concur Invoice, and Corpay."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Free & modern**: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|BILL (Bill.com)", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small business + QuickBooks**: BILL"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Tipalti", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Global payments**: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise + complex workflows**: SAP Concur, Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Sage Intacct", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Enterprise**: SAP Concur, Sage Intacct – deep ERP integrations, multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Stampli", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mid-market + collaboration**: Stampli"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Brex", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Brex** | Global spend control | Custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|minimax-small|Medius", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise + complex workflows**: SAP Concur, Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the best overall due to its free core features"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Bill.com", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A top choice for small to midsize businesses, especially those using QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Tipalti", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global payables, offering robust multi-country payment support"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|AvidXchange", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Recognized as the best overall AP automation tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited for large enterprises needing complex expense management and global compliance."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Stampli", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excels in invoice management with AI-powered features"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers AI-powered invoicing and strong small business capabilities"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Coupa AP Automation", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa AP Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for complex expense management and large-scale enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|Yooz", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for its AI-powered automation"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|DOKKA", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for document management"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|mistral-small|MineralTree", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "MineralTree is best for healthcare"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Ramp", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp** | Startups to mid-market | Free core AP + spend management"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|BILL", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BILL** | SMB to enterprise | AI-powered automation at scale"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Tipalti", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Global payables & mass payments** | Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Stampli", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Stampli** | ERP-centric teams | Deep ERP integration & invoice collaboration"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|SAP Concur", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SAP Concur** | Large enterprises | End-to-end travel & expense + AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Coupa", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coupa** | Enterprise procurement | Spend management platform with AP features"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Medius", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Medius** | Complex mid-market/enterprise | Highly configurable workflows & AI"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|AvidXchange", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**AvidXchange** | Industry-specific needs | Specialized invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Melio", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Melio** | Small businesses | Simple, straightforward bill pay"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|MineralTree", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mid-market:** Stampli, Tipalti, Medius, MineralTree"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|MakersHub", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**MakersHub/MineralTree** emphasize deep sync with QuickBooks, Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Docsumo", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Docsumo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Docsumo/Nanonets:** AI-first document processing (stronger on extraction than workflow)"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Nanonets", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Nanonets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AI-first document processing (stronger on extraction than workflow)"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|moonshot-small|Zycus", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Highest touchless automation rates** | Medius, Zycus (agentic AI platforms)"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|BILL AP/AR", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want **simple AP automation tied to small-business accounting systems**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Sage Intacct", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **mid-market finance teams that want deep accounting and multi-entity reporting**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Stampli", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your pain point is **invoice collaboration and approvals**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|SAP Concur", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **enterprise organizations that want AP connected to travel, expense, and SAP ecosystems**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Ramp", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **spend management plus bill pay**. It's less a pure AP tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Tipalti", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **global AP and supplier payments**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Brex", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Similar to Ramp in that it's a **broader finance/spend platform**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|AvidXchange", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Often aimed at **mid-market AP and payments**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Yooz", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on **invoice capture and touchless AP processing**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|ApprovalMax", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong for **approval workflows**"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|AppZen", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AppZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "More of an **AI audit/compliance layer** for AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Rillion", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AP automation tools that show up in invoice-management and AP automation themes"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|openai-small|Ottimate", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ottimate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "AP automation tools that show up in invoice-management and AP automation themes"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|BILL", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SMBs needing AP + AR | All-in-one AP/AR; strong 2/3-way PO matching; fraud detection"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|Ramp", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp (free entry) and BILL (AP/AR combo) excel for small teams; quick setup, lower cost."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|Stampli", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stampli and Medius shine in custom approvals/exceptions for mid-market/enterprise."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|Tipalti", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti (international scale) ... prioritize execution over pure automation."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|AvidXchange", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AvidXchange (rebates/diverse rails)"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|Medius", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise workflows/ERP depth | Advanced AI (70–85% touchless); highly configurable"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|SAP Concur", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SAP ecosystems/large orgs | Structured workflows; T&E integration; enterprise-scale"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|xai-small|Coupa", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise picks (Medius, SAP Concur, Coupa) offer deeper ERP ties but higher complexity/cost"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** is often the best overall for teams that want a free core AP workflow and tight spend‑control integration."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Bill.com", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bill.com** and **BILL** excel for SMBs and bookkeeping‑first firms"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Tipalti", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** and **AvidXchange** are leaders for high‑volume and global AP needs."}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|AvidXchange", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "leaders for high‑volume and global AP needs"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Stampli", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provide the deepest invoice‑processing intelligence and ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise ERP integration (SAP) | SAP Concur Invoice"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Sage Intacct", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong choices when you want AP embedded within a broader financial management"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|BILL AP/AR", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simple invoice capture, approval routing, and payment scheduling"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Brex", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Unified card + AP + expense | Brex"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Medius", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Deep exception handling & audit trails | Stampli, Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Melio", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Lightweight vendor payments | Melio"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Phacet (Control Layer)", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Phacet (Control Layer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Control layer on top of any AP tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Procurify", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Line‑level spend control before AP | Phacet, Procurify, Precoro"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|Precoro", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Line‑level spend control before AP | Phacet, Procurify, Precoro"}, {"id": "mai-20260917-1752-baseline-2|c215-m3|zai-small|MakersHub", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "White‑glove service, custom integrations (MakersHub, Phacet)"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|alibaba-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the best choice for startups and small businesses because it bundles AP automation with expense management."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|alibaba-small|Melio", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio (Best for Low Volume & Simple Workflows)"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The per-user pricing model can become expensive quickly ... This is less ideal for very tight budgets compared to Ramp or Melio."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|anthropic-small|Melio", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, start with Melio's free plan or Ramp's free tier to test before committing."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|anthropic-small|Ramp", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Melio's free plan or Ramp's free tier to test before committing"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|anthropic-small|Zoho Books", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books gives small businesses an affordable combination of accounting software and AP functionality"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|challenger-small|Melio", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best choice is usually **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|challenger-small|Ramp", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is a strong alternative because its core AP features are free"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|challenger-small|BILL", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you can spend more for stronger AP workflows and integrations, but it is not the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|challenger-small|Cflow", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want workflow automation at a low per-user price"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Melio", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a truly limited budget, start with **Melio's free plan**"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Tailride", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tailride", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need dedicated automation for under ~$20\\u201325/month, **Tailride** is the cheapest full-featured option."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A good choice if you want \"autonomous\" AP with AI invoice capture"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Zoho Books", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zoho Books / QuickBooks + Xero built-in bill pay \\u2014 free/native"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|QuickBooks", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native bill pay inside QuickBooks and Xero covers most low-volume ... needs for $0 extra"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Xero", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Native bill pay inside QuickBooks and Xero covers most low-volume ... needs for $0 extra"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|ApprovalMax", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A solid pick if your priority is strong approval workflows and controls."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|BILL AP", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "30\\u2013150 bills/month:** BILL AP (~$45\\u2013$89/user/month) earns its price with real approval chains."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|deepseek-small|Tipalti", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Multi-entity or multi-currency needs:** Tipalti ($99+/month) becomes worthwhile."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|Ramp", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best Overall Free/Low-Cost AP & Spend Management)... is widely considered the best choice for startups and growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|Melio", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio (Best \"Pay-As-You-Go\" & Cash Flow Flex Platform)"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|Xero (with Hubdoc)", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero (with Hubdoc)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Hubdoc is free with Xero’s standard plans... Xero offers a \"Bills-to-Pay\" workspace with basic multi-step approvals"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built directly into QuickBooks Online, this allows you to track bills, route basic approvals, and pay vendors"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|ApprovalMax", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ApprovalMax (Best for Budget-Friendly Approval Workflows)"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|google-small|Tipalti", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise tools (like Tipalti) will be too expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|BILL AP/AR", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|Sage Intacct", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|Stampli", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|SAP Concur", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|Ramp", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|Tipalti", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|meta-small|Brex", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top-rated accounts payable automation software include BILL AP/AR, Sage Intacct, Stampli, SAP Concur, Ramp, Tipalti, and Brex."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|minimax-small|Melio", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended as the right starting point for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|minimax-small|Xero", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great option for small businesses on a budget"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|minimax-small|Ramp", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically mentioned as \"budget-conscious\" for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|minimax-small|Bill.com", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Well-established option for small firms"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|mistral-small|Melio", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the best starting point for small businesses, Melio offers a $0 monthly plan"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|mistral-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Melio** and **Ramp Bill Pay** stand out for their free or low-cost plans and robust automation features"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|mistral-small|Xero", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong choice for small businesses looking for an affordable, accounting-first AP solution"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|mistral-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a convenient and cost-effective option, as it allows bill payment and reconciliation within the same system"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|moonshot-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is likely your best option because it offers robust AP automation features completely free"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|moonshot-small|Melio", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simple Vendor Payments ... Melio's free tier (5 ACH payments/month) could be sufficient"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|moonshot-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use QuickBooks, their native Bill Pay might be most convenient"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|moonshot-small|Xero", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best Integrated Accounting Solution - Price: Starting at $25/month"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|moonshot-small|Invoice Fly", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most Affordable Full Solution - Price: Starting at $12.99/month"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|openai-small|Melio", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best value pick is usually Melio** if you want the lowest-cost way to automate bill payments"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|openai-small|BILL AP/AR", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL AP/AR** is a strong second choice for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|openai-small|Ramp", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's more of a spend-management platform than a pure low-cost AP tool"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|openai-small|ApprovalMax", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you mainly need approval workflows on top of QuickBooks Online or Xero"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|xai-small|Melio", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: Start with **Melio** if payments are simple/low-volume and you want zero commitment."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|xai-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **Ramp** for more automation + cards."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|xai-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For**: QBO users. Seamless if you're already paying ~$30-90/month for accounting."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|xai-small|BILL (Alt)", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (Alt)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More features, but pricier"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For a truly budget‑friendly start:** Use **Melio** or **Ramp Bill Pay**. Both offer free tiers"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|Melio", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Melio** is the best place to start."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|Zoho Books", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For AP built into your accounting stack:** **Zoho Books**’ free plan provides essential AP features."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|BILL AP", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For growing teams needing full automation:** **BILL AP** is the go‑to"}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|Tipalti", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For high‑volume or multi‑entity requirements:** **Tipalti** is the robust, flat‑rate option."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|QuickBooks", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native bill pay in QuickBooks, Xero, or Zoho Books may suffice."}, {"id": "mai-20260917-1752-baseline-2|c215-m4|zai-small|Xero", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Native bill pay in QuickBooks, Xero, or Zoho Books may suffice."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|AvidXchange", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**AvidXchange** (invoice automation + payments consolidated)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|SutiAP", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SutiAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SutiAP**, **Ramp**, **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|Ramp", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SutiAP**, **Ramp**, **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|Medius", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SutiAP**, **Ramp**, **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|Corpay", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "plus **Corpay** and **HighRadius** (stronger toward enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|deepseek-small|HighRadius", "prompt": "c215-m5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "plus **Corpay** and **HighRadius** (stronger toward enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|google-small|Stampli", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-market favorites often include platforms like **Stampli** (known for fast ERP integration and intuitive UI)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|google-small|Tipalti", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Tipalti** (strong for international payments and multi-entity)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|google-small|Quadient AP / Beanworks", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Quadient AP / Beanworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Quadient AP / Beanworks**, **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|google-small|AvidXchange", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Quadient AP / Beanworks**, **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|google-small|Bill.com", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Bill.com** (better for the lower end of mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Tipalti", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Coupa", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Stampli", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|MineralTree", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Paystand", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Beanworks (by Quadient)", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Beanworks (by Quadient)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-Market Focus: Tipalti, Coupa, Stampli, MineralTree, Paystand, Beanworks (by Quadient)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Oracle AP Automation", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Oracle AP Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ERP-Native: Oracle AP Automation, SAP Ariba, Microsoft Dynamics 365 Finance."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|SAP Ariba", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ERP-Native: Oracle AP Automation, SAP Ariba, Microsoft Dynamics 365 Finance."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ERP-Native: Oracle AP Automation, SAP Ariba, Microsoft Dynamics 365 Finance."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Airbase", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Emerging Players: Airbase, Ramp, Melio (for SMB/mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Ramp", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Emerging Players: Airbase, Ramp, Melio (for SMB/mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|mistral-small|Melio", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emerging Players: Airbase, Ramp, Melio (for SMB/mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c215-m5|moonshot-small|Stampli", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mid-market specialists** | Stampli, Bill.com, Ramp, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|moonshot-small|Bill.com", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mid-market specialists** | Stampli, Bill.com, Ramp, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|moonshot-small|Ramp", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mid-market specialists** | Stampli, Bill.com, Ramp, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|moonshot-small|Tipalti", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mid-market specialists** | Stampli, Bill.com, Ramp, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|Ramp", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Ramp, BILL, Tipalti, AvidXchange, Brex, Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|BILL", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Ramp, BILL, Tipalti, AvidXchange, Brex, Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|Tipalti", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "if global vendors, stress Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|AvidXchange", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Ramp, BILL, Tipalti, AvidXchange, Brex, Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|Brex", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include Ramp, BILL, Tipalti, AvidXchange, Brex, Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|Procurify", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options for your size include ... Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m5|xai-small|Coupa", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options for your size include ... Procurify, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|alibaba-small|AvidXchange", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AP) automation tools you should approach with caution, along with the primary reasons why users often recommend avoiding them.\n\n### 1. AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "BILL is widely marketed, but reviews highlight specific friction points that can disrupt operations."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|alibaba-small|Tipalti", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This is a cash-flow killer and was a major downfall for tools like Tipalti and Airbase."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|alibaba-small|Airbase", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "users complain about gaps in the core AP functionality... Tech Glitches"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid if you have complex approval workflows, rely on tight cash flow, or have a low tolerance for support friction."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|AvidXchange", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Steer clear if you value vendor relationships or need international capabilities."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Ramp", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid **if AP automation is your primary need**."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Quadient AP (formerly Beanworks)", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Quadient AP (formerly Beanworks)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Verdict:** Avoid unless you're already deeply integrated."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Nanonets", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Nanonets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid any tool that claims to be \"AI-first\" but only does OCR."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Hyperscience", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Hyperscience", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Smaller \"AI-only\" OCR startups (e.g., Nanonets, Hyperscience, etc.)... Avoid any tool that claims to be \"AI-first\" but only does OCR."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Stampli", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Stampli** (best for ERP integration and conversational AI that actually works on messy invoices)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Tipalti", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Pre-funding requirements** for payments (Tipalti does this, and it's a cash-flow trap)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|deepseek-small|Sage Intacct AP", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Sage Intacct AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Sage Intacct AP** (if you're already on Sage)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to Be Cautious: The \"Compliance Hold\" Trap... can abruptly freeze payments or lock accounts without warning."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|Ramp", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for vendors that use true LLM/machine-learning-based OCR (like Stampli, Vic.ai, or Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|Airbase", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "newer tools (like Ramp or Airbase) focus on \"autonomous AP\" with minimal clicks"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|AvidXchange", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Aggressive Supplier Monetization (VCC Push)... \"Frankenstein\" Architecture"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|Tipalti", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Over-Engineering and High Cost: If you only pay domestic vendors, Tipalti is incredibly expensive, complex, and unnecessary."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|Stampli", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for vendors that use true LLM/machine-learning-based OCR (like Stampli, Vic.ai, or Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|google-small|Vic.ai", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for vendors that use true LLM/machine-learning-based OCR (like Stampli, Vic.ai, or Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|minimax-small|BILL (Bill.com)", "prompt": "c215-m6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One of the most widely used AP automation platforms, but it has received significant criticism... If you consider BILL, go in with realistic expectations and have backup processes ready."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Approach with caution if you need strong support or have complex needs"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|moonshot-small|AvidXchange", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Significant vendor-side and operational concerns ... BBB rating 1.14/5 stars (37 reviews) — extremely poor"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|moonshot-small|MineralTree", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "MineralTree", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Technical limitations and clunky UX ... Better for simpler AP environments; struggles with complexity and edge cases."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|xai-small|Tipalti", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit users strongly advise avoiding it."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|xai-small|AvidXchange", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Common issues include delayed/missed vendor payments... BBB average is low (1.14/5 from 37 reviews)"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|xai-small|Ramp", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Free\" AP features come with hidden catches like per-transaction fees... Better for spend management than dedicated AP."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|xai-small|BILL (Bill.com)", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Sync problems with QuickBooks/NetSuite... Trustpilot scores poorly (1.9/5)."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|xai-small|Stampli", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "prioritize tools like Stampli or BILL alternatives if these pain points match"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|zai-small|AvidXchange", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Mixed reviews... many users report friction with vendor relations and support."}, {"id": "mai-20260917-1752-baseline-2|c215-m6|zai-small|Ramp", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious if you need robust AP automation and advanced workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|zai-small|Airbase", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "User-friendly but problematic... not ideal if you need strong reporting and ERP integration for AP"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|zai-small|BILL (formerly FreshBooks)", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly FreshBooks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many users report frustrating support experiences and technical issues"}, {"id": "mai-20260917-1752-baseline-2|c215-m6|zai-small|Quadient (Beanworks)", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Quadient (Beanworks)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for invoice processing, but has notable limitations in control and support."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|alibaba-small|Bill.com", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com** and **Ramp** are widely considered the top two choices"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|alibaba-small|Ramp", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bill.com** and **Ramp** are widely considered the top two choices"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|alibaba-small|Fueler", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Fueler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Bill.com feels too expensive or complex for a very small operation, Fueler is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|anthropic-small|Ramp", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp and BILL.com are the most commonly recommended AP automation tools for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|anthropic-small|BILL.com", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp and BILL.com are the most commonly recommended AP automation tools for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|anthropic-small|Stampli", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options worth considering include **Stampli** (for collaborative workflows)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|anthropic-small|Airbase", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbase** (for tech-savvy teams wanting unified AP and cards)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|anthropic-small|MineralTree", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MineralTree** (for easy ERP-integrated automation)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|challenger-small|BILL (Bill.com)", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BILL (Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|challenger-small|Melio", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|challenger-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp Bill Pay** is often ranked best overall"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|challenger-small|Tipalti", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better if you have **global/vendor payment complexity** rather than simple small-business AP"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **BILL** is the safest, most reliable pick given its accounting integrations and proven track record."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|deepseek-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also want spend management and corporate cards, consider **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|deepseek-small|Melio", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on a tight budget and just need simple vendor payments, **Melio** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|deepseek-small|Tipalti", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for very small teams but great as you grow."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|deepseek-small|Tailride", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tailride", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best zero-setup, budget option"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|Melio", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Simplicity & Cash Flow: **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Industry-Standard for All-Around SMB Needs: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|Ramp (Bill Pay)", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp (Bill Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for All-in-One Spend Control & Card Programs: **Ramp (Bill Pay)**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|MakersHub", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Operationally Complex B2Bs (Manufacturing, Construction, Inventory): **MakersHub**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|Tipalti", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for International B2Bs & Mass Scale: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|google-small|Wise Business", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a specialized service like **Wise Business** integrated with your AP is better"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|meta-small|Bill.com", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts payable automation software for a small B2B company is Bill.com, as it is the top pick for small firms"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|meta-small|Fueler", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Fueler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Fueler, DocuClipper, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|meta-small|DocuClipper", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "DocuClipper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Fueler, DocuClipper, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|meta-small|Ramp", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Fueler, DocuClipper, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|minimax-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Ramp Bill Pay** ⭐ Best Overall"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Ramp Bill Pay** or **BILL** - both offer strong automation"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|minimax-small|Stampli", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Stampli** ⭐ Highest Satisfaction Rating"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|minimax-small|Melio", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Melio** ⭐ Best for Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|minimax-small|Plooto", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. **Plooto** ⭐ Best Flat-Rate Pricing"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|mistral-small|Bill.com", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com** is widely regarded as the best accounts payable automation software for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|mistral-small|BILL AP/AR", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **BILL AP/AR** and **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|mistral-small|Ramp", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **BILL AP/AR** and **Ramp**, both of which are praised for their user-friendly interfaces"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** is typically the safest choice due to its reliability, mature feature set, and seamless accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|moonshot-small|Melio", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** offers surprising functionality at no cost"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|moonshot-small|Ramp", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is worth considering—just watch the per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|moonshot-small|Tipalti", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global/Multi-Entity Needs"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|openai-small|BILL AP/AR", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **BILL AP/AR**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|openai-small|Melio", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a very low-friction, low-cost AP/payment tool and can live with lighter workflow depth"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|openai-small|ApprovalMax", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already use **QuickBooks Online or Xero** and mainly need approval controls"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|openai-small|Ramp", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if AP is part of a broader spend-management setup"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|openai-small|Tipalti", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but it's usually more than a very small team needs"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL (formerly Bill.com) – Most Recommended for Core SMB AP/AR"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp Bill Pay – Best for Value/Free Tier + Modern Features"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|Melio", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio – Best for Simple, Low-Cost Bill Pay"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|Stampli", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notables: Stampli (collaborative workflows, quote-based)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|Tipalti", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tipalti (global B2B, $99+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|ApprovalMax", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ApprovalMax (approval-focused for QuickBooks, $49/org/mo)"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|xai-small|SAP Concur", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like SAP Concur."}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Small B2B** – **Ramp Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|BILL AP/AR", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for QuickBooks/Xero Users – **BILL** or **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|Bill.com", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for QuickBooks/Xero Users – **BILL** or **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|Melio", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Simple, Low-Volume AP** – **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|QuickBooks Bill Pay", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "QuickBooks Online users | Native integration, basic AP automation"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|Tipalti", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for International/Complex Payables** – **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-s1|zai-small|Stampli", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for AI-Driven Automation** – **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|alibaba-small|QuickBooks Online", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, the best choice is often the platform that combines invoicing directly with your accounting system."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is growing and you find manual data entry becoming a bottleneck, BILL offers deeper automation features."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|alibaba-small|InvoiceFly", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "InvoiceFly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Service-Based/Solo Businesses ... a tool dedicated solely to the sales cycle"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Rho", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho**: Offers end-to-end finance capabilities with bank-powered AP and faster, more trackable payments at unbeatable pricing and 24/7 customer support"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Airbase", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rho, Airbase, Bill.com, and Coupa are solid general options"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Bill.com", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill.com** or **Tipalti** for basic operations"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Coupa", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Rho, Airbase, Bill.com, and Coupa are solid general options"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Tipalti", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bill.com** or **Tipalti** for basic operations"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Melio", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Melio occupies an interesting niche, making B2B payments simple for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|anthropic-small|Stampli", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid if small**: Stampli's solutions are appropriate for customers with large volumes of invoices like midsized and enterprise businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|challenger-small|BILL", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, I'd choose **BILL** for most small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|challenger-small|InvoiceFly", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "InvoiceFly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you mainly need to bill customers:** **InvoiceFly**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|challenger-small|QuickBooks Online", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use accounting software and want invoicing inside it:** **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|challenger-small|Xero", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** or **Xero** ... recommended for businesses that mainly send invoices to customers"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|Melio", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on a tight budget or low volume (under ~50 invoices/month): **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|Ramp Bill Pay", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want free AP automation bundled with corporate cards & expenses: **Ramp Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|Zoho Books", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** has a genuinely free tier and includes invoicing, approvals, and payment tracking."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|QuickBooks Bill Pay", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the natural choice if you're already deep in the QuickBooks ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|deepseek-small|Tipalti", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Need international payments | **BILL** or **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|google-small|Upflow", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Upflow (Best for Collections & DSO Reduction)"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|google-small|Plooto", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plooto (Best for Lean Teams & Straightforward AR/AP)"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|google-small|Melio", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are a lean business looking to pay your suppliers and easily accept bank transfers:** Choose **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|google-small|Ramp Bill Pay", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp Bill Pay (Best for Card Users & Modern AI Features)"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|google-small|BILL", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL is the undisputed industry standard for established small-to-midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|meta-small|AvidXchange", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "suitable for mid-sized businesses looking to move away from manual invoice handling"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|meta-small|Bill.com", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a streamlined invoice capture and approval tracking platform through a simple online interface, suitable for small and growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|meta-small|Medius", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suitable for mid-sized businesses seeking efficiency with minimal manual effort"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|minimax-small|QuickBooks Online", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **QuickBooks Online** or **BILL (formerly Bill.com)** as your primary options"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** is stronger if you need more robust automation, especially for accounts payable (processing invoices you receive from vendors)"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|minimax-small|Chargebee", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chargebee** if you have subscription or retainer-based B2B revenue"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|minimax-small|Zoho Invoice", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** if you want something more budget-friendly with approval gates and dunning automation"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|minimax-small|Ramp", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** if you want free AP automation combined with corporate card spend management"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **BILL** is the top choice due to its balance of simplicity, automation, and integration"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|mistral-small|Invoiced", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Invoiced** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|mistral-small|QuickBooks Online (with Advanced or Enterprise plans)", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online (with Advanced or Enterprise plans)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using QuickBooks, their advanced plans offer robust automation features."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL** because: - It's specifically designed for B2B payment workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|moonshot-small|FreshBooks", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** - Best for Service-Based B2B"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|moonshot-small|QuickBooks Online", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** - Best if You Need Full Accounting"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|moonshot-small|Wave", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Wave** (though limited automation)"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|BILL AP/AR", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BILL AP/AR** as the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|Billtrust", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a more AR-focused tool like **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|Paystand", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AR-focused tool like ... **Paystand**"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|Invoiced by Flywire", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Invoiced by Flywire**, since those are aimed more directly at B2B invoice-to-cash"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|Melio", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Melio or Plooto** if you want something simpler and more budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|openai-small|Plooto", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Melio or Plooto** if you want something simpler and more budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|xai-small|QuickBooks Online", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online ... as the top choice for invoice processing automation."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|xai-small|Xero", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Auto bank reconciliation, multi-currency, project tracking; great for scaling B2B."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|xai-small|FreshBooks", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize ease/low cost: FreshBooks or Zoho."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|xai-small|Zoho Invoice", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-focused, growing teams | Free (up to 1,000 invoices/yr..."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|xai-small|BILL", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill if you just need basic invoicing (focuses more on payables)."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|zai-small|QuickBooks Online", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a basic expense tracker (e.g., QuickBooks or Xero's expense module) can suffice"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|zai-small|Xero", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a basic expense tracker (e.g., QuickBooks or Xero's expense module) can suffice"}, {"id": "mai-20260917-1752-baseline-2|c215-s2|zai-small|Bill.com", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bill.com** (or **Ramp**) will handle capture, approval, matching, and payments, keeping your accounts payable workflow organized."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|zai-small|Ramp", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with Bill.com or Ramp if you anticipate >10 vendor invoices per month."}, {"id": "mai-20260917-1752-baseline-2|c215-s2|zai-small|Apptivo / Odoo", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Apptivo / Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Open-source, modular platforms that let you turn on AP automation as you grow."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|alibaba-small|Ramp", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp has become a dominant player for smaller companies because it bundles corporate cards with an automated AP tool"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|alibaba-small|BILL", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL is widely considered the gold standard for dedicated AP workflows."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|alibaba-small|Melio", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio is the simplest entry point"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|alibaba-small|Stampli", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stampli (Best for Collaborative Invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|BILL", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL and Ramp Bill Pay are among the most commonly recommended AP automation tools for small businesses and lean finance teams"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BILL and Ramp Bill Pay are among the most commonly recommended AP automation tools for small businesses and lean finance teams"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|Melio", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio is known for its easy interface and free ACH payments."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|Tipalti", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top tools for growing businesses include Melio and Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|Medius", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "organizations with more complex workflows... typically evaluate platforms such as Medius, Coupa, Tipalti, and SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|Coupa", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "organizations with more complex workflows, multiple entities, or higher transaction volumes typically evaluate platforms such as Medius, Coupa, Tipalti, and SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|anthropic-small|SAP Concur", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "typically evaluate platforms such as Medius, Coupa, Tipalti, and SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|Ramp", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Ramp** if you want the most modern all-in-one finance stack."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|Melio", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Melio** if cost and simplicity matter most."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|BILL", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BILL** if you want the safest default for a small business using QuickBooks/Xero."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|Stampli", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Stampli** if approvals and invoice collaboration are the main pain point."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|Zoho Books", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho Books** for teams that want AP inside an all-in-one accounting suite."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|QuickBooks Online", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "if you already run accounting in QuickBooks and want bill management there"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|challenger-small|Tipalti", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more often positioned for multi-entity or global payment needs, which is usually beyond what a small team needs"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams (under ~50 employees), BILL or Ramp tends to be the recommended sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|deepseek-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams (under ~50 employees), BILL or Ramp tends to be the recommended sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|deepseek-small|Melio", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Just need simple, free bill pay for a micro-team? → **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|deepseek-small|Stampli", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Invoice-heavy team that approves collaboratively ... → **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|deepseek-small|Tipalti", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally aimed at mid-market/enterprise; likely overkill for simple small-team needs"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|google-small|Melio", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio: Best for Simple, Low-Cost Bill Pay & Cash Flow Flexibility"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|google-small|Ramp", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp: Best for Card-Led Teams & Modern Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|google-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL is the legacy leader in the SMB space."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|google-small|ApprovalMax", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Teams Needing Rigid Financial Controls"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|google-small|MakersHub", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Operationally Complex Teams (Construction, Trades, Manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|meta-small|BILL", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "BILL is the most widely adopted AP automation tool for small businesses, serving 493,800 businesses, and is best for small firms with QuickBooks or Xero integration."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|meta-small|Melio", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio is best for small teams that want simple bill pay with free ACH allowances and pay-by-card options."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|meta-small|Ramp", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp Bill Pay is the best overall AP automation tool, with free core invoice capture, approval routing, and ACH payments, and is suitable for most teams."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|meta-small|Tipalti", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti is best for global payables and multi-entity support."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** stands out for small teams that want a *free, all-in-one* solution (AP + cards)"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** remains the \"safe default\" for SMBs that need robust approvals and the ability to tap into a large network of accountants."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|Melio", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** is the simplest, cheapest way to pay a handful of vendors via ACH or card."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|Stampli", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** excels when approval collaboration is the bottleneck."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|Tipalti", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tipalti** is the go-to if your team works across borders and needs local payment methods and compliance."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|minimax-small|Airbase", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airbase** is a more comprehensive spend platform, perfect if you anticipate rapid growth"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the safest choice for most small businesses under 50 employees."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|mistral-small|Melio", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Very small teams, freelancers, and businesses wanting simple bill pay."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|mistral-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Teams wanting AP bundled with spend management and AI-powered invoice capture."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|mistral-small|Plooto", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-effective for teams wanting predictable pricing."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|mistral-small|ApprovalMax", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal for teams with complex approval requirements."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|moonshot-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** ⭐ Best Overall Value"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "⭐ Most Established ... Deepest feature set"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|moonshot-small|Melio", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "⭐ Simplest & Most Affordable"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|moonshot-small|ApprovalMax", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "⭐ Best for Approval Controls"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|moonshot-small|Plooto", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "⭐ Flat-Rate Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|BILL (Bill.com)", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **BILL** if you need a real AP workflow."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|Melio", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Melio** if you mainly need easy vendor payments."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|Ramp", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Ramp** if you also want cards/expenses in the same system."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|Airbase by Paylocity", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase by Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want **deeper procure-to-pay controls**... It's broader and more ops-heavy than the lightest AP tools."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|Tipalti", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It's usually more than a tiny team needs unless you're already dealing with global payables."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|openai-small|Coupa", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not usually the first pick for a small team. It's powerful, but often heavier than a small business needs."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|BILL", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QB users → BILL; card spend → Ramp; budget < $50/mo → Melio; approvals-heavy → Plooto/Stampli."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bundled with cards/spend controls ... \"free\" AP but fees add up; ideal if adopting cards"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|Melio", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lowest cost entry; focuses on easy vendor pay ... great for freelancers/micro-teams."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|Stampli", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "stronger for mid-complexity but higher cost/setup; not as \"plug-and-play\" for tiniest teams."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|Plooto", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable per-user; simple two-way sync focus; less AI-heavy than leaders."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|Tipalti", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools (Tipalti/AvidXchange) unless global/high-volume."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|xai-small|AvidXchange", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools (Tipalti/AvidXchange) unless global/high-volume."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Ramp Bill Pay** (if you already use Ramp or want card‑first spend control) or **Melio** ... are the best starting points."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|BILL (Bill.com)", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need AP + AR, strict approvals, or AI‑assisted workflows, **BILL**, **ApprovalMax**, or **Stampli** are strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Melio", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Melio** (if you want free ACH and low cost) are the best starting points."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|ApprovalMax", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strict approvals ... **ApprovalMax** ... are strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Stampli", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI‑assisted workflows, ... **Stampli** are strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Tipalti", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "As your invoice volume grows or you add international vendors, consider **Tipalti** or **AvidXchange**."}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|AvidXchange", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **Tipalti** or **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Quadient AP", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Quadient AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Quadient AP | SMBs growing into more complex AP"}, {"id": "mai-20260917-1752-baseline-2|c215-s3|zai-small|Plooto", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Plooto | Small businesses wanting fast, flat‑rate AP"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|alibaba-small|Ramp", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is currently considered the best accounts payable (AP) automation software because it offers a fully functional core suite for free."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|alibaba-small|Melio", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** is a strong runner-up, particularly for businesses that prioritize simplicity"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|alibaba-small|Bill.com", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is generally too expensive for a \"tight budget.\""}, {"id": "mai-20260917-1752-baseline-2|c215-s4|anthropic-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, Ramp's free tier is hard to beat"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|anthropic-small|Melio", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio offers affordable tiered pricing that you can scale up as your business grows"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|anthropic-small|Zoho Books", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zoho Books provides small businesses with an affordable combination of accounting software and AP automation features"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|anthropic-small|BILL AP & AR", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP & AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BILL is best for streamlining AP for small to midsize businesses with easy QuickBooks sync"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|anthropic-small|Plooto", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "if predictable flat-rate pricing matters most, Plooto is an option"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|challenger-small|Melio", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is the strongest overall choice because its basic AP automation is genuinely free"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|challenger-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you live in QuickBooks:** **QuickBooks Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|challenger-small|Xero", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best accounting-first option:** **Xero** — repeatedly recommended for small businesses on a budget."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|challenger-small|BILL", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BILL** is the common step up, but it is no longer the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|challenger-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp Bill Pay** can be compelling because its AP features are free, but it is better when you want the broader spend platform too"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|deepseek-small|Melio", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** — Best overall free option (🌟 top recommendation)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|deepseek-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp's free plan** is hard to beat."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL at $49/month** offers the best feature-per-dollar value."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|deepseek-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cheapest if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|deepseek-small|Plooto", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great flat-rate value"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|Ramp", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp: Best Overall Value (Best for Free Multi-Feature AP)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|Melio", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio: Best Standalone Bill Pay for Micro-Businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|MakersHub", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MakersHub: Best for Complex AP on a Budget"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|Tipalti", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a fraction of the cost of mid-market/enterprise tools like Tipalti or Stampli (which cost thousands of dollars a year)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|Stampli", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "mid-market/enterprise tools like Tipalti or Stampli (which cost thousands of dollars a year)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|google-small|BILL (formerly Bill.com)", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BILL is the benchmark AP tool. It is more expensive than Ramp or Melio, but ... the cost is manageable."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Xero", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Xero"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Melio", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Melio"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Relay", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Relay"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Dext", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Dext"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Checkflo", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Checkflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Checkflo or Checkrun"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Checkrun", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Checkrun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "5. Checkflo or Checkrun"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|ApprovalMax", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "6. ApprovalMax"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|Corpay One", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Corpay One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "7. Corpay One"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|meta-small|BILL", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "8. BILL"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|minimax-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, I'd suggest starting with **Ramp Bill Pay** or **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|minimax-small|Melio", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Ramp Bill Pay** or **Melio** - both offer genuine free automation"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|minimax-small|Zoho Books", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Accounting Integration ... good for businesses already using Zoho"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|minimax-small|QuickBooks Online", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best Overall for Most Small Businesses) ... Excellent integration, widely used"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|minimax-small|Bill.com", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bill.com offers good value at $45/month with strong automation"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|mistral-small|Melio", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is often recommended as the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|mistral-small|Xero", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Xero** (especially for accounting-first needs)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|mistral-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Bill Pay** (ideal for existing QuickBooks Online users)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|moonshot-small|Ramp", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, I'd suggest starting with **Ramp** (free tier) or **Melio** (free option)."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|moonshot-small|Melio", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Ramp** (free tier) or **Melio** (free option). Both offer genuine AP automation without monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|moonshot-small|Xero", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** - Budget-Friendly with Accounting"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|moonshot-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use QuickBooks Online, their Bill Pay add-on ($0-$15/month) provides seamless integration at a low cost."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|moonshot-small|BILL", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**BILL** - More Robust (Higher Cost) - **Price:** Starting at $49/user/month"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|openai-small|Melio", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick would usually be **Melio** or **Zoho Books + BillPay**"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|openai-small|Zoho Books + BillPay", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books + BillPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **best overall value for a tiny business that also needs accounting**: **Zoho Books + BillPay**"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|openai-small|BILL", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its pricing is more oriented toward firms and larger workflows; it's often a better fit once your AP volume is higher"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|openai-small|Ramp", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's more of a broader finance platform than a pure low-cost AP-only tool"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|Melio", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Go with Melio** if your needs are pure AP/bill pay (simplest/cheapest for basics)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Melio or Ramp Bill Pay stand out as the best accounts payable (AP) automation options"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|BILL (Bill.com)", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Not free; overkill for basics."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|Stampli", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid pricier ones like Stampli/AvidXchange (custom quotes, mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|AvidXchange", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid pricier ones like Stampli/AvidXchange (custom quotes, mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|xai-small|QuickBooks add-ons", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pricier ones like ... or QuickBooks add-ons (requires QBO sub ~$30+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c215-s4|zai-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Ramp** if you want full AP automation + expense controls for free."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|zai-small|Melio", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Melio** if you just need to pay bills easily without a monthly subscription fee."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|zai-small|Zoho Books", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zoho Books** if you need a complete accounting system that handles AP."}, {"id": "mai-20260917-1752-baseline-2|c215-s4|zai-small|Invoice Fly", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It offers bill tracking, vendor payments, and expense management at a very low price point."}, {"id": "mai-20260917-1752-baseline-2|c215-s5|alibaba-small|Coupa", "prompt": "c215-s5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't have the scale or budget for heavy enterprise systems (like Coupa or SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|alibaba-small|SAP Ariba", "prompt": "c215-s5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you don't have the scale or budget for heavy enterprise systems (like Coupa or SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|deepseek-small|BILL", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "popular options for small companies include BILL, Ramp, Melio, Plooto, and DOKKA — though do your own review"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|deepseek-small|Ramp", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "popular options for small companies include BILL, Ramp, Melio, Plooto, and DOKKA"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|deepseek-small|Melio", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "popular options for small companies include BILL, Ramp, Melio, Plooto, and DOKKA"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|deepseek-small|Plooto", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular options for small companies include BILL, Ramp, Melio, Plooto, and DOKKA"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|deepseek-small|DOKKA", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "popular options for small companies include BILL, Ramp, Melio, Plooto, and DOKKA — though do your own review"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|google-small|Ramp", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp (Best All-in-One): Excellent choice if you want to combine AP with corporate credit cards and expense management."}, {"id": "mai-20260917-1752-baseline-2|c215-s5|google-small|Brex", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The \"All-in-One\" Spend Management Route (e.g., Ramp, Brex)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|google-small|BILL", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL (formerly Bill.com) (Best Traditional AP): The industry standard for pure-play AP... though it carries monthly SaaS fees."}, {"id": "mai-20260917-1752-baseline-2|c215-s5|google-small|Melio", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Melio (Best Simple/Cash-Flow Tool): Very popular for small businesses. It is highly intuitive"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Bill.com", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bill.com** (Popular for SMBs, strong QuickBooks/Xero integration)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Melio", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Melio** (Free for ACH payments, good for US vendors)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Tipalti", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tipalti** (Scalable, global payments, strong compliance)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Ramp", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ramp** (Combines AP automation with spend management)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Zoho Invoice", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho Invoice** (Budget-friendly, good for startups)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|mistral-small|Sage Intacct AP Automation", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct AP Automation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Sage Intacct AP Automation** (Enterprise-grade, but pricier)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|Ramp Bill Pay", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Free/Low-cost SMB** | Ramp Bill Pay, Melio | Very cost-conscious teams already using these platforms"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|Melio", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Free/Low-cost SMB** | Ramp Bill Pay, Melio"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|BILL", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SMB Standard** | BILL, ApprovalMax | Deep accounting integration (QBO/Xero)"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|ApprovalMax", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SMB Standard** | BILL, ApprovalMax"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|Airbase", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-Market (Upper range)** | Airbase, Tipalti, AvidXchange | Complex workflows, multi-subsidiary, or high invoice volumes"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|Tipalti", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-Market (Upper range)** | Airbase, Tipalti, AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|moonshot-small|AvidXchange", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-Market (Upper range)** | Airbase, Tipalti, AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|xai-small|Ramp", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size (from recent reviews): Ramp, Bill.com, Tipalti, AvidXchange, or Yooz—shortlist based on your ERP."}, {"id": "mai-20260917-1752-baseline-2|c215-s5|xai-small|Bill.com", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size (from recent reviews): Ramp, Bill.com, Tipalti, AvidXchange, or Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|xai-small|Tipalti", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size (from recent reviews): Ramp, Bill.com, Tipalti, AvidXchange, or Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|xai-small|AvidXchange", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size (from recent reviews): Ramp, Bill.com, Tipalti, AvidXchange, or Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-s5|xai-small|Yooz", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size (from recent reviews): Ramp, Bill.com, Tipalti, AvidXchange, or Yooz"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Coupa", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Coupa is a comprehensive spend management platform. For a small business, it offers far more feature bloat than needed"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Sage Intacct", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "purchasing add-on AP modules from these providers for a small business can be cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Oracle NetSuite (Modules)", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Oracle NetSuite (Modules)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "purchasing add-on AP modules from these providers for a small business can be cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|BILL", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bill.com is a market leader for small businesses, **but** many financial advisors note that companies often \"outgrow\" it"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Ken from Finance", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ken from Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "standalone, simpler tools like BILL or Ken from Finance"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|HighRadius", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are heavy-duty systems used by Fortune 500s... small businesses simply cannot enforce"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|SAP Ariba", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "These are heavy-duty systems used by Fortune 500s"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Basware", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise-focused network solution that is vastly overpowered for businesses under $5M–$10M in revenue"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Melio (Free Tier)", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio (Free Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Excellent for starting out, but fees for payments can creep up as you grow past the free allowance"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|alibaba-small|Ramp", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look for \"per-invoice\" or \"per-workspace\" pricing models (like Ramp or Ken from Finance)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|Coupa", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about enterprise-grade AP platforms like Coupa, Sage Intacct, HighRadius, and Medius, because they are often overbuilt for small teams"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|Sage Intacct", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cautious about enterprise-grade AP platforms like Coupa, Sage Intacct, HighRadius, and Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|HighRadius", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "cautious about enterprise-grade AP platforms like Coupa, Sage Intacct, HighRadius, and Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|Medius", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cautious about enterprise-grade AP platforms like Coupa, Sage Intacct, HighRadius, and Medius"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|BILL", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a better fit is usually a simpler tool matched to their accounting stack and invoice volume, such as BILL for QuickBooks/Xero users"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|challenger-small|Ramp", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Ramp if they also want a card/spend program"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Tipalti", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Tipalti, AvidXchange, Coupa, SAP Concur, Basware, and Medius are powerful but designed for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|AvidXchange", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid them at small scale"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Coupa", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise platforms unless you truly have the volume to justify them"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|SAP Concur", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise platforms are usually not worth it"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Basware", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid them at small scale"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Medius", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid them at small scale"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "advertises ~$45–$89/user/month but real-world Year-1 costs often land around $14,000 once seat fees and payment surcharges compound"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Ramp Bill Pay", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Ramp Bill Pay** (core capture/approvals/ACH often free)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Melio", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Melio** (free tier, good for the smallest teams)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Stampli", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Stampli** or **Plooto** for lightweight, user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|deepseek-small|Plooto", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Stampli** or **Plooto** for lightweight, user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|AvidXchange / AvidPay", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange / AvidPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why small businesses should avoid this: Your relationships with key suppliers are highly sensitive."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|BILL / Bill.com", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL / Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why you should be cautious: BILL’s customer support is heavily automated"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|Melio", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Melio has also faced similar complaints regarding sudden account freezes and support delays"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|Tipalti", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why small businesses should avoid this: The platform is highly expensive"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|Coupa", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why small businesses should avoid this: Standard implementation for these suites can take anywhere from 3 to 6 months"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|SAP Concur", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why small businesses should avoid this: Standard implementation for these suites can take anywhere from 3 to 6 months"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|HighRadius", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why small businesses should avoid this: Standard implementation for these suites can take anywhere from 3 to 6 months"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|Ramp Bill Pay", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Highly rated, modern alternatives for small businesses include Ramp Bill Pay"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|MakersHub", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "MakersHub (for operationally complex businesses like construction/manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|google-small|Relay", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "alternatives for small businesses include ... and Relay"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|meta-small|BILL", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it comes with per-transaction fees ($0.59 ACH, $1.99 check). This could be a consideration for businesses with a high volume of transactions."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|meta-small|Tipalti", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it starts at $99 per month plus transaction pricing, which might be a consideration for smaller businesses."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|meta-small|Ramp", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ramp added per-transaction Bill Pay fees starting June 2026 ... so while it might be \"free\" initially, there are costs to consider."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|meta-small|Rho Bill Pay", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Rho Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "free with a Rho account, has no ACH fees, and includes approvals. It's a good option for startups that want AP inside their banking."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|meta-small|SutiAP", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SutiAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's not suitable for businesses processing under 250 invoices per month."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|minimax-small|SAP Concur", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples to approach carefully:** SAP Concur, Basware, and other enterprise-heavy platforms"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|minimax-small|Basware", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Examples to approach carefully:** SAP Concur, Basware, and other enterprise-heavy platforms"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|mistral-small|SAP Concur", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level Platforms (e.g., SAP Concur, Basware)**: These are often too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|mistral-small|Basware", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level Platforms (e.g., SAP Concur, Basware)**: These are often too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|mistral-small|Ramp", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Ramp, have recently introduced per-transaction fees for ACH or check payments"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|mistral-small|BILL", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "simpler, integrated solutions like BILL or Zoho Books are safer choices"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|mistral-small|Zoho Books", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "simpler, integrated solutions like BILL or Zoho Books are safer choices"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While popular, small businesses should be aware of: Customer service issues"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Coupa", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These are **overkill for small businesses** and should generally be avoided"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|SAP", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are **overkill for small businesses** and should generally be avoided"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Basware", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These are **overkill for small businesses** and should generally be avoided"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Medius", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "These are **overkill for small businesses** and should generally be avoided"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|HighRadius", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These are **overkill for small businesses** and should generally be avoided"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|QuickBooks", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Basic bill pay | QuickBooks or Xero built-in features"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Xero", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Basic bill pay | QuickBooks or Xero built-in features"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Melio", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Simple automation | BILL (with caution), Melio, or Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|moonshot-small|Ramp", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Simple automation | BILL (with caution), Melio, or Ramp"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|openai-small|SAP Concur", "prompt": "c215-s6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **SAP Concur** are powerful, but they're often better fit for larger organizations than small teams."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|openai-small|SoftCo AP Automation", "prompt": "c215-s6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SoftCo AP Automation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "G2 review snippets for products such as **SoftCo AP Automation** mention limited post-implementation support"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|openai-small|ADP", "prompt": "c215-s6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Trustpilot reviews of **ADP** include small-business complaints about hidden fees and difficult access to support"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|SAP Concur", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Types to Avoid:\n- **SAP Concur, Basware, Coupa, HighRadius**: Designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|Basware", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools/Types to Avoid:\n- **SAP Concur, Basware, Coupa, HighRadius**: Designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|Coupa", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMBs report they're \"wildly oversized\" for simple workflows"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|HighRadius", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools/Types to Avoid:\n- **SAP Concur, Basware, Coupa, HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|AvidXchange", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequent complaints from small users include payment delays (3–5 weeks), unresponsive support... BBB rating ~1.1/5"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|BILL (formerly Bill.com)", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cite sync glitches (206+ mentions), payment workflow issues, poor support... pricing that scales poorly for teams"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|Ramp", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "users note rudimentary AP (lacking deep workflows/ERP sync), hidden fees... inadequate for robust approvals"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|QuickBooks Bill Pay", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to basics like QuickBooks Bill Pay or Melio (often free/low-cost)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|xai-small|Melio", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Favored SMB alternatives (from 2024–2026 reviews): Melio (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|SAP Concur", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... they are generally **wildly oversized** for a small business."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|Basware", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... **Why Avoid:** A small business ... will find the learning curve prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|Oracle NetSuite", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade ERPs (e.g., SAP Concur, Basware, Oracle NetSuite) ... wildly oversized for a small business"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|Tipalti", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tipalti is excellent for global payouts, but for a small local business, it can be **overcomplicated**."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|BILL", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BILL (formerly Bill.com)** is actually a top recommendation for small businesses, but it has specific red flags to watch out for regarding integration."}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|Ramp", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ramp (a popular spend management tool) recently added **per-transaction Bill Pay fees**"}, {"id": "mai-20260917-1752-baseline-2|c215-s6|zai-small|Melio", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Melio is a favorite for freelancers and very small businesses, but it has reliability complaints."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|alibaba-small|SAP Ariba", "prompt": "c216-l1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the global leader in the space due to its sheer size of B2B network and deep integration capabilities."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|alibaba-small|Coupa Business Spend Management", "prompt": "c216-l1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Coupa if you want the best user experience and need to manage all types of spend"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|alibaba-small|Oracle Procurement Cloud", "prompt": "c216-l1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oracle if you are already on Oracle ERP to reduce integration friction."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|alibaba-small|GEP NEXXT", "prompt": "c216-l1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP NEXXT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose GEP or Ivalua if your operations are highly complex"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|alibaba-small|Ivalua", "prompt": "c216-l1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivalua is known for being highly configurable."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|SAP Ariba", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "One of the most widely used by large enterprises; strong integration with SAP ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Coupa", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Known for user-friendly interface, good for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Jaggr", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Jaggr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focused on procurement and supply chain visibility"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Determine (Corcentric)", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Determine (Corcentric)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for invoice management and spend analysis"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Tradeshift", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-native solution with focus on supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Basware", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in invoice processing and compliance"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|anthropic-small|Oracle Procurement Cloud", "prompt": "c216-l1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Part of Oracle's suite; integrates well with other Oracle products"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|challenger-small|Coupa", "prompt": "c216-l1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best procure-to-pay platform is usually **Coupa** if your priority is broad **spend control, unified procurement/invoicing, and adoption across categories**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|challenger-small|SAP Ariba", "prompt": "c216-l1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization is heavily tied to **SAP**, **SAP Ariba** is often the better fit"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|challenger-small|Ivalua", "prompt": "c216-l1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "stronger candidate for **complex, direct-material-heavy procurement** and highly configurable workflows"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|challenger-small|GEP SMART", "prompt": "c216-l1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned for large enterprises wanting a more **consulting-led, AI-driven source-to-pay** platform"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|challenger-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the natural choice if you already run **Oracle Fusion ERP**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|deepseek-small|Coupa", "prompt": "c216-l1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Coupa** is the safest \"best overall\" recommendation"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|deepseek-small|SAP Ariba", "prompt": "c216-l1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're a SAP shop, choose **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|deepseek-small|Ivalua", "prompt": "c216-l1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you have complex/regulated needs demanding configurability, **Ivalua** is likely your best fit"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|deepseek-small|GEP SMART", "prompt": "c216-l1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for large, transformation-heavy initiatives"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|deepseek-small|Oracle Procurement", "prompt": "c216-l1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you're on the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|Coupa", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is widely recognized as a market leader in the enterprise space."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|SAP Ariba", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your company runs on SAP (like S/4HANA), SAP Ariba offers the deepest native integration."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|Ivalua", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Complex procurement requirements requiring deep customization."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|GEP SMART", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEP SMART is a fully unified S2P platform that runs on GEP Quantum"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|Zip", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zip has shaken up the enterprise space by focusing on **Procurement Orchestration**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|google-small|JAGGAER (Jaggaer One)", "prompt": "c216-l1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "JAGGAER (Jaggaer One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "JAGGAER is a powerhouse for **direct spend**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|meta-small|SAP Ariba", "prompt": "c216-l1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best procure-to-pay platform for an enterprise B2B company is SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|meta-small|Stampli", "prompt": "c216-l1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Stampli and GEP"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|meta-small|GEP", "prompt": "c216-l1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include Stampli and GEP"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|SAP Ariba", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba** is often considered the leader for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|Coupa", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa** excels in spend management with advanced AI capabilities and strong invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the natural choice if your enterprise runs on Oracle ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|Basware", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for invoice automation excellence, dynamic discounting, and supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|Jaggaer", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also strong enterprise options, especially for organizations with complex procurement operations"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|minimax-small|GEP SMART", "prompt": "c216-l1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also strong enterprise options, especially for organizations with complex procurement operations"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|mistral-small|SAP Ariba", "prompt": "c216-l1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** is widely regarded as the best procure-to-pay (P2P) platform for large enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|mistral-small|Coupa", "prompt": "c216-l1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is a strong alternative for companies prioritizing user experience and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|mistral-small|Jaggaer", "prompt": "c216-l1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in direct materials sourcing and complex industries... but less intuitive and more suited for specific use cases"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|moonshot-small|Coupa", "prompt": "c216-l1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** remains the default choice in 2024-2025"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|moonshot-small|SAP Ariba", "prompt": "c216-l1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're heavily invested in **SAP infrastructure**, **SAP Ariba** offers tighter integration"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|moonshot-small|Ivalua", "prompt": "c216-l1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|moonshot-small|GEP SMART", "prompt": "c216-l1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**GEP SMART** - Best for Spend Management at Scale"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|moonshot-small|JAGGAER ONE", "prompt": "c216-l1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "JAGGAER ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**JAGGAER ONE** - Best for Modular Flexibility"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|Coupa", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Coupa** as the more common \"safe default\""}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|SAP Ariba", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP Ariba** if you are already on SAP or need deep integration with SAP-centric enterprise processes"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|Ivalua", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** as the better fit for deep configurability and complexity"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle Procurement Cloud** if your company is already standardized on Oracle Fusion Cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|GEP SMART", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the most commonly short-listed suites include **Coupa, SAP Ariba, Ivalua, Oracle Fusion Cloud Procurement, GEP SMART, and JAGGAER**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|openai-small|JAGGAER", "prompt": "c216-l1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "the most commonly short-listed suites include ... GEP SMART, and JAGGAER**"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|xai-small|SAP Ariba", "prompt": "c216-l1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're in the SAP world or need the largest supplier network:** SAP Ariba dominates B2B ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|xai-small|Coupa", "prompt": "c216-l1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For balanced usability and innovation:** Coupa edges out in many head-to-heads"}, {"id": "mai-20260917-1752-baseline-2|c216-l1|xai-small|Ivalua", "prompt": "c216-l1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly configurable no-code/low-code S2P, excels in regulated industries... Gartner Leader."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|xai-small|GEP SMART", "prompt": "c216-l1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-native S2P, supply chain focus, analytics, good for large programs."}, {"id": "mai-20260917-1752-baseline-2|c216-l1|xai-small|Jaggaer", "prompt": "c216-l1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modular, higher-ed/enterprise focus... Narrower market focus."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Coupa Business Spending Management", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa Business Spending Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa has become the market leader for many large enterprises because it prioritizes the end-user experience."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|SAP Ariba", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company uses SAP ERP, Ariba is often the default choice."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Oracle Procurement Cloud", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations running Oracle NetSuite, EBS, or Fusion."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Ivalua", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivalua is a favorite for complex organizations where \"one size does not fit all.\""}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Microsoft Dynamics 365", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at **Microsoft Dynamics 365** (which includes procurement logic)"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Procurious", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurious", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consider an add-on like **Procurious** (though likely too small for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Workday", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check out **Workday**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|alibaba-small|Jaggaer", "prompt": "c216-l2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Direct Materials** (Raw goods for manufacturing): Look at **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|anthropic-small|SAP Ariba", "prompt": "c216-l2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** - One of the most comprehensive solutions for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|anthropic-small|Coupa", "prompt": "c216-l2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** - Popular for mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|anthropic-small|Jaggr (formerly BravoSolution)", "prompt": "c216-l2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Jaggr (formerly BravoSolution)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong option for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|anthropic-small|Infor CloudSuite", "prompt": "c216-l2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Infor CloudSuite** - Another enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|anthropic-small|Determine/Corcentric", "prompt": "c216-l2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Determine/Corcentric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Determine/Corcentric** - Strong in procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|challenger-small|SAP Ariba", "prompt": "c216-l2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|challenger-small|Coupa", "prompt": "c216-l2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|challenger-small|Ivalua", "prompt": "c216-l2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when procurement is highly complex, especially direct materials and multi-entity sourcing"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|challenger-small|GEP SMART", "prompt": "c216-l2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want a consulting-led enterprise rollout and can support that delivery model"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|deepseek-small|Coupa", "prompt": "c216-l2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: ... I'd lead with **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|deepseek-small|SAP Ariba", "prompt": "c216-l2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're deeply invested in SAP, **SAP Ariba** is your strongest option."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|deepseek-small|Ivalua", "prompt": "c216-l2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex/direct-material procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|deepseek-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're on Oracle Fusion ERP"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|Coupa", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa: Best Overall ERP-Agnostic P2P Suite ... widely considered the gold standard for user-friendly, enterprise-wide spend management"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|Zip", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zip: Best for User Experience & \"Intake-to-Procure\" Orchestration"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|SAP Ariba", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your organization\ttis backbone is built on SAP ERP, SAP Ariba is the most logical choice."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|Ivalua", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivalua: Best for Complex Supply Chains & Direct Spend"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|GEP SMART", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GEP SMART: Best AI-First, Global Enterprise S2P"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|google-small|Oracle Procurement Cloud", "prompt": "c216-l2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you use Oracle or NetSuite, look closely at Coupa or Oracle Procurement Cloud."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|meta-small|SAP Ariba", "prompt": "c216-l2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba - Best for complex enterprise needs, with deep SAP integration and supplier network."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|meta-small|Zip", "prompt": "c216-l2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zip - Best for large enterprises, with configurable intake and routing across many connected systems, extending into procure-to-pay."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|minimax-small|SAP Ariba", "prompt": "c216-l2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SAP Ariba** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|minimax-small|Coupa", "prompt": "c216-l2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need faster implementation** → Coupa might be quicker to deploy"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|minimax-small|Ivalua", "prompt": "c216-l2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua offers strong configurability"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|mistral-small|SAP Ariba", "prompt": "c216-l2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as the best for large global enterprises due to its deep integration with SAP, extensive supplier network"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|mistral-small|Coupa", "prompt": "c216-l2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its strong procurement and spend management capabilities, Coupa is suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|mistral-small|Ivalua", "prompt": "c216-l2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top choice for large organizations, especially those with complex sourcing and procurement requirements"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|mistral-small|Zip", "prompt": "c216-l2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for large enterprises needing configurable intake and routing across many connected systems"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|moonshot-small|SAP Ariba", "prompt": "c216-l2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting your evaluation with **Coupa** or **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|moonshot-small|Coupa", "prompt": "c216-l2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting your evaluation with **Coupa** or **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|moonshot-small|Ivalua", "prompt": "c216-l2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have particularly complex requirements across multiple ERPs or need extreme configurability, add **Ivalua** to your shortlist."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|moonshot-small|JAGGAER", "prompt": "c216-l2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry-specific depth for healthcare and manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|openai-small|Coupa", "prompt": "c216-l2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are **ERP-agnostic** and want the strongest all-around enterprise procurement platform, I'd lean **Coupa** or **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|openai-small|SAP Ariba", "prompt": "c216-l2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run **SAP**, choose **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|openai-small|Ivalua", "prompt": "c216-l2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd lean **Coupa** or **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|openai-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already run **Oracle**, choose **Oracle Procurement Cloud**."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|SAP Ariba", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating SAP Ariba or Coupa as top procurement (purchasing) software options"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|Coupa", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My pick? Start with Coupa if ease-of-use and flexibility matter most; SAP Ariba if spend volume/complexity is extreme"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|Oracle Procurement Cloud", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other strong contenders: Oracle Procurement Cloud: If you're deep in Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|GEP SMART", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEP SMART or Ivalua: AI-heavy source-to-pay for Global 2000 firms."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|Ivalua", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GEP SMART or Ivalua: AI-heavy source-to-pay for Global 2000 firms."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|xai-small|Jaggaer", "prompt": "c216-l2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jaggaer: Great for higher-ed/manufacturing niches."}, {"id": "mai-20260917-1752-baseline-2|c216-l2|zai-small|SAP Ariba", "prompt": "c216-l2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Global enterprises with SAP ecosystems ... Largest supplier network"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|zai-small|Coupa", "prompt": "c216-l2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies wanting unified spend management without SAP"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|zai-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Existing Oracle ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|zai-small|GEP", "prompt": "c216-l2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** AI-first enterprise procurement and supply chain"}, {"id": "mai-20260917-1752-baseline-2|c216-l2|zai-small|Ivalua", "prompt": "c216-l2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Large organizations requiring flexible, customizable procurement solutions"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|Coupa", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is widely considered the market leader for best-of-breed enterprise procurement."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|SAP Ariba", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use SAP: SAP Ariba is usually the default choice due to integration depth."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use Oracle: Oracle Fusion is the logical step."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|Ivalua", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa or Ivalua are often preferred for their flexibility and \"best-of-breed\" nature."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|GEP SMART", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If AI/Automation is your priority: Look closely at GEP SMART."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|alibaba-small|Workday Strategic Sourcing / Procurement", "prompt": "c216-l3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Workday Strategic Sourcing / Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Mid-to-large enterprises already standardized on Workday for core business systems."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|JAGGAER", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "JAGGAER One handles configurable P2P work across guided buying, purchasing, invoicing, and payments, and is best for large enterprises with complex, multi-category procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|SAP Ariba", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "These platforms consistently handle enterprise-scale complexity best"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|Coupa", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "making it one of the stronger options if supplier management depth is your top priority"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|Ivalua", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Ariba, Coupa, and Ivalua: These platforms consistently handle enterprise-scale complexity best"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|GEP SMART", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "broad source-to-pay suites"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|Oracle", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle Fusion Cloud Procurement offers ERP-native procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|Zip", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zip takes an intake-first approach to procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|anthropic-small|Basware", "prompt": "c216-l3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Basware handles AP and invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|SAP Ariba", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba | Large global enterprises, especially SAP-standardized estates | Deep SAP integration and the broadest supplier network focus"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Coupa", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa | Enterprises wanting best-of-breed spend control | Unified spend management and strong analytics/orchestration"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Oracle ERP customers | Native alignment with Oracle Fusion ERP"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|GEP SMART", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-driven source-to-pay with supply-chain breadth"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Ivalua", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong workflow configurability and fit for complex sourcing"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Jaggaer", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong sourcing depth and direct-materials handling"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Workday Strategic Sourcing", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when procurement needs to align with Workday ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|challenger-small|Zycus", "prompt": "c216-l3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emphasis on AI and indirect spend automation"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|Coupa", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "widely regarded as the UX and adoption gold standard, especially for **indirect spend**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|SAP Ariba", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP shop buying direct materials** → SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|Ivalua", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complex, configurable direct+indirect workflows** → Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|JAGGAER", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Manufacturing/R&D sourcing and BOM collaboration** → JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|GEP SMART", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The **most direct AI-first Coupa challenger**, with a modern, unified platform."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|Zycus", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Audit-ready, AI-led source-to-contract compliance** → Zycus"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** Organizations standardized on **Oracle ERP/cloud**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|deepseek-small|Workday Strategic Sourcing", "prompt": "c216-l3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Workday-centric customers wanting source-to-contract"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|Coupa", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A market leader highly rated for its \"Ability to Execute\"... widely praised for its user-friendly, consumer-like interface."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|SAP Ariba", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The heavy-industry standard for global enterprises... Ariba's modular construction ... can make the user interface feel more complex"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|Ivalua", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A leader recognized for high execution capabilities and structural depth."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|GEP SMART", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A leading enterprise-grade platform favored by global, heavily regulated organizations."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A top-tier leader deeply embedded in the Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|JAGGAER ONE", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A prominent player with strong footprints in specific verticals."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|google-small|Zip", "prompt": "c216-l3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the fastest-growing disruptor and a new globally deployable entrant"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|meta-small|SAP Ariba", "prompt": "c216-l3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is the most widely deployed enterprise procurement platform globally"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|meta-small|Coupa", "prompt": "c216-l3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coupa is the dominant best-of-breed selection at enterprises that want a unified spend management platform"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|meta-small|GEP SMART", "prompt": "c216-l3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GEP SMART is a cloud-native enterprise suite that offers faster time-to-value than other platforms"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|SAP Ariba", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** (Market Leader) ... World's largest B2B commerce network"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|Coupa", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations prioritizing financial visibility and spend analytics"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|Jaggaer", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in direct materials procurement and manufacturing sectors"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|Oracle Procurement Cloud", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations running Oracle ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|GEP SMART", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Global enterprises with outsourced procurement operations"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|Ivalua", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Complex enterprises requiring deep configurability"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|minimax-small|Zip", "prompt": "c216-l3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fastest-growing; acts as intake-and-orchestration layer"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|mistral-small|SAP Ariba", "prompt": "c216-l3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: SAP-native global enterprises... However, it can be complex and costly for non-SAP enterprises."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|mistral-small|Coupa", "prompt": "c216-l3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has faced criticism for pricing escalations and trust issues since going private under Thoma Bravo"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|mistral-small|GEP SMART", "prompt": "c216-l3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Designed for agility and speed, making it a good choice for enterprises that need to modernize quickly."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|mistral-small|Ivalua", "prompt": "c216-l3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Truly unified platform (no point solutions), strong in both direct and indirect spend"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|mistral-small|APSentra", "prompt": "c216-l3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "APSentra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "making it a strong alternative to more complex legacy suites"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|moonshot-small|SAP Ariba", "prompt": "c216-l3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SAP Ariba**\n- **Best for**: Large enterprises already using SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|moonshot-small|Coupa", "prompt": "c216-l3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 2. **Coupa**\n- **Best for**: ERP-agnostic environments and multi-ERP landscapes; companies prioritizing user experience"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|moonshot-small|Oracle Procurement Cloud", "prompt": "c216-l3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Organizations standardized on Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|moonshot-small|Ivalua", "prompt": "c216-l3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Enterprises needing highly configurable workflows and strong governance"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|moonshot-small|JAGGAER", "prompt": "c216-l3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Manufacturing, complex direct spend, regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|openai-small|SAP Ariba", "prompt": "c216-l3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Ariba** if you want the **largest procurement collaboration network**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|openai-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle Fusion Cloud Procurement** if you run **Oracle ERP/Finance**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|openai-small|Coupa", "prompt": "c216-l3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Coupa** if you want **strong spend governance and a polished user experience**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|openai-small|Ivalua", "prompt": "c216-l3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivalua** if you need **maximum process flexibility**"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|openai-small|GEP SMART", "prompt": "c216-l3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **GEP SMART** if you want a **software + services** model"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|SAP Ariba", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SAP Ariba/Oracle excel if you're all-in on their ERPs"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Coupa", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For non-SAP/Oracle shops, Coupa or Ivalua often win for balance."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Ivalua", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For non-SAP/Oracle shops, Coupa or Ivalua often win for balance."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Jaggaer", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Manufacturing/higher ed/public sector; direct materials"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|GEP SMART", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global enterprises wanting AI + services ... top vision in Gartner"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Oracle Procurement Cloud", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle ERP users; integrated finance/procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Zycus", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Emerging challengers like Zycus or Zip gain for AI/speed but lack full enterprise depth."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|xai-small|Zip", "prompt": "c216-l3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Emerging challengers like Zycus or Zip gain for AI/speed but lack full enterprise depth."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|zai-small|SAP Ariba", "prompt": "c216-l3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is widely considered the industry standard for large, global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|zai-small|Coupa", "prompt": "c216-l3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Coupa if your CFO wants to drive spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c216-l3|zai-small|GEP SMART", "prompt": "c216-l3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose GEP SMART if you want to replace multiple procurement tools with one single platform."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|zai-small|Ivalua", "prompt": "c216-l3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ivalua if compliance, ESG reporting, and supplier quality are your top priorities."}, {"id": "mai-20260917-1752-baseline-2|c216-l3|zai-small|Jaggaer", "prompt": "c216-l3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Jaggaer is a market leader in specific verticals, particularly higher education and manufacturing."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|alibaba-small|Coupa Business Spend Management", "prompt": "c216-l4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the market leader and generally considered the \"best\" all-around choice is **Coupa Business Spend Management**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|alibaba-small|Ivalua", "prompt": "c216-l4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ivalua** is the strongest alternative."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|alibaba-small|SAP Ariba", "prompt": "c216-l4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already runs on SAP S/4HANA or SAP ECC, **SAP Ariba** is likely the most logical choice"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|anthropic-small|Pivot", "prompt": "c216-l4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Pivot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If predictable pricing is your primary driver, Pivot's non-seat-based pricing model is specifically designed for your use case."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|anthropic-small|Coupa", "prompt": "c216-l4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "making it a go-to solution for large enterprises focused on spend governance"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|anthropic-small|SAP Ariba", "prompt": "c216-l4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP Ariba is a leading enterprise grade procure to pay (P2P) solution designed to manage complex, global procurement operations."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|challenger-small|Precoro", "prompt": "c216-l4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is the best match from the provided results"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|challenger-small|Coupa", "prompt": "c216-l4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa** is described as the **recognized market leader** ... but the results do not provide transparent per-user or flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|challenger-small|SAP Ariba", "prompt": "c216-l4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Listed as best for large enterprises / SAP shops, but pricing is custom and not predictable"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|Coupa", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is the strongest all-around choice"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|Workday Procurement", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Workday Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workday Procurement** (bundled with Workday Financials) is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|Oracle Fusion", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Oracle Fusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already run those ERPs"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|Basware", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Basware, Jaggaer hybrids | Unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|Jaggaer", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basware, Jaggaer hybrids | Unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|deepseek-small|SAP Ariba", "prompt": "c216-l4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most expensive per-seat ... predictably *expensive* and complex"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|Ivalua", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best for Deep Enterprise Capability: **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|Coupa", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Coupa's standard per-seat licensing:** ... Coupa's standard per-user/per-module pricing can become cost-prohibitive"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|SAP Ariba", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Best for SAP-Heavy ERP Ecosystems: **SAP Ariba** (using Consumption-Based Pricing)"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|Basware", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Best for High-Volume, AP-First P2P: **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|Precoro (Enterprise Tier)", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 4. Best Modern, Agile Enterprise Platform: **Precoro (Enterprise Tier)**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|google-small|Stampli", "prompt": "c216-l4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist Basware or Stampli if your P2P goals are heavily weighted toward Accounts Payable automation"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|meta-small|SAP Ariba", "prompt": "c216-l4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated platforms such as SAP Ariba, Oracle Fusion, Ivalua, or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|meta-small|Oracle Fusion", "prompt": "c216-l4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Oracle Fusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the top-rated platforms such as SAP Ariba, Oracle Fusion, Ivalua, or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|meta-small|Ivalua", "prompt": "c216-l4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "one of the top-rated platforms such as SAP Ariba, Oracle Fusion, Ivalua, or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|meta-small|Stampli", "prompt": "c216-l4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "one of the top-rated platforms such as SAP Ariba, Oracle Fusion, Ivalua, or Stampli"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|minimax-small|GEP SMART", "prompt": "c216-l4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GEP SMART** — Best for Predictable Flat-Fee Pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|minimax-small|Ivalua", "prompt": "c216-l4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Platforms like **GEP SMART** and **Ivalua** tend to offer the most predictable pricing structures"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|minimax-small|Coupa", "prompt": "c216-l4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Coupa**: Aggressive upselling on transaction volumes—costs can balloon significantly"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|minimax-small|SAP Ariba", "prompt": "c216-l4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**SAP Ariba**: Higher per-user costs ($120–$250/month), less predictable overall"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|minimax-small|Jaggaer", "prompt": "c216-l4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "while **Jaggaer** is also competitively priced"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|mistral-small|SAP Ariba", "prompt": "c216-l4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you are already invested in the SAP ecosystem, **SAP Ariba** is likely the best fit"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|mistral-small|GEP", "prompt": "c216-l4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more AI-driven, scalable solution with strong enterprise support, **GEP** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|SAP Ariba", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Complex implementation ($115K–$925K+); best if already in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Coupa", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need full enterprise capabilities, **Coupa** or **SAP Ariba** are leaders—but require rigorous contract negotiation"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Oracle Procurement Cloud", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "use **custom/quote-based pricing** that is not publicly disclosed"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|GEP SMART", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified suite may reduce integration costs; enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Ivalua", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "use **custom/quote-based pricing** that is not publicly disclosed"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|JAGGAER", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "use **custom/quote-based pricing** that is not publicly disclosed"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Stampli", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Stampli** offers the most transparent pricing model"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Precoro", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**More predictable** than quote-only enterprise suites"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|moonshot-small|Procurify", "prompt": "c216-l4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Transparent pricing available; Lower total cost of ownership than enterprise suites"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|openai-small|Coupa", "prompt": "c216-l4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable total cost at scale:** **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|openai-small|SAP Ariba", "prompt": "c216-l4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're SAP-centered already:** **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|openai-small|Zip", "prompt": "c216-l4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zip** as an add-on, not usually the core P2P backbone"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|openai-small|Ivalua", "prompt": "c216-l4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ivalua** or **Basware** as alternatives to compare in an RFP"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|openai-small|Basware", "prompt": "c216-l4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ivalua** or **Basware** as alternatives to compare in an RFP"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|xai-small|SAP Ariba", "prompt": "c216-l4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba or Coupa** if you're a Fortune 500-scale firm—both excel for thousands of users with proven TCO predictability"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|xai-small|Coupa", "prompt": "c216-l4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Ariba or Coupa** if you're a Fortune 500-scale firm—both excel for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c216-l4|xai-small|Ivalua", "prompt": "c216-l4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent tiers; flexible for large user bases without explosive per-user hikes."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|xai-small|GEP SMART", "prompt": "c216-l4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More upfront transparency than peers; tiered (e.g., $6K–$12K/procurement user); negotiable caps."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|xai-small|Oracle Procurement Cloud", "prompt": "c216-l4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most cost-effective for Oracle users; fixed-ish tiers, shorter impl; predictable if avoiding custom dev."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|zai-small|Coupa", "prompt": "c216-l4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for predictable total cost at scale:** **Coupa** (spend‑based pricing, modern UX, fast implementation)."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|zai-small|SAP Ariba", "prompt": "c216-l4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for SAP ERP estates:** **SAP Ariba** (deep integration, massive supplier network, but higher implementation and possible network fees)."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|zai-small|Oracle Fusion Procurement Cloud", "prompt": "c216-l4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Oracle Fusion Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Oracle ERP estates:** **Oracle Fusion Procurement Cloud** (tight integration, per‑user or spend‑based pricing, fast rollout)."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|zai-small|GEP SMART", "prompt": "c216-l4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AI‑driven automation and end‑to‑end source‑to‑pay:** **GEP SMART** (strong AI, but higher cost and longer implementation)."}, {"id": "mai-20260917-1752-baseline-2|c216-l4|zai-small|Ivalua", "prompt": "c216-l4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for highly configurable, multi‑region needs:** **Ivalua** (flexible, but more complex and expensive)."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|alibaba-small|SAP Concur", "prompt": "c216-l5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "potentially find yourself frustrated by the rigidity of massive ERP systems (like SAP Concur or Workday) where every change takes months"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|alibaba-small|Workday", "prompt": "c216-l5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "potentially find yourself frustrated by the rigidity of massive ERP systems (like SAP Concur or Workday) where every change takes months"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|challenger-small|Coupa", "prompt": "c216-l5", "model": "challenger-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A practical shortlist for your size and control needs would usually include enterprise-oriented platforms such as **Coupa**, **SAP Ariba**, and **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|challenger-small|SAP Ariba", "prompt": "c216-l5", "model": "challenger-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "shortlist ... such as **Coupa**, **SAP Ariba**, and **Ivalua**, since they emphasize guided buying, invoice management, supplier collaboration, compliance, and deep integrations"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|challenger-small|Ivalua", "prompt": "c216-l5", "model": "challenger-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "shortlist ... such as **Coupa**, **SAP Ariba**, and **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|Coupa", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is strong for heterogeneous landscapes... **Coupa** (S2P/Business Spend Management) — best for heterogeneous landscapes, ease of use/adoption, FedRAMP Moderate available"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|SAP Ariba", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** — if you're a SAP/S4 shop; deepest supplier network"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|Ivalua", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Ivalua** — best for regulated/compliance/audit-heavy environments (fits your profile well)"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|GEP SMART", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong enterprise S2P with SOC 2/ISO 27001; verify certificate scope"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|Jaggaer", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Jaggaer** and **Zycus** as additional contenders"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|deepseek-small|Zycus", "prompt": "c216-l5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jaggaer** and **Zycus** as additional contenders"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|minimax-small|Coupa", "prompt": "c216-l5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** | Strong in spend management, good enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|minimax-small|SAP Ariba", "prompt": "c216-l5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** | Deep ERP integration, global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|minimax-small|Oracle Procurement", "prompt": "c216-l5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Oracle Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle Procurement** | If already on Oracle stack"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|minimax-small|Procurement (Tipalti)", "prompt": "c216-l5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurement (Tipalti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Procurement (Tipalti)** | Strong on payments/AP automation"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|minimax-small|Basware", "prompt": "c216-l5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Basware** | Strong in AP automation and invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Coupa", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Ariba", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Jaggaer", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Procurify", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Zip", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|mistral-small|Tipalti", "prompt": "c216-l5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist Vendors: Coupa, Ariba, Jaggaer, Procurify, Zip, Tipalti, and others."}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|Coupa", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Coupa or SAP Ariba if: ✓ You need strategic sourcing, contracts, and analytics in one platform"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|SAP Ariba", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Coupa or SAP Ariba if: ... SAP-native environments | Deep ERP integration; ~18 month implementation"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|GEP SMART", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Regulated industries | Strong compliance features; SOC 2, ISO 27001, HIPAA"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|Procurify", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "#1 G2-rated mid-market P2P; ~$1,000/mo start; 50-500 employee sweet spot (may need enterprise tier)"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|Tipalti", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Tipalti if: ✓ Global supplier payments are your primary pain point"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|moonshot-small|Zip", "prompt": "c216-l5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Intake-first approach | ~4 months to value; good for approval workflow bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|xai-small|Coupa", "prompt": "c216-l5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top for Enterprises**: Coupa (end-to-end, global)"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|xai-small|SAP Ariba", "prompt": "c216-l5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP Ariba (deep ERP ties)"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|xai-small|Ivalua", "prompt": "c216-l5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zycus/Ivalua (AI-heavy, compliance-focused)"}, {"id": "mai-20260917-1752-baseline-2|c216-l5|xai-small|Zycus", "prompt": "c216-l5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zycus/Ivalua (AI-heavy, compliance-focused)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|alibaba-small|SAP Ariba", "prompt": "c216-l6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Ariba is an industry standard, but it is notoriously complex, rigid, and expensive. If your core ERP is Oracle, Workday, or Microsoft Dynamics, forcing Ariba into that ecosystem creates a heavy technical burden."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|alibaba-small|Oracle Procurement Cloud", "prompt": "c216-l6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For large enterprises running different stacks, configuring Oracle Procurement to talk to your legacy systems can result in months of delayed deployment and steep professional services bills."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|alibaba-small|Prodigy", "prompt": "c216-l6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Prodigy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to dedicated transactional specialists (like Prodigy or Jaggaer)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|alibaba-small|Jaggaer", "prompt": "c216-l6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to dedicated transactional specialists (like Prodigy or Jaggaer)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Precoro", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "better suited to small or growing businesses, or as having lighter depth for complex procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Ramp", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms to be cautious about | Precoro, Ramp, Rippling..."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Rippling", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "positioned as better for small, mid-market, or growing companies, with acknowledged gaps in enterprise procurement depth"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Order.co", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Order.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "SMB-first platforms such as Precoro, Ramp, Rippling, and Order.co are repeatedly positioned as better for small, mid-market"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|ProcurementExpress.com", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "that does not make it a strong match for enterprise-grade complexity"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Tradogram", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms to be cautious about | ... Tradogram, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Procurify", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms to be cautious about | ... Tradogram, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Workday P2P / T&E", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday P2P / T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Workday P2P and T&E are explicitly called out in user feedback as something to \"avoid\""}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Oracle", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Oracle-style ERP-native purchasing when used as the primary procurement layer ... highest TCO category"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|SAP Ariba", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "large enterprises should prioritize SAP Ariba, Coupa, Ivalua, GEP SMART, Jaggaer, and Oracle-class solutions"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Coupa", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "large enterprises should prioritize SAP Ariba, Coupa, Ivalua, GEP SMART, Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Ivalua", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "should prioritize SAP Ariba, Coupa, Ivalua, GEP SMART, Jaggaer, and Oracle-class solutions instead of lighter tools"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|GEP SMART", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "should prioritize SAP Ariba, Coupa, Ivalua, GEP SMART, Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|challenger-small|Jaggaer", "prompt": "c216-l6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "should prioritize SAP Ariba, Coupa, Ivalua, GEP SMART, Jaggaer, and Oracle-class solutions"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|deepseek-small|SAP Ariba", "prompt": "c216-l6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: While ubiquitous, it is frequently criticized for a clunky, non-intuitive UI, slow performance, and complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|deepseek-small|SAP Fieldglass", "prompt": "c216-l6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SAP Ariba (and SAP Fieldglass) ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|deepseek-small|Coupa", "prompt": "c216-l6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "large-enterprise users frequently complain about high total cost of ownership, a steep learning curve ... poor customer support"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Procurify", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB and Mid-Market Focus Platforms (Avoid)\n* **Examples:** *Procurify, Precoro, Tradogram, Fraxion*"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Precoro", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB and Mid-Market Focus Platforms (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Tradogram", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB and Mid-Market Focus Platforms (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Fraxion", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Fraxion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB and Mid-Market Focus Platforms (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|SAP Ariba", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The Heavyweight S2P Giants (Approach with Extreme Caution & Preparation)... legendary for **failed or stalled implementations**"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Coupa", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples:** *SAP Ariba, Coupa, Jaggaer* ... Approach with Extreme Caution"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Jaggaer", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples:** *SAP Ariba, Coupa, Jaggaer* ... Approach with Extreme Caution"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Zip", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look to layer a **Procurement Orchestration/Intake Platform** (such as *Zip, Omnea, or Levelpath*) on top"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Omnea", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Omnea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as *Zip, Omnea, or Levelpath*) on top"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|google-small|Levelpath", "prompt": "c216-l6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Levelpath", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as *Zip, Omnea, or Levelpath*) on top"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|Coupa", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Coupa is a popular choice for large enterprises, it may not be ideal for enterprises that need deep configurability across global entities."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|NetSuite", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ERP procurement modules, such as those offered by NetSuite and Microsoft Dynamics, may not be suitable for large enterprises with complex procurement needs."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|Microsoft Dynamics", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ERP procurement modules, such as those offered by NetSuite and Microsoft Dynamics, may not be suitable for large enterprises with complex procurement needs."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|Amazon Business", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Catalogue marketplaces, such as Amazon Business, may not be suitable for large enterprises with complex procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|SAP Ariba", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "SAP Ariba is a comprehensive source-to-pay suite designed for large global corporations"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|Oracle", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle is a distinct procurement suite that is suitable for large enterprises with complex procurement needs."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|meta-small|Jaggaer", "prompt": "c216-l6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "powerful, modular source-to-pay suite with particular strength in direct materials procurement and complex sourcing"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|mistral-small|Amazon Business", "prompt": "c216-l6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "making it risky for complex enterprise procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|mistral-small|Workday Strategic Sourcing", "prompt": "c216-l6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "cumbersome user experience, tedious processes, poor integration with other systems, and a high cost relative to delivered value"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|mistral-small|ProcurePort ProcureWare / eBid Systems", "prompt": "c216-l6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ProcurePort ProcureWare / eBid Systems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Complex setup, weak integration, limited features"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|moonshot-small|Coupa", "prompt": "c216-l6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Risk Level: ELEVATED ... Analysts warn of \"Thoma Bravo pricing escalations\" on renewals"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|moonshot-small|SAP Ariba", "prompt": "c216-l6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Risk Level: MODERATE-ELEVATED (context-dependent) ... **When to avoid**: If you're not running SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|moonshot-small|Jaggaer", "prompt": "c216-l6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Risk Level: MODERATE ... Multiple reports of poor user experience from long-term users"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|SAP Ariba", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**When to Avoid**: Unless you're deeply embedded in SAP (e.g., S/4HANA users), skip it."}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Coupa", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "criticized in enterprises for rigid workflows (\"bossy\" automation that locks processes), integration hurdles"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Ivalua", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Over-Engineered \"Suite\" Platforms (e.g., Ivalua, Oracle Fusion Cloud Procurement, GEP)... often deliver bloat"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Oracle Fusion Cloud Procurement", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These source-to-pay (S2P) giants promise end-to-end coverage but often deliver bloat"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|GEP", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Over-Engineered \"Suite\" Platforms (e.g., Ivalua, Oracle Fusion Cloud Procurement, GEP)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Precoro", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Prioritize**: Precoro/Procurify (SMB-to-mid scaling well)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Procurify", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Prioritize**: Precoro/Procurify (SMB-to-mid scaling well)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Jaggaer", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or best-fit like Jaggaer/Zycus for configurability"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|Zycus", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or best-fit like Jaggaer/Zycus for configurability"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|xai-small|ZIPHQ", "prompt": "c216-l6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ZIPHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "consider modular tools (e.g., ZIPHQ per some critiques)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|zai-small|Workday Procure-to-Pay & T&E", "prompt": "c216-l6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday Procure-to-Pay & T&E", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Workday Procure-to-Pay & T&E** (process rigidity, implementation complexity, integration quirks)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|zai-small|SAP Ariba", "prompt": "c216-l6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**SAP Ariba** (steep learning curve, archaic UX, support issues, high cost)"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|zai-small|NetSuite", "prompt": "c216-l6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ERP-native modules (e.g., certain NetSuite or Microsoft Dynamics procurement modules) that lack deep, flexible integrations"}, {"id": "mai-20260917-1752-baseline-2|c216-l6|zai-small|Microsoft Dynamics", "prompt": "c216-l6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ERP-native modules (e.g., certain NetSuite or Microsoft Dynamics procurement modules) that lack deep, flexible integrations"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|Procurify", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market Growth: Procurify ... frequently ranked as the #1 P2P solution specifically for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|APSENTA", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "APSENTA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Full-Cycle Automation: APSENTA"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|Fraxion", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ERP Integration & Cost Optimization: Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|Oracle NetSuite", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your company is already running NetSuite as its ERP."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|Coupa", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for complex supply chains and supplier collaboration but may require more configuration than Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|alibaba-small|SAP Ariba", "prompt": "c216-m1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generally considered more suitable for large enterprises, but viable for mid-market companies with complex global sourcing needs."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|ProcureDesk", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcureDesk** appears to be a strong choice specifically built for mid-market."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|NetSuite", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The best procure-to-pay suites in 2026 for mid-market companies are ProcureDesk, NetSuite, Coupa, Procurify, SAP Ariba, Kissflow, and Order.co."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Coupa", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "companies seeking full spend consolidation look to Coupa or GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Procurify", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Procurify** is another popular mid-market option."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|SAP Ariba", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise SAP shops gravitate toward SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Kissflow", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Kissflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ProcureDesk, NetSuite, Coupa, Procurify, SAP Ariba, Kissflow, and Order.co"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Order.co", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ProcureDesk, NetSuite, Coupa, Procurify, SAP Ariba, Kissflow, and Order.co"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Stampli", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "making platforms like Procurify and Stampli strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Rillion", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Rillion** offers a specialized approach for invoice-heavy operations."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|Oracle Fusion Cloud Procurement", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Oracle-centric organizations fit naturally with Oracle Fusion Cloud Procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|anthropic-small|GEP SMART", "prompt": "c216-m1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "companies seeking full spend consolidation look to Coupa or GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|challenger-small|ProcureDesk", "prompt": "c216-m1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProcureDesk** is the best overall choice for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|challenger-small|Procurify", "prompt": "c216-m1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for teams that want strong procurement workflows, spend visibility, and mobile-first approvals"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|challenger-small|Precoro", "prompt": "c216-m1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market teams that want a simpler packaged solution with AP automation and transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|challenger-small|Rillion", "prompt": "c216-m1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for multi-entity or multi-ERP finance teams that want AI-assisted invoice automation and 3-way matching"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|challenger-small|Ramp", "prompt": "c216-m1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you want procurement plus expenses, AP automation, and corporate cards in one broader spend platform"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|Procurify", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Procurify** ... For most mid-market B2B companies, **Procurify** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|Precoro", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** \\u2014 Best for Cost-Conscious Mid-Market & SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|Coupa BSM", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa BSM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tradeoff:** Enterprise pricing and complexity \\u2014 overkill for most mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|GEP SMART", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Spend Management at Scale"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|Basware P2P", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Basware P2P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tradeoff:** Weaker on the purchasing/requisition side vs. Procurify or Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|SAP Ariba", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Already on SAP / Oracle ERP and want tight native integration | **SAP Ariba** or **Oracle Fusion**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|deepseek-small|Oracle Fusion", "prompt": "c216-m1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Oracle Fusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SAP Ariba** or **Oracle Fusion**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Procurify", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** is a market leader for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Tipalti", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global AP Automation & Heavy Payments: **Tipalti** ... is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Zip", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zip** is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Ramp", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** is an excellent option."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Precoro", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Value & Agile Alternative: **Precoro** ... is highly competitive."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Zone & Co", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetSuite-native options like **Zone & Co**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|google-small|Stampli", "prompt": "c216-m1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "chasing paper receipts, choose **Tipalti** or **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|meta-small|Procurify", "prompt": "c216-m1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best procure-to-pay platform for a mid-market B2B company is Procurify, Ramp, or APSentra."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|meta-small|Ramp", "prompt": "c216-m1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best procure-to-pay platform for a mid-market B2B company is Procurify, Ramp, or APSentra."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|meta-small|APSentra", "prompt": "c216-m1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best procure-to-pay platform for a mid-market B2B company is Procurify, Ramp, or APSentra."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|minimax-small|APSentra", "prompt": "c216-m1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**APSentra** appears to be the top recommendation for mid-market B2B companies seeking a procure-to-pay platform"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|minimax-small|Procurify", "prompt": "c216-m1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Procurify** \\u2013 Strong mid-market option"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|minimax-small|Precoro", "prompt": "c216-m1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Precoro** \\u2013 Good value starting point"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|mistral-small|Procurify", "prompt": "c216-m1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** and **Precoro** are top choices due to their strong feature sets, user ratings, and suitability for mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|mistral-small|Precoro", "prompt": "c216-m1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Procurify** and **Precoro** are top choices due to their strong feature sets"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|mistral-small|APSentra", "prompt": "c216-m1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**APSentra** is also highly recommended for full-cycle automation"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|mistral-small|Coupa", "prompt": "c216-m1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** and **Ramp** are worth considering depending on specific requirements"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|mistral-small|Ramp", "prompt": "c216-m1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Coupa** and **Ramp** are worth considering depending on specific requirements"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|moonshot-small|Procurify", "prompt": "c216-m1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** - Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|moonshot-small|Stampli", "prompt": "c216-m1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Procurify** or **Stampli** as the starting point"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|moonshot-small|Precoro", "prompt": "c216-m1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Precoro** - Best Value"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|moonshot-small|Tipalti", "prompt": "c216-m1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consider **Tipalti** only if international payments and tax compliance are critical requirements"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|openai-small|Procurify", "prompt": "c216-m1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single answer**, I'd start with **Procurify** for a typical mid-market B2B company"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|openai-small|ProcureDesk", "prompt": "c216-m1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall for most mid-market B2B companies:** **Procurify** or **ProcureDesk**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|openai-small|Order.co", "prompt": "c216-m1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need a very guided buying/catalog experience:** **Order.co**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|openai-small|Tipalti", "prompt": "c216-m1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your main pain is AP and supplier payments:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|openai-small|Coupa", "prompt": "c216-m1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's often more than many mid-market companies need"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|xai-small|Procurify", "prompt": "c216-m1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** stands out as the top-rated option specifically for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|xai-small|Precoro", "prompt": "c216-m1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Procurify doesn't fit"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|xai-small|Fraxion", "prompt": "c216-m1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Fraxion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ERP-heavy B2B with compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|xai-small|Ramp", "prompt": "c216-m1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spend mgmt + cards/AP for finance teams"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|xai-small|Coupa", "prompt": "c216-m1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steeper learning curve, longer impl. | Custom (enterprise lean)"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|Procurify", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** is the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|ProcureDesk", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|Precoro", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If published pricing and simplicity are priorities, **Precoro** fits well."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|Coupa", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually overkill for pure mid\\u2011market needs; better reserved for larger organizations."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|SAP Ariba", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex implementation, steep learning curve, and higher cost. More appropriate for enterprise\\u2011scale operations."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|Ramp", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong if you prioritize card\\u2011led spend control"}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|Stampli", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best as a focused AP add\\u2011on, not a full P2P replacement."}, {"id": "mai-20260917-1752-baseline-2|c216-m1|zai-small|APSentra", "prompt": "c216-m1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A strong alternative if you need deep AP automation and workflow customization."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Procurify", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Ease of Use & Speed: **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Rippling", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mid-Market Financial Control: **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Ivalua", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Supply Chains & Sourcing: **Ivalua** or **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Coupa", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate **Ivalua** or **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Tradogram", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SMB/Growing Startups: **Tradogram** or **Zoho Books/Inventory**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|alibaba-small|Zoho Books/Inventory", "prompt": "c216-m2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Books/Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low-cost, quick setup, and focused on the essentials"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Procurify", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** is consistently recommended as a strong choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Precoro", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is another excellent option."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Teampay", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Teampay** is also highly rated."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Xero", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like Xero, Zoho Books, and Spendwise are good starting points, but these tools lack advanced workflows and budget controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Zoho Books", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good starting points, but these tools lack advanced workflows and budget controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|anthropic-small|Spendwise", "prompt": "c216-m2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good starting points, but these tools lack advanced workflows and budget controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|challenger-small|Procurify", "prompt": "c216-m2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to give one default recommendation for a typical mid-sized B2B company, I'd pick **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|challenger-small|Precoro", "prompt": "c216-m2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is a very good fit if you want **transparent pricing** and a more **packaged procure-to-pay** product with AP automation."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|challenger-small|Ramp", "prompt": "c216-m2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is best if your team wants **procurement plus expenses and AP in one platform**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|Procurify", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Procurify** as your baseline — it offers the best balance of approval control, budget visibility, and integrations"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|Precoro", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're on Xero/Sage or need a faster, more affordable rollout, default to **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|Airbase", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if finance-led and you want broader spend control"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|ProcureDesk", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for mid-market finance teams where AP pain is the main driver"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|Planergy", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Planergy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you have heavy ERP needs (Oracle, SAP, Microsoft Dynamics)"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|deepseek-small|Zapro", "prompt": "c216-m2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zapro** (budget option)"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|SAP Ariba", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like SAP Ariba and Coupa are often too bloated, expensive, and require months of intensive implementation."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|Coupa", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise giants like SAP Ariba and Coupa are often too bloated, expensive, and require months of intensive implementation."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|Procurify", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Procurify is highly rated for the mid-market. It has a polished, mobile-friendly interface that employees actually use"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|Precoro", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Precoro is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|Order.co", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Multi-location companies, retail, or operations managing extensive physical inventory"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|ProcureDesk", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Mid-sized teams focused on automating accounts payable (AP) and inventory matching."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|google-small|Zip (Intake-to-Procure)", "prompt": "c216-m2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zip (Intake-to-Procure)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Fast-growing, technology-focused B2B companies where \"request intake\" is messy."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|Tradogram", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|ProcureDesk", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|Pipefy", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|Procurify", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|ProcurementExpress.com", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|meta-small|Xero", "prompt": "c216-m2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top recommendations include Tradogram, ProcureDesk, Pipefy, Procurify, ProcurementExpress.com, and Xero."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|minimax-small|Procurify", "prompt": "c216-m2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** or **Tradogram** seem to be strong choices based on the mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|minimax-small|Tradogram", "prompt": "c216-m2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Procurify** or **Tradogram** seem to be strong choices based on the mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|minimax-small|ControlHub", "prompt": "c216-m2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ControlHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|minimax-small|VISCO", "prompt": "c216-m2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "VISCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|mistral-small|Procurify", "prompt": "c216-m2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** is the top recommendation"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|mistral-small|Teampay", "prompt": "c216-m2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Teampay** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|mistral-small|Tradogram", "prompt": "c216-m2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget control and invoice matching are critical, **Tradogram** is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|mistral-small|VISCO", "prompt": "c216-m2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "VISCO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for small to mid-sized businesses, offering comprehensive solutions"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|Procurify", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** - Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|Precoro", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** - Best Packaged Procure-to-Pay"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|Tradogram", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tradogram** - Best for Growing Organizations"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|Order.co", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Order.co** - Best for High-Volume Physical Goods"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|Coupa", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - **Enterprise suites** (Coupa, SAP Ariba, JAGGAER)"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|SAP Ariba", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - **Enterprise suites** (Coupa, SAP Ariba, JAGGAER)"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|moonshot-small|JAGGAER", "prompt": "c216-m2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid - **Enterprise suites** (Coupa, SAP Ariba, JAGGAER)"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|Coupa", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Procurify** if ease of use matters most, or **Coupa** if you want a more robust long-term procurement platform."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|SAP Ariba", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use SAP or need a very large supplier network"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|Procurify", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd start with **Procurify** if ease of use matters most"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|Spendesk", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good for spend controls and cards, especially if procurement overlaps with expense management"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|Tipalti", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong for AP automation and supplier payments"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|openai-small|Oracle Procurement Cloud", "prompt": "c216-m2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "better for larger or Oracle-centered environments"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|Procurify", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Procurify** as the top purchasing (procure-to-pay) software option"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|Precoro", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need full P2P with ERP sync?** Procurify or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|Tradogram", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget under $500/mo?** Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|Teampay", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavy on employee spend/cards?** Teampay."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|ProcureDesk", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finance-led AP + procurement | ~$600/month (10 users)| AP automation emphasis | Higher entry cost"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|Coupa", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise options like Coupa/SAP Ariba are overkill for mid-sized"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|xai-small|SAP Ariba", "prompt": "c216-m2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise options like Coupa/SAP Ariba are overkill for mid-sized"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|zai-small|Procurify", "prompt": "c216-m2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑sized B2B companies today, **Procurify** and **Precoro** are the sweet spots"}, {"id": "mai-20260917-1752-baseline-2|c216-m2|zai-small|Precoro", "prompt": "c216-m2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're smaller (20–500 employees) and want simplicity and value, **Precoro** is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|zai-small|Coupa", "prompt": "c216-m2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More complex implementation (~12 months typical). Pricing is higher (often $80K–$500K+/yr depending on scope)."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|zai-small|SAP Ariba", "prompt": "c216-m2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best SAP integration, huge supplier network, but heavy implementation and steep learning curve."}, {"id": "mai-20260917-1752-baseline-2|c216-m2|zai-small|Jaggaer", "prompt": "c216-m2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid‑market but need deep direct‑materials sourcing: **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|SAP Ariba", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Large enterprises already using SAP ERP... Cons: Can be complex to implement; high cost"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|Coupa", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to control spend and simplify buyer behavior: Look at Coupa."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|Oracle Fusion Cloud Procurement", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick with Ariba or Oracle."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|GEP SMART", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a mid-sized company wanting strong features without the complexity: Consider GEP SMART or Zapro."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|Zapro", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Positions itself as a high-value alternative to expensive enterprise suites."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|Procurify", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a small business needing basic PO and approval workflows: Start with Procurify or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|alibaba-small|Precoro", "prompt": "c216-m3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Start with Procurify or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|SAP Ariba", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The enterprise source-to-pay leaders—SAP Ariba, Coupa, Jaggaer, Ivalua, GEP SMART—dominate large, complex procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Coupa", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise suites like Coupa and SAP Ariba offer depth but come with longer implementations and higher costs"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Jaggaer", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Ariba, Coupa, Jaggaer, Ivalua, GEP SMART—dominate large, complex procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Ivalua", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Ariba, Coupa, and Ivalua consistently handle enterprise-scale complexity best"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|GEP SMART", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP Ariba, Coupa, Jaggaer, Ivalua, GEP SMART—dominate large, complex procurement"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Precoro", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mid-market tools like Precoro, Procurify, and Tradogram suit smaller, simpler operations"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Procurify", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Precoro and Procurify are among the more SMB-focused options"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Tradogram", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mid-market tools like Precoro, Procurify, and Tradogram suit smaller, simpler operations"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Opstream", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Opstream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Opstream and Tonkean offer fully autonomous, no-code workflows"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Tonkean", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tonkean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Opstream and Tonkean offer fully autonomous, no-code workflows that run end-to-end"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Elementum", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Elementum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Elementum is an AI workflow orchestration platform."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|anthropic-small|Spendwise", "prompt": "c216-m3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "tools like Precoro, Procurify, and Spendwise serve leaner mid-market and small-business needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|SAP Ariba", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba is strongest for global enterprises and SAP-centric environments"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Coupa", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa is often positioned for broad spend management and analytics"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Ivalua", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ivalua for highly configurable complex processes"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|JAGGAER", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JAGGAER for strategic sourcing-heavy use cases"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Oracle Fusion Cloud Procurement", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle Fusion Cloud Procurement for organizations already on Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|GEP SMART", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GEP SMART for cloud-native enterprise automation"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Precoro", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes fast setup, predictable pricing, and straightforward purchasing controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Procurify", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong on approval workflows, budget visibility, and ease of adoption"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|ProcureDesk", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lightweight SMB/mid-market procurement: Precoro, Procurify, ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Zip", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on intake-to-procure orchestration rather than being a traditional full suite"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|ServiceNow", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Procurement is delivered through the same workflow layer used for IT, HR, and finance"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Vertice", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Vertice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emphasizes orchestration plus savings intelligence, especially for SaaS and IT buying"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Gatekeeper", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "These lean more toward contract lifecycle management than full procurement suites"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Icertis", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Icertis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "These lean more toward contract lifecycle management than full procurement suites"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Sirion", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Sirion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "These lean more toward contract lifecycle management than full procurement suites"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|monday.com", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Workflow/orchestration layer: Zip, ServiceNow, Vertice, monday.com, Spendflo"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Spendflo", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Workflow/orchestration layer: Zip, ServiceNow, Vertice, monday.com, Spendflo"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|challenger-small|Agiloft", "prompt": "c216-m3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Agiloft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Contract-first tools: Icertis, Gatekeeper, Agiloft, Sirion"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|SAP Ariba", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Large enterprise on SAP?** → **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Coupa", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need best analytics & user adoption?** → **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|GEP SMART", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want modern AI + transparent pricing?** → **GEP SMART**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Jaggaer", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Heavy compliance/regulated industry needs?** → **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Ivalua", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Complex multi-policy organization?** → **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Workday Strategic Sourcing", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already using Workday?** → **Workday Strategic Sourcing**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Zycus", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Considerations:** Implementation complexity; enterprise-focused pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Precoro", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SMB or mid-market, fast implementation?** → **Precoro, Procurify, or eSourcing.app**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Procurify", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SMB or mid-market, fast implementation?** → **Precoro, Procurify, or eSourcing.app**"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Zapro", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Mid-Market:** Coupa, Precoro, Procurify, Zapro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|eSourcing.app", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "eSourcing.app", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**SMB:** Precoro, Procurify, eSourcing.app, Market Dojo"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|deepseek-small|Market Dojo", "prompt": "c216-m3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Market Dojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**SMB:** Precoro, Procurify, eSourcing.app, Market Dojo"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|Coupa", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa is widely considered the leading cloud-native, ERP-agnostic S2P platform."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|SAP Ariba", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Exceptionally powerful but notoriously rigid. Implementations are long and expensive"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|Ivalua", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua is consistently recognized as a top leader in Gartner’s S2P Magic Quadrant."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|GEP SMART", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEP is a highly agile, unified platform that blends procurement software with GEP’s deep consulting expertise."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|Zip", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zip is the pioneer of the intake-to-pay orchestration market."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|Precoro", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Growing mid-sized companies looking to move away from spreadsheets and emails."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|google-small|Procurify", "prompt": "c216-m3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Lean finance teams that need real-time budget visibility."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|SAP Ariba", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is considered the best overall for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|Zapro", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zapro is considered the best value for SMB and enterprise"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|Coupa", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa is considered the best for spend analytics"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|GEP SMART", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEP SMART is considered the best cloud-native enterprise suite"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|Jaggaer", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including SAP Ariba, Zapro, Coupa, GEP SMART, Jaggaer, Ivalua, and Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|Ivalua", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including SAP Ariba, Zapro, Coupa, GEP SMART, Jaggaer, Ivalua, and Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|meta-small|Precoro", "prompt": "c216-m3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including SAP Ariba, Zapro, Coupa, GEP SMART, Jaggaer, Ivalua, and Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|SAP Ariba", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fortune 500/Complex enterprises:** SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Coupa", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fortune 500/Complex enterprises:** SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Oracle Procurement Cloud", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle shops:** Oracle Procurement Cloud"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Jaggaer", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jaggaer, Ivalua, GEP SMART - Best for: Complex enterprise procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Ivalua", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jaggaer, Ivalua, GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|GEP SMART", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jaggaer, Ivalua, GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Precora", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mid-market companies:** Precoro, Procurify, or Zapro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Procurify", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Small businesses:** Tradogram, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Tradogram", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Small businesses:** Tradogram, Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Zapro", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fastest implementation (weeks), AI-native"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|minimax-small|Pipefy", "prompt": "c216-m3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Process-heavy teams | Flexible workflows, automation"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|mistral-small|Coupa", "prompt": "c216-m3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently tops Gartner's Magic Quadrant for Source-to-Pay suites and is praised for ROI within 90 days"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|mistral-small|SAP Ariba", "prompt": "c216-m3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Market leader by revenue and scale, but can be complex and costly"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|mistral-small|Ivalua", "prompt": "c216-m3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen for complex, custom-heavy environments"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|mistral-small|Jaggaer", "prompt": "c216-m3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong niche fit, especially for organizations with complex procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|mistral-small|Zip", "prompt": "c216-m3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The fastest-growing disruptor in the space"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|SAP Ariba", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Ariba** if you're all-in on SAP"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Coupa", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** if user adoption and analytics matter most"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|GEP SMART", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GEP SMART** if you want modern cloud architecture with faster deployment"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Jaggaer", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strongest for coordinated source-to-pay governance"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Ivalua", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ivalua** if you need maximum control and configurability"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Zycus", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less differentiation in a crowded enterprise market"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Procurify", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Procurify** if you run NetSuite and have multi-location complexity"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Precoro", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Precoro** if you need strong budget enforcement and EU data residency"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Tradogram", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Tradogram** if you want the most flexible, budget-friendly toolkit"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Ramp", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Narrower procurement depth vs. full P2P suites"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|moonshot-small|Tipalti", "prompt": "c216-m3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "More finance/payment focused than sourcing"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|SAP Ariba", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose SAP Ariba** if you want deep enterprise procurement with SAP ecosystem alignment and network collaboration."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|Coupa", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Coupa** if you want a polished user experience and broad spend management."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|Ivalua", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ivalua or JAGGAER** if you need advanced source-to-pay flexibility and sourcing complexity."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|JAGGAER", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ivalua or JAGGAER** if you need advanced source-to-pay flexibility and sourcing complexity."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|Oracle Procurement", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Oracle Procurement** if you're standardized on Oracle ERP."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|GEP", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose GEP or Zycus** if you want a broad S2P suite with automation-oriented procurement capabilities."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|openai-small|Zycus", "prompt": "c216-m3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zycus is also in Gartner's 2026 source-to-pay suite research and is often evaluated for automation-heavy procurement programs."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|SAP Ariba", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For Large SAP-using enterprises | Massive supplier network (millions), deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Coupa", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprises need Coupa/SAP for scale"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Ivalua", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Configurable enterprise needs | Unified data model, highly flexible workflows"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Jaggaer", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry-specific (e.g., manufacturing, education)"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|GEP SMART", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global enterprises | AI-driven sourcing/auctions, fast deployment"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Procurify", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMBs Precoro/Procurify for simplicity"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Precoro", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Growing SMBs | Multi-level approvals, simple automation"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Oracle Procurement Cloud", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others frequently mentioned: Oracle Procurement Cloud, Zapro, Spendwise, Pipefy, Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Zapro", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others frequently mentioned: Oracle Procurement Cloud, Zapro, Spendwise, Pipefy, Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Spendwise", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others frequently mentioned: Oracle Procurement Cloud, Zapro, Spendwise, Pipefy, Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Pipefy", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others frequently mentioned: Oracle Procurement Cloud, Zapro, Spendwise, Pipefy, Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Tradogram", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others frequently mentioned: Oracle Procurement Cloud, Zapro, Spendwise, Pipefy, Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-m3|xai-small|Zycus", "prompt": "c216-m3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "naming Leaders like Coupa, Ivalua, SAP Ariba, GEP, Jaggaer, Oracle, and Zycus"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|SAP Ariba", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Large enterprise with SAP: SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Coupa", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Analytics-focused: Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|GEP SMART", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-native enterprise suite with faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Zapro", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Value + AI: Zapro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Precoro", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market P2P: Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Procurify", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Growing SMB: Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|eSourcing.app", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "eSourcing.app", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Intuitive platform for small to mid-size businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Market Dojo", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sourcing focus: Market Dojo"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Vroozi", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Vroozi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specializes in cloud procure-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c216-m3|zai-small|Order.co", "prompt": "c216-m3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Designed for growing mid-market and enterprise teams"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|alibaba-small|Ramp", "prompt": "c216-m4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is widely considered the top choice for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|alibaba-small|Precoro", "prompt": "c216-m4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Precoro is one of the few platforms priced accessibly for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|alibaba-small|Teampay", "prompt": "c216-m4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teampay is frequently highlighted alongside Ramp for being highly accessible"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|anthropic-small|Precoro", "prompt": "c216-m4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro is widely recommended as the best value option for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|anthropic-small|Procurify", "prompt": "c216-m4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Procurify is another strong choice, especially for SMBs looking to balance cost with features."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|anthropic-small|Zoho Procurements", "prompt": "c216-m4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Procurements", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Procurements offers another affordable alternative."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Spendwise", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best procure-to-pay choice is usually **Spendwise** if you want a dedicated P2P/purchasing tool at the lowest published price"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Zoho Inventory", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Inventory\\u2019s free plan** ... even lower-cost entry points, but they are better described as budget-friendly purchasing/inventory tools than full P2P platforms"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Odoo", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Odoo free single-app tier** \\u2014 another very low-cost starter option"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Tradogram", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tradogram** is a strong low-end alternative at about **$99/month**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Precoro", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tend to sit higher in the market and are better suited to growing teams with more structured controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Procurify", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "tend to sit higher in the market and are better suited to growing teams with more structured controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|Coupa", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "more enterprise-oriented platforms such as **Coupa**, **SAP Ariba**, and similar suites are generally not the best fit for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|challenger-small|SAP Ariba", "prompt": "c216-m4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "generally not the best fit for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|deepseek-small|Ramp", "prompt": "c216-m4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp — Best free overall option** ($0)\nIf you want a genuinely free, full-featured solution, Ramp is the standout."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|deepseek-small|Tradogram", "prompt": "c216-m4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free/low-cost for structured procurement** (Free plan; paid from ~$99/month)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|deepseek-small|Zoho Inventory", "prompt": "c216-m4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free for product businesses** (Free tier)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|deepseek-small|Odoo (Community)", "prompt": "c216-m4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo (Community)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "requires self-hosting and setup—not great if you lack technical resources"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|deepseek-small|Precoro", "prompt": "c216-m4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Precoro is the commonly recommended affordable P2P platform"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Coupa", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "requires avoiding complex, enterprise-level suites like Coupa or SAP Ariba, which often cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|SAP Ariba", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoiding complex, enterprise-level suites like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Ramp", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Tight Budgets: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Tradogram", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Dedicated\" Procurement Platform: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Precoro", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Step-Up\" Platform (For Established SMBs): **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Digital Purchase Order (DPO)", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Digital Purchase Order (DPO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Costs roughly **$30/month (flat rate)**... excellent, cheap way to create POs"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|google-small|Zoho Books / Zoho Inventory", "prompt": "c216-m4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Books / Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "adding their PO features is incredibly cheap... great for low-volume, physical-product purchasing"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|meta-small|Pipefy", "prompt": "c216-m4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free or low-cost plan, such as Pipefy or Xero"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|meta-small|Xero", "prompt": "c216-m4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Pipefy or Xero... Xero starts at $25/month with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|meta-small|Tradogram", "prompt": "c216-m4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Tradogram, which starts at $99/month"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|meta-small|ProcurementExpress.com", "prompt": "c216-m4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProcurementExpress.com, which starts at $415/month with a 10-user minimum"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|minimax-small|Ramp", "prompt": "c216-m4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp (Best Overall Value)**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|minimax-small|Tradogram", "prompt": "c216-m4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Ramp** ... or **Tradogram** if you need more robust procurement features at a low monthly cost"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|minimax-small|Pipefy", "prompt": "c216-m4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Pipefy (Best for Customization)**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|mistral-small|Ramp", "prompt": "c216-m4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** and **Teampay** are often recommended as the most accessible procure-to-pay (P2P) platforms. Ramp offers a free core tier"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|mistral-small|Teampay", "prompt": "c216-m4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Teampay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Teampay is also highlighted for its fast implementation and lightweight approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|mistral-small|Nanonets", "prompt": "c216-m4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Nanonets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it may have a higher learning curve and cost compared to Ramp or Teampay"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Ramp", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** ⭐ (Best Overall Value)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Zoho Inventory", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free plan available; paid plans from $29/month"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Odoo", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for:** Businesses wanting an integrated ERP approach"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Tradogram", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free tier available; paid plans from $195/month"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Spendwise", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$9/user/month | Most affordable dedicated P2P; simple POs and approvals"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|ProcureDesk", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offers free white-glove setup, which can save significant upfront costs"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|Precoro", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "or **Precoro** if you need true procurement workflows with approvals and can afford ~$500/month"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|moonshot-small|VNDLY", "prompt": "c216-m4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$49/month | POs with receiving and stock management"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|openai-small|Spendwise", "prompt": "c216-m4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Spendwise** looks like the strongest low-budget pick because it has **transparent pricing starting at $9/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|openai-small|Precoro", "prompt": "c216-m4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a more full-featured P2P platform; pricing on G2 starts around **$499/month**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|openai-small|ProcureDesk", "prompt": "c216-m4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another SMB-friendly option, with pricing starting around **$498/month**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|openai-small|Procurify", "prompt": "c216-m4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it's typically more of a custom-quote solution than a low-cost entry pick"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|openai-small|SpendHound", "prompt": "c216-m4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SpendHound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "has a **free SMB tier** covering companies up to 999 employees"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|Ramp", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Ramp** if you want plug-and-play P2P with cards/AP without upfront costs—it's frequently #1 for small budgets"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|Odoo", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Odoo (Best Free/Open-Source Option)**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|Zoho Inventory", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Inventory (Best for Inventory/Sales-Focused Teams)**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|Tradogram", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tradogram**: Free (5 transactions/month trial); Pro ~$99-195/month."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|Spendwise", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Spendwise**: ~$9-19/user/month. Simple POs/approvals for services."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|xai-small|AuraVMS", "prompt": "c216-m4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AuraVMS**: $5/month (RFQ-focused, basic P2P)."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Tradogram", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram Pro** (~$195/month) is one of the most affordable purpose‑built choices."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Procuman", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procuman", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "self‑host an open‑source solution like **Procuman** or **ERPNext**"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|ERPNext", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full‑stack ERP with a procurement module"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Spendwise", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spendwise** (per‑user) or **Digital Purchase Order** (flat fee) are excellent low‑cost options."}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Digital Purchase Order", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Digital Purchase Order", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent low‑cost options"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Zoho Inventory", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Inventory (if you need inventory)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|BILL", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "BILL (if AP‑focused)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Precoro", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Precoro** (~$499/month) gives you a full P2P suite"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|ProcureDesk", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ProcureDesk (for purchasing + AP automation)"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|QuickBooks Online Plus", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "QuickBooks Online Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Use your existing accounting software (if it supports POs) - **Examples:** QuickBooks Online Plus, Xero"}, {"id": "mai-20260917-1752-baseline-2|c216-m4|zai-small|Xero", "prompt": "c216-m4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cons: Limited approval workflows, no 3‑way matching"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Tipalti", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Bill.com", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Procurify", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Jaggaer", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Zycus", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|alibaba-small|Airbase", "prompt": "c216-m5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When you demo these platforms (e.g., Tipalti, Bill.com, Procurify, Jaggaer, Zycus, or Airbase)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|Procurify", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors commonly cited for mid-market include Procurify, Stampli, Ramp, Teampay, and mjPRO"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|Stampli", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors commonly cited for mid-market include Procurify, Stampli, Ramp, Teampay, and mjPRO"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|Ramp", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vendors commonly cited for mid-market include Procurify, Stampli, Ramp, Teampay, and mjPRO"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|Teampay", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Teampay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vendors commonly cited for mid-market include Procurify, Stampli, Ramp, Teampay, and mjPRO"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|mjPRO", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "mjPRO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vendors commonly cited for mid-market include Procurify, Stampli, Ramp, Teampay, and mjPRO"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|Coupa", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(Coupa/SAP Ariba are more enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|deepseek-small|SAP Ariba", "prompt": "c216-m5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(Coupa/SAP Ariba are more enterprise-grade)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|SAP Ariba", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you must avoid the classic mistake of evaluating enterprise-level P2P suites designed for Fortune 500s (such as SAP Ariba or complex Oracle deployments)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Oracle", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you must avoid the classic mistake of evaluating enterprise-level P2P suites... (such as SAP Ariba or complex Oracle deployments)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Tipalti", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Tipalti:** The gold standard for global AP automation, multi-currency payouts, and vendor tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Airbase", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airbase or Ramp:** Excellent if you want to tie procurement together with corporate card controls"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Procurify", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Procurify or Precoro:** Highly intuitive for employees, great at managing POs, live budgets, and inventory."}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Precoro", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Procurify or Precoro:** Highly intuitive for employees"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Zip", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zip (Intake-to-Pay):** Incredible \"intake\" UX that orchestrates requests across legal, security, IT, and finance"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Ramp", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Airbase or Ramp:** Excellent if you want to tie procurement together with corporate card controls, expense management, and AP automation."}, {"id": "mai-20260917-1752-baseline-2|c216-m5|google-small|Order.co", "prompt": "c216-m5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Order.co:** Acts as a unified marketplace and fintech solution... high volume of physical goods"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|SAP Ariba", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top procure-to-pay software solutions to consider include:\n\n1. SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Coupa", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Procurify", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Stampli", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Stampli"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Bluecopa", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Bluecopa"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Precoro", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Tipalti", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|meta-small|Basware", "prompt": "c216-m5", "model": "meta-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Basware"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|SAP Ariba", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely not ready for the complexity or cost of enterprise-level suites like SAP Ariba or Oracle Fusion"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Oracle Fusion", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Oracle Fusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ready for the complexity or cost of enterprise-level suites like SAP Ariba or Oracle Fusion"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Procurify", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Procurify** | Fast deployment, intuitive UI, AI-powered intake-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Coupa", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Full spend management suite, strong analytics (but more enterprise-priced)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Stampli", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AP-first, strong invoice management, good for teams new to P2P"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Precoro", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Transparent pricing, straightforward setup"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Tipalti", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Global payments, mass payments across 200+ countries"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|minimax-small|Bluecopa", "prompt": "c216-m5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-native AP automation, strong reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Coupa", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3–5 vendors that fit your ERP and scale (e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)."}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Ariba", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Jaggaer", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Procurify", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Tipalti", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|mistral-small|Zoho Procure", "prompt": "c216-m5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zoho Procure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., Coupa, Ariba, Jaggaer, Procurify, Tipalti, Zoho Procure)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|Procurify", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** – Fast adoption, built for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|Stampli", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** – Strong AP automation focus"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|Precoro", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Precoro** – Transparent pricing, budget-conscious"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|Tipalti", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti** – If you have global payments needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|SAP Ariba", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid over-engineered enterprise suites (SAP Ariba, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|moonshot-small|Coupa", "prompt": "c216-m5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid over-engineered enterprise suites (SAP Ariba, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Procurify", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Procurify, Stampli, Fraxion, APSentra, Coupa (mid-tier plans), and Ramp/Teampay for lighter needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Stampli", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Procurify, Stampli, Fraxion, APSentra, Coupa (mid-tier plans)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Fraxion", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Procurify, Stampli, Fraxion, APSentra"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|APSentra", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "APSentra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Procurify, Stampli, Fraxion, APSentra, Coupa (mid-tier plans)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Coupa", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Coupa (mid-tier plans)"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Ramp", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp/Teampay for lighter needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m5|xai-small|Teampay", "prompt": "c216-m5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Teampay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp/Teampay for lighter needs"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|alibaba-small|SAP Ariba", "prompt": "c216-m6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Despite being a market leader, it has a notoriously poor reputation on review sites like Trustpilot and Reddit."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|alibaba-small|Alibaba", "prompt": "c216-m6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Open Global B2B Directories (e.g., General Alibaba Sections): ... thousands of individual supplier accounts on open platforms operate without rigorous checks."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|alibaba-small|Government e-Marketplace (GeM)", "prompt": "c216-m6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Government e-Marketplace (GeM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "has faced allegations from local users regarding \"organized scam\" practices, including inflated pricing, zero vendor verification"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Workday P2P and T&E", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday P2P and T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one practitioner comment explicitly says to \"avoid Workday P2P and T&E as much as possible,\""}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|SAP Ariba", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "if you do not need that scale or network dependency, it may be more tool than you need"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Coupa", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be heavier than smaller teams need"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Ivalua", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "simpler organizations may find its configurability more than they need"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|JAGGAER", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "caution is warranted if your workflows are straightforward"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|GEP SMART", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "caution is warranted if your workflows are straightforward"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Oracle Fusion Cloud Procurement", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "otherwise, fit and integration effort can be a concern"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Basware", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may be the wrong choice if you need broader source-to-pay depth"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Rippling", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "the sources note lighter procurement depth, fewer multi-entity controls, or less enterprise-grade coverage"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Ramp", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "the sources note lighter procurement depth, fewer multi-entity controls, or less enterprise-grade coverage"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|Precoro", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "the sources note lighter procurement depth, fewer multi-entity controls, or less enterprise-grade coverage"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|challenger-small|ProcurementExpress.com", "prompt": "c216-m6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "one source warns to check minimum user commitments and setup fees before buying"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Global Sources", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The platforms to genuinely **avoid** for safety reasons are the open B2B marketplaces (Global Sources especially"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Alibaba", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid** for safety reasons are the open B2B marketplaces (Global Sources especially, Alibaba with care)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|SAP Ariba", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The platforms to **avoid for practical reasons** ... are the heavyweight enterprise suites like SAP Ariba and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Coupa", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "are the heavyweight enterprise suites like SAP Ariba and Coupa, which carry heavy costs, complexity, and support headaches"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Ivalua", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The same caution applies to **Coupa** and **Ivalua** at the enterprise level \\u2014 powerful but clunky, expensive, complex implementations"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Procurify", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "users generally report faster time-to-value with tools like **Procurify, Precoro, Zapro.ai, Stampli, AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Precoro", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "users generally report faster time-to-value with tools like **Procurify, Precoro, Zapro.ai, Stampli, AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Zapro.ai", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zapro.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "faster time-to-value with tools like **Procurify, Precoro, Zapro.ai, Stampli, AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Stampli", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "faster time-to-value with tools like **Procurify, Precoro, Zapro.ai, Stampli, AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|AvidXchange", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "faster time-to-value with tools like **Procurify, Precoro, Zapro.ai, Stampli, AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Tropic", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tropic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specialist tools (**Tropic, Vertice** for SaaS spend)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|deepseek-small|Vertice", "prompt": "c216-m6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Vertice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "specialist tools (**Tropic, Vertice** for SaaS spend)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|SAP Ariba", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If you are under **$100M in annual spend**, avoid heavy enterprise suites like SAP Ariba, Coupa, and Ivalua."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Coupa", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid heavy enterprise suites like SAP Ariba, Coupa, and Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Legacy ERP Procurement Modules (e.g., older Oracle, JD Edwards, or on-premise SAP ECC)", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Legacy ERP Procurement Modules (e.g., older Oracle, JD Edwards, or on-premise SAP ECC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Rigidity:** Changing a workflow... often requires developer tickets, custom coding, or expensive IT consulting."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Ivalua", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid heavy enterprise suites like SAP Ariba, Coupa, and Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Procurify", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look instead for agile, mid-market platforms (such as *Procurify, Precoro, or Tipalti*)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Precoro", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look instead for agile, mid-market platforms (such as *Procurify, Precoro, or Tipalti*)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|google-small|Tipalti", "prompt": "c216-m6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look instead for agile, mid-market platforms (such as *Procurify, Precoro, or Tipalti*)"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|meta-small|Workday P2P and T&E", "prompt": "c216-m6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday P2P and T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "procurement platforms that should be avoided or approached with caution include:\n- Workday P2P and T&E"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|meta-small|Ariba", "prompt": "c216-m6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms that should be avoided or approached with caution include:\n- Workday P2P and T&E\n- Ariba"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|minimax-small|Procure.com", "prompt": "c216-m6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procure.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Listed by ransomware group Devman in November 2025, claiming 40 GB of internal files exfiltrated"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|minimax-small|Chain IQ Group AG", "prompt": "c216-m6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Chain IQ Group AG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sophisticated cyberattack in June 2025 affecting clients including UBS and Pictet, exposing over 130,000 employee records"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|minimax-small|Roseltorg", "prompt": "c216-m6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Roseltorg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "suffered a cyberattack resulting in deletion of 550 terabytes of data"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|moonshot-small|SAP Ariba", "prompt": "c216-m6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Procurement systems are always convoluted but SAP Ariba is by far the worst! I would strongly encourage any procurement team to avoid using this platform.\""}, {"id": "mai-20260917-1752-baseline-2|c216-m6|moonshot-small|Global Sources", "prompt": "c216-m6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Very low Trustpilot rating: 1.3/5 stars ... exercising \"extreme caution\""}, {"id": "mai-20260917-1752-baseline-2|c216-m6|moonshot-small|Alibaba", "prompt": "c216-m6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While these platforms are legitimate, they host problematic suppliers. ... Alibaba doesn't guarantee that the supplier you communicate with is the same entity receiving your payment."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|moonshot-small|Made-in-China", "prompt": "c216-m6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "B2B Marketplace Risks (Alibaba, Made-in-China, etc.) While these platforms are legitimate, they host problematic suppliers."}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|Global Sources", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with B2B sourcing marketplaces like Global Sources... Global Sources scores 1.3/5 on Trustpilot with reports of fraud enabling"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|Alibaba", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Alibaba and similar platforms host verified-looking scammers despite protections like Trade Assurance"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|Made-in-China", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "frequent buyer complaints about scams, fake suppliers, and poor dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|DHgate", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "DHgate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "frequent buyer complaints about scams, fake suppliers, and poor dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|EC21", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "EC21", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "frequent buyer complaints about scams, fake suppliers, and poor dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|Tradekey", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradekey", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "frequent buyer complaints about scams, fake suppliers, and poor dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|SAP Ariba", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tends to have fewer fraud issues but can face usability complaints—check G2 or Gartner reviews"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|xai-small|Coupa", "prompt": "c216-m6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "tends to have fewer fraud issues but can face usability complaints"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|zai-small|SAP Ariba", "prompt": "c216-m6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Nightmare for vendors\" – Extremely slow, overcomplicated, and not user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c216-m6|zai-small|Coupa", "prompt": "c216-m6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Difficult navigation – Poorly designed drop-down menus, confusing buttons, unresponsive text searches"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|alibaba-small|Bill.com", "prompt": "c216-s1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bill.com (Best Overall for Finance Teams)\nBill.com is currently the market leader for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|alibaba-small|Rippling", "prompt": "c216-s1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling (Best for Tech-Forward Startups)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|alibaba-small|Zoho Invoice / Zoho Flow", "prompt": "c216-s1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Zoho Invoice / Zoho Flow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Invoice / Zoho Flow (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|alibaba-small|Procurify", "prompt": "c216-s1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurify (Best for Strict \"Procurement\" Control)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|alibaba-small|Coupa", "prompt": "c216-s1", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is often too expensive and complex for a \"small\" B2B company"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|anthropic-small|BILL", "prompt": "c216-s1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is a good choice for small to mid-sized businesses that value ease of use"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|anthropic-small|Cflow", "prompt": "c216-s1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Cflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cflow stands out as a strong option due to its no-code setup, transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|anthropic-small|Precoro", "prompt": "c216-s1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Precoro is a solid choice for companies tired of slow, manual processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|anthropic-small|Procurify", "prompt": "c216-s1", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurify is a procurement software platform built for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|challenger-small|Procurify", "prompt": "c216-s1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is usually **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|challenger-small|Spendwise", "prompt": "c216-s1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spendwise** or **Tradogram** are also commonly recommended for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|challenger-small|Tradogram", "prompt": "c216-s1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendwise** or **Tradogram** are also commonly recommended for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|challenger-small|BILL", "prompt": "c216-s1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for small to mid-sized businesses modernizing payment processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|challenger-small|Ramp", "prompt": "c216-s1", "model": "challenger-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "G2 highlights it as accessible for small businesses, with an intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Ramp", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is the strongest default—it covers procurement, cards, and payments in one place and starts free."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Precoro", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you specifically need a formal procure-to-pay discipline ... go with **Precoro**."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Procurify", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for real-time budget control and finance-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Tradogram", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget-friendly / most flexible"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Teampay", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want virtual cards + Slack-native approvals"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Zoho Inventory", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Zoho Inventory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Buy/sell physical products and need inventory tied to POs | **Zoho Inventory**, **Odoo**, or **VNDLY**"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Odoo", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zoho Inventory**, **Odoo**, or **VNDLY** (from $49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|VNDLY", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "VNDLY", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zoho Inventory**, **Odoo**, or **VNDLY** (from $49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|BILL", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Do mostly online bill payments / AP, less formal procurement | **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Tipalti", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "if you need **global payments/multi-currency** (Tipalti is strong there)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|Coupa", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**deep enterprise ERP integration** (Coupa, SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|deepseek-small|SAP Ariba", "prompt": "c216-s1", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**deep enterprise ERP integration** (Coupa, SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|Coupa", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level procure-to-pay (P2P) platforms like Coupa or SAP Ariba are usually far too expensive, complex, and time-consuming to set up"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|SAP Ariba", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Coupa or SAP Ariba are usually far too expensive, complex, and time-consuming to set up"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|Precoro", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Precoro** (Best Overall for Small-to-Medium B2B)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|ProcureDesk", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ProcureDesk is one of the strongest P2P solutions on the market"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|Tradogram", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tradogram is the most accessible and customizable entry-level P2P tool"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|Procurify", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Rapidly Growing / Mid-Market Bound Teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|google-small|Ramp", "prompt": "c216-s1", "model": "google-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Alternative if you want Corporate Cards + Spend Control"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|meta-small|Ramp", "prompt": "c216-s1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top options include Ramp, Teampay, Tradogram, and Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|meta-small|Teampay", "prompt": "c216-s1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top options include Ramp, Teampay, Tradogram, and Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|meta-small|Tradogram", "prompt": "c216-s1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top options include Ramp, Teampay, Tradogram, and Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|meta-small|Fraxion", "prompt": "c216-s1", "model": "meta-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top options include Ramp, Teampay, Tradogram, and Fraxion"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|minimax-small|Ramp", "prompt": "c216-s1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** or **Teampay** are often recommended as starting points due to their accessibility, modern interfaces, and focus on SMB needs"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|minimax-small|Teampay", "prompt": "c216-s1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** or **Teampay** are often recommended as starting points"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|minimax-small|Precoro", "prompt": "c216-s1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly procurement automation specifically built for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|minimax-small|Stampli", "prompt": "c216-s1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for AP automation and invoice management, integrates well with accounting software"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|minimax-small|Coupa", "prompt": "c216-s1", "model": "minimax-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need more robust procurement features later, you can always scale up to solutions like Coupa."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|mistral-small|Precoro", "prompt": "c216-s1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro or Cflow are particularly strong choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|mistral-small|Cflow", "prompt": "c216-s1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Cflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Precoro or Cflow are particularly strong choices for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|mistral-small|Ramp", "prompt": "c216-s1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noted as accessible options specifically for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|mistral-small|Teampay", "prompt": "c216-s1", "model": "mistral-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "noted as accessible options specifically for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Procurify", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "### 1. **Procurify** - Best for Budgeting & Real-Time Visibility"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Precoro", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Ramp** (if you need strong expense management) or **Precoro** (if you want focused procurement automation)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Ramp", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Ramp** (if you need strong expense management) or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Teampay", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Teampay** - Best for Distributed Teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|ProcureDesk", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **ProcureDesk** - Best for Growing Teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Spendwise", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Spendwise | Affordable | Very small businesses |"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Tradogram", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Tradogram | Low-cost | Basic P2P needs |"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|SAP Ariba", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "You likely don't need enterprise features like SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Coupa", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "You likely don't need enterprise features like SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|moonshot-small|Team Procure", "prompt": "c216-s1", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Team Procure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Many platforms (Precoro, Team Procure) offer free trials"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|openai-small|Procurify", "prompt": "c216-s1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **Procurify** being the safest \"best overall\" pick if you want a true end-to-end P2P workflow that's still SMB-friendly"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|openai-small|Precoro", "prompt": "c216-s1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more budget-conscious, simpler option, **Precoro** is often a strong fit for small companies"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|openai-small|Coupa", "prompt": "c216-s1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Coupa/SAP Ariba** for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|openai-small|SAP Ariba", "prompt": "c216-s1", "model": "openai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Coupa/SAP Ariba** for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Precoro", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** edges out as a frequent top pick for pure SMB value—easy, fast ROI, and covers the full cycle without overkill."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Ramp", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** wins for cost (free start) and if you want cards + expenses bundled in"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Procurify", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Procurify** if you need scalability (e.g., B2B supply chains) and already use NetSuite/QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Teampay", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Teampay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Less full P2P (stronger on intake than payments)."}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Cflow", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Cflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Others like Cflow ($11/user/mo, no-code) or Spendwise ... are solid runners-up for ultra-small teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|xai-small|Spendwise", "prompt": "c216-s1", "model": "xai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Spendwise (affordable, simple spend tracking) are solid runners-up for ultra-small teams (<20 people)"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|zai-small|ProcureDesk", "prompt": "c216-s1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: ProcureDesk ... It is the most balanced tool for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|zai-small|Procurify", "prompt": "c216-s1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Process & Control: Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|zai-small|Tradogram", "prompt": "c216-s1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Budget Option: Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s1|zai-small|Ramp", "prompt": "c216-s1", "model": "zai-small", "cat": "procure-to-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it may lack the deep \"Receiving\" and \"Inventory\" features that a manufacturing or retail small B2B might need."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|alibaba-small|Cin7 Core", "prompt": "c216-s2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Cin7 Core", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: Cin7 Core (formerly DEAR Inventory)... widely considered the gold standard for small-to-medium B2B operations"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|alibaba-small|VNDLY", "prompt": "c216-s2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Dedicated Wholesalers: VNDLY"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|alibaba-small|Zoho Inventory", "prompt": "c216-s2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Zoho Inventory** if you are price-sensitive and just starting out."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|alibaba-small|Unleashed", "prompt": "c216-s2", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Unleashed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unleashed is slightly heavier and pricier than the options above"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|anthropic-small|Precoro", "prompt": "c216-s2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Precoro**\n\nPrecoro is a cloud-based procurement solution that streamlines purchasing processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|anthropic-small|Spendwise", "prompt": "c216-s2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spendwise is an easy-to-use business spend management software that automates and streamlines purchasing processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|anthropic-small|Amazon Business", "prompt": "c216-s2", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Amazon Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amazon Business is a practical starting point that scales as your organization grows"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|challenger-small|Precoro", "prompt": "c216-s2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Precoro** if you want a true purchasing/procurement system"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|challenger-small|Xero", "prompt": "c216-s2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is a solid option when you want **accounting first and purchase orders second**"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|challenger-small|Procurify", "prompt": "c216-s2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Procurify** is also a strong small-business fit"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|challenger-small|Spendwise", "prompt": "c216-s2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you mainly need straightforward purchase orders at a lower complexity level"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|challenger-small|Tradogram", "prompt": "c216-s2", "model": "challenger-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you mainly need straightforward purchase orders at a lower complexity level"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Tradogram", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Precoro", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great all-round purchase-to-pay suite... More expensive than Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Procurify", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for finance-led teams that want spend management plus employee spending cards"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Coupa", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "don't need Coupa or SAP"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|SAP", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "don't need Coupa or SAP"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|QuickBooks Online Plus", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "QuickBooks Online Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "good enough to start, but lacks approval workflows and advanced tracking"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Xero", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "has built-in PO features that convert POs to bills and invoices"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|deepseek-small|Zoho Books / Zoho Inventory", "prompt": "c216-s2", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Books / Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is a very affordable option (even free under $50K revenue) that cleanly integrates PO approvals and inventory"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|Tradogram", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** (Best Overall for Growing SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|Precoro", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Precoro is an excellent, user-friendly option."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|Spendwise", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendwise** (Best for Tiny Teams on a Budget)"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|Shopify B2B / Shopify Plus", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Shopify B2B / Shopify Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "go with **Shopify B2B** (for a full storefront)"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|B2B Wave", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "B2B Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "B2B Wave is a highly-rated, affordable option."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|google-small|SparkLayer", "prompt": "c216-s2", "model": "google-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "SparkLayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SparkLayer** (Best for Retrofitting Existing Sites)"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|meta-small|Procurify", "prompt": "c216-s2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The purchasing software that I would recommend to a small business that sells to other businesses is Procurify."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|meta-small|Tipalti", "prompt": "c216-s2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options for small businesses include Tipalti, Order.co, and Tradogram."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|meta-small|Order.co", "prompt": "c216-s2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Order.co is a nice option for small businesses that purchase goods and services online."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|meta-small|Tradogram", "prompt": "c216-s2", "model": "meta-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tradogram is another popular option that offers a range of procurement tools and features."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|minimax-small|Procurify", "prompt": "c216-s2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ranked highly for mid-market procure-to-pay. Great for quick deployment (weeks)"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|minimax-small|Tradogram", "prompt": "c216-s2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Starting at $99/month, good for growing organizations needing approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|minimax-small|Teampay", "prompt": "c216-s2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for Slack-native purchasing flow, lightweight approvals"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|minimax-small|ProcureDesk", "prompt": "c216-s2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Around $598/month for 10 users, best if your main pain point is accounts payable processes."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|minimax-small|Pipefy", "prompt": "c216-s2", "model": "minimax-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a free tier and allows building custom workflows on a no-code platform"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|mistral-small|Zoho Purchases", "prompt": "c216-s2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Purchases", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| Affordable, easy to use    | Zoho Purchases          |"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|mistral-small|QuickBooks Commerce (formerly TradeGecko)", "prompt": "c216-s2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "QuickBooks Commerce (formerly TradeGecko)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Wholesale and distribution businesses."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|mistral-small|ProcurementFlow", "prompt": "c216-s2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcurementFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small businesses with complex purchasing needs."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|mistral-small|Spendwise", "prompt": "c216-s2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, affordable, good for tracking spend."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|mistral-small|Coupa", "prompt": "c216-s2", "model": "mistral-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Expensive for very small businesses."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Ramp", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I'd recommend **Ramp** or **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Procurify", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, I'd recommend **Ramp** or **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Tradogram", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tradogram** if budget is your primary concern"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Precoro", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Precoro** ⭐ Best for Budget Management"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Spendwise", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other Notable Options ... **Spendwise** | Simple budget tracking & approvals"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Kissflow", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Kissflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Kissflow** | Cloud-based procurement workflows | Varies"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|moonshot-small|Odoo", "prompt": "c216-s2", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Odoo** (Community) | Free, open-source option"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|openai-small|Precoro", "prompt": "c216-s2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around pick: Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|openai-small|ProcurementExpress.com", "prompt": "c216-s2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want simpler approvals and budget visibility: ProcurementExpress.com"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|openai-small|ProcureDesk", "prompt": "c216-s2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you use QuickBooks or Xero: ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|openai-small|Procurify", "prompt": "c216-s2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Precoro**, **ProcurementExpress.com**, **ProcureDesk**, **Procurify**, and **Spendwise** all show up as strong options"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|openai-small|Spendwise", "prompt": "c216-s2", "model": "openai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best budget-friendly option: Spendwise"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|xai-small|Tradogram", "prompt": "c216-s2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My #1 rec: Tradogram** if you're under 10 users and want simple, configurable POs without high costs."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|xai-small|Ramp", "prompt": "c216-s2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with Tradogram or Ramp as top purchasing (procurement) software options"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|xai-small|Precoro", "prompt": "c216-s2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Precoro** | Structured workflows & budgets | ~$499/mo"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|xai-small|Procurify", "prompt": "c216-s2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Procurify** | Mobile approvals & visibility | Custom"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|xai-small|ProcureDesk", "prompt": "c216-s2", "model": "xai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **ProcureDesk** | QuickBooks users wanting AP automation | ~$500/mo"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Tradogram", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My pick:** **Tradogram** for most B2B buyers—strong approval workflows, receiving, and invoice matching at a reasonable price."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Pipefy", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Purchasing only?** Go with Tradogram or Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Zoho Inventory", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**My pick:** **Zoho Inventory** for most small B2B sellers—great price, solid PO features"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Cin7 Core", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Cin7 Core", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you’re growing fast and need a full ERP, **Cin7 Core** is the next step."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Odoo", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**My pick:** **Odoo** for most small B2B sellers—affordable, modular, and covers everything you likely need."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Xero", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purchase orders, integration with accounting, expense tracking | Small businesses already using Xero for accounting"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Zoho Books", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Already using Xero/QuickBooks** | **Xero** or **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|ProcurementExpress.com", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "$415/month (10‑user min) | Request approvals, budget tracking, audit records"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Ramp", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Procurement + spend management, AI automation, 3‑way matching"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Unleashed", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Unleashed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "B2B‑focused, purchase/sales orders, supplier management"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|inFlow", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "inFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Wholesale & B2B portal, POs, sales orders, inventory tracking"}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|Microsoft Dynamics 365 Business Central", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Business Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you’re already on Microsoft 365, **Dynamics 365 Business Central** is a natural choice."}, {"id": "mai-20260917-1752-baseline-2|c216-s2|zai-small|NetSuite", "prompt": "c216-s2", "model": "zai-small", "cat": "procure-to-pay", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Above $500/month: Full ERP (NetSuite, Dynamics 365)."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Procurify", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your main challenge is ensuring departments don’t overspend before purchasing, this is the standout choice."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Precoro", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Small teams wanting predictable pricing and robust budgeting across projects/locations"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Ramp", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Ramp** if: You want to eliminate manual AP work and manage corporate spending via cards alongside approvals."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Zapro", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Tradogram** or **Zapro** if: You need something faster and simpler than the above"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Tradogram", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Simplicity and Speed to Value"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Kissflow Procurement Cloud", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Low-Code Workflow Customization"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|Coupa", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "find enterprise tools (like Coupa or SAP Ariba) too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|alibaba-small|SAP Ariba", "prompt": "c216-s3", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "find enterprise tools (like Coupa or SAP Ariba) too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Precoro", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro is a cloud-based purchasing software solution aimed at small and mid-sized businesses ... can be live in days rather than months."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Spendwise", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spendwise is a lightweight procurement platform with strong QuickBooks integration and 25+ standard reports, ideal for small teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Spendflo", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly well-suited for small teams building or formalizing a procurement function without a large headcount"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Ramp", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp is an all-encompassing spend management platform ... Entry pricing starts around $15 per user per month."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Tradogram", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "standing out for its high degree of customization, allowing companies to tailor features, user permissions, and approval processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Coupa", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise suites like Coupa and SAP Ariba offering depth but coming with longer implementations and higher costs"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|SAP Ariba", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise suites like Coupa and SAP Ariba offering depth but coming with longer implementations and higher costs"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|anthropic-small|Procurify", "prompt": "c216-s3", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like Precoro, Procurify, and Spendwise serve leaner mid-market and small-business needs"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|challenger-small|Precoro", "prompt": "c216-s3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need **purchase orders, approvals, and budget control**, start with **Precoro** or **Procurify**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|challenger-small|Procurify", "prompt": "c216-s3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Precoro** or **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|challenger-small|Ramp", "prompt": "c216-s3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **procurement tied to cards and spend management**, choose **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|challenger-small|Tradogram", "prompt": "c216-s3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you care most about **supplier/vendor workflows**, look at **Tradogram**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|challenger-small|Spendwise", "prompt": "c216-s3", "model": "challenger-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want the **lightest, cheapest replacement for spreadsheets**, consider **Spendwise**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Precoro", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value for a structured P2P workflow:** Precoro."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Procurify", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More feature-complete and configurable than Precoro... More expensive, and pricing requires a quote"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Tradogram", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cheapest/budget-friendly full toolkit:** Tradogram or Spendwise."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Spendwise", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cheapest/budget-friendly full toolkit:** Tradogram or Spendwise."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Ramp", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want cards + procurement in one place:** Ramp."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Kissflow Procurement Cloud", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricier and more of a build-it-yourself approach—may be overkill if you want an out-of-the-box solution."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|Coupa", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise suites like Coupa and SAP Ariba... generally overkill for a small team."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|deepseek-small|SAP Ariba", "prompt": "c216-s3", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise suites like Coupa and SAP Ariba... generally overkill for a small team."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|SAP Ariba", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rarely about seeking complex, enterprise-level suites (such as SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|Coupa", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rarely about seeking complex, enterprise-level suites (such as SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|Precoro", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for: Small-to-midsize teams needing a structured, budget-friendly Procure-to-Pay (P2P) system."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|Procurify", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "more feature-rich but comes with a higher price tag than Precoro or Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|Tradogram", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tradogram shines in external supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|Order.co", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Order.co aggregates your entire procurement process into a single digital cart."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|ControlHub", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ControlHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ControlHub is built specifically for teams managing physical components"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|google-small|ProcurementExpress.com", "prompt": "c216-s3", "model": "google-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ideal for teams that just want strict \"yes/no\" approval tracking"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Ramp", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top procurement platforms for a small team are:\n\n1. Ramp"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Precoro", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Precoro"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Procurify", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Procurify"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Tradogram", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|ControlHub", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ControlHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. ControlHub"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Coupa", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Kissflow Procurement Cloud", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Kissflow Procurement Cloud"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Order.co", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Order.co"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Spendwise", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Spendwise"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|meta-small|Tipalti", "prompt": "c216-s3", "model": "meta-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Precoro", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Precoro** (best overall balance)"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Spendwise", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Spendwise** (best for simple needs/QuickBooks users)"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Tradogram", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "growing teams may need Precoro or Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Ramp", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For teams wanting all-in-one finance ops, **Ramp** is strong contender."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Procurify", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** HR and Finance teams needing spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|minimax-small|Pipefy", "prompt": "c216-s3", "model": "minimax-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams building custom purchasing workflows on a no-code platform"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Precoro", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Small to mid-sized businesses needing streamlined requisitions, PO management, and approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Procurify", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Procurify and Precoro are often praised for their simplicity and quick setup"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Tradogram", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tradogram offers more advanced sourcing features"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Ramp", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp stands out for combining procurement, spend management, and payment automation."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Spendwise", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Spendwise is ideal for teams already using QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|mistral-small|Zapro", "prompt": "c216-s3", "model": "mistral-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** SMBs and enterprises seeking AI-powered automation with transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|moonshot-small|Precoro", "prompt": "c216-s3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend starting with **Tradogram** or **Precoro** for simplicity and cost"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|moonshot-small|Procurify", "prompt": "c216-s3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "~$1,000+/month (can be expensive for small teams)... geared more toward larger teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|moonshot-small|ProcureDesk", "prompt": "c216-s3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "May be more than very small teams need; some features are add-ons"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|moonshot-small|Tradogram", "prompt": "c216-s3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd generally recommend starting with **Tradogram** or **Precoro** for simplicity and cost"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|moonshot-small|Spendwise", "prompt": "c216-s3", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Very small teams replacing paper-based processes"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|openai-small|Procurify", "prompt": "c216-s3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best overall fit for a small team**, start with **Procurify** or **Precoro**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|openai-small|Precoro", "prompt": "c216-s3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Procurify** or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|openai-small|Zip", "prompt": "c216-s3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your biggest problem is **employees requesting things informally**, look at **Zip**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|openai-small|Teampay", "prompt": "c216-s3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your biggest problem is **budget/spend control across a distributed team**, look at **Teampay**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|openai-small|Order.co", "prompt": "c216-s3", "model": "openai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Order.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want **supplier optimization and more automation around buying**, consider **Order.co**."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|Precoro", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top procurement platforms for small teams include Precoro, Procurify, Spendwise, ProcurementExpress.com, and Ramp"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|Procurify", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Precoro/Procurify for 10-50 users outgrowing spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|Spendwise", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ultra-affordable & lightweight; ideal for replacing paper/manual processes; limited advanced sourcing."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|ProcurementExpress.com", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simplest UI for small/non-tech teams; focuses on compliance over full sourcing/inventory."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|Ramp", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cards + procurement bundled; best if you need expenses/bills too; lighter on dedicated PO depth."}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|SAP Ariba", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "praising usability over enterprise bloat like SAP Ariba/Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|xai-small|Coupa", "prompt": "c216-s3", "model": "xai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "praising usability over enterprise bloat like SAP Ariba/Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Procurify", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you need fast approval control and budget visibility → **Procurify** or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Precoro", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Multi‑level approval workflows & budget control"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Tradogram", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you’re sourcing‑heavy and need RFQ/RFP → **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Pipefy", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you want to tailor workflows without coding → **Pipefy**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|ProcurementExpress.com", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you’re on a tight budget → **ProcurementExpress.com** (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Teampay", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Teampay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Slack‑native purchasing flow; low admin overhead"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Ramp", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you want cards, procurement, and AP in one → **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Spendwise", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you’re on QuickBooks → **Spendwise**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Vroozi", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Vroozi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If invoice accuracy is your top concern → **Vroozi**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Zapro", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you want AI‑driven automation at a lower cost → **Zapro**"}, {"id": "mai-20260917-1752-baseline-2|c216-s3|zai-small|Bill.com", "prompt": "c216-s3", "model": "zai-small", "cat": "procure-to-pay", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "If AP integration is critical → **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|alibaba-small|Ramp", "prompt": "c216-s4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Ramp** if you want to eliminate paperwork entirely without paying a subscription."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|alibaba-small|Xero", "prompt": "c216-s4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero:** Starts around **$25/month**. Includes robust Purchase Order (PO) creation and approval features natively."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|alibaba-small|Zoho Books", "prompt": "c216-s4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** offer the cheapest \"good enough\" solution."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|alibaba-small|Tradogram", "prompt": "c216-s4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tradogram is frequently cited as the best value for \"growing organizations.\""}, {"id": "mai-20260917-1752-baseline-2|c216-s4|alibaba-small|Spendwise", "prompt": "c216-s4", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Pay-As-You-Go / Modular Option **Winner: Spendwise**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|anthropic-small|Cflow", "prompt": "c216-s4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cflow** stands out as the strongest choice for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|anthropic-small|Precoro", "prompt": "c216-s4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is another excellent option specifically designed for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|anthropic-small|Tradogram", "prompt": "c216-s4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tradogram** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|anthropic-small|BILL", "prompt": "c216-s4", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL** may be a good fit if you use accounting software."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|Precoro", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget P2P:** **Precoro** — strong fit for small-to-mid-sized businesses, with straightforward procurement workflows and accessible pricing."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|BILL", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want the lowest-cost/simple stack:** **BILL** — positioned for small-to-mid-sized businesses modernizing AP and payments"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|Ramp", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free core tier and easy setup, but procurement depth is lighter than dedicated P2P tools"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|Coupa", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally aimed at large enterprises rather than tight-budget small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|SAP Ariba", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally aimed at large enterprises rather than tight-budget small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|JAGGAER", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally aimed at large enterprises rather than tight-budget small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|challenger-small|Ivalua", "prompt": "c216-s4", "model": "challenger-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally aimed at large enterprises rather than tight-budget small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Ramp", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Ramp** (best overall value)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Tradogram", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Budget Runner-Up: **Tradogram** (cheapest dedicated P2P)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Precoro", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it starts around **$499/month**, so it's only worth it if you need multi-step approvals... Skip Precoro/Procurify/Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|BILL", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "adds purchase orders to accounts payable at **~$89/user/month**; good if your core need is AP with light PO functionality"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Zoho Inventory/Books", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory/Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "nearly free if you're already in the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Procurify", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Skip Precoro/Procurify/Coupa unless you've outgrown the basics"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Coupa", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Skip Precoro/Procurify/Coupa unless you've outgrown the basics"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|deepseek-small|Kissflow", "prompt": "c216-s4", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Kissflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "many platforms (Procurify, Coupa, Kissflow) require \"contact us\" quotes, which tend to land well above budget territory"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Coupa", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional mid-market and enterprise systems (like Coupa or SAP Ariba) cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|SAP Ariba", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional mid-market and enterprise systems (like Coupa or SAP Ariba) cost tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Procurify", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "even mid-market options like Procurify often start around $1,000 per month"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Ramp", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Ramp **Best for: Extreme Tight Budgets & Card-First AP Automation** ... Core platform is **$0 (Free)**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Tradogram", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Tradogram if: You don't care about corporate cards, but you desperately need a formal system ... 3-way invoice matching for under $200/month"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Precoro", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Precoro if: You have a small budget (a few hundred dollars a month) and need a highly polished, professional platform"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Softr", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The DIY Route: Softr + Airtable **Best for: Custom Workflows & Low Volume on a Zero Budget**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|google-small|Airtable", "prompt": "c216-s4", "model": "google-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "connect it to a free database like **Airtable** or **Google Sheets**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|meta-small|Ramp", "prompt": "c216-s4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is free to use at the core tier and offers an intuitive interface that requires minimal training"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|meta-small|Teampay", "prompt": "c216-s4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Teampay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a free or low-cost option, such as Ramp or Teampay"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|meta-small|Precoro", "prompt": "c216-s4", "model": "meta-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Precoro is another option that is aimed at small and growing teams, with a pricing plan starting at $499 a month"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|minimax-small|Ramp", "prompt": "c216-s4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** (Best Overall for Tight Budgets)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|minimax-small|Xero", "prompt": "c216-s4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need accounting + P2P:** Go with **Xero** or **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|minimax-small|Zoho Books", "prompt": "c216-s4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (Best Free Option)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|minimax-small|Tradogram", "prompt": "c216-s4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need approvals and budgets at low cost:** Go with **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|minimax-small|Pipefy", "prompt": "c216-s4", "model": "minimax-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pipefy** (Best for Custom Workflows)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|mistral-small|Zoho Inventory", "prompt": "c216-s4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Inventory** and **Odoo** both offer free plans, making them ideal for businesses just starting out or with very limited funds."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|mistral-small|Odoo", "prompt": "c216-s4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Inventory** and **Odoo** both offer free plans, making them ideal for businesses just starting out or with very limited funds."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|mistral-small|Spendwise", "prompt": "c216-s4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spendwise** is another affordable choice, with plans starting at just $9 per user per month."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|mistral-small|Ramp", "prompt": "c216-s4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** is free to use at its core tier and is praised for its intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|mistral-small|Tradogram", "prompt": "c216-s4", "model": "mistral-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tradogram** is recommended for small businesses needing more basic features"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Ramp", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp — Best Free Full-Featured Option ... The core platform is **genuinely free**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Tradogram", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Trial for Dedicated Procurement ... Purpose-built for procurement with POs, approvals, and vendor management"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Zoho Inventory", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho**: Free tier available; works well if you're already in the Zoho suite"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Odoo", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Odoo**: Free single-app tier (you can run just the procurement/purchase app for free)"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Spendwise", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cheapest Entry Point - Starts at **$9/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|BILL (formerly Bill.com)", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AP-Focused Needs - Affordable cloud-based platform strong on accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|moonshot-small|Procurify", "prompt": "c216-s4", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not the cheapest, but ranked **#1 Mid-Market Procure-to-Pay Software by G2**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|openai-small|Precoro", "prompt": "c216-s4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is often a strong choice for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|openai-small|Procurify", "prompt": "c216-s4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "strong usability and controls, but can be pricier"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|openai-small|Kissflow Procurement Cloud", "prompt": "c216-s4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "flexible if you want workflow customization"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|openai-small|Zoho Inventory / Zoho Books + approvals", "prompt": "c216-s4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory / Zoho Books + approvals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "not a full P2P suite, but very cost-effective if you're already in Zoho"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|openai-small|Coupa", "prompt": "c216-s4", "model": "openai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "powerful, but usually overkill and expensive for a tight-budget small company"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|xai-small|Ramp", "prompt": "c216-s4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp stands out as the best procure-to-pay (P2P) platform for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|xai-small|Spendwise", "prompt": "c216-s4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheap per-user; covers purchasing, AP, receiving, reports."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|xai-small|Tradogram", "prompt": "c216-s4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full P2P (POs, suppliers, invoices); scalable. | Free too limited"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|xai-small|ProcurementExpress.com", "prompt": "c216-s4", "model": "xai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mobile approvals, budget tracking, QuickBooks integration; great reviews ... | Higher flat fee"}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Ramp", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp is a financial operations platform that has revolutionized small business P2P because its core tier is **completely free**."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Zoho Inventory", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your \"procurement\" involves physically receiving and storing goods, Zoho Inventory is the most cost-effective solution."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Spendwise", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is one of the cheapest dedicated options on the market, with a very low entry barrier."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Cflow", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cflow is a \"no-code\" workflow automation tool that can handle P2P processes. It is highly rated for its ease of use."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Procurify", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like **Procurify**, **Precoro**, or **Jaggaer**."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Precoro", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms like **Procurify**, **Precoro**, or **Jaggaer**."}, {"id": "mai-20260917-1752-baseline-2|c216-s4|zai-small|Jaggaer", "prompt": "c216-s4", "model": "zai-small", "cat": "procure-to-pay", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid platforms like **Procurify**, **Precoro**, or **Jaggaer**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|SAP", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You are too small to justify the heavy costs and complexity of enterprise ERPs (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Oracle", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small to justify the heavy costs and complexity of enterprise ERPs (like SAP or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Bill.com", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Recommendation:** For 30 people, look for this type of unified platform (e.g., Bill.com, Ramp, AvidXchange, or Procurify)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Ramp", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for this type of unified platform (e.g., Bill.com, Ramp, AvidXchange, or Procurify)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|AvidXchange", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look for this type of unified platform (e.g., Bill.com, Ramp, AvidXchange, or Procurify)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Procurify", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you may want to compare companies like **Bill.com**, **Tipalti**, **Procurify**, **Zycus**, or **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Tipalti", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "you may want to compare companies like **Bill.com**, **Tipalti**, **Procurify**, **Zycus**, or **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|alibaba-small|Zycus", "prompt": "c216-s5", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compare companies like **Bill.com**, **Tipalti**, **Procurify**, **Zycus**, or **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|deepseek-small|BILL", "prompt": "c216-s5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "BILL ~$49, Precoro from ~$499/mo flat ... **BILL**, and mid-tier AI-driven tools"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|deepseek-small|Precoro", "prompt": "c216-s5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Based on current SMB-focused ratings and fit: **Precoro, Procurify** (top-rated mid-market, deploys in weeks"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|deepseek-small|Rippling", "prompt": "c216-s5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If expense + bill pay + payroll overlap is more your need, **Rippling Finance** is worth a look."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|deepseek-small|Procurify", "prompt": "c216-s5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Precoro, Procurify** (top-rated mid-market, deploys in weeks, integrates with QuickBooks/NetSuite/Sage)"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|deepseek-small|Zapro/Cflow", "prompt": "c216-s5", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Zapro/Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mid-tier AI-driven tools like **Zapro/Cflow** that target cost-conscious SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Coupa", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade P2P tools (like Coupa or SAP Ariba) will be far too complex, expensive, and difficult to set up"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|SAP Ariba", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade P2P tools (like Coupa or SAP Ariba) will be far too complex, expensive, and difficult to set up"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Ramp", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Examples:** **Ramp, Brex, Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Brex", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples:** **Ramp, Brex, Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Airbase", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Examples:** **Ramp, Brex, Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Precoro", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Examples:** **Precoro, Procurify, ProcureDesk**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Procurify", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Examples:** **Precoro, Procurify, ProcureDesk**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|ProcureDesk", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Examples:** **Precoro, Procurify, ProcureDesk**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|BILL (formerly Bill.com)", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Examples:** **BILL (formerly Bill.com), Stampli, Routable**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Stampli", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Examples:** **BILL (formerly Bill.com), Stampli, Routable**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|google-small|Routable", "prompt": "c216-s5", "model": "google-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Examples:** **BILL (formerly Bill.com), Stampli, Routable**."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|minimax-small|Procurify", "prompt": "c216-s5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Procurify** – Fast-to-adopt, built for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|minimax-small|Precoro", "prompt": "c216-s5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Precoro** – Transparent pricing for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|minimax-small|Tipalti", "prompt": "c216-s5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tipalti** – Global AP automation with mass payments"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|minimax-small|Cflow", "prompt": "c216-s5", "model": "minimax-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Cflow** – No-code option good for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Coupa", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Ariba", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Jaggaer", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Procurify", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Tipalti", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|SpendHQ", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SpendHQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market:** Coupa, Ariba, Jaggaer, Procurify, Tipalti, SpendHQ"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Bill.com", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|MineralTree", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Melio", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Ramp", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Divvy", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Airbase", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**SMB-focused:** Bill.com, MineralTree, Melio, Ramp, Divvy, Airbase"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Oracle Procurement", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Oracle Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**ERP-native:** Oracle Procurement, SAP Ariba, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|SAP Ariba", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**ERP-native:** Oracle Procurement, SAP Ariba, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|mistral-small|Microsoft Dynamics 365", "prompt": "c216-s5", "model": "mistral-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**ERP-native:** Oracle Procurement, SAP Ariba, Microsoft Dynamics 365"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|moonshot-small|Tradogram", "prompt": "c216-s5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Platforms like **Tradogram** and **Precoro** offer plans where core P2P features are bundled"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|moonshot-small|Precoro", "prompt": "c216-s5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Precoro:** Strong mid-market/small-business fit; straightforward UI; good AP automation."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|moonshot-small|Procurify", "prompt": "c216-s5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Procurify:** Excellent intake-to-pay workflow; strong mobile experience; built for companies moving off spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|moonshot-small|Spendwise", "prompt": "c216-s5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Spendwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Entry-level options if budget is tight and complexity is low."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|moonshot-small|Fraxion", "prompt": "c216-s5", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Fraxion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Entry-level options if budget is tight and complexity is low."}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|SAP Ariba", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid overkill like full source-to-pay suites (e.g., SAP Ariba or Coupa) unless you have complex sourcing needs"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|Coupa", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid overkill like full source-to-pay suites (e.g., SAP Ariba or Coupa) unless you have complex sourcing needs"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|Procurify", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "opt for mid-market tools like Procurify, Precoro, Ramp, or Stampli, which emphasize ease of use, quick ROI"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|Precoro", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Shortlist: Procurify (budget visibility), Precoro (simple AP/PO), Ramp (expenses + P2P), Stampli (AI invoices)\\u2014all SMB-friendly"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|Ramp", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Ramp (expenses + P2P)\\u2014all SMB-friendly per 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c216-s5|xai-small|Stampli", "prompt": "c216-s5", "model": "xai-small", "cat": "procure-to-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stampli (AI invoices)\\u2014all SMB-friendly per 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|SAP Ariba", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level ERP Suites (e.g., SAP Ariba, Oracle NetSuite Procurement)\n**Verdict:** Avoid"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Oracle NetSuite Procurement", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle NetSuite Procurement", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level ERP Suites (e.g., SAP Ariba, Oracle NetSuite Procurement)\n**Verdict:** Avoid"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Alibaba", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unvetted Global Marketplaces (e.g., Alibaba, DHgate, Made-in-China)\n**Verdict:** Be extremely cautious."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|DHgate", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "DHgate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Verdict:** Be extremely cautious."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Made-in-China", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Verdict:** Be extremely cautious."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Fiverr", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Exercise caution for sensitive or complex work."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Upwork", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Exercise caution for sensitive or complex work."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Amazon Business", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Use only for MRO (Maintenance, Repair, Operations) items. Using these as your primary procurement source strips you of leverage."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|alibaba-small|Costco Corporate", "prompt": "c216-s6", "model": "alibaba-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Costco Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Proprietary Retailer Portals (e.g., Amazon Business, Costco Corporate)\n**Verdict:** Use only for MRO"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|anthropic-small|Alibaba", "prompt": "c216-s6", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "businesses are actively looking for alternatives due to common complaints including supplier quality fluctuations, opaque pricing, language barriers, and fraud risks"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|anthropic-small|1688.com", "prompt": "c216-s6", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "negative", "raw": "1688.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "offers lower prices but focuses exclusively on Chinese buyers, with minimal international shipping options and no English-language support"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|anthropic-small|SAP", "prompt": "c216-s6", "model": "anthropic-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "third-party estimates place annual subscription costs in the tens of thousands and up... Support feedback is also mixed"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|SAP Ariba", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautious about enterprise procurement suites ... especially SAP Ariba, Coupa ... \"completely wrong\" for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Coupa", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "often \"completely wrong\" for most SMBs or better suited to large, complex procurement teams"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Jaggaer", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise-grade tools that are often \"completely wrong\" for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Ivalua", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise-grade tools that are often \"completely wrong\" for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|GEP SMART", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise-grade tools that are often \"completely wrong\" for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Zycus", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zycus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise-grade tools that are often \"completely wrong\" for most SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Procurify", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "smaller teams should avoid it because the entry package starts at $1K"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Payhawk", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notes they are more appropriate when you need broader finance controls or vendor consolidation rather than a very simple PO workflow"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Order.co", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Order.co", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more appropriate when you need broader finance controls or vendor consolidation rather than a very simple PO workflow"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Precoro", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "the safer starting points are lighter SMB-focused tools like Precoro, Spendwise, Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Ramp", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Be cautious with tools whose strength is cards or expense management first, such as Ramp or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Rippling", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Be cautious with tools whose strength is cards or expense management first, such as Ramp or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Spendwise", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "safer starting points are lighter SMB-focused tools like Precoro, Spendwise, Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|challenger-small|Tradogram", "prompt": "c216-s6", "model": "challenger-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "safer starting points are lighter SMB-focused tools like Precoro, Spendwise, Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|deepseek-small|SAP Ariba", "prompt": "c216-s6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the platforms to *avoid* tend to be (a) enterprise suites like SAP Ariba/Coupa that you'll underuse and overpay for"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|deepseek-small|Coupa", "prompt": "c216-s6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise suites like SAP Ariba/Coupa that you'll underuse and overpay for"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|deepseek-small|Global Sources", "prompt": "c216-s6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "sourcing marketplaces with poor trust ratings and heavy hidden costs like Global Sources"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|deepseek-small|Alibaba", "prompt": "c216-s6", "model": "deepseek-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(and unvetted Alibaba sellers)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|SAP Ariba", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is highly unsuitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Coupa", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: It features an exceptionally high Total Cost of Ownership (TCO)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Oracle Fusion Cloud Procurement", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: As a standalone product for a small business, it is incredibly complex"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|GEP SMART", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Other Enterprise Suites (GEP SMART, Jaggaer ONE, Ivalua): These are meant for mature, dedicated procurement departments"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Jaggaer ONE", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer ONE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Other Enterprise Suites (GEP SMART, Jaggaer ONE, Ivalua): These are meant for mature, dedicated procurement departments"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Ivalua", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Other Enterprise Suites (GEP SMART, Jaggaer ONE, Ivalua): These are meant for mature, dedicated procurement departments"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Precoro", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like Precoro, Tradogram, Procurify, and ProcureDesk are designed to go live in days"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Tradogram", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like Precoro, Tradogram, Procurify, and ProcureDesk are designed to go live in days"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|Procurify", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Platforms like Precoro, Tradogram, Procurify, and ProcureDesk are designed to go live in days"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|google-small|ProcureDesk", "prompt": "c216-s6", "model": "google-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ProcureDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Platforms like Precoro, Tradogram, Procurify, and ProcureDesk are designed to go live in days"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|SAP Ariba", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SAP Ariba and Coupa are considered to be more expensive and may not be suitable for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|Coupa", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SAP Ariba and Coupa are considered to be more expensive and may not be suitable for small businesses with limited budgets."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|Procurify", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some of the platforms mentioned include SAP Ariba, Coupa, and Procurify... Procurify and Spendflo are mentioned as more budget-friendly alternatives"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|Spendflo", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurify and Spendflo are mentioned as more budget-friendly alternatives that are simpler to implement."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|Precoro", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Precoro is highlighted as a cloud-based procurement platform designed for small to mid-sized businesses, offering an intuitive interface and core procurement workflows at an accessible price point."}, {"id": "mai-20260917-1752-baseline-2|c216-s6|meta-small|Tradogram", "prompt": "c216-s6", "model": "meta-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tradogram is mentioned as one of the best procurement software platforms for small and mid-size companies"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|SAP Ariba", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Too expensive and complex for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Coupa", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overly complex for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Workday P2P (Procure-to-Pay)", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Workday P2P (Procure-to-Pay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reddit users specifically recommend avoiding this for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Procurify", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternatives for Small Businesses ... **Procurify** – Starting around $12/user/month"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Tradogram", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tradogram** – Around $99/month"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Spendflo", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Spendflo** – Budget-friendly for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|minimax-small|Zoho Books", "prompt": "c216-s6", "model": "minimax-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Zoho Books** – Free for businesses under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|SAP Ariba", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following types of procurement platforms: **High-Cost, Enterprise-Level Platforms**: Solutions like SAP Ariba and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Coupa", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Solutions like SAP Ariba and Coupa are designed for large enterprises... overly complex, expensive, and difficult for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Precoro", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Precoro (for very small teams due to cost and complexity)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Kissflow", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Kissflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Kissflow (can be complex and costly for small operations)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Procurify", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "advised to look for simpler, more affordable, and user-friendly alternatives such as Procurify, Spendflo, Tradogram, or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Spendflo", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "user-friendly alternatives such as Procurify, Spendflo, Tradogram, or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Tradogram", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "user-friendly alternatives such as Procurify, Spendflo, Tradogram, or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|mistral-small|Zoho Books", "prompt": "c216-s6", "model": "mistral-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "user-friendly alternatives such as Procurify, Spendflo, Tradogram, or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|moonshot-small|SAP Ariba", "prompt": "c216-s6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SAP Ariba**: Reviews call it \"the worst,\" \"antiquated,\" and \"broken.\"... built for large enterprises with dedicated procurement teams, not SMBs.,"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|moonshot-small|Coupa", "prompt": "c216-s6", "model": "moonshot-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Described as having a steep learning curve, overwhelming complexity, poor documentation, and inflexible workflows... \"expensive and complex for smaller teams.\""}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|SAP Ariba", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SAP Ariba**: Frequently called \"clunky,\" \"glitchy,\" and a \"nightmare\" for vendors/small users... Not ideal for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Coupa", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overwhelming complexity, missing features (e.g., expense reporting), and high pricing make it unsuitable for businesses under 1,000 employees"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Precoro", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize platforms with transparent pricing, easy onboarding, and strong SME reviews (e.g., Precoro for software"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Procurify", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Opt for SME-friendly alternatives like Precoro or Procurify (G2 4.6-4.7, starting ~$500/month)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Alibaba", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Massive scale but medium verification; scams occur if deals move off-platform... buyer beware"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Global Sources", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Trustpilot (3.5/5) flooded with \"scam\" accusations; \"verified\" suppliers often fake"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|IndiaMart", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "IndiaMart", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Numerous complaints... of fraud, undelivered goods, and unresponsive support"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|ThomasNet", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "ThomasNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stick to domestic platforms like ThomasNet (US-focused, better verification)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|xai-small|Amazon Business", "prompt": "c216-s6", "model": "xai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Amazon Business for low-risk buying"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|SAP Ariba", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Described as \"the 800‑pound gorilla of procurement software—powerful, comprehensive, and completely wrong for most small and midsize businesses\"|"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Oracle Procurement Cloud", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: Long implementation timelines, complex customization, and a dated user interface"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Jaggaer", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: \"Not for small and mid‑market buyers\""}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Coupa", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: \"Too much for our company\""}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Procurify", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cautions: Missing features... Best for fast approval control and budget visibility (despite some limitations)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Ramp", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Card‑focused: Works well for corporate card management but falls short for full P2P"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Amazon Business", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mixed reviews: Positive for shopping experience but inconsistent support"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Precoro", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Designed for small teams, published pricing (~$499/month)"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Spendflo", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Lighter, budget‑friendly alternative to enterprise P2P"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|Updoot", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "Updoot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Good for small businesses wanting purchasing folded into budgets and vendor management"}, {"id": "mai-20260917-1752-baseline-2|c216-s6|zai-small|PurchaseControl", "prompt": "c216-s6", "model": "zai-small", "cat": "procure-to-pay", "variant": "negative", "raw": "PurchaseControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Solid dedicated option for PO management"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|Jaggaer", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Jaggaer recently tops many comparative lists (scoring 9.2/10)... Choose Jaggaer if you want the most robust \"all-in-one\" score and deep process governance."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|Zycus", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Zycus or GEP if your primary goal is aggressive cost reduction through AI."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|GEP SMART", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often cited alongside Jaggaer, GEP SMART offers a comprehensive suite with a strong emphasis on AI at scale."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|SAP Ariba", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SAP Ariba if you are already running on SAP."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|Workday Strategic Sourcing", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your enterprise is built on Workday, this is often the natural choice to avoid data silos."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|alibaba-small|Ivalua", "prompt": "c217-l1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ivalua positions itself as a flexible alternative to rigid legacy systems."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|Coupa", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Coupa** is recognized for its strengths in spending oversight. Coupa is best for spend visibility and procurement governance."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|SAP Ariba", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Ariba** is often considered the enterprise standard."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|Jaggaer", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|GEP SMART", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|Ivalua", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|Zycus", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AI-forward capabilities, Zycus is procurement sourcing software for mid-market and enterprise teams that want an AI-forward source-to-pay suite"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|anthropic-small|Keelvar", "prompt": "c217-l1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keelvar's sourcing tools are built for high-complexity, multi-constraint categories where optimization is central to the decision"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|challenger-small|SAP Ariba", "prompt": "c217-l1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|challenger-small|Coupa Sourcing", "prompt": "c217-l1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want sourcing tightly connected to spend management and value capture"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|challenger-small|GEP SMART", "prompt": "c217-l1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want guided eRFX, supplier collaboration, and approval-driven contracting in one suite"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|challenger-small|Zycus", "prompt": "c217-l1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "especially strong if AI-driven sourcing intelligence and tail-spend automation matter most"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|challenger-small|JAGGAER", "prompt": "c217-l1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good fit for complex or direct-spend sourcing environments"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|SAP Ariba", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two safest front-runners are **SAP Ariba** (if you're an SAP-centric organization) and **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|Coupa", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two safest front-runners are **SAP Ariba** ... and **Coupa** (if you need a unified spend layer across varied backends"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|Ivalua", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need deep workflow configurability for regulated or complex sourcing, **Ivalua** is the strongest specialist pick."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|GEP SMART", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong unified procurement operations with advanced AI, good for mid-market to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|JAGGAER", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialists for complex direct spend (Jaggaer)"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|Oracle Procurement Cloud", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Oracle-centric environments (Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|deepseek-small|Zycus", "prompt": "c217-l1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered automation (Zycus)"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|SAP Ariba", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Ariba** if your enterprise is already fully committed to **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|Coupa", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Coupa** if your priority is **user adoption, indirect spend, category management, and robust auction mechanisms**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|GEP Quantum Intelligence", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP Quantum Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **GEP Quantum Intelligence** if you want an **AI-native platform with cutting-edge autonomous agents**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|Ivalua", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ivalua** if you deal with complex **direct materials/manufacturing**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|JAGGAER (JAGGAER ONE)", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER (JAGGAER ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Heavy direct materials, life sciences, higher education, and public sector enterprises."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|google-small|Zycus", "prompt": "c217-l1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Its global supplier network is smaller than Ariba\\u2019s or Coupa's, and it lacks some of the extreme configurability"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|meta-small|Coupa", "prompt": "c217-l1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best strategic sourcing software for an enterprise B2B company includes Coupa, Zycus, and NextBuy."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|meta-small|Zycus", "prompt": "c217-l1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best strategic sourcing software for an enterprise B2B company includes Coupa, Zycus, and NextBuy."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|meta-small|NextBuy", "prompt": "c217-l1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "NextBuy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best strategic sourcing software for an enterprise B2B company includes Coupa, Zycus, and NextBuy."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|minimax-small|SAP Ariba", "prompt": "c217-l1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **SAP Ariba** - **Best for:** Companies already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|minimax-small|GEP", "prompt": "c217-l1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strengths:** Highest overall scores across features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|minimax-small|Coupa", "prompt": "c217-l1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises with global procurement teams"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|minimax-small|Zycus Merlin AI", "prompt": "c217-l1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus Merlin AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Zycus if:** AI and automation are key requirements"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|minimax-small|Jaggaer (JAGGAER ONE)", "prompt": "c217-l1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer (JAGGAER ONE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Jaggaer if:** Supply chain and ESG considerations are critical"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|mistral-small|Coupa", "prompt": "c217-l1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best strategic sourcing software options are widely recognized as **Coupa, Zycus, and Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|mistral-small|Zycus", "prompt": "c217-l1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best strategic sourcing software options are widely recognized as **Coupa, Zycus, and Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|mistral-small|Jaggaer", "prompt": "c217-l1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Jaggaer offers the deepest RFx, e-auction, and optimization-based award capabilities, making it a top choice"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|SAP Ariba", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **SAP Ariba** and **Coupa** first, as they consistently rank as the top two solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|Coupa", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **SAP Ariba** and **Coupa** first, as they consistently rank as the top two solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|JAGGAER", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Complex sourcing environments and direct materials"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|Ivalua", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternatives ... Unified procurement solution covering strategic sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|GEP SMART", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI-powered platform ideal for mid-market to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|moonshot-small|Keelvar", "prompt": "c217-l1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for sourcing optimization and automation"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|openai-small|SAP Ariba", "prompt": "c217-l1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large global enterprises:** **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|openai-small|Coupa", "prompt": "c217-l1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for modern enterprise UX and broad source-to-pay breadth:** **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|openai-small|Ivalua", "prompt": "c217-l1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for complex, configurable enterprise sourcing:** **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|openai-small|JAGGAER", "prompt": "c217-l1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for manufacturing / higher-ed / industry-specific sourcing:** **JAGGAER**"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|xai-small|SAP Ariba", "prompt": "c217-l1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Coupa** or **SAP Ariba** if you're ERP-agnostic or SAP-heavy, respectively"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|xai-small|Coupa", "prompt": "c217-l1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Coupa** or **SAP Ariba** ... they balance market share, reviews, and features for most B2B enterprises."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|xai-small|GEP SMART", "prompt": "c217-l1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agentic AI orchestration, handles complex direct/indirect procurement, enterprise-scale analytics. Leader in Gartner S2P MQ 2026."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|xai-small|Ivalua", "prompt": "c217-l1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly configurable single platform, strong RFx/scoring, supplier/risk management, flexible workflows."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|xai-small|Jaggaer", "prompt": "c217-l1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excels in complex sourcing events, direct spend, R&D-heavy industries, autonomous sourcing AI."}, {"id": "mai-20260917-1752-baseline-2|c217-l1|zai-small|SAP Ariba", "prompt": "c217-l1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises, **SAP Ariba** remains the default choice due to its integration depth and supplier network"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|zai-small|Coupa", "prompt": "c217-l1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** offers a more modern, user-friendly experience and AI capabilities that drive adoption"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|zai-small|Ivalua", "prompt": "c217-l1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** provides the flexibility needed to tailor the platform to your specific requirements"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|zai-small|GEP SMART", "prompt": "c217-l1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Direct Materials & Manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c217-l1|zai-small|Workday Strategic Sourcing", "prompt": "c217-l1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More limited strategic sourcing functionality compared to full-suite platforms"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|Coupa Business Spend Management", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies today, **Coupa** is often the safest and most widely recommended choice"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|SAP Ariba", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you are an SAP shop, **SAP Ariba** remains the gold standard for integration and scale."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|Jaggaer (by Jaggaer Group)", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer (by Jaggaer Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Highly complex regulatory industries ... where compliance and audit trails are critical."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|Ivalua", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for its flexibility and modern architecture."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|Zycus One", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zycus One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Organizations seeking heavy automation and AI-driven decision support."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|alibaba-small|Responsive (formerly RFPIO)", "prompt": "c217-l2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (formerly RFPIO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Responsive excels at content reuse... Consider adding **Responsive** to your stack."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|anthropic-small|GEP SMART", "prompt": "c217-l2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GEP SMART and Ivalua are best for enterprises wanting a single platform for sourcing, procurement, and analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|anthropic-small|Ivalua", "prompt": "c217-l2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ivalua is e-sourcing software for large, process-complex enterprises that need flexible workflows with AI-assisted bid evaluation"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|anthropic-small|Zycus", "prompt": "c217-l2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zycus is procurement sourcing software for mid-market and enterprise teams that want an AI-forward source-to-pay suite"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|anthropic-small|SAP Ariba", "prompt": "c217-l2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP Ariba excels if you're already on the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|anthropic-small|Responsive (formerly RFPIO)", "prompt": "c217-l2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (formerly RFPIO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Responsive (formerly RFPIO) is best for mid-to-large enterprise teams and is often considered an industry standard for RFP automation"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|challenger-small|SAP Ariba", "prompt": "c217-l2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation is **SAP Ariba** if you want the safest enterprise-scale choice"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|challenger-small|Coupa", "prompt": "c217-l2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|challenger-small|Keelvar", "prompt": "c217-l2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when your sourcing team runs a lot of **complex optimization and auction-heavy events**"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|deepseek-small|Coupa", "prompt": "c217-l2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B companies (thousands of employees, mixed systems), **Coupa** is the strongest overall recommendation"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|deepseek-small|SAP Ariba", "prompt": "c217-l2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose SAP Ariba instead if you're heavily invested in SAP S/4HANA.**"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|deepseek-small|Ivalua", "prompt": "c217-l2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua (Best for regulated/complex industries)"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|deepseek-small|GEP SMART", "prompt": "c217-l2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also worth considering: GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Coupa Sourcing", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look at **Coupa** (best overall)"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|SAP Ariba", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For:** Heavy SAP/Oracle ERP shops that prioritize deep back-end integration over a sleek user interface."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Oracle Fusion Cloud Procurement", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "utilizing **SAP Ariba** or **Oracle Procurement** may save your IT department hundreds of hours of integration debt"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Ivalua", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A consistent Leader in the Gartner Magic Quadrant for S2P Suites"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Workday Sourcing (formerly Scout RFP)", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Workday Sourcing (formerly Scout RFP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Workday Sourcing** (best UI/fastest rollout)"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Keelvar", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Keelvar is the gold standard for **sourcing optimization**"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Responsive (formerly RFPIO)", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (formerly RFPIO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The undisputed market leader for enterprise-grade proposal management"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|google-small|Loopio", "prompt": "c217-l2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly competitive with Responsive"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|meta-small|Responsive (formerly RFPIO)", "prompt": "c217-l2", "model": "meta-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (formerly RFPIO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top e-sourcing platforms include Responsive (formerly RFPIO) and Loopio"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|meta-small|Loopio", "prompt": "c217-l2", "model": "meta-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top e-sourcing platforms include Responsive (formerly RFPIO) and Loopio"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|SAP Ariba (now part of Coupa)", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba (now part of Coupa)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1** | **SAP Ariba (now Coupa)** | The biggest supplier network, deep ERP integration, and a mature e-sourcing + RFP module."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Coupa", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified spend management (e-sourcing, RFP, invoicing, contract management). Strong analytics & AI-driven savings"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Jaggaer", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2** | **Jaggaer** | Pure-play sourcing power \\u2013 very high event capacity, strong analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Ivalua", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**3** | **Ivalua** | A single, configurable source-to-pay platform that works well across regions"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|GEP", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Source-to-pay plus strategic consulting; strong on category management & spend analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Oracle Cloud Procurement", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oracle Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Native module of Oracle Cloud ERP; seamless with Oracle Financials, HCM"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Proactis", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Proactis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "E-sourcing, e-procurement, contract management; strong in UK/Europe"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|RFP360", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "RFP360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "consider **RFP360** or **RFP Software** as a secondary (add-on) solution"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|RFP Software", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "RFP Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "consider **RFP360** or **RFP Software** as a secondary (add-on) solution"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|minimax-small|Vroozi", "prompt": "c217-l2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Vroozi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cloud-based e-sourcing, spend analytics, supplier portal; AI-driven recommendations"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|mistral-small|Coupa", "prompt": "c217-l2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** and **SAP Ariba** are the most scalable and widely adopted solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|mistral-small|SAP Ariba", "prompt": "c217-l2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa** and **SAP Ariba** are the most scalable and widely adopted solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|mistral-small|Ivalua", "prompt": "c217-l2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** is a strong alternative for complex, governed sourcing events."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|mistral-small|Responsive", "prompt": "c217-l2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If RFP management is your primary focus, **Responsive** and **VisibleThread** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|mistral-small|VisibleThread", "prompt": "c217-l2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "VisibleThread", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for controlled RFP drafting, compliance checks, and readability scoring."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|moonshot-small|Coupa Strategic Sourcing", "prompt": "c217-l2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa Strategic Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Coupa – If you want a proven, full-suite platform with excellent analytics and user adoption"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|moonshot-small|SAP Ariba Sourcing", "prompt": "c217-l2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If SAP shop: SAP Ariba – For the integration benefits, despite UX limitations"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|moonshot-small|Keelvar", "prompt": "c217-l2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Keelvar – If you prioritize AI automation, run complex sourcing events"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|moonshot-small|Ivalua", "prompt": "c217-l2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regulated Industries & Complex Requirements"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|openai-small|JAGGAER One", "prompt": "c217-l2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "JAGGAER One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **JAGGAER One**"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|openai-small|Coupa Sourcing", "prompt": "c217-l2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if your company already runs Coupa and wants RFP/RFQ capability inside that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|openai-small|SAP Ariba", "prompt": "c217-l2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor comparison matrix** for JAGGAER vs Coupa vs SAP Ariba vs Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|openai-small|Ivalua", "prompt": "c217-l2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "JAGGAER vs Coupa vs SAP Ariba vs Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|xai-small|SAP Ariba", "prompt": "c217-l2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SAP Ariba (now part of SAP Business Network) as the top e-sourcing and RFP tool."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|xai-small|Coupa", "prompt": "c217-l2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fast deployment & user adoption | Excellent UX, spend analytics, AI-driven guided buying"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|xai-small|Jaggaer", "prompt": "c217-l2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex industries (manufacturing, public sector) | Advanced bid evaluation"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|xai-small|Responsive (ex-RFPIO)", "prompt": "c217-l2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (ex-RFPIO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "RFP Response-Focused | AI auto-answering, high-volume RFPs/DDQs; scales for enterprise bid teams."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|SAP Ariba", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are an **SAP shop** or prioritize **maximum supplier reach and deep integration**, **SAP Ariba** is the safest, most proven choice at this scale."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|Coupa", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have **no strong ERP bias**, I'd recommend starting with **Coupa** for its modern UX, AI capabilities, and strong governance"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|Ivalua", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you operate in a **highly regulated industry** with complex governance needs, **Ivalua** offers the flexibility and controls required."}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|Jaggaer", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jaggaer** — Excellent for direct materials and manufacturing sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|GEP SMART", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GEP SMART** — Strong AI-powered source-to-pay with global supplier network"}, {"id": "mai-20260917-1752-baseline-2|c217-l2|zai-small|Zip", "prompt": "c217-l2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zip** — Fast-growing disruptor with strong orchestration and spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|alibaba-small|SAP Ariba", "prompt": "c217-l3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is widely considered the gold standard for large-scale global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|alibaba-small|Oracle Procurement Cloud (OIC)", "prompt": "c217-l3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Procurement Cloud (OIC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A primary competitor to Ariba, this solution is native to the Oracle ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|alibaba-small|Coupa", "prompt": "c217-l3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Mid-market to large enterprises that want fast adoption"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|alibaba-small|Ivalua", "prompt": "c217-l3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivalua is frequently positioned by analysts (like Gartner) as a leader specifically in Supplier Relationship Management"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|alibaba-small|GEP NEXXT", "prompt": "c217-l3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP NEXXT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Manufacturing, automotive, and life sciences companies dealing with volatile supply chains."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|Coupa", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "comprehensive spend management (Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|SAP Ariba", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "whether you need deep ERP integration (SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|Jaggaer", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jaggaer provides comprehensive procurement solutions with particular strength in strategic sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|GEP SMART", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|Zycus", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-driven automation (Zycus)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|Keelvar", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "complex optimization capabilities (Keelvar)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|anthropic-small|Ivalua", "prompt": "c217-l3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ivalua is a highly customizable platform supporting complex sourcing workflows"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|SAP Ariba", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba leads when integration with the SAP stack and supplier network reach matter most."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|Coupa", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa is strongest when sourcing is part of a broader spend-management program."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|Ivalua", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ivalua is favored for organizations that need tailored controls, approval logic, and defensible audit trails."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|GEP SMART", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GEP SMART is positioned for teams wanting a more unified operating model from sourcing through procurement."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|JAGGAER", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong where sourcing programs need advanced event structure and category complexity handling."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|challenger-small|Zycus", "prompt": "c217-l3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stands out for autonomous-style sourcing support, bid analysis"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Coupa", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise category leader by installed base... **You want the broadest analytics and fastest adoption, non-SAP** → **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|SAP Ariba", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You're an SAP shop** → **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Ivalua", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You need deep configurability for complex/regulated requirements** → **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|GEP (SMART / Quantum Intelligence)", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP (SMART / Quantum Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**You want a software + services partner** → **GEP**."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|JAGGAER", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**You're in manufacturing/R&D or the public sector** → **JAGGAER**."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Oracle Fusion Cloud Procurement", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(or Oracle if you use Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Keelvar", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "just need great events/auctions** → look at **Keelvar, Fairmarkit, or Market Dojo**"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Fairmarkit", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fairmarkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at **Keelvar, Fairmarkit, or Market Dojo**"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Market Dojo", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for autonomous/optimized sourcing events, reverse auctions, and fast deployments"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Workday Strategic Sourcing", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Workday Strategic Sourcing:** For Workday-centric organizations."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Suplari", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Suplari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "An upstream \"intelligence layer\" that decides *which* categories to source"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|deepseek-small|Zycus", "prompt": "c217-l3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "A full suite with strong AI features that's also commonly ranked among the leaders."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|google-small|SAP Ariba", "prompt": "c217-l3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Global enterprises with complex supply chains already heavily embedded in the SAP ERP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|google-small|Coupa", "prompt": "c217-l3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is widely considered the most modern, cloud-native competitor to SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|google-small|Ivalua", "prompt": "c217-l3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua is a highly configurable single-codebase platform."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|google-small|Keelvar", "prompt": "c217-l3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Advanced sourcing optimization and autonomous sourcing of freight, logistics, and complex direct materials."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|meta-small|SAP Ariba", "prompt": "c217-l3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba is known for its robust sourcing platform, global supplier network access, and advanced bid analysis and scoring"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|meta-small|Coupa", "prompt": "c217-l3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa Sourcing differentiates with guided buying and decision-focused analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|meta-small|Jaggaer", "prompt": "c217-l3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Jaggaer is built for regulated sourcing patterns by pairing RFx execution and supplier management"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|meta-small|Oracle Fusion Cloud Procurement", "prompt": "c217-l3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Fusion Cloud Procurement earns its place when you need a comprehensive procurement solution."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|SAP Ariba", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises needing deep SAP integration and the largest supplier network."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|Coupa", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on spend visibility and analytics; strong for value capture and spend management."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|Zycus (with Merlin Sourcing Agent & ANA)", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zycus (with Merlin Sourcing Agent & ANA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zycus** stands out for AI-driven, autonomous sourcing and savings optimization."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|GEP SMART", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Faster time-to-value than legacy suites; strong for enterprise-wide sourcing and procurement."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|Ivalua", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly adaptable to complex enterprise needs; strong supplier governance."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|Jaggaer", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Jaggaer** is ideal for specialized industries."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|ProQsmart", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ProQsmart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "User-friendly design; strong for process automation and data centralization."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|mistral-small|Anvil Analytical", "prompt": "c217-l3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Anvil Analytical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SaaS model; strong in strategic sourcing and supplier analytics."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|moonshot-small|Coupa", "prompt": "c217-l3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For**: Mid-to-large enterprises wanting fast time-to-value and best-in-class user experience"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|moonshot-small|SAP Ariba", "prompt": "c217-l3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose SAP Ariba if you're heavily invested in SAP infrastructure and need the largest supplier network reach"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|moonshot-small|Ivalua", "prompt": "c217-l3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ivalua if you operate in regulated industries or have complex, unique procurement processes"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|moonshot-small|JAGGAER", "prompt": "c217-l3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose JAGGAER if you're in manufacturing, public sector, or higher education with complex sourcing needs"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|moonshot-small|GEP SMART", "prompt": "c217-l3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose GEP SMART if you want a modern, unified cloud platform built specifically by procurement experts"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|SAP Ariba", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Ariba** or **Oracle** if you want tight ERP alignment."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|Coupa", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Coupa** if you want a broad spend-management-first platform."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|Ivalua", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ivalua** if workflow flexibility is the top priority."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|JAGGAER One", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "JAGGAER One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best complex/regulated sourcing depth**: JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|GEP SMART", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **GEP SMART** if you want a configurable enterprise suite across sourcing and procurement."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|Oracle Fusion Cloud Procurement", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Less about being a standalone sourcing specialist and more about tight enterprise integration."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|Zip", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More of an **intake and orchestration** layer than a classic end-to-end sourcing suite."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|openai-small|Basware", "prompt": "c217-l3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Typically better when the focus is downstream process efficiency rather than strategic sourcing depth."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|SeekOut", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SeekOut**  | Technical/diverse hiring         | Deep data from GitHub/patents, skills-based search, diversity filters"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|HireEZ", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**HireEZ**   | Multi-platform, high-volume      | Indexes 45+ sources (LinkedIn, GitHub, etc.), AI Boolean/outreach"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Gem", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Gem**      | CRM + sourcing workflows         | All-in-one (sourcing, CRM, analytics)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Eightfold AI", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Eightfold AI** | Global workforce planning     | 1.6B+ profiles, internal mobility, AI matching"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Beamery", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Beamery**  | Talent pipelines/CRM             | Long-term nurturing, skills ontology"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|SAP Ariba", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For procurement, match ERP/spend complexity (e.g., SAP users → Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Coupa", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Coupa**   | Spend analytics/UX               | Unified spend visibility, Community.ai benchmarks, procure-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Jaggaer", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Jaggaer** | Complex industries (mfg/edu)     | Strategic sourcing, direct materials, AI auctions"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|Zycus", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Zycus**   | Source-to-contract compliance    | AI-native (Merlin agents), tail spend automation, full S2P continuity"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|xai-small|GEP SMART", "prompt": "c217-l3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**GEP SMART**| Cloud-native speed               | Fast deployment, end-to-end S2P; balances sourcing/procurement for non-SAP users"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|GEP (GEP SMART)", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "GEP (GEP SMART)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **GEP** for end‑to‑end source‑to‑pay"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Coupa", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** for spend‑management‑centric sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Jaggaer", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Jaggaer** for regulated/indirect spend"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Vendr", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Vendr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vendr** for SaaS/vendor management"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Fairmarkit", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fairmarkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fairmarkit** for automated negotiation and spend analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Beamery", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Beamery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Talent CRM and talent‑lifecycle management."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|iCIMS Talent Cloud", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "iCIMS Talent Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full‑suite enterprise ATS + CRM + AI."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Workday Recruiting", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Workday Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Recruiting module integrated with Workday HCM."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|SAP SuccessFactors Recruiting", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP SuccessFactors Recruiting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Recruiting module within SAP HCM suite."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|SmartRecruiters", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SmartRecruiters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global ATS with built‑in CRM and AI."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Gem", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Recruiting CRM with sourcing automation."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Eightfold AI", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "AI talent intelligence platform."}, {"id": "mai-20260917-1752-baseline-2|c217-l3|zai-small|Phenom", "prompt": "c217-l3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Phenom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Talent experience platform."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|alibaba-small|Coupa", "prompt": "c217-l4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Coupa Software"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|alibaba-small|SAP Ariba", "prompt": "c217-l4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|alibaba-small|Zycus", "prompt": "c217-l4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zycus is often 30–50% cheaper than Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|alibaba-small|Ivalua", "prompt": "c217-l4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These are superior if \"predictable cost\" specifically refers to engineering and direct materials"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|alibaba-small|Jaggaer", "prompt": "c217-l4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ivalua or Jaggaer: These are superior if \"predictable cost\" specifically refers to engineering and direct materials"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|Coupa", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Best Overall: Coupa"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|SAP Ariba", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### For SAP Environments: SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|Jaggaer", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|GEP SMART", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|Ivalua", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|Zycus", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leading strategic sourcing software platforms in 2026 include Coupa, SAP Ariba, Jaggaer, GEP SMART, Ivalua, and Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|anthropic-small|Keelvar", "prompt": "c217-l4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "### For Complex Sourcing Optimization: Keelvar"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|challenger-small|SAP Ariba", "prompt": "c217-l4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|challenger-small|Ivalua", "prompt": "c217-l4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ivalua** is often ranked highly for **complex enterprise sourcing** needs"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|challenger-small|Coupa", "prompt": "c217-l4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** is often favored for **spend analytics**, but the results here point more strongly to SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|deepseek-small|Coupa", "prompt": "c217-l4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is the strongest default for a large company needing per-user predictability across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|deepseek-small|SAP Ariba", "prompt": "c217-l4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless* your organization is deeply committed to the SAP ecosystem (then SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|deepseek-small|Ivalua", "prompt": "c217-l4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**3. Ivalua — Best for maximum configurability**"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|deepseek-small|JAGGAER", "prompt": "c217-l4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**4. JAGGAER — Best for complex, direct-spend sourcing**"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|Ivalua", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ivalua** stands out as the best overall platform"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|Coupa", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Coupa** as a strong alternative under specific negotiation terms"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|SAP Ariba", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The Platform to Avoid for Predictable Cost: SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|Zip", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Intake Orchestration (e.g., Zip or ORO Labs)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|ORO Labs", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ORO Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intake Orchestration (e.g., Zip or ORO Labs)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|Keelvar", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Advanced Sourcing Engine (e.g., Keelvar or Market Dojo)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|google-small|Market Dojo", "prompt": "c217-l4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Advanced Sourcing Engine (e.g., Keelvar or Market Dojo)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|meta-small|SAP Ariba", "prompt": "c217-l4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba - Known for its spend management, supplier collaboration, contract management, and sourcing tools"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|meta-small|Ivalua", "prompt": "c217-l4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An enterprise procurement platform for sourcing, supplier management, contracts, and spend control, and is considered one of the top strategic sourcing software options."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|meta-small|Zipdo", "prompt": "c217-l4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zipdo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options like Zipdo, Kurums, and WifiTalents also offer strategic sourcing software solutions."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|meta-small|Kurums", "prompt": "c217-l4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Kurums", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options like Zipdo, Kurums, and WifiTalents also offer strategic sourcing software solutions."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|meta-small|WifiTalents", "prompt": "c217-l4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "WifiTalents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options like Zipdo, Kurums, and WifiTalents also offer strategic sourcing software solutions."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|minimax-small|SAP Ariba", "prompt": "c217-l4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **SAP Ariba** — Best for Predictable Per-User Model"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|minimax-small|Coupa", "prompt": "c217-l4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa** if you prioritize budget transparency and per-user predictability"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|minimax-small|Ivalua", "prompt": "c217-l4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** if your sourcing is complex (direct materials, heavy supplier management)"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|minimax-small|GEP SMART", "prompt": "c217-l4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GEP SMART** — Best for Upper Mid-Market with Consulting Support"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|mistral-small|Coupa", "prompt": "c217-l4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For predictable total cost and fast ROI:** Choose **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|mistral-small|SAP Ariba", "prompt": "c217-l4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For SAP integration and global supplier network:** Choose **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|mistral-small|Ivalua", "prompt": "c217-l4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For maximum configurability and compliance:** Choose **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|moonshot-small|Ivalua", "prompt": "c217-l4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ivalua's unlimited user Enterprise tier** is likely your best option"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|moonshot-small|Coupa", "prompt": "c217-l4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** Coupa if you prefer a per-user model with strong volume discounting"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|moonshot-small|SAP Ariba", "prompt": "c217-l4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their per-user rates ($120–$250/user/month) can escalate quickly with thousands of users if not negotiated as a flat enterprise deal"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|moonshot-small|GEP SMART", "prompt": "c217-l4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quote-based, services-heavy | ⭐⭐⭐☆☆ Moderate"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|moonshot-small|Jaggaer", "prompt": "c217-l4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quote-based enterprise | ⭐⭐⭐☆☆ Moderate | Custom"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|openai-small|Ivalua", "prompt": "c217-l4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ivalua** is probably the safest strategic sourcing software to shortlist first"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|openai-small|SAP Ariba", "prompt": "c217-l4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose SAP Ariba** if your organization already uses SAP or wants a very established enterprise ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|xai-small|Coupa", "prompt": "c217-l4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa stands out as a top recommendation based on recent analyst reports and pricing transparency"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|xai-small|SAP Ariba", "prompt": "c217-l4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "less predictable due to add-ons/fees"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|xai-small|GEP SMART", "prompt": "c217-l4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$200K–$2M+/year; transparent tiers"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|xai-small|Jaggaer", "prompt": "c217-l4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex/direct spend (e.g., manufacturing) | $500K–$3M+/year; quote-driven"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|xai-small|Ivalua", "prompt": "c217-l4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly configurable workflows | $500K–$2M+/year; flexible but variable"}, {"id": "mai-20260917-1752-baseline-2|c217-l4|zai-small|SAP Ariba", "prompt": "c217-l4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary constraint is **predictable total cost**, you must choose **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|zai-small|Coupa", "prompt": "c217-l4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is the market leader. However, it is less predictable in cost."}, {"id": "mai-20260917-1752-baseline-2|c217-l4|zai-small|JAGGAER", "prompt": "c217-l4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JAGGAER is a strong contender if your organization has complex needs"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Jaggaer", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Full Suite (High Complexity, High Cost):** Jaggaer, GEP WORLD, Coupa, Oracle Procurement Cloud, SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|GEP WORLD", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP WORLD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Full Suite (High Complexity, High Cost):** Jaggaer, GEP WORLD, Coupa, Oracle Procurement Cloud, SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Coupa", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Does the tool come with a massive directory of vetted suppliers (like Coupa/Oracle networks)"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Oracle Procurement Cloud", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Jaggaer, GEP WORLD, Coupa, Oracle Procurement Cloud, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|SAP Ariba", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jaggaer, GEP WORLD, Coupa, Oracle Procurement Cloud, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Ivalua", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best-of-Breed Sourcing (Specialized, Faster ROI):** Ivalua, Periscope AI, Zycus, Proactis."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Periscope AI", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Periscope AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ivalua, Periscope AI, Zycus, Proactis"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Zycus", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ivalua, Periscope AI, Zycus, Proactis"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|alibaba-small|Proactis", "prompt": "c217-l5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Proactis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Ivalua, Periscope AI, Zycus, Proactis"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|SAP Ariba", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba | Large global orgs on SAP; broad sourcing + supplier network"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|Coupa", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Coupa | Strong spend management suite; good governance features"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|Ivalua", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ivalua | Customizable, deep strategic sourcing; unified source-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|Zycus", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zycus | AI-native sourcing; strong for complex negotiations"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|Keelvar", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Keelvar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller vendor—verify security posture carefully"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|deepseek-small|Jaggaer", "prompt": "c217-l5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Jaggaer | Broad S2P; strong in life sciences/manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Zip", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zip (Zip Intake-to-Procure): Currently the market leader for managing the \"internal procurement review\" process."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Tonkean", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tonkean", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Solutions like **Zip** or **Tonkean** have popularized \"intake-to-pay\" orchestration"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Coupa", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa Sourcing: Part of the broader Coupa Business Spend Management (BSM) platform. Ideal if you are looking for an all-in-one P2P, sourcing, and spend analysis suite"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Jaggaer", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Jaggaer / GEP SMART: Excellent, robust suites with powerful direct and indirect sourcing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Workday Strategic Sourcing", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Workday Strategic Sourcing (formerly Scout RFP): Very popular for mid-market to enterprise companies. Highly collaborative, excellent UX, and fast adoption rates"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|GEP SMART", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Jaggaer / GEP SMART: Excellent, robust suites ... highly rated for complex sourcing requirements"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|google-small|Keelvar", "prompt": "c217-l5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keelvar: If your sourcing includes highly complex, multi-million dollar global logistics ... where AI-driven optimization and automated sourcing bots are beneficial."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|meta-small|JAGGAER", "prompt": "c217-l5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "JAGGAER", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JAGGAER: Offers comprehensive source-to-pay automation and spend management, with a strong focus on security and compliance."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|meta-small|BeyondIntranet's Strategic Sourcing Software", "prompt": "c217-l5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "BeyondIntranet's Strategic Sourcing Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built on Microsoft 365, it is SOC 2-compliant and offers AI-powered insights for supplier management."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|meta-small|ProcureKey", "prompt": "c217-l5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "ProcureKey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides an AI sourcing platform with SOC 2 Type 2 compliance, GDPR readiness, and ISO certification."}, {"id": "mai-20260917-1752-baseline-2|c217-l5|meta-small|SAP Ariba Sourcing", "prompt": "c217-l5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A robust enterprise-grade sourcing platform with advanced security and compliance features"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|meta-small|eTender", "prompt": "c217-l5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "eTender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An AI-powered procurement and spend management platform that is SOC 2 Type II compliant"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|minimax-small|Ivalua", "prompt": "c217-l5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Ivalua** – Strong enterprise S2P suite, deep sourcing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|minimax-small|GEP SMART", "prompt": "c217-l5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GEP SMART** – Strong on supplier risk, good enterprise security posture"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|minimax-small|JAGGAER", "prompt": "c217-l5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**JAGGAER** – Mature e-sourcing, strong in regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|minimax-small|ProcureDesk", "prompt": "c217-l5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ProcureDesk** – SOC 2 compliant, strong on audit trails and SSO"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|minimax-small|Coupa", "prompt": "c217-l5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Coupa** (now part of Accenture) – Broad S2P, but evaluate post-acquisition"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|Coupa", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "End-to-end procurement, strong analytics, large enterprise focus | Complex implementation, higher cost"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|Ivalua", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Highly configurable, strong sourcing module, good for complex supply chains | Steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|Zycus", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AI-driven sourcing, contract management, and supplier risk | Smaller market presence"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|Jaggaer", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong in direct/indirect spend, global supplier network | UI can be outdated"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|Procurify", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "good for mid-market but may lack depth for 5k users | Less enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|mistral-small|SAP Ariba", "prompt": "c217-l5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deep ERP integration, global supplier network | Complex, expensive, long implementation"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|moonshot-small|SAP Ariba", "prompt": "c217-l5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** and **SAP Ariba** are the most commonly selected platforms"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|moonshot-small|Coupa", "prompt": "c217-l5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa** and **SAP Ariba** are the most commonly selected platforms"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|moonshot-small|Ivalua", "prompt": "c217-l5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** gaining traction for organizations needing deep configurability"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|moonshot-small|GEP SMART", "prompt": "c217-l5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **GEP SMART** | Mid-market to enterprise | Quote-based | Unified S2P, strong analytics |"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|moonshot-small|JAGGAER", "prompt": "c217-l5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **JAGGAER** | Complex/direct spend | Quote-based enterprise | Deep direct materials support |"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|xai-small|SAP Ariba", "prompt": "c217-l5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top vendors like SAP Ariba, Coupa, Jaggaer, Zycus, and Ivalua frequently appear in 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|xai-small|Coupa", "prompt": "c217-l5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top vendors like SAP Ariba, Coupa, Jaggaer, Zycus, and Ivalua frequently appear in 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|xai-small|Jaggaer", "prompt": "c217-l5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 8-10 vendors (e.g., SAP Ariba for end-to-end, Jaggaer for events)"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|xai-small|Zycus", "prompt": "c217-l5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI/ML for recommendations (e.g., Zycus Merlin AI for predictive sourcing)"}, {"id": "mai-20260917-1752-baseline-2|c217-l5|xai-small|Ivalua", "prompt": "c217-l5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top vendors like SAP Ariba, Coupa, Jaggaer, Zycus, and Ivalua frequently appear in 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|anthropic-small|Coupa", "prompt": "c217-l6", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Coupa is built for enterprises with dedicated procurement teams and substantial budgets, and implementation can be involved"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|Workday P2P/T&E", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday P2P/T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "a user discussion specifically warns against **Workday P2P/T&E** and **SAP Ariba**, describing them as outdated"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|SAP Ariba", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "warns against **Workday P2P/T&E** and **SAP Ariba**, describing them as outdated"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|Apollo", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "stacks like **Apollo + ZoomInfo** can overlap heavily and should not both be bought unless there is a clear need"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|ZoomInfo", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "stacks like **Apollo + ZoomInfo** can overlap heavily and should not both be bought unless there is a clear need"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|Coupa", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "shortlist for specific sourcing tools like SAP Ariba, Coupa, Ivalua, JAGGAER, GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|Ivalua", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "shortlist for specific sourcing tools like SAP Ariba, Coupa, Ivalua, JAGGAER, GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|JAGGAER", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "sourcing tools like SAP Ariba, Coupa, Ivalua, JAGGAER, GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|GEP SMART", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "sourcing tools like SAP Ariba, Coupa, Ivalua, JAGGAER, GEP SMART, Apollo, ZoomInfo, and Affinity"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|challenger-small|Affinity", "prompt": "c217-l6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Affinity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Apollo, ZoomInfo, and Affinity"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|deepseek-small|SAP Ariba", "prompt": "c217-l6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "G2 reviewers consistently flag \"complexity,\" \"steep learning curve,\" and \"not user-friendly\" for Ariba."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|deepseek-small|Coupa", "prompt": "c217-l6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Both Coupa and SAP Ariba share a documented blind spot: neither cleans the data it runs on"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|deepseek-small|Ivalua", "prompt": "c217-l6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "are powerful but carry well-documented caveats"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|deepseek-small|Jaggaer", "prompt": "c217-l6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "are powerful but carry well-documented caveats"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|deepseek-small|GEP SMART", "prompt": "c217-l6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are powerful but carry well-documented caveats"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|iCIMS", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "iCIMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The sourcing tools that a large enterprise should avoid or be cautious about are:\n\n1. iCIMS and Beamery: These enterprise suites cost $100K+/year"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|Beamery", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Beamery", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "iCIMS and Beamery: These enterprise suites cost $100K+/year and are not practical for teams below 1,000 hires/year."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|Eightfold AI", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "custom pricing and is best for enterprise talent intelligence, but may be too expensive for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|SeekOut", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "requires contacting sales to buy, which may be a commitment that some teams are not ready for"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|Gem", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for mid-to-large-sized teams looking to bolt a CRM and/or analytics layer onto an existing sourcing function."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|Manatal", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Manatal: A good choice for most teams."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|meta-small|Humanly", "prompt": "c217-l6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Humanly: A good choice for most teams."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|minimax-small|SAP Ariba", "prompt": "c217-l6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like SAP Ariba, Oracle Fusion Cloud Procurement, and similar enterprise-heavy solutions often require significant... **Why caution:**"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|minimax-small|Oracle Fusion Cloud Procurement", "prompt": "c217-l6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like SAP Ariba, Oracle Fusion Cloud Procurement, and similar enterprise-heavy solutions often require significant"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|minimax-small|Workday P2P/T&E", "prompt": "c217-l6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday P2P/T&E", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workday P2P/T&E and SAP Ariba receive criticism in practitioner discussions"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|SAP Ariba", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Certain legacy systems, such as SAP Ariba or Workday P2P, are often cited as costly for the value they deliver"}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|Workday P2P", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday P2P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Workday P2P and T&E as much as possible."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|SAP 4Hana", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP 4Hana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP 4Hana is far too costly for the value it delivers."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|Coupa", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I've never used Coupa, but I'd suggest steering clear of Ariba entirely."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|Ivalua", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ivalua or Raindrop based on your size and workflow complexity."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|mistral-small|Raindrop", "prompt": "c217-l6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Raindrop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Ivalua or Raindrop based on your size and workflow complexity."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|xai-small|SAP Ariba", "prompt": "c217-l6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Reddit anecdotes and Gartner-like reviews flag Ariba for usability issues in large-scale rollouts."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|xai-small|Coupa", "prompt": "c217-l6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Alternatives to prefer: Modular platforms like Coupa (for global networks) or best-of-breed eSourcing tools with proven ERP fits."}, {"id": "mai-20260917-1752-baseline-2|c217-l6|zai-small|SAP Ariba", "prompt": "c217-l6", "model": "zai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "While established giants like SAP Ariba are industry standards, very old, on-premise legacy systems ... are increasingly viewed as problematic"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|Oracle APEX", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Oracle APEX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You generally want to avoid overly complex enterprise suites (like Oracle APEX or SAP Ariba Cloud Edition) unless you have the resources to manage them"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|SAP Ariba Cloud Edition", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba Cloud Edition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You generally want to avoid overly complex enterprise suites (like Oracle APEX or SAP Ariba Cloud Edition) unless you have the resources to manage them"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|GEP SMART", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "GEP SMART (Best Overall Mid-Market All-in-One) ... frequently cited as the strongest fit specifically for mid-market organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|Coupa", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa (Best for Consolidation & Ease of Use)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|Zycus", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zycus (Best for AI-Driven Efficiency)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|JAGGAER", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "JAGGAER (Best for Complex/Direct Spend) ... Jaggaer is a top specialist choice"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|Procol", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Procol: Focuses heavily on spend analytics and basic procurement automation."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|alibaba-small|ProcurePort", "prompt": "c217-m1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Known for being cost-effective specifically for e-Sourcing and Reverse Auctions"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|anthropic-small|Zycus", "prompt": "c217-m1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Zycus is procurement sourcing software for mid-market and enterprise teams that want an AI-forward source-to-pay suite"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|anthropic-small|Coupa", "prompt": "c217-m1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "supports mid-market and enterprise buyers that want sourcing inside a consolidated spend suite, from RFI through payment"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|anthropic-small|GEP SMART", "prompt": "c217-m1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-sized companies seeking a scalable, easy-to-use procurement software with strong approval controls"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|anthropic-small|SourceRFX", "prompt": "c217-m1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best option for small and medium businesses looking to automate sourcing and procurement, with a fraction the overall cost"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|anthropic-small|Tradogram", "prompt": "c217-m1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cloud-based e-sourcing and procurement platform built for small and mid-sized organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|challenger-small|GEP SMART", "prompt": "c217-m1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice in the results is **GEP SMART**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|challenger-small|Precoro", "prompt": "c217-m1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is also positioned well for mid-market teams centralizing procurement and supplier data"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|challenger-small|Bonfire S2P", "prompt": "c217-m1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Bonfire S2P", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your sourcing work is heavily **RFx-to-award**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|challenger-small|Zycus", "prompt": "c217-m1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better if you want an **AI-forward suite** and are comfortable with a more enterprise-oriented platform"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|challenger-small|Procol", "prompt": "c217-m1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a lower-cost option aimed at **small and mid-sized businesses**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|GEP SMART", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "GEP SMART is comparatively heavy for mid-market... with GEP SMART as the upgrade path if your sourcing volume and budget justify it."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Precoro", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Precoro is the safest starting recommendation"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Tradogram", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e-sourcing + procurement, start at ~$225/month, ideal if you're moving off spreadsheets/email RFx"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Market Dojo", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "clean, guided eSourcing with bid-sheet comparison, good for mid-size teams"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Workday Strategic Sourcing", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already run Workday Financials: Workday Strategic Sourcing is the natural choice"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|SAP Ariba", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Ariba | SAP-centric ecosystems | Quote-based | Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Coupa", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Coupa | Unified spend management | ~$2,500/mo+ | Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|deepseek-small|Ivalua", "prompt": "c217-m1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ivalua | Highly customizable workflows | Quote-based | Mid-large"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|SAP Ariba", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy enterprise platforms like SAP Ariba, Coupa, or JAGGAER are often too expensive, complex, and slow to implement."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Coupa", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy enterprise platforms like SAP Ariba, Coupa, or JAGGAER are often too expensive, complex, and slow to implement."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|JAGGAER", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy enterprise platforms like SAP Ariba, Coupa, or JAGGAER are often too expensive, complex, and slow to implement."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Workday Strategic Sourcing (formerly Scout RFP)", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing (formerly Scout RFP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for Collaborative RFx: **Workday Strategic Sourcing (formerly Scout RFP)**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Market Dojo", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High ROI & e-Auctions: **Market Dojo**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Archlet", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Archlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Complex Bid Analysis: **Archlet**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Tropic", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SaaS & Tech Indirect Spend: **Tropic**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|google-small|Zip", "prompt": "c217-m1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Modern \"Intake-to-Procure\" Orchestration: **Zip**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|meta-small|GEP SMART", "prompt": "c217-m1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best strategic sourcing software for a mid-market B2B company is GEP SMART"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|meta-small|Keelvar", "prompt": "c217-m1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Keelvar for sourcing optimization and automation"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|meta-small|JAGGAER", "prompt": "c217-m1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "JAGGAER for complex and direct-spend sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|meta-small|Coupa", "prompt": "c217-m1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa for a consolidated spend suite"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|meta-small|Zycus", "prompt": "c217-m1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zycus for an AI-forward source-to-pay suite"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|Precoro", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Precoro** or **Workday Strategic Sourcing**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|Workday Strategic Sourcing", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Precoro** or **Workday Strategic Sourcing** if you're already using Workday"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|Zycus", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zycus** is worth considering if you want AI-powered features."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|Ivalua", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ranked highly in expert reviews as a top strategic sourcing platform."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|SAP Ariba", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though may be more suited to larger enterprises or those already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|minimax-small|Scanmarket", "prompt": "c217-m1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Scanmarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mentioned as a strong option for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|mistral-small|Ivalua", "prompt": "c217-m1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is considered the top choice for mid-market and enterprise organizations due to its comprehensive features and flexibility."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|mistral-small|GEP SMART", "prompt": "c217-m1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ivalua** and **GEP SMART** are the top strategic sourcing software choices"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|mistral-small|Coupa", "prompt": "c217-m1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa and Zycus are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|mistral-small|Zycus", "prompt": "c217-m1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa and Zycus are also excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|mistral-small|Workday Strategic Sourcing", "prompt": "c217-m1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market and enterprise organizations already using Workday Financials"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|Precoro", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Precoro** — *Best for Mid-Market Procure-to-Pay*"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|GEP SMART", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Budget Entry for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|Tradogram", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMB/Mid-Market Sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|Market Dojo", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Works best for mid-size teams needing guided eSourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|Procol", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Growing Businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|SAP Ariba", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Mid-Market - **SAP Ariba** — Primarily designed for large/global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|moonshot-small|Coupa", "prompt": "c217-m1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Mid-Market ... **Coupa** — Can start around $2,500/month, may be overkill"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|Procurify", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market:** **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|Archlet", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Archlet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Archlet** — best if sourcing events, bid analysis, and supplier collaboration are the core need."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|SAP Ariba", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need a broader enterprise-grade source-to-pay suite and can handle heavier implementation"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|Coupa", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Coupa or SAP Ariba if you're closer to enterprise scale or need a very broad suite"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|Ivalua", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "stronger full-suite procurement platforms that tend to fit more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|openai-small|Workday Strategic Sourcing", "prompt": "c217-m1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more commonly positioned toward enterprise than mid-market"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Precoro", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro (Highest User Ratings: 4.7/5 on G2 with 220+ reviews... Ideal for mid-market teams centralizing procurement without heavy IT involvement.\"}"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Tradogram", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "eSourcing-focused for SMB/mid-market... Best for: Growing B2B firms starting strategic sourcing on a budget."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|GEP SMART", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full source-to-pay with robust sourcing (RFx, bid analysis), AI insights, and easy setup."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Market Dojo", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Guided eSourcing for mid-size teams—RFx, auctions, clean bid sheets."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Coupa", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Coupa or Workday if you use their ecosystem (good mid-market support but pricier)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Workday", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Coupa or Workday if you use their ecosystem (good mid-market support but pricier)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|Ivalua", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Ivalua/JAGGAER for advanced needs (more enterprise-leaning)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|xai-small|JAGGAER", "prompt": "c217-m1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Ivalua/JAGGAER for advanced needs (more enterprise-leaning)"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|zai-small|Precoro", "prompt": "c217-m1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most cost‑effective and balanced for mid‑market: Precoro (P2P + sourcing in one affordable platform)."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|zai-small|GEP SMART", "prompt": "c217-m1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most feature‑rich and AI‑driven: GEP SMART (full S2P with advanced RFx, scoring, and savings tracking)."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|zai-small|Coupa Sourcing", "prompt": "c217-m1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa Sourcing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for unified spend management if budget allows: Coupa Sourcing (though pricing is higher and implementation more complex)."}, {"id": "mai-20260917-1752-baseline-2|c217-m1|zai-small|SAP Ariba", "prompt": "c217-m1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're already deep in SAP or ServiceNow: SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-m1|zai-small|ServiceNow Source‑to‑Pay Operations", "prompt": "c217-m1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "ServiceNow Source‑to‑Pay Operations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Heavily ServiceNow‑centric → ServiceNow S2P Operations makes sense."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|SAP Ariba", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally want to avoid enterprise giants (like SAP Ariba or Oracle) due to their high price tags"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Oracle", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally want to avoid enterprise giants (like SAP Ariba or Oracle) due to their high price tags"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Avalanche Software", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Avalanche Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Recommendation: Start with a demo of **Avalanche**. For most mid-sized B2B companies, it hits the sweet spot between cost, power, and usability."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Jaggaer (OnDemand)", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer (OnDemand)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Scalability & Deep Data: Jaggaer (OnDemand)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Venable", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Venable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best U.S.-Centric & Service-Focused: Venable"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|NetSuite Sourcing", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "NetSuite Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider using the native NetSuite Sourcing app first to avoid paying for two separate tools"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Workday", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check if their native procurement module covers your RFP needs before looking elsewhere"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|alibaba-small|Spending Cloud", "prompt": "c217-m2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Spending Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like **Spending Cloud** or simpler apps might suffice"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Coupa", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Options in This Space:**\n- Coupa"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Jaggr", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Jaggr"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Determine (now part of Dun & Bradstreet)", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Determine (now part of Dun & Bradstreet)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Determine (now part of Dun & Bradstreet)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Ariba (SAP)", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Ariba (SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Ariba (SAP)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Zycus", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Zycus"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Tradogram", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|anthropic-small|Procurify", "prompt": "c217-m2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- Procurify"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|challenger-small|Coupa", "prompt": "c217-m2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Coupa** if you want a broadly adopted, fast-implementing procurement platform with sourcing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|challenger-small|Procol", "prompt": "c217-m2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Procol** if your priority is a more focused e-sourcing/RFP tool with strong RFx and eAuction features"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|challenger-small|Vendorful", "prompt": "c217-m2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Vendorful** if your team runs **frequent RFQ-style sourcing** and values structured comparison and audit trails."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|challenger-small|SourceRFX", "prompt": "c217-m2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **SourceRFX** if budget is a major constraint and you want a lower-cost option for small and medium companies."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|Responsive (formerly RFPIO)", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive (formerly RFPIO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Responsive (formerly RFPIO)**"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|Loopio", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-to-large teams that value clean UI, governance, and collaboration"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|AutoRFP", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AutoRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-to-large B2B SaaS teams wanting fast AI drafts and a self-building library"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|Prokuria", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Prokuria", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If instead you need procurement/sourcing from suppliers, **Prokuria** is an excellent mid-market fit."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|Zip", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Companies wanting end-to-end procurement orchestration (intake-to-pay, sourcing, contracts)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|deepseek-small|Workday Strategic Sourcing", "prompt": "c217-m2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market/enterprise already running Workday Financials | Best as an add-on to Workday"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|SAP Ariba", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise software suites (like SAP Ariba or Coupa) are too expensive and take months to implement"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Coupa", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise software suites (like SAP Ariba or Coupa) are too expensive and take months to implement"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Market Dojo", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Market Dojo (Best for Fast ROI & On-Demand Sourcing) ... the perfect \"stepping stone\" for mid-sized companies transitioning from manual spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Zip", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zip (Best for Collaboration and Modern Sourcing)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Cotiss", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Cotiss", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cotiss (Best Dedicated Mid-Market S2C Platform)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|AutoRFP.ai", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AutoRFP.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AutoRFP.ai (Best AI-Native Solution for Accuracy)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Steerlab", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Steerlab", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Steerlab (Best for Lean Teams)"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|google-small|Loopio", "prompt": "c217-m2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Loopio is an industry staple."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|meta-small|Workday Strategic Sourcing", "prompt": "c217-m2", "model": "meta-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best e-sourcing and RFP tool for a mid-sized B2B company would be Workday Strategic Sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|Tradogram", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Tradogram** or **Prokuria** as they offer strong e-sourcing and RFP functionality without enterprise-level pricing"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|Prokuria", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Prokuria", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Tradogram** or **Prokuria**"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|Coupa", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have more budget and anticipate rapid growth, **Coupa** would be a better long-term investment."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|Vendorful", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus specifically on RFP management"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|Steerlab", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Steerlab", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vendorful** or **Steerlab**\n- Focus specifically on RFP management"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|minimax-small|SAP Ariba (now Coupa)", "prompt": "c217-m2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba (now Coupa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade but can work for larger mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|mistral-small|Workday Strategic Sourcing", "prompt": "c217-m2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Workday Strategic Sourcing** is an excellent choice if you want an integrated financial and sourcing solution."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|mistral-small|Responsive", "prompt": "c217-m2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your focus is primarily on RFP management, **Responsive** or **Loopio** are top-rated options"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|mistral-small|Loopio", "prompt": "c217-m2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Loopio** and **Qvidian** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|mistral-small|Qvidian", "prompt": "c217-m2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Qvidian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Loopio** and **Qvidian** are also strong contenders, offering comprehensive RFP automation"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|mistral-small|Expedience", "prompt": "c217-m2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Expedience", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Expedience** is designed for medium/large B2B enterprises and integrates with familiar tools like MS Word"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Tradogram", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend starting with **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Bidara", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Bidara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary need is **responding to RFPs** ... consider **Bidara** for its AI capabilities."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Vendorful", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the **simplest possible setup** for issuing RFPs, **Vendorful** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Bonfire", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Bonfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Public sector, compliance-heavy industries"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Precoro", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-entity mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Procurify", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Finance-heavy teams wanting spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|SAP Ariba", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... typically overkill and over-budget for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Coupa", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**SAP Ariba & Coupa:** While powerful, these are typically overkill and over-budget"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|RFPIO", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "RFPIO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "RFPIO, Loopio, Qvidian: These start at $15K–$30K+/year and are designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Loopio", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "RFPIO, Loopio, Qvidian: These start at $15K–$30K+/year and are designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|moonshot-small|Qvidian", "prompt": "c217-m2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Qvidian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "RFPIO, Loopio, Qvidian: These start at $15K–$30K+/year and are designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|openai-small|Coupa", "prompt": "c217-m2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around pick: **Coupa** ... Coupa is the safest default."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|openai-small|Loopio", "prompt": "c217-m2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best fit if your main need is **RFP response management**: **Loopio**"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|openai-small|Market Dojo", "prompt": "c217-m2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I’d also look at **Market Dojo** or **Unit4 Source-to-Contract by Scanmarket**"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|openai-small|Unit4 Source-to-Contract by Scanmarket", "prompt": "c217-m2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Unit4 Source-to-Contract by Scanmarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both are prominent in Gartner Peer Insights for e-sourcing applications"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|xai-small|Tradogram", "prompt": "c217-m2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Tradogram as the top e-sourcing and RFP tool."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|xai-small|Precoro", "prompt": "c217-m2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if it doesn't fit: Precoro | Mid-market procure-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|xai-small|Oboloo", "prompt": "c217-m2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious SMEs ... Unlimited e-sourcing; ideal for testing waters. Limited scale reviews."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|xai-small|Jaggaer", "prompt": "c217-m2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More robust but complex/expensive for pure mid-sized needs."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|xai-small|Coupa", "prompt": "c217-m2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More robust but complex/expensive for pure mid-sized needs."}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Precoro", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is the strongest balanced choice—mid‑market pricing, solid RFx capabilities, supplier portal"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Tradogram", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very affordable (starting $99/month), free entry tier, strong RFx and supplier portal"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Coupa", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High ownership cost; often overkill for mid‑market budgets and complexity"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Loopio", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider pairing **Precoro** with **Loopio** (or Responsive) for proposal drafting and content reuse"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Responsive", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise pricing, steeper implementation for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c217-m2|zai-small|Spendflo", "prompt": "c217-m2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Spendflo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a source‑to‑pay suite; no RFx or reverse auctions—only operational procurement"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|hireEZ", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "hireEZ: Uses AI to scan the entire open web (not just LinkedIn) to find candidates"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Gem", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Gem (formerly Crystal): Acts as both a search engine and an automation platform."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Juicebox.ai", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Juicebox.ai: Similar to Gem, it combines advanced AI filtering with automated engagement workflows"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|ZoomInfo", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ZoomInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ZoomInfo: Originally built for sales, it has a massive B2B database of contacts."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|SeekOut", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SeekOut: A specialized database focused on niche tech skills"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Findem", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Findem: Provides a database similar to ZoomInfo"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|ContactOut", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ContactOut: A browser extension that sits on top of LinkedIn."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Seamless.AI", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Seamless.AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Seamless.AI: An enrichment tool that verifies emails in real-time"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|SAP Ariba", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "the top tools are entirely different and include platforms like SAP Ariba, Coupa, and Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Coupa", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "include platforms like SAP Ariba, Coupa, and Jaggaer, which focus on RFP management"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|alibaba-small|Jaggaer", "prompt": "c217-m3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "include platforms like SAP Ariba, Coupa, and Jaggaer, which focus on RFP management, supplier negotiation"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|LinkedIn Recruiter", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "LinkedIn Recruiter is strongest if LinkedIn is your main source."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|SeekOut", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stronger at advanced talent intelligence, with deep signals beyond basic profiles."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|hireEZ", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Built for broad reach across many networks and automation-heavy outbound recruiting."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Gem", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Better as a sourcing CRM and nurture layer than a pure search-first tool."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Juicebox", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lets recruiters search in everyday language and emphasizes automated sourcing at scale."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Findem", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on matching by inferred attributes and talent intelligence"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|AmazingHiring", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specializes in hard-to-find developers using signals from GitHub, Stack Overflow, Kaggle"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Fetcher", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More \"hands-off\" than search-heavy tools because it curates candidate lists for you."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Pin", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stands out for AI sourcing depth plus engagement automation and pricing transparency."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Eightfold AI", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for large enterprises that want talent matching plus broader workforce planning"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|SAP Ariba", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "broad enterprise source-to-pay or strategic sourcing suites"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Coupa", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "broad enterprise source-to-pay or strategic sourcing suites"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Jaggaer", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "broad enterprise source-to-pay or strategic sourcing suites"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Ivalua", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "broad enterprise source-to-pay or strategic sourcing suites"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Oracle Fusion Cloud Strategic Sourcing", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Fusion Cloud Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "best when you want ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Scanmarket", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Scanmarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "focused on RFx automation and sourcing execution"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Fairmarkit", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fairmarkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "strong for governed RFx events and auditability"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|challenger-small|Scoutbee", "prompt": "c217-m3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Scoutbee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "oriented toward supplier discovery"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|LinkedIn Recruiter", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most teams' starting point** → LinkedIn Recruiter (essential, but limited to LinkedIn)"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|SeekOut", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deep technical or diversity hiring** → SeekOut"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|HireEZ", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**High-volume, broad reach** → HireEZ"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Gem", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Long nurture cycles & CRM** → Gem"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Eightfold AI", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Eightfold AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise workforce planning / internal mobility** → Eightfold or Findem"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Juicebox", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Lean teams or agencies wanting automation** → AI agents (Noon, Juicebox, Pin)"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Pin", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**All-in-one platforms**: Pin, Juicebox — combine search with automated multichannel outreach."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Findem", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise workforce planning / internal mobility** → Eightfold or Findem"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Hiring Assistant", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Hiring Assistant", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Autonomous agents** (Noon, Hiring Assistant): Don't just return search results"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|Noon", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Lean teams or agencies wanting automation** → AI agents (Noon, Juicebox, Pin)"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|deepseek-small|AmazingHiring", "prompt": "c217-m3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "AmazingHiring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AmazingHiring focuses on technical talent across 50+ sites"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|google-small|SAP Ariba", "prompt": "c217-m3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "has a notoriously steep learning curve and a long implementation runway"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|google-small|Coupa", "prompt": "c217-m3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, 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"**Technical/engineering hiring** | SeekOut | Deep technical profiles + diversity analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Gem", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nurture-heavy recruiting** | Gem | Best CRM + LinkedIn integration"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|LinkedIn Recruiter", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LinkedIn-first strategy** | LinkedIn Recruiter | Native access to 1B+ professionals"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Findem", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise attribute-based search | $25K-$100K/year | 3D attribute matching"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Juicebox (PeopleGPT)", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-conscious** | Juicebox or ContactOut | Affordable AI search + contact finding"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|ContactOut", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Budget-conscious** | Juicebox or ContactOut | Affordable AI search + contact finding"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Metaview", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Metaview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Metaview**: Free with work email"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Loxo", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**All-in-one small teams** | Loxo or Manatal | ATS + sourcing + CRM combined"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Manatal", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**All-in-one small teams** | Loxo or Manatal | ATS + sourcing + CRM combined"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|moonshot-small|Paradox (Olivia)", "prompt": "c217-m3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Paradox (Olivia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Tools like Paradox (Olivia) now screen and schedule autonomously"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|SAP Ariba", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Ariba | Enterprise procurement | Can be complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|Coupa", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa**: strong spend management and procurement workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|Jaggaer", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Jaggaer**: often used in complex procurement environments, including higher ed and manufacturing."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|Oracle Procurement", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Oracle Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Examples:** SAP Ariba, Coupa, Jaggaer, Oracle Procurement, Scout RFP, Zip"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|Scout RFP", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Scout RFP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Scout RFP**: better known for RFP management and supplier collaboration."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|openai-small|Zip", "prompt": "c217-m3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zip**: focused on intake-to-procure workflow and request routing."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|SAP Ariba", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you mean procurement/supply chain sourcing tools like SAP Ariba or Coupa, let me know for details on those."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Coupa", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If you mean procurement/supply chain sourcing tools like SAP Ariba or Coupa, let me know for details on those."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Gem", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. **Gem** - Best for full-cycle sourcing + automated outreach."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|hireEZ", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**hireEZ** - Best for enterprise-scale, multi-platform aggregation."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|SeekOut", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SeekOut** - Best for diversity, tech, and deep-profile searches."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Juicebox.ai (PeopleGPT)", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox.ai (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for natural language AI search on a budget."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|LinkedIn Recruiter", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for broad professional network access."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Loxo", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for small teams/all-in-one CRM."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Findem", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for attribute-based (skills/experience) deep searches."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Manatal", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best budget AI sourcing with ATS integration."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|ContactOut", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Contact data; not full sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|xai-small|Fetcher", "prompt": "c217-m3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Hands-off; less control for experts"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|zai-small|LinkedIn Recruiter", "prompt": "c217-m3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "It is the most expensive tool on the market (often $10k–$12k+ per year per seat) and offers no web-scraping capabilities"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|zai-small|SeekOut", "prompt": "c217-m3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose SeekOut if you are hiring for hard-to-fill technical roles"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|zai-small|Gem", "prompt": "c217-m3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Gem if you want a modern, AI-driven platform to manage the entire candidate lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c217-m3|zai-small|hireEZ", "prompt": "c217-m3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose hireEZ if you need to blast out thousands of emails/calls to find passive candidates quickly."}, {"id": "mai-20260917-1752-baseline-2|c217-m3|zai-small|Fetcher", "prompt": "c217-m3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Small teams, solo recruiters, and startups that cannot afford a dedicated sourcer."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|SAP Ariba", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" option usually isn't a traditional enterprise suite (like SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Coupa", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the \"best\" option usually isn't a traditional enterprise suite (like SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Spend Matters", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Spend Matters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for \"Free\" / Open Source: Spend Matters ... this is often the most powerful option available."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Apptysource", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Apptysource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Apptysource is arguably the market leader for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Verifile", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Verifile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "much lower than competitors like Verifile"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Zoho Creator", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Custom Workflows: Zoho Creator ... this is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|alibaba-small|Power Automate + SharePoint", "prompt": "c217-m4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Power Automate + SharePoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if You Already use Microsoft: Power Automate + SharePoint ... There is essentially no extra cost."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|oboloo", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The only free-forever procurement software... This is ideal if you want zero upfront costs."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Tradogram", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for those needing solid RFx and supplier management... free tier and paid plans"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Procol", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for a growing business that needs a straightforward and budget-friendly way to organize purchasing"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Precoro", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A cloud-based procure-to-pay and spend management platform whose supplier management module supports the upstream side of strategic sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Vndly", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Vndly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "can consider Vndly, Transporeon, Sourcify... no-cost or low-cost alternatives"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Transporeon", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Transporeon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Sourcify", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Sourcify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Transparency-One", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Transparency-One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|OneMarket Sourcing", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "OneMarket Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Aestiva Sourcing RFQ", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Aestiva Sourcing RFQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|anthropic-small|Global Sourcing System", "prompt": "c217-m4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Global Sourcing System", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "no-cost or low-cost alternatives ideal for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|challenger-small|Tradogram", "prompt": "c217-m4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram is the best overall budget choice"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|challenger-small|ProcurementExpress.com", "prompt": "c217-m4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ProcurementExpress.com** and **Market Dojo** are good alternatives"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|challenger-small|Market Dojo", "prompt": "c217-m4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProcurementExpress.com** and **Market Dojo** are good alternatives"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|challenger-small|Procol", "prompt": "c217-m4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as suitable for small and mid-sized businesses looking for **affordable procurement tools**"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|challenger-small|ProcurePort", "prompt": "c217-m4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "positioned for SMBs needing **cost-effective e-sourcing tools**"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|oboloo", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **oboloo** — Free Forever"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|BuyingStation", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "BuyingStation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **BuyingStation** — Free Tier"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|Tradogram", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Paid Option: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|GEP SMART", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **GEP SMART** | Low-cost entry tier | Repeatable bid comparison and approvals |"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|Precoro", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$499/month | Mid-market procure-to-pay (a higher budget option)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|deepseek-small|Pipefy", "prompt": "c217-m4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Pipefy** | Free tier available | Custom purchasing workflows on a no-code platform |"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|SAP Ariba", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade strategic sourcing suites like SAP Ariba, Coupa, or GEP SMART are typically out of reach due to high licensing fees"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|Coupa", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically out of reach due to high licensing fees, lengthy implementation times, and complex setups"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|GEP SMART", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically out of reach due to high licensing fees, lengthy implementation times, and complex setups"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|Market Dojo", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Market Dojo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "widely recognized as one of the most accessible and affordable e-sourcing platforms for small-to-midsized businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|oboloo", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "oboloo is a highly budget-conscious, modular software suite built specifically for small and medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|eSourcing.app", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "eSourcing.app", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "eSourcing.app is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|AuraVMS", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AuraVMS solves this while remaining highly cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|google-small|Tradogram", "prompt": "c217-m4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tradogram is an industry favorite"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|meta-small|Anvil Analytical", "prompt": "c217-m4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Anvil Analytical", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated strategic sourcing software include Anvil Analytical, and other tools listed in the search results."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|minimax-small|Tradogram", "prompt": "c217-m4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|minimax-small|Pipefy", "prompt": "c217-m4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For the tightest budgets, **Tradogram** at $99/month or **Pipefy's** free tier offer the best value."}, {"id": "mai-20260917-1752-baseline-2|c217-m4|minimax-small|ProcurementExpress.com", "prompt": "c217-m4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Small teams needing request approval, budget tracking, and audit records"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|minimax-small|ProcureDesk", "prompt": "c217-m4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Finance-led teams whose main pain is accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|mistral-small|Tradogram", "prompt": "c217-m4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended as the best for SMB (small and medium-sized business) sourcing, offering features tailored to smaller budgets"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|mistral-small|Procol", "prompt": "c217-m4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specifically noted as affordable for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|mistral-small|ProcurePort", "prompt": "c217-m4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "focus on secure and cost-effective solutions for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|moonshot-small|oboloo", "prompt": "c217-m4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If your budget is extremely tight:** Start with **oboloo** (free forever)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|moonshot-small|Tradogram", "prompt": "c217-m4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tradogram** offers the best balance of features and affordability for growing SMBs"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|moonshot-small|Precoro", "prompt": "c217-m4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need more robust controls:** **Precoro** at $499/month"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|moonshot-small|SourceRFX", "prompt": "c217-m4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-Friendly Alternative"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|moonshot-small|Procurify", "prompt": "c217-m4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Procurify** | ~$1,000+/mo | \\u274c No | Larger teams with multi-site ops |"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|openai-small|Precoro", "prompt": "c217-m4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is a strong budget-friendly pick because it's highly rated, has transparent starting pricing"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|openai-small|ProcurementExpress.com", "prompt": "c217-m4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another good low-cost option if you mainly need simple purchase-order approvals"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|openai-small|Procurify", "prompt": "c217-m4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth considering if you want stronger control and support, but it's usually custom-quoted"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|openai-small|SAP Ariba", "prompt": "c217-m4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid starting with SAP Ariba** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|xai-small|oboloo", "prompt": "c217-m4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "oboloo stands out as the top recommendation for strategic sourcing software"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|xai-small|Tradogram", "prompt": "c217-m4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong low-cost alternative: Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|xai-small|Procol", "prompt": "c217-m4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Procol    | ~$100/mo (quote-based) | Spend analytics, auctions (mid-market focus)"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|xai-small|Precoro", "prompt": "c217-m4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher-end options like Precoro ($499+/mo) ... are less suitable for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|xai-small|SAP Ariba", "prompt": "c217-m4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SAP Ariba (enterprise quotes) are less suitable for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|zai-small|oboloo", "prompt": "c217-m4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **zero budget** or are just starting out, **oboloo** is your best bet"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|zai-small|Tradogram", "prompt": "c217-m4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost Option: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|zai-small|Precoro", "prompt": "c217-m4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Precoro** | ~$499/month | Mid-market companies needing centralized procurement data"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|zai-small|Bonfire", "prompt": "c217-m4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Bonfire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bonfire** | Free tier available"}, {"id": "mai-20260917-1752-baseline-2|c217-m4|zai-small|ProcurePort", "prompt": "c217-m4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProcurePort** | Free plan available | Small businesses needing cost-effective e-sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|SAP Ariba", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not need the full complexity of an SAP Ariba or Coupa enterprise suite designed for thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|Coupa", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you may not need the full complexity of an SAP Ariba or Coupa enterprise suite"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|Procuri / Procuri Cloud", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procuri / Procuri Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for collaborative sourcing without heavy ERP integration needs."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|Kissflow Procurement", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Kissflow Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very user-friendly, low-code approach, good for smaller procurement teams."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|Jaggaer", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A step up in power, great for deeper supply chain needs, but ensure you aren't over-buying."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|Zycus", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong AI capabilities for sourcing automation."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|alibaba-small|SAP Ariba Sourcing (Light)", "prompt": "c217-m5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba Sourcing (Light)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you already use SAP, their lighter sourcing modules might suffice."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|SAP Ariba", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise suites (SAP Ariba especially) are built for $2B+ multinationals with heavy implementation requirements... this may be overkill and slow to deploy"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|Jaggaer", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "shortlist against **Coupa, Jaggaer, GEP SMART, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|GEP", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "shortlist against **Coupa, Jaggaer, GEP SMART, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|Ivalua", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "shortlist against **Coupa, Jaggaer, GEP SMART, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|Coupa", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Coupa leads for upper-mid-market and indirect-heavy/service businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|deepseek-small|Zip", "prompt": "c217-m5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "\"Zip\" is a faster, lighter disruptor worth considering"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|SAP Ariba", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid massive enterprise suites like SAP Ariba, Coupa (Enterprise tier), or JAGGAER unless you have a massive procurement team of 10+ people."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Coupa", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid massive enterprise suites like SAP Ariba, Coupa (Enterprise tier), or JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Zip", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Widely regarded as a category leader for the mid-market. It is highly user-friendly, has strong workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Procurify", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are on the smaller end of the mid-market ... these tools offer highly practical, budget-conscious spend control"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Precoro", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Procurify or Precoro ... budget-conscious spend control, purchasing, and basic sourcing workflows"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Tropic", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tropic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These platforms specialize in software procurement."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Vendr", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Vendr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tropic or Vendr: These platforms specialize in software procurement."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Kodiak Hub", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "optimized for complex, multi-variable bidding, direct material supplier auditing, and logistics sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|Keelvar", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Keelvar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Kodiak Hub or Keelvar: These platforms are optimized for complex, multi-variable bidding"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|google-small|JAGGAER", "prompt": "c217-m5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid massive enterprise suites like SAP Ariba, Coupa (Enterprise tier), or JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|Coupa", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|Jaggaer", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|Ivalua", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|SAP Ariba", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|Oracle Procurement", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Oracle Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|mistral-small|Zycus", "prompt": "c217-m5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Oracle Procurement, or Zycus."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|moonshot-small|Coupa", "prompt": "c217-m5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Coupa** | Fast time-to-value, mid-to-large enterprises | ~$150K/year | Strong spend analytics, user-friendly, good integrations"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|moonshot-small|Ivalua", "prompt": "c217-m5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ivalua** | Highly configurable needs, regulated industries | ~$120K/year | Flexible workflows, unified platform"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|moonshot-small|SAP Ariba", "prompt": "c217-m5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SAP Ariba** | SAP ERP users | ~$100K/year | Deep SAP integration, large supplier network"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|moonshot-small|Jaggaer", "prompt": "c217-m5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jaggaer** | Complex sourcing, R&D-heavy industries | ~$80K/year | Autonomous sourcing, strong e-auctions"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|moonshot-small|Keelvar", "prompt": "c217-m5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Keelvar** | Optimization-focused sourcing | Varies | AI-driven sourcing, scenario analysis"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Coupa", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "prioritize mid-market tools like Precoro/Procurify for speed or Coupa for growth"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Jaggaer", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "From leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Precoro, Suplari, Kodiak Hub (mid-market focus)"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Ivalua", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "From leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Precoro, Suplari, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|SAP Ariba", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "From leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Precoro, Suplari, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Precoro", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "prioritize mid-market tools like Precoro/Procurify for speed"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Suplari", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Suplari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From leaders like Coupa, Jaggaer, Ivalua, SAP Ariba, Precoro, Suplari, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Kodiak Hub", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kodiak Hub (mid-market focus)"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|xai-small|Procurify", "prompt": "c217-m5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "prioritize mid-market tools like Precoro/Procurify for speed"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|SAP Ariba", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "full enterprise suites may be overkill unless you're already heavily invested in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Coupa", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "full enterprise suites may be overkill unless you're already heavily invested in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Ivalua", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "full enterprise suites may be overkill unless you're already heavily invested in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|GEP Quantum", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "GEP Quantum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "full enterprise suites may be overkill unless you're already heavily invested in that ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Jaggaer", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for teams that want focused sourcing capabilities with lighter implementation."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Workday Strategic Sourcing", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialized eSourcing / Sourcing Platforms | Jaggaer, Workday Strategic Sourcing, Zycus, Vendorful, Suplari"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Zycus", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialized eSourcing / Sourcing Platforms | Jaggaer, Workday Strategic Sourcing, Zycus, Vendorful"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Vendorful", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Vendorful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Jaggaer, Workday Strategic Sourcing, Zycus, Vendorful, Suplari (intelligence layer)"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Suplari", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Suplari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Suplari (intelligence layer)"}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Precoro", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-Market Procure-to-Pay | Precoro, Tradogram | Often more affordable and easier to implement; may require additional sourcing add-ons."}, {"id": "mai-20260917-1752-baseline-2|c217-m5|zai-small|Tradogram", "prompt": "c217-m5", "model": "zai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Precoro, Tradogram | Often more affordable and easier to implement; may require additional sourcing add-ons."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|LinkedIn Recruiter", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "LinkedIn Recruiter — cost & data accuracy ... Expensive with no public pricing"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|ZoomInfo", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Contact mafia\" reputation — near-unanimous complaints about annual contracts that are extremely hard to exit."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Lusha", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Lusha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid anything that sources from scraped or brokered personal data if you hire in the EU/UK — treat Lusha-style enrichment as high-risk."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Apollo", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"cheap entry, then degradation\" ... bounce rates that climb on their own"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|HireEZ", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HireEZ — very expensive for what it delivers"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Gem", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Favor transparent pricing and free tiers. Tools like Gem ($99–149/seat)"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Fetcher", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "plus Fetcher, Juicebox, and Loxo (free tiers) are easier to evaluate on merit"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Juicebox", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "plus Fetcher, Juicebox, and Loxo (free tiers) are easier to evaluate on merit"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|deepseek-small|Loxo", "prompt": "c217-m6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "plus Fetcher, Juicebox, and Loxo (free tiers) are easier to evaluate on merit"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|meta-small|Gem", "prompt": "c217-m6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best sourcing tools for recruiters in 2026 include Gem, Manatal, and Humanly"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|meta-small|Manatal", "prompt": "c217-m6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the best sourcing tools for recruiters in 2026 include Gem, Manatal, and Humanly"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|meta-small|Humanly", "prompt": "c217-m6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the best sourcing tools for recruiters in 2026 include Gem, Manatal, and Humanly"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|minimax-small|Workday P2P and T&E", "prompt": "c217-m6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday P2P and T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Workday P2P and T&E** — considered by some to avoid if possible"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|minimax-small|Coupa", "prompt": "c217-m6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Coupa** — mixed reviews, though this varies by use case"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|minimax-small|Ariba", "prompt": "c217-m6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Ariba** — suggested by some to steer clear of"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Apollo.io", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Apollo.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Company pages deactivated for scraping and reselling personal data"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Seamless.AI", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Seamless.AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Officially banned from the platform"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Proxycurl", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Proxycurl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Sued by LinkedIn in January 2025 and **ceased operations entirely**"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Evaboot", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Evaboot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "carry the highest individual account-ban risk"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Wiza", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Wiza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "carry the highest individual account-ban risk"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|hireEZ (formerly Hiretual)", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "hireEZ (formerly Hiretual)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Multiple complaints that personal data is harvested without meaningful consent"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Eightfold AI", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Eightfold AI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Facing a class-action lawsuit (filed January 2026) alleging secret scraping"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Recruiter Lite", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Recruiter Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Use LinkedIn-native tools** (Recruiter Lite, Sales Navigator) that work within platform terms"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|moonshot-small|Sales Navigator", "prompt": "c217-m6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Sales Navigator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Use LinkedIn-native tools** (Recruiter Lite, Sales Navigator) that work within platform terms"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Alibaba", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with platforms like Alibaba, AliExpress, DHgate, and 1688 due to common risks such as scams, low-quality suppliers, and fraudulent listings"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|AliExpress", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "AliExpress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Great for variety and low prices, but full of unverified sellers."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|DHgate", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "DHgate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Similar issues—good for small/test orders, but high scam potential."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|1688", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "1688", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "language barriers and export hassles make it risky for beginners"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Global Sources", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prefer vetted alternatives like Global Sources, SaleHoo, Spocket (US/EU focus), or Shopify Collective for higher trust."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|SaleHoo", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SaleHoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefer vetted alternatives like Global Sources, SaleHoo, Spocket (US/EU focus)"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Spocket", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Spocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prefer vetted alternatives like Global Sources, SaleHoo, Spocket (US/EU focus), or Shopify Collective for higher trust."}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Shopify Collective", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Shopify Collective", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or Shopify Collective for higher trust"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|LinkedIn Recruiter", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be wary of high-cost platforms like LinkedIn Recruiter ($10k+/seat for enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|HireEZ", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "HireEZ ($8k+/year)—they can overpromise on data freshness or automation"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Juicebox", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "free tiers (e.g., Juicebox, Loxo) often suffice for small teams"}, {"id": "mai-20260917-1752-baseline-2|c217-m6|xai-small|Loxo", "prompt": "c217-m6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "free tiers (e.g., Juicebox, Loxo) often suffice for small teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|SAP Ariba", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise solutions (like SAP Ariba) are often too expensive and complex"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|Kissflow Procure", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Kissflow Procure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. Kissflow Procure (Best for Ease of Use)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|Spendflo", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Spendflo (Best for Data & Spend Analysis)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|Procurify", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. Procurify (Best for Scaling)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|Zoho Creator", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoho Creator / Airtable (Best \"Do-It-Yourself\" Solutions)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|alibaba-small|Airtable", "prompt": "c217-s1", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Creator / Airtable (Best \"Do-It-Yourself\" Solutions)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Ariba (SAP)", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ariba (SAP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Ariba (SAP) - comprehensive but more enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Jaggr", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Jaggr - designed for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Determine Inc.", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Determine Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Determine Inc. - strong for spend analytics"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Coupa", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coupa - good for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Tradogram", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tradogram, BravoSolution - various price points"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|BravoSolution", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "BravoSolution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tradogram, BravoSolution - various price points"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|anthropic-small|Tradeshift", "prompt": "c217-s1", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simpler solutions like Tradeshift for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|challenger-small|Tradogram", "prompt": "c217-s1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall fit from the results is **Tradogram** if you want SMB-focused sourcing with a lower-cost, practical procurement workflow"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|challenger-small|Procurify", "prompt": "c217-s1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Procurify** is another strong small-business option"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|challenger-small|SAP Ariba", "prompt": "c217-s1", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it is typically better suited to companies that need more robust procurement infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Tradogram", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** — Best overall for small/mid-size sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Precoro", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** — Best all-round procure-to-pay suite"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Procurify", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Procurify** — Best for finance-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|SAP Ariba", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Generally **overkill and overpriced for a small B2B company**."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Coupa", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally **overkill and overpriced for a small B2B company**."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Ivalua", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generally **overkill and overpriced for a small B2B company**."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Jaggaer", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Generally **overkill and overpriced for a small B2B company**."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|GEP SMART", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Generally **overkill and overpriced for a small B2B company**."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|All Market Dojo", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "All Market Dojo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a focused RFQ tool like **All Market Dojo** / **Oboloo** (built for SMEs)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|deepseek-small|Oboloo", "prompt": "c217-s1", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Oboloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a focused RFQ tool like **All Market Dojo** / **Oboloo** (built for SMEs)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|SAP Ariba", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-level giants like SAP Ariba, Coupa, or JAGGAER are typically too expensive"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|Coupa", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-level giants like SAP Ariba, Coupa, or JAGGAER are typically too expensive"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|JAGGAER", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-level giants like SAP Ariba, Coupa, or JAGGAER are typically too expensive"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|AuraVMS", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small B2B companies looking for a highly affordable, rapid-setup RFQ tool."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|Tradogram", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tradogram has a robust, dedicated strategic sourcing module"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|Precoro", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Precoro is highly stable, has a rapid 4-to-6-week implementation cycle, and has robust RFP capabilities."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|ProcFlow", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "ProcFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ProcFlow is specifically designed to let you upload engineering specifications and BOMs"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|Spendflo", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Spendflo is a specialized e-sourcing tool that automates bid handling"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|google-small|Procurify", "prompt": "c217-s1", "model": "google-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "If strategic sourcing is your main goal, Procurify is not the right fit"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|meta-small|SAP Ariba", "prompt": "c217-s1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated strategic sourcing software include SAP Ariba, NextBuy, and other solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|meta-small|NextBuy", "prompt": "c217-s1", "model": "meta-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "NextBuy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated strategic sourcing software include SAP Ariba, NextBuy, and other solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|minimax-small|Tradogram", "prompt": "c217-s1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** - Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|minimax-small|Precoro", "prompt": "c217-s1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if **real-time budget visibility** is critical for your operations, **Precoro** might be the better choice"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|minimax-small|Procurify", "prompt": "c217-s1", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Procurify** - Best for Finance-Heavy Teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|mistral-small|Tradogram", "prompt": "c217-s1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Tradogram** is often the best balance of affordability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|mistral-small|ProcureDesk", "prompt": "c217-s1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your focus is more on finance and accounts payable, **ProcureDesk** could be a better fit."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|mistral-small|SAP Ariba", "prompt": "c217-s1", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While it may be more robust than needed for very small teams, it's scalable as your business grows."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|moonshot-small|Oboloo", "prompt": "c217-s1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If budget is tight:** Start with **Oboloo** — you get full sourcing capabilities at zero cost."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|moonshot-small|Precoro", "prompt": "c217-s1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** offers the best balance of features, scalability, and transparent pricing for growing B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|moonshot-small|Procol", "prompt": "c217-s1", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procol", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "note that it's primarily designed for mid-to-large enterprises, so verify it fits your scale"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|Procurify", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Procurify is the safest \"best strategic sourcing software\" choice for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|Precoro", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Precoro is often a good fit if your main need is simplifying procurement with lighter-weight controls and faster adoption"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|SAP Ariba Strategic Sourcing", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba Strategic Sourcing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the most recognizable option, but it is usually more than many small companies need"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|GEP SMART", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "are stronger, but usually overkill for a small company"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|Corcentric", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Corcentric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "are stronger, but usually overkill for a small company"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|openai-small|Coupa", "prompt": "c217-s1", "model": "openai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "are stronger, but usually overkill for a small company"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|Tradogram", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram stands out as the top recommendation for strategic sourcing software tailored to small B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|Precoro", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market procure-to-pay with sourcing ... Higher cost; better for 10+ users"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|SAP Ariba", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/expensive for small teams; complex setup"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|Procurify", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High G2 ratings; Good for finance-led SMBs | Less sourcing depth than Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|Coupa", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise tools like Coupa, GEP SMART, or Workday are powerful but start at $2,500+/month with long implementations—unsuitable for small B2B."}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|GEP SMART", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "powerful but start at $2,500+/month with long implementations—unsuitable for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|Workday", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "powerful but start at $2,500+/month with long implementations—unsuitable for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|xai-small|AuraVMS", "prompt": "c217-s1", "model": "xai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "AuraVMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Niche/lower-cost RFQ tools (e.g., AuraVMS at $5/month) lack full strategic sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|zai-small|Tradogram", "prompt": "c217-s1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best strategic sourcing software for a small B2B company is **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|zai-small|SAP Ariba", "prompt": "c217-s1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Largest supplier network (Overkill for small biz)"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|zai-small|Catapult", "prompt": "c217-s1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Catapult", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Catapult** is an excellent specialized tool"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|zai-small|Precoro", "prompt": "c217-s1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Precoro** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c217-s1|zai-small|ProcureDesk", "prompt": "c217-s1", "model": "zai-small", "cat": "strategic-sourcing", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **ProcureDesk** | **Mid-Market** | ~$518/mo | **Best Integration:** Great AP automation and QuickBooks/NetSuite sync. |"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|Loopio", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Loopio (Top Recommendation)**\nLoopio is widely considered the gold standard for SMBs needing RFP automation."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|RFPO (Formerly RFPGO)", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "RFPO (Formerly RFPGO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Loopio feels too complex, RFPO is the simplified version."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|PandaDoc", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have zero budget:** Use **PandaDoc** (free trial exists) for sending quotes"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|Scanadu", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Scanadu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need to Buy Supplies:** Go with **Scanadu**."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|Procurious", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procurious", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a cloud-based platform that acts as a mix of a sourcing tool and a social network"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|alibaba-small|Loop (By Procurve)", "prompt": "c217-s2", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loop (By Procurve)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer entrant that focuses entirely on simplifying the \"Request for Information\" (RFI) and RFI flow."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|AutoRFP.ai", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AutoRFP.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "AutoRFP.ai offers raw speed for simple drafts while Loopio excels at strict compliance"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|Loopio", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Loopio excels at strict compliance"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|SiftHub", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SiftHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "SiftHub is the top choice for modern teams, using \"live data\" from Slack and Drive to automate answers"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|Prokuria", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Prokuria", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prokuria is a cloud-based procurement software that provides intuitive, supplier-friendly RFP, RFQ, RFI and eAuction functionalities"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|DeepRFP", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DeepRFP is an AI RFP software platform for lean proposal teams, consultants, and small businesses, with pricing starting at $75/user/month"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|Breeze Docs", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Breeze Docs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Breeze Docs is the fastest, easiest, and most cost-effective way for small & medium-sized businesses (SMBs) to complete RFPs"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|anthropic-small|PowerRFP", "prompt": "c217-s2", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PowerRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PowerRFP helps small businesses manage their RFPs, competitive bids, procurement and purchasing projects—best of all it's FREE"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|challenger-small|AuraVMS", "prompt": "c217-s2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AuraVMS** if your main need is **simple RFQ/RFP handling, quote comparison, and fast setup**"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|challenger-small|Market Dojo", "prompt": "c217-s2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positioned as *affordable* and *self-service*, which makes it a strong option for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|challenger-small|Oboloo", "prompt": "c217-s2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "described as cloud procurement software designed specifically for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|challenger-small|EC eSourcing", "prompt": "c217-s2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "EC eSourcing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "includes bid analysis and RFP management, and is listed for SMBs and larger firms"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|challenger-small|Procol", "prompt": "c217-s2", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procol", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is framed more for enterprises and growing businesses than the smallest teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|PandaDoc", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. PandaDoc** — *Best all-around starter*"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|BreezeDocs", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "BreezeDocs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. BreezeDocs** — *Best budget / self-serve option*"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|DeepRFP", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. DeepRFP** — *Budget-predictable, AI-assisted*"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|AutoRFP.ai", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AutoRFP.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier (~$10k+/yr), only worth it if you're getting a steady volume of RFPs."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|Loopio", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Enterprise tools to skip for now:** Loopio and Responsive ... Not a fit for most small businesses."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|Responsive", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Enterprise tools to skip for now:** Loopio and Responsive ... Not a fit for most small businesses."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|Market Dojo", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Market Dojo** — affordable, self-service, built for SMB sourcing events"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|deepseek-small|Tradogram", "prompt": "c217-s2", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tradogram** — the best pick for SMB sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|SiftHub", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SiftHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are **selling to B2Bs** and want to win deals quickly with AI: Choose **SiftHub**."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|AutoRFP.ai", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AutoRFP.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AutoRFP.ai or 1up.ai** (Best AI-Native Automation)"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|1up.ai", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "1up.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**AutoRFP.ai or 1up.ai** (Best AI-Native Automation)"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|Loopio", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Note: It is more expensive and requires more manual up-keep than AI-native options.*"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|SAP Ariba", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Most enterprise procurement software (like SAP Ariba or Coupa) is too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|Coupa", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Most enterprise procurement software (like SAP Ariba or Coupa) is too complex and expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|AuraVMS", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If you are **buying from B2Bs** and want a simple, budget-friendly RFQ tool: Choose **AuraVMS**."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|Market Dojo", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "want a flexible, event-by-event bidding tool: Choose **Market Dojo**"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|google-small|Procurify", "prompt": "c217-s2", "model": "google-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Procurify is the leading mid-market solution"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|meta-small|Tradogram", "prompt": "c217-s2", "model": "meta-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend Tradogram as an e-sourcing and RFP tool for a small business"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|meta-small|Oboloo", "prompt": "c217-s2", "model": "meta-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Oboloo"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Tradogram", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Market Dojo", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable, self-service e-sourcing software ideal for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Precoro", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market procure-to-pay, offers solid RFx management features"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Responsive", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered RFP response management platform"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Loopio", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for managing RFPs, RFIs, and security questionnaires"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|minimax-small|Oboloo", "prompt": "c217-s2", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cloud procurement software designed specifically for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|mistral-small|Tradogram", "prompt": "c217-s2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Tradogram** as a strong e-sourcing and RFP tool"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|mistral-small|Oboloo", "prompt": "c217-s2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another option worth considering is **Oboloo**"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|mistral-small|DeepRFP", "prompt": "c217-s2", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DeepRFP** is also highlighted for small businesses and lean teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|Tradogram", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** – it offers the best balance of features, usability, and price for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|Prokuria", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Prokuria", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for eRFx & eAuctions ... Cost-effective platform focused on sourcing automation"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|PandaDoc", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need to *respond* to RFPs:** **PandaDoc** (free tier or $19/user)"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|Bidara", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Bidara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bidara** ($299 flat) if you're writing complex responses frequently"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|DeepRFP", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **DeepRFP** | Published, self-serve pricing | ~$75/user/month |"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|BidSparq", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "BidSparq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **BidSparq** | RFP discovery (finding opportunities) |"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|moonshot-small|AuraVMS", "prompt": "c217-s2", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**If budget is extremely tight:** **AuraVMS** at $5/month for basic RFQ functionality."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|openai-small|Responsive", "prompt": "c217-s2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Responsive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Responsive** as the best first look for an **RFP response / proposal tool**"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|openai-small|JAGGAER", "prompt": "c217-s2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a stronger pure sourcing platform, but it's much more enterprise-oriented than most small businesses need"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|openai-small|Coupa", "prompt": "c217-s2", "model": "openai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like JAGGAER and Coupa are powerful, but their sourcing capabilities are usually better suited to larger procurement organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|PandaDoc", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **PandaDoc** as the top e-sourcing and RFP tool to start with"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|Loopio", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Loopio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it shines over heavier tools like Loopio or RFPIO, which start at $5K+/year and target larger teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|RFPIO", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "RFPIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "heavier tools like Loopio or RFPIO, which start at $5K+/year and target larger teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|Proposify", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Proposify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Proposify** (~$19/user/month): Similar to PandaDoc but more design-focused"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|1up", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "1up", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Super lightweight for 2-10 person teams responding to 5-20 RFPs/month"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|DeepRFP", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you're solo or tiny and want no-sales-call onboarding"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|Market Dojo", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these are affordable SMB picks with templates, Excel integration, and events"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|xai-small|Tradogram", "prompt": "c217-s2", "model": "xai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Buy-side sourcing events | Tradogram | Custom SMB"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|Oboloo", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Oboloo** for e‑sourcing (it has a genuinely free plan)"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|DeepRFP", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "DeepRFP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DeepRFP** (or **Bidara**) for RFP response automation"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|Bidara", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Bidara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bidara** (also an RFP response tool) ... AI‑driven sourcing and proposal automation"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|PandaDoc", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PandaDoc** or **Nusii** are good low‑cost add‑ons"}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|Nusii", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Nusii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Nusii** ($29/mo) ... Lowest cost, easy to set up, flat pricing."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|MarketDojo", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "MarketDojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MarketDojo** (on‑demand) | Reverse auctions, advanced analytics, and a polished user experience."}, {"id": "mai-20260917-1752-baseline-2|c217-s2|zai-small|Breeze Docs", "prompt": "c217-s2", "model": "zai-small", "cat": "strategic-sourcing", "variant": "paraphrase", "raw": "Breeze Docs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very small teams (1–3 people) that want a **freemium entry** and can scale up"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|100Hires", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. 100Hires (Best Value & Simplicity) ... Extremely low barrier to entry (approx. $49/mo billed annually)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Gem", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Gem (Best Sourcing-Centric Workflow)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Manatal", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Manatal (Best AI-Driven Hiring Platform)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Pin", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Pin (Best for Solo Recruiters)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|SeekOut", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hiring Developers/Tech? Prioritize SeekOut."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|LinkedIn Recruiter", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most tools (like LinkedIn Recruiter or Gem) charge monthly per person. This gets expensive quickly"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Google X-Ray", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Google X-Ray", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Broad Sourcing (e.g., Google X-Ray, Apollo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Apollo", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Apollo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broad Sourcing (e.g., Google X-Ray, Apollo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|alibaba-small|Loxo", "prompt": "c217-s3", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Proactive Sourcing (e.g., Gem, Loxo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Gem", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gem, Manatal, and Humanly are among the best choices for most teams."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Manatal", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small businesses and agencies with limited budgets could benefit from the accessibility of Manatal, Juicebox, or Loxo."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Humanly", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gem, Manatal, and Humanly are among the best choices for most teams."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Pin", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For solo recruiters or small teams, Pin is a solid choice. It's easy to use, fast, and effective"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Juicebox", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "could benefit from the accessibility of Manatal, Juicebox, or Loxo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Loxo", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "could benefit from the accessibility of Manatal, Juicebox, or Loxo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|anthropic-small|Noon", "prompt": "c217-s3", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Noon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Noon is the strongest option for small teams that need to hire competitively, because one unlimited plan covers autonomous sourcing, outreach, and scheduling with no per-seat math."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|Pin", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pin** | Small teams wanting the best price/features mix | Strong database depth and workflow automation at low cost"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|Manatal", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very low entry price, with ATS plus AI recommendations, but **less sourcing depth**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|Loxo", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best all-in-one workflow:** **Loxo**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|HireEZ", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "HireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AI-powered broad search:** **HireEZ** or **Juicebox**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|Fetcher", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for hands-off sourcing support:** **Fetcher**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|Juicebox", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes **AI search and automation**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|challenger-small|LinkedIn Recruiter Lite", "prompt": "c217-s3", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "it relies more on manual workflows and is less automated than newer AI tools"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|Juicebox (PeopleGPT)", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Juicebox (PeopleGPT) – *best budget AI search*"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|LinkedIn Recruiter Lite / Recruiter", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite / Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unmatched reach and brand recognition, but pricey at scale and InMail response rates have declined."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|Wellfound", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Wellfound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "startup-specific marketplace ... but it's startup-only"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|Loxo", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best all-in-one for solo recruiters"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|Gem", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "outbound sourcing + outreach powerhouse"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|SeekOut", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best-in-class filters and analytics, but more enterprise-priced"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|deepseek-small|Manatal", "prompt": "c217-s3", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "It's an ATS, *not* a sourcing engine—if the core job is finding passive candidates, this falls short."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|LinkedIn Recruiter Lite", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Direct access to the absolute largest professional database."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|Fetcher", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams with zero time to search (\"sourcing on autopilot\")."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|Gem", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams focusing on cold outreach and multi-stage email nurturing."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|Juicebox (PeopleGPT)", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is the most intuitive search tool for non-technical sourcers or hiring managers."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|hireEZ", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Technical hiring (Software Engineers, IT, Niche roles)."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|google-small|Manatal", "prompt": "c217-s3", "model": "google-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is one of the most budget-conscious, comprehensive tools on the market"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Gem", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top sourcing tools for a small team are:\n\n1. Gem"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Manatal", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Manatal"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Humanly", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Humanly"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Loxo", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Loxo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Leonar", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Leonar"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Juicebox", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Juicebox"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Text Blaze", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Text Blaze", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Text Blaze"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Lusha", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Lusha"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|ContactOut", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. ContactOut"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Data Miner", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Data Miner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Data Miner"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|meta-small|Fetcher", "prompt": "c217-s3", "model": "meta-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Fetcher"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Pin", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Pin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Pin** | Budget AI sourcing | $99/mo (Solo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Manatal", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Manatal** | Small teams on tight budget | $15/user/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|MindHunt AI", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "MindHunt AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**MindHunt AI** | AI sourcing + outreach | $49/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|LinkedIn Recruiter", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Direct LinkedIn access, but pricey for small teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Gem", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Gem** | Sourcing CRM + sequences | ~$100+/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|100Hires", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gem and 100Hires include email sequences"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|AuraVMS", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "AuraVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**AuraVMS** | Fastest implementation | $5/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|oboloo", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "oboloo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**oboloo** | Budget-conscious modular"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Precoro", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Precoro** | Small business procurement | ~$29/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Procurify", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Procurify** | Growing teams | ~$40/mo"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|ControlHub", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ControlHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**ControlHub** | Operational purchasing | Varies"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|Coupa", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Larger suites (Coupa, SAP Ariba) need more admin"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|minimax-small|SAP Ariba", "prompt": "c217-s3", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Larger suites (Coupa, SAP Ariba) need more admin"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Gem", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as a best choice for most teams, Gem combines outbound search across professional networks with automated outreach and CRM features."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Manatal", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top pick, Manatal offers AI-powered candidate recommendations"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Humanly", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Humanly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gem, Manatal, and Humanly are top choices for most teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Loxo", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for solo recruiters and small teams, Loxo is an all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Juicebox (PeopleGPT)", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers natural language search and automated candidate sourcing at a budget-friendly price"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|ContactOut", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "recommended for their accuracy, usability, and recruiter-specific features"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|HireEz", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "HireEz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Both are recommended for their accuracy, usability, and recruiter-specific features."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Zoho Recruit", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Zoho Recruit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tailored for SMEs, Zoho Recruit offers an affordable and customizable recruitment solution"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|SeekOut", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some tools (like SeekOut, Findem) have their own large candidate databases"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|Findem", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Findem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some tools (like SeekOut, Findem) have their own large candidate databases"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|mistral-small|LinkedIn Recruiter", "prompt": "c217-s3", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Enterprise tools (e.g., LinkedIn Recruiter Corporate) are much more expensive and often overkill for small teams."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|moonshot-small|Loxo", "prompt": "c217-s3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Loxo** – Best All-in-One for Small Teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|moonshot-small|Manatal", "prompt": "c217-s3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Manatal** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|moonshot-small|ContactOut", "prompt": "c217-s3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need contact data accuracy?** Go with **ContactOut**"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|moonshot-small|Juicebox", "prompt": "c217-s3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Juicebox** – Best AI-Native Sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|moonshot-small|Fetcher", "prompt": "c217-s3", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fetcher** – Best for Human-Assisted Automation"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|LinkedIn Recruiter Lite / Recruiter", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Recruiter Lite / Recruiter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want access to LinkedIn's professional network and direct messaging."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|SeekOut", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for technical, diversity, and hard-to-find talent."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|Gem", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for outbound sourcing and candidate nurturing."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|hireEZ", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want AI sourcing across many external platforms"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|Juicebox (PeopleGPT)", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox (PeopleGPT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for small teams that want natural-language search and transparent self-serve pricing."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|Fetcher", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Fetcher", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want curated candidate batches with less manual searching."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|Manatal", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Best budget-friendly option for small teams wanting AI sourcing plus CRM features."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|openai-small|Greenhouse", "prompt": "c217-s3", "model": "openai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Greenhouse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want sourcing inside your existing hiring system."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|Manatal", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Manatal** ($15/user/mo, 14-day free trial) ... **Best for**: Budget-conscious small teams needing an all-in-one ATS + light sourcing."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|Juicebox", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Solo or lean teams focused on quick, intuitive outbound sourcing without high costs."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|Loxo", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pro: All-in-one power; Con: Higher cost, negotiated tiers"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|ContactOut", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "ContactOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Small teams needing reliable contact data"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|100Hires", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "100Hires", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: SMBs/startups seeking simple AI-first hiring without complexity."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|Gem", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "may need upgrades (e.g., to Gem/SeekOut) for growth"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|SeekOut", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "may need upgrades (e.g., to Gem/SeekOut) for growth"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|xai-small|LinkedIn Sales Navigator Lite", "prompt": "c217-s3", "model": "xai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "LinkedIn Sales Navigator Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "combine with free LinkedIn Sales Navigator Lite (~$99/mo) for hybrid use"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Gem", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Gem", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gem** or **Loxo** are your best bets for an all‑in‑one solution."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|SeekOut", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "SeekOut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SeekOut** offers the deepest search and data quality."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Loxo", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Loxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Gem** or **Loxo** are your best bets for an all‑in‑one solution."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Juicebox", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Juicebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Juicebox** is a standout, especially with its free tier."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Manatal", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Manatal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Manatal** is hard to beat for a small budget."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|MindHunt AI", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "MindHunt AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MindHunt AI** or **Lusha** (paired with a sourcing tool) will cover you."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Leonar", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Leonar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus: Multi‑source search (its own database + your CRM)."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Lusha", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Lusha", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Chrome extension for verified emails and phone numbers"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Apollo.io", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "List building, enrichment, and outbound sequences"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Snov.io", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Snov.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Email finding and drip campaigns at a lower price point."}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|Clay", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "Clay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "more for ops‑heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c217-s3|zai-small|hireEZ", "prompt": "c217-s3", "model": "zai-small", "cat": "strategic-sourcing", "variant": "comparative", "raw": "hireEZ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Higher‑end platforms** (Leonar AI, hireEZ): $150‑$300+/month"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|alibaba-small|Spendwise", "prompt": "c217-s4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder Value: Spendwise ... If you need **immediate structure** and lowest cost: Go with **Spendwise**."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|alibaba-small|Tradogram", "prompt": "c217-s4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Quick Deployment: Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|alibaba-small|SourceRFX", "prompt": "c217-s4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your main headache is **comparing vendor bids** (RFPs): Go with **SourceRFX**."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|alibaba-small|Zoho Creator", "prompt": "c217-s4", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The DIY Route: Zoho Creator"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|anthropic-small|Tradogram", "prompt": "c217-s4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** is particularly well-suited for small companies."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|anthropic-small|SourceRFX", "prompt": "c217-s4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SourceRFX** is another excellent budget option."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|anthropic-small|Precoro", "prompt": "c217-s4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Precoro** offers good value for smaller organizations."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|anthropic-small|Procurify", "prompt": "c217-s4", "model": "anthropic-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Procurify** is designed specifically for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|challenger-small|Tradogram", "prompt": "c217-s4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram is the strongest strategic sourcing pick ... best overall fit for SMB sourcing and tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|challenger-small|ProcurementExpress.com", "prompt": "c217-s4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another good fit to consider because it is aimed at small teams needing request approval, budget tracking"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|challenger-small|Zapro", "prompt": "c217-s4", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zapro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a strong SMB value option, but the result set is about broader procurement rather than strictly strategic sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|deepseek-small|Tradogram", "prompt": "c217-s4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram is the best balance of real strategic sourcing features, transparent pricing, and a free entry point."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|deepseek-small|Precoro", "prompt": "c217-s4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** offers the most complete procurement package"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|deepseek-small|Ramp", "prompt": "c217-s4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A great low-cost option if your budget is very tight."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|deepseek-small|Procurify", "prompt": "c217-s4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Finance-heavy teams that prioritize spend management"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|deepseek-small|AuraVMS", "prompt": "c217-s4", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "lighter tools like AuraVMS start around $5–15/user/month, though they don't offer the full procurement suite"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|SAP Ariba", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "massive enterprise suites (like SAP Ariba, Coupa, or GEP) that cost tens of thousands of dollars a year and require months of implementation"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Coupa", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive enterprise suites (like SAP Ariba, Coupa, or GEP) that cost tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|GEP", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "massive enterprise suites (like SAP Ariba, Coupa, or GEP) that cost tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|AuraVMS", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "AuraVMS is the most budget-friendly tool on the market"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Tradogram", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tradogram is the gold standard for mid-market and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Precoro", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "significantly cheaper than competitors like Precoro (which starts at $499/month)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Market Dojo", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Market Dojo is the top choice"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Procuman (Community Edition)", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procuman (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A free, open-source e-procurement suite hosted on GitHub"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Softr", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Build a portal using **Softr + Airtable**"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|Airtable", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "use **Softr's AI app builder** to quickly spin up a secure, custom supplier portal"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|google-small|SpendMap", "prompt": "c217-s4", "model": "google-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SpendMap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Offers a completely free desktop/on-premise version of their purchase order software"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|meta-small|Tradogram", "prompt": "c217-s4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best strategic sourcing software for a small company with a tight budget is Tradogram, Zapro, Procol, or ProcurePort."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|meta-small|Zapro", "prompt": "c217-s4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zapro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Tradogram, Zapro, Procol, or ProcurePort"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|meta-small|Procol", "prompt": "c217-s4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is Tradogram, Zapro, Procol, or ProcurePort"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|meta-small|ProcurePort", "prompt": "c217-s4", "model": "meta-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "is Tradogram, Zapro, Procol, or ProcurePort"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|minimax-small|oboloo", "prompt": "c217-s4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**oboloo** - If you need truly free software with core sourcing features"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|minimax-small|Tradogram", "prompt": "c217-s4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tradogram** - If you can afford $99-225/month and want more robust features with good scalability"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|minimax-small|Vendorful", "prompt": "c217-s4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good for**: Small teams needing basic sourcing functionality"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|minimax-small|BuyingStation", "prompt": "c217-s4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "BuyingStation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consider if**: You need more advanced features and can justify higher cost"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|minimax-small|Precoro", "prompt": "c217-s4", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Best for**: Companies that can invest a bit more for comprehensive features"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|mistral-small|Tradogram", "prompt": "c217-s4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A cloud-based e-sourcing and procurement platform specifically designed for small and mid-sized organizations."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|mistral-small|Zapro", "prompt": "c217-s4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "considered the best value for both small and medium-sized businesses (SMB) and enterprises"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|mistral-small|Procol", "prompt": "c217-s4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "designed for small and mid-sized businesses looking for affordable procurement solutions"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|mistral-small|ProcurePort", "prompt": "c217-s4", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a cost-effective option for small to mid-sized businesses needing e-sourcing tools"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|moonshot-small|oboloo", "prompt": "c217-s4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **truly tight budget**, start with **oboloo** or **Tradogram's free tier**."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|moonshot-small|Tradogram", "prompt": "c217-s4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **oboloo** or **Tradogram's free tier**. Both let you begin at $0"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|moonshot-small|ProcurePort", "prompt": "c217-s4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProcurePort** \\u2014 Affordable E-Sourcing"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|moonshot-small|Precoro", "prompt": "c217-s4", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher price point may stretch \"tight budget\" constraints"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|SAP Ariba", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not** looking at heavyweight enterprise sourcing suites like SAP Ariba or Ivalua unless you already know you need very advanced sourcing and can justify the cost"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Ivalua", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not** looking at heavyweight enterprise sourcing suites like SAP Ariba or Ivalua unless you already know you need very advanced sourcing and can justify the cost"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Procurify", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best practical pick for a small, budget-conscious company:** **Procurify**."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Precoro", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a strong SMB fit for simple procurement workflows and controls"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Responsive", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Responsive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights options like **Procurify**, **Precoro**, **Responsive**, **Procol**, and **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Procol", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procol", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlights options like **Procurify**, **Precoro**, **Responsive**, **Procol**, and **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|openai-small|Sourcing Force", "prompt": "c217-s4", "model": "openai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Sourcing Force", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "worth checking if your focus is lighter-weight sourcing/purchasing and you want to compare pricing carefully"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|Tradogram", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram stands out as the best strategic sourcing software for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|Precoro", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "beats pricier alternatives like Precoro ($499+/month, strong for procure-to-pay but less sourcing-focused)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|Procurify", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Procurify (custom quotes, often $1,000+/month)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|SourceRFX", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable alternative (~$19/user/month per SourceForge), automates sourcing/procurement for small/medium firms"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|oboloo", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free-forever plan with no user limits for sourcing, supplier/contract management"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|Zoho Books", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Accounting tools like **Zoho Books** (~$25+/month) ... for basic POs/supplier tracking if full sourcing isn't needed yet."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|Xero", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or **Xero** for basic POs/supplier tracking if full sourcing isn't needed yet"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|xai-small|SAP Ariba", "prompt": "c217-s4", "model": "xai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise tools like SAP Ariba are overkill/too costly here."}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Tradogram", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall dedicated strategic sourcing platform for small teams:** **Tradogram** ($99/month, free tier available)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|ProcureDesk", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for finance-led AP focus:** **ProcureDesk** ($598/month for 10 users)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Procurify", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for spend management with cards:** **Procurify** (custom quotes)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Precoro", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need RFx and supplier management → **Tradogram** or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Ramp", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one procurement + cards + AP:** **Ramp** (~$15/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Spendwise", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Minimal sourcing features (no RFx, limited supplier tools)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|ControlHub", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ControlHub", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sourcing depth is limited; more of a spend management tool than a full sourcing platform"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|ProcurementExpress.com", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited sourcing features (no RFx, basic PO functionality)"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Pipefy", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you want customizable workflows → **Pipefy**"}, {"id": "mai-20260917-1752-baseline-2|c217-s4|zai-small|Order.co", "prompt": "c217-s4", "model": "zai-small", "cat": "strategic-sourcing", "variant": "budget", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Custom quotes (no public pricing) - Sourcing depth is lighter than dedicated tools"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|SAP Coupa", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "too small for heavy enterprise suites like SAP Coupa or Ariba... Stay away from the \"Big Box\" enterprise providers"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|Ariba", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "too small for heavy enterprise suites like SAP Coupa or Ariba"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|DigiChain", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "DigiChain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for **\"Agile\"** or **\"Modern\"** procurement platforms (e.g., things like *DigiChain*, *Zyler*, *Jagger*, or *Scanbase*)"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|Zyler", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zyler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "e.g., things like *DigiChain*, *Zyler*, *Jagger*, or *Scanbase*"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|Jagger", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jagger", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "e.g., things like *DigiChain*, *Zyler*, *Jagger*, or *Scanbase*"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|alibaba-small|Scanbase", "prompt": "c217-s5", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Scanbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "e.g., things like *DigiChain*, *Zyler*, *Jagger*, or *Scanbase*"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|SAP Ariba", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "at your size, you are not SAP Ariba or Oracle's target customer.**"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|Oracle", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "at your size, you are not SAP Ariba or Oracle's target customer.**"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|Tradogram", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "typically run **~$225–$500/month** (e.g., Tradogram, Precoro, Procurify, AuraVMS/Anvyl/MESH)"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|Precoro", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at the \"small business / P2P-led\" tier (Procurify, Precoro), not mid-market suites."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|Procurify", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at the \"small business / P2P-led\" tier (Procurify, Precoro), not mid-market suites."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|AuraVMS", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "AuraVMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(e.g., Tradogram, Precoro, Procurify, AuraVMS/Anvyl/MESH)"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|Anvyl", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Anvyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(e.g., Tradogram, Precoro, Procurify, AuraVMS/Anvyl/MESH)"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|deepseek-small|MESH", "prompt": "c217-s5", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "MESH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(e.g., Tradogram, Precoro, Procurify, AuraVMS/Anvyl/MESH)"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|AuraVMS", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AuraVMS: A very lightweight tool built specifically for small procurement teams to send RFQs, compare bids side-by-side, and convert them to POs."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Quotable AI", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Quotable AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quotable AI: A highly automated RFQ and procurement tool with AI capabilities to parse vendor invoices and quotes."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Precoro", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Precoro: An incredibly user-friendly procure-to-pay platform designed for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Tradogram", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tradogram: A lightweight procurement tool with a built-in RFQ module"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Loopio", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Loopio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Loopio or Responsive (formerly RFP360): These are industry-leading platforms built specifically for responding to RFPs"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Responsive (formerly RFP360)", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Responsive (formerly RFP360)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "industry-leading platforms built specifically for responding to RFPs and organizing proposal databases"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|SAP Ariba", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Stay away from SAP Ariba, Coupa, Ivalua, or JAGGAER."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Coupa", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Stay away from SAP Ariba, Coupa, Ivalua, or JAGGAER."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|Ivalua", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Stay away from SAP Ariba, Coupa, Ivalua, or JAGGAER."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|google-small|JAGGAER", "prompt": "c217-s5", "model": "google-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Stay away from SAP Ariba, Coupa, Ivalua, or JAGGAER."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|meta-small|Zycus", "prompt": "c217-s5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top strategic sourcing software platforms include:\n\n1. Zycus"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|meta-small|Kodiak Hub", "prompt": "c217-s5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|meta-small|Responsive", "prompt": "c217-s5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Responsive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Responsive"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|meta-small|Suplari", "prompt": "c217-s5", "model": "meta-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Suplari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Suplari"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|minimax-small|Tradogram", "prompt": "c217-s5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** – Cloud-based, affordable, good for moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|minimax-small|Procol", "prompt": "c217-s5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Procol** – Procurement automation + spend analytics, good SMB fit"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|minimax-small|ProcurePort", "prompt": "c217-s5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "ProcurePort", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProcurePort** – Reverse auctions and e-sourcing, cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|minimax-small|SourceRFX", "prompt": "c217-s5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SourceRFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SourceRFX** – Strong for mid-market, lower cost than enterprise tools"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|minimax-small|SAP Ariba", "prompt": "c217-s5", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy platforms like SAP Ariba unless you have complex global needs"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Coupa", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Jaggaer", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Ivalua", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Zoho Procurement", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Zoho Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Procurify", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|mistral-small|Precoro", "prompt": "c217-s5", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider tools like Coupa, Jaggaer, Ivalua, Zoho Procurement, Procurify, or Precoro."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|moonshot-small|SAP Ariba", "prompt": "c217-s5", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms (like SAP Ariba) may be too complex and expensive for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|SAP Ariba", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-heavy tools like SAP Ariba that might overwhelm your team"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|Tradogram", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tradogram** | Yes—SMB sourcing | Easy UI, strong RFx; 4.5+ ratings."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|Precoro", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Precoro** | Mid-market P2P-to-sourcing | Quick setup, approvals; integrates well."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|Kodiak Hub", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kodiak Hub** | AI-driven supplier mgmt | Deep SIM, analytics; good for growth."}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|Scanmarket", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Scanmarket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others (e.g., Scanmarket, Responsive) | Evaluate if RFx-heavy"}, {"id": "mai-20260917-1752-baseline-2|c217-s5|xai-small|Responsive", "prompt": "c217-s5", "model": "xai-small", "cat": "strategic-sourcing", "variant": "scale", "raw": "Responsive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others (e.g., Scanmarket, Responsive) | Evaluate if RFx-heavy"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|SAP Ariba", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**What to Avoid:** Heavy ERP systems (like SAP Ariba, Oracle NetSuite, or Coupa) when you are still doing manual spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Oracle NetSuite", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**What to Avoid:** Heavy ERP systems (like SAP Ariba, Oracle NetSuite, or Coupa) when you are still doing manual spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Coupa", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**What to Avoid:** Heavy ERP systems (like SAP Ariba, Oracle NetSuite, or Coupa) when you are still doing manual spreadsheets."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Wise", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick to established platforms like Wise or Payoneer."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Payoneer", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick to established platforms like Wise or Payoneer."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Fiverr", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**What to Avoid:** Using basic job boards (or Fiverr/Upwork) without strict Escrow/NDA integrations for sensitive sourcing projects."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Upwork", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**What to Avoid:** Using basic job boards (or Fiverr/Upwork) without strict Escrow/NDA integrations for sensitive sourcing projects."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|ZoomEye", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ZoomEye", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**What to Avoid:** Generic lead generation tools (ZoomEye, Hunter.io - used aggressively, or raw web scrapers) without verification layers."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|alibaba-small|Hunter.io", "prompt": "c217-s6", "model": "alibaba-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Hunter.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**What to Avoid:** Generic lead generation tools (ZoomEye, Hunter.io - used aggressively, or raw web scrapers) without verification layers."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|SAP Ariba", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Sources repeatedly flag **SAP Ariba**, **Workday P2P/T&E**, and similar heavy platforms as a poor fit for lean SMBs"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|Workday P2P/T&E", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday P2P/T&E", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Workday P2P and T&E**, which one procurement discussion explicitly recommends avoiding."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|Coupa", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a small business should avoid or carefully evaluate: **Enterprise suites** like **Coupa** and **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|PitchBook", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "PitchBook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Over-tooled deal-sourcing platforms** such as **PitchBook, SourceScrub, ZoomInfo, and Capital IQ** for smaller acquirer profiles"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|SourceScrub", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SourceScrub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "such as **PitchBook, SourceScrub, ZoomInfo, and Capital IQ** ... described as \"over-tooled\" for smaller budgets"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|ZoomInfo", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ZoomInfo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "described as \"over-tooled\" for smaller budgets and targets"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|Capital IQ", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Capital IQ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**PitchBook, SourceScrub, ZoomInfo, and Capital IQ** for smaller acquirer profiles"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|Apollo", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Apollo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Redundant tool combinations** like **Apollo + ZoomInfo** when they overlap heavily; one source recommends choosing one"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|challenger-small|LinkedIn Recruiter", "prompt": "c217-s6", "model": "challenger-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Heavy recruiting sourcing stacks** such as **LinkedIn Recruiter, AI sourcing tools, and recruiting CRMs** if the small business only needs a few hires a month"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Coupa", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Coupa** and **SAP Ariba** are the two biggest offenders here. - **Why to avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|SAP Ariba", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "They are overengineered, overpriced, and too complex to implement for most SMBs."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|LinkedIn Recruiter Corporate", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Runs **$10,800–$15,000 per seat** with a minimum of three seats... only justified if you have a full-time recruiting team."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Fetcher", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Fetcher", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise AI sourcing tools** (Fetcher, Loxo, Gem, etc.) — ... most are priced for teams whose full-time job is recruiting"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Loxo", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Loxo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise AI sourcing tools** (Fetcher, Loxo, Gem, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Gem", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Gem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise AI sourcing tools** (Fetcher, Loxo, Gem, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Tradogram", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Procurement/RFQ | **Tradogram**, **ProcurementExpress** (~$400/mo), **Spendwise** (QuickBooks integration), **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|ProcurementExpress", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ProcurementExpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Procurement/RFQ | **Tradogram**, **ProcurementExpress** (~$400/mo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Spendwise", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Spendwise** (QuickBooks integration)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Precoro", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Procurify", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Lightweight source-to-pay | **Procurify**, **Spendflo** — budget-friendly, simpler to implement"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Spendflo", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Procurify**, **Spendflo** — budget-friendly, simpler to implement"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|BreezyHR", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "BreezyHR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**BreezyHR** or **Recruiterflow** at $50–250/month"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|Recruiterflow", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Recruiterflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**BreezyHR** or **Recruiterflow** at $50–250/month"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|POCsheet", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "POCsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Tools like **POCsheet** or **DocuSign** for e-signatures"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|deepseek-small|DocuSign", "prompt": "c217-s6", "model": "deepseek-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "DocuSign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Tools like **POCsheet** or **DocuSign** for e-signatures"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|SAP Ariba", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Enterprise Procurement Suites (e.g., SAP Ariba, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Coupa", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Enterprise Procurement Suites (e.g., SAP Ariba, Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Procurify", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for lightweight, SMB-focused procurement or spend management tools like *Procurify*, *Tradogram*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Tradogram", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB-focused procurement or spend management tools like *Procurify*, *Tradogram*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Ramp", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern spend-control platforms like *Ramp*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Alibaba", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms like Alibaba, DHgate... are also rife with unverified brokers, counterfeiters, and low-quality manufacturers"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|DHgate", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "DHgate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Platforms like Alibaba, DHgate... rife with unverified brokers, counterfeiters"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Workday Recruiting", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday Recruiting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid: Heavy Enterprise Applicant Tracking Systems (ATS) and CRMs (e.g., Workday Recruiting, Oracle Taleo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Oracle Taleo", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Oracle Taleo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: ... (e.g., Workday Recruiting, Oracle Taleo)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Breezy HR", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Breezy HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Opt for user-friendly, pay-as-you-go ATS options ... such as *Breezy HR*, *Homerun*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Homerun", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Homerun", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "such as *Breezy HR*, *Homerun*, or the lower-tier plans of *Workable*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Workable", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "or the lower-tier plans of *Workable*"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|Indeed", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "standard job boards (like Indeed, LinkedIn, or ZipRecruiter)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|LinkedIn", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "standard job boards (like Indeed, LinkedIn, or ZipRecruiter)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|google-small|ZipRecruiter", "prompt": "c217-s6", "model": "google-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "ZipRecruiter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "standard job boards (like Indeed, LinkedIn, or ZipRecruiter)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|meta-small|Underdog.io", "prompt": "c217-s6", "model": "meta-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Underdog.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some talent sourcing tools like Underdog.io may not be ideal for startups or small businesses due to their pay-per-hire model"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|Workday", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid**: Workday, SAP SuccessFactors, and similar enterprise-level Applicant Tracking Systems"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|SAP SuccessFactors", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: Workday, SAP SuccessFactors, and similar enterprise-level Applicant Tracking Systems"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|LinkedIn Recruiter", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid**: LinkedIn Recruiter (starts at $8,999+/year)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|LinkedIn Basic or Premium", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Basic or Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Better alternative**: LinkedIn Basic or Premium for small-scale hiring needs"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|Alibaba", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be cautious of**: Alibaba, Global Sources, etc. without proper due diligence"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|Global Sources", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Be cautious of**: Alibaba, Global Sources, etc. without proper due diligence"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|minimax-small|Indeed", "prompt": "c217-s6", "model": "minimax-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Indeed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "One or two job boards (Indeed, LinkedIn)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|LinkedIn Recruiter Corporate", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter Corporate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like LinkedIn Recruiter Corporate ($10,800–$15,000 per seat annually) and hireEZ ... these are overkill and can drain resources"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|hireEZ", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "hireEZ", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "designed for large teams with big budgets. For most small businesses, these are overkill and can drain resources without providing proportional value."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|Ariba", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "tools like Ariba and Coupa are often cited as expensive, cumbersome, and not suitable for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|Coupa", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools like Ariba and Coupa are often cited as expensive, cumbersome, and not suitable for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|Procurify", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Alternatives like Procurify or Spendflo are recommended for their simplicity and budget-friendliness."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|mistral-small|Spendflo", "prompt": "c217-s6", "model": "mistral-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Spendflo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Alternatives like Procurify or Spendflo are recommended for their simplicity and budget-friendliness."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|SAP Ariba", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Procurement Suites (SAP Ariba, Coupa, etc.)** **Avoid** — These are built for massive organizations"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|Coupa", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Procurement Suites (SAP Ariba, Coupa, etc.)** **Avoid**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|Alibaba", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Alibaba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unverified B2B Marketplace Suppliers (Alibaba, Made-in-China, etc.)** **Use with extreme caution**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|Made-in-China", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Made-in-China", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Unverified B2B Marketplace Suppliers (Alibaba, Made-in-China, etc.)** **Use with extreme caution**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|CJdropshipping", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "CJdropshipping", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Verified wholesale platforms:** CJdropshipping, Syncee, Spocket, SupplyMe (still verify individually)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|Syncee", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Syncee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Verified wholesale platforms:** CJdropshipping, Syncee, Spocket, SupplyMe"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|Spocket", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Spocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Verified wholesale platforms:** CJdropshipping, Syncee, Spocket, SupplyMe"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|moonshot-small|SupplyMe", "prompt": "c217-s6", "model": "moonshot-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SupplyMe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Verified wholesale platforms:** CJdropshipping, Syncee, Spocket, SupplyMe (still verify individually)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Alibaba.com", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Alibaba.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms/Tools to **Avoid or Be Highly Cautious With**:\n1. **Alibaba.com (especially for beginners)**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|DHgate", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "DHgate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High counterfeit rates (flagged on US \"Notorious Markets\" list), unreliable dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|AliExpress", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "AliExpress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Lacks B2B rigor; communication barriers and returns eat margins."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Global Sources", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Global Sources", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed reviews; avoid unless attending their verified trade shows."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|1688.com", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "1688.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Inaccessible without help; leads to misunderstandings."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Made-in-China.com", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Made-in-China.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Other Risky Ones (Made-in-China.com, Temu for bulk)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Temu", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Temu", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Temu/Shein: De minimis loophole ending (2024+ tariffs), data/IP risks."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Shein", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Shein", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Temu/Shein: De minimis loophole ending (2024+ tariffs), data/IP risks."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|SAP Ariba", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Enterprise procurement software** (e.g., SAP Ariba): Overkill/expensive (1.3/5 Trustpilot); bad UX for small teams."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|SaleHoo", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SaleHoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Safer Recommendations for Small Businesses:\n- **Vetted directories**: SaleHoo (8k+ pre-checked suppliers, no commission)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Wholesale Central", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Wholesale Central", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Wholesale Central (free discovery)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Faire", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Faire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Retail-focused**: Faire (net-60 terms, returns for boutiques)."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Wonnda", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Wonnda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Manufacturing**: Wonnda, Thomasnet, or Global Sources trade fairs"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|Thomasnet", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "Thomasnet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Manufacturing**: Wonnda, Thomasnet, or Global Sources trade fairs (in-person vetting)."}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|JingSourcing", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "JingSourcing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "use sourcing agents (e.g., JingSourcing)"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|xai-small|AsiaInspection", "prompt": "c217-s6", "model": "xai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "AsiaInspection", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "third-party audits via AsiaInspection"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|zai-small|LinkedIn Recruiter", "prompt": "c217-s6", "model": "zai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "LinkedIn Recruiter", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Popular AI tools like **LinkedIn Recruiter, HireEZ, SeekOut, and others** can be powerful, but many small businesses report: - **High effort, low return**"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|zai-small|HireEZ", "prompt": "c217-s6", "model": "zai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "HireEZ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Popular AI tools like **LinkedIn Recruiter, HireEZ, SeekOut, and others** can be powerful, but many small businesses report"}, {"id": "mai-20260917-1752-baseline-2|c217-s6|zai-small|SeekOut", "prompt": "c217-s6", "model": "zai-small", "cat": "strategic-sourcing", "variant": "negative", "raw": "SeekOut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Popular AI tools like **LinkedIn Recruiter, HireEZ, SeekOut, and others** can be powerful, but many small businesses report"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|alibaba-small|SAP Ariba Network", "prompt": "c218-l1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba Network", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the gold standard for end-to-end procurement."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|alibaba-small|Coupa Business Spend Management", "prompt": "c218-l1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the easiest user experience: Go with Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|alibaba-small|GEP SMART", "prompt": "c218-l1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced risk monitoring/AI: Go with GEP SMART or Agilysis."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|alibaba-small|Oracle Procurement Cloud", "prompt": "c218-l1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises already invested in the Oracle ecosystem (NetSuite, Fusion)."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|alibaba-small|Agilysis", "prompt": "c218-l1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Agilysis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fastest implementation time; best-in-class supplier risk profiling."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|anthropic-small|SAP Ariba", "prompt": "c218-l1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba** stands out for enterprises wanting supplier management tightly connected to broader procurement and spend processes"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|anthropic-small|Coupa", "prompt": "c218-l1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "especially strong in spend visibility and procurement automation, although users frequently mention a steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|anthropic-small|JAGGAER", "prompt": "c218-l1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has evolved into a supplier management platform built for demanding operational environments with a strong focus on B2B manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|anthropic-small|Ivalua", "prompt": "c218-l1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ivalua is notoriously difficult to implement, and reviews frequently point out that making changes requires expensive API development"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|SAP Ariba", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|Coupa", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Coupa** if your main goal is spend control and visibility"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|Ivalua", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose **Ivalua** if your workflows are unusually complex"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|JAGGAER", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for **large, multi-country enterprises** that need full source-to-pay coverage"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|GEP Smart", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP Smart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for **AI-driven unified procurement and supply chain management**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|challenger-small|Kodiak Hub", "prompt": "c218-l1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best when the priority is **supplier relationship depth, performance, and quality management**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|deepseek-small|SAP Ariba Supplier Management", "prompt": "c218-l1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Often the default for large global B2B enterprises... Consideration: Complex to implement, best suited to SAP shops."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|deepseek-small|Coupa", "prompt": "c218-l1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often ranked the overall winner in head-to-head comparisons."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|deepseek-small|Ivalua", "prompt": "c218-l1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The most configurable/flexible option."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|deepseek-small|JAGGAER", "prompt": "c218-l1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for complex sourcing and R&D-heavy industries."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|SAP Ariba", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run SAP and want the ultimate global network: Choose SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Coupa", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the absolute best spend analytics and compliance UX: Choose Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Oracle Fusion Cloud Procurement", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Catch: Very limited flexibility and poor integrations if you use non-Oracle software."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Ivalua", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your procurement workflows are highly unique or direct-materials heavy: Choose Ivalua."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Gatekeeper", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: B2B enterprises prioritizing unified contract, compliance, and vendor management."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Ignite Procurement", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Ignite Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Outstanding supplier and spend intelligence."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|google-small|Zip", "prompt": "c218-l1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your ERP works fine, but your \"request-to-onboard\" process is broken: Layer Zip on top of your existing ERP."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|meta-small|Team Procure", "prompt": "c218-l1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Team Procure", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Team Procure - a cloud-based procurement management suite that helps businesses manage purchase requests, purchase orders, approval workflows, RFQs, and supplier management."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|SAP Ariba", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** (Best Overall for Large Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Coupa", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For companies prioritizing user experience and spend management, **Coupa** is strong."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Ivalua", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** excels in regulated environments"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|GEP SMART", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GEP SMART** offers excellent all-around capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Jaggaer", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jaggaer** (Best for Specialized Industries)"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Gatekeeper", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for contract-lifecycle-led vendor management (mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Procurify", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for mid-market procure-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|minimax-small|Mindsprint ProcureSnow", "prompt": "c218-l1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Mindsprint ProcureSnow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise supplier management, fast ERP-agnostic go-live"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|mistral-small|SAP Ariba", "prompt": "c218-l1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises, especially those already using SAP ERP... If you need a robust, integrated solution and already use SAP, choose **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|mistral-small|Coupa", "prompt": "c218-l1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It is often the default choice for companies wanting ROI within 90 days"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|mistral-small|Jaggaer", "prompt": "c218-l1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your focus is on complex sourcing or manufacturing, consider **Jaggaer**."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|moonshot-small|SAP Ariba", "prompt": "c218-l1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SAP Ariba if you're a large enterprise, especially with existing SAP infrastructure, needing maximum supplier network reach"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|moonshot-small|Coupa", "prompt": "c218-l1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Coupa if you want the strongest spend management and supplier risk visibility in one unified platform"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|moonshot-small|Ivalua", "prompt": "c218-l1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ivalua if you need the most configurable solution with the highest user satisfaction rating"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|moonshot-small|JAGGAER", "prompt": "c218-l1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise source-to-pay with modular deployment options"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|moonshot-small|Oracle Procurement Cloud", "prompt": "c218-l1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies already invested in the Oracle ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|SAP Ariba Supplier Management", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **SAP Ariba Supplier Management**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Coupa", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** or **GEP SMART** are prominent source-to-pay suite options"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|GEP SMART", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** or **GEP SMART** are prominent source-to-pay suite options"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Oracle Supplier Management", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Oracle Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Supplier Management** or dedicated supplier-risk tools ... can be better fits"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Resilinc", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Resilinc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "dedicated supplier-risk tools like **Resilinc, Interos, Prewave, or Sphera**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Interos", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Interos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dedicated supplier-risk tools like **Resilinc, Interos, Prewave, or Sphera**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Prewave", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Prewave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "dedicated supplier-risk tools like **Resilinc, Interos, Prewave, or Sphera**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Sphera", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "dedicated supplier-risk tools like **Resilinc, Interos, Prewave, or Sphera**"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|openai-small|Ivalua", "prompt": "c218-l1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ivalua** is often a strong contender in enterprise procurement and supplier-management use cases"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|SAP Ariba", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a huge supplier base or SAP ecosystem:** SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|Coupa", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For integrated spend/finance and ease of use:** Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|GEP SMART", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex, global/custom needs:** Ivalua or GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|Ivalua", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complex, global/custom needs:** Ivalua or GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|Jaggaer", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in supplier performance/risk, collaboration; excels in regulated sectors"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|xai-small|Zycus", "prompt": "c218-l1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-focused innovation, strategy emphasis; good for forward-looking B2B transformation."}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|SAP Ariba Supplier Management", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** and **Coupa** are the most widely adopted choices due to their comprehensive feature sets"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Coupa Supplier Management", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Ariba** and **Coupa** are the most widely adopted choices"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Ivalua", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly configurable workflows for complex supply chains | Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Jaggaer", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Risk‑focused, AI‑driven insights & regulated industry compliance | Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|GEP Smart Supplier Management", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP Smart Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI‑powered end‑to‑end procurement suite | GEP Smart"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Basware", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated platform covering risk, sourcing, and payments | Basware"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Zycus Supplier Management", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Zycus Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AI automation across procurement & supplier management | Zycus"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|Kodiak Hub", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deep supplier development and partnership nurturing | Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-l1|zai-small|ComplianceQuest", "prompt": "c218-l1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "ComplianceQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Salesforce or other CRMs → ComplianceQuest (if applicable)."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|alibaba-small|SAP Ariba Supplier Lifecycle and Performance", "prompt": "c218-l2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba Supplier Lifecycle and Performance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is widely considered the gold standard for enterprise procurement and vendor management."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|alibaba-small|Coupa Business Spend Management", "prompt": "c218-l2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa Business Spend Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize ease of adoption and spend control:** Choose **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|alibaba-small|Ivalua", "prompt": "c218-l2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you operate in a highly regulated sector with complex global contracts:** Evaluate **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|anthropic-small|Coupa", "prompt": "c218-l2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** or **Jaggr** tend to excel because they balance comprehensive functionality with scalability"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|anthropic-small|Jaggr", "prompt": "c218-l2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Jaggr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Coupa** or **Jaggr** tend to excel because they balance comprehensive functionality with scalability"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|anthropic-small|Determine", "prompt": "c218-l2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Determine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Determine** - Good for vendor onboarding, performance management, and risk assessment"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|anthropic-small|Ariba", "prompt": "c218-l2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ariba** - Comprehensive procurement and vendor network platform"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|anthropic-small|Infor", "prompt": "c218-l2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Infor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Infor** - Enterprise-scale vendor management with strong integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|challenger-small|SAP Ariba", "prompt": "c218-l2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SAP Ariba** if you want the safest enterprise choice for vendor onboarding"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|challenger-small|Zip", "prompt": "c218-l2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest alternative is **Zip** for large non-SAP enterprises focused on **intake and cross-functional approvals**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|challenger-small|Coupa", "prompt": "c218-l2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Coupa** if you want a broader spend-management platform ... though the provided results do not position it as clearly"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|SAP Ariba", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Recommendation: **SAP Ariba** (or **Coupa** as the closest best-of-breed alternative)"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|Coupa", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a cleaner best-of-breed experience with strong usability and aren't SAP-bound, **Coupa** is the widely favored choice."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|Ivalua", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your industry is heavily regulated and compliance/risk tracking is paramount, consider **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|GEP SMART", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong enterprise contenders"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|Jaggaer", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jaggaer particularly well regarded for AI-enabled risk management and centralized vendor data"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|HICX", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HICX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specialists like **HICX** or **Kognitos** handling vendor master-data quality and onboarding exceptions"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|deepseek-small|Kognitos", "prompt": "c218-l2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kognitos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "specialists like **HICX** or **Kognitos** handling vendor master-data quality and onboarding exceptions"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|google-small|HICX", "prompt": "c218-l2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HICX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HICX** is a premier choice. It acts as an overarching data governance and experience layer that sits on top of your existing systems."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|google-small|apexanalytix", "prompt": "c218-l2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "apexanalytix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "request a demo from **HICX** or **apexanalytix**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|google-small|Graphite Connect", "prompt": "c218-l2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Graphite Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Graphite Connect** is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|google-small|SAP Ariba (SLP Module)", "prompt": "c218-l2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba (SLP Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ariba SLP offers native integration that automatically syncs Business Partners"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|google-small|Coupa (Supplier Information Management)", "prompt": "c218-l2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa (Supplier Information Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa is highly user-friendly and connects onboarding directly to risk, performance, and contract workflows."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|Kodiak Hub", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide several options, including Kodiak Hub, VendorInfo, SAP Ariba Supplier Lifecycle and Performance"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|VendorInfo", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "VendorInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Kodiak Hub, VendorInfo, SAP Ariba Supplier Lifecycle and Performance"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|SAP Ariba Supplier Lifecycle and Performance", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba Supplier Lifecycle and Performance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Ariba Supplier Lifecycle and Performance, Coupa Vendor Management"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|Coupa Vendor Management", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa Vendor Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coupa Vendor Management, Workday Supplier Lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|Workday Supplier Lifecycle", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Workday Supplier Lifecycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workday Supplier Lifecycle, and Oracle Fusion Cloud Supplier Lifecycle Management"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|meta-small|Oracle Fusion Cloud Supplier Lifecycle Management", "prompt": "c218-l2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Supplier Lifecycle Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "and Oracle Fusion Cloud Supplier Lifecycle Management"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|minimax-small|SAP Ariba", "prompt": "c218-l2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **SAP Ariba** or **Venminder** as the top choices due to their enterprise-grade capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|minimax-small|Venminder", "prompt": "c218-l2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **SAP Ariba** or **Venminder** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|minimax-small|HighRadius", "prompt": "c218-l2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading supplier-onboarding and vendor management solution"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|minimax-small|Coupa", "prompt": "c218-l2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Part of a broad source-to-pay platform"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|minimax-small|Workday", "prompt": "c218-l2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for standardizing supplier onboarding workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|moonshot-small|SAP Ariba", "prompt": "c218-l2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for SAP-Centric Enterprises... Consideration: Longer implementation (6-18 months) and higher cost"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|moonshot-small|GEP SMART", "prompt": "c218-l2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **GEP SMART** first if you're not deeply committed to SAP"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|moonshot-small|Ivalua", "prompt": "c218-l2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Regulated Industries"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|moonshot-small|HICX", "prompt": "c218-l2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HICX** is worth serious consideration despite its configuration complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|moonshot-small|Coupa", "prompt": "c218-l2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Spend Visibility"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|Ivalua", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd put **Ivalua** at the top of the shortlist"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|SAP Ariba", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by **SAP Ariba** and **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|Coupa", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "followed by **SAP Ariba** and **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|ORO Labs", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "ORO Labs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want a very configurable orchestration layer:** **ORO Labs**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|ProcessUnity", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "ProcessUnity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if risk/compliance is central:** **ProcessUnity** or **IBM OpenPages**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|openai-small|IBM OpenPages", "prompt": "c218-l2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if risk/compliance is central:** **ProcessUnity** or **IBM OpenPages**"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|xai-small|SAP Ariba", "prompt": "c218-l2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **SAP Ariba** (specifically its Supplier Lifecycle and Performance module) as the top vendor onboarding and information management platform"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|xai-small|Coupa Supplier Management", "prompt": "c218-l2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa Supplier Management** (Best for non-SAP enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|xai-small|HICX", "prompt": "c218-l2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HICX** (Best for supplier experience & master data purity)"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|xai-small|Gatekeeper", "prompt": "c218-l2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid SMB tools like Gatekeeper or Procurify, as they lack scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|xai-small|Procurify", "prompt": "c218-l2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid SMB tools like Gatekeeper or Procurify, as they lack scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Coupa", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Coupa** (non‑SAP) or **SAP Ariba** (SAP‑native), then evaluate **GEP SMART** or **Ivalua** for alternatives."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|SAP Ariba", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Coupa** (non‑SAP) or **SAP Ariba** (SAP‑native)"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|GEP SMART", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then evaluate **GEP SMART** or **Ivalua** for alternatives"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Ivalua", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then evaluate **GEP SMART** or **Ivalua** for alternatives"}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Jaggaer", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise source‑to‑pay platform with supplier information management, qualification, and segmentation."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Zycus", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI‑powered source‑to‑pay suite for supplier data, onboarding, assessments, and ongoing compliance."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Venminder", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look at **Venminder**, **Centraleyes**, or **Prevalent** for specialized TPRM capabilities."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Centraleyes", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Centraleyes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look at **Venminder**, **Centraleyes**, or **Prevalent** for specialized TPRM capabilities."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Prevalent (Mitrabyte)", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Prevalent (Mitrabyte)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI‑powered TPRM solution for the entire vendor lifecycle."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Gatekeeper", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vendor lifecycle management with centralized information storage, automated workflows, and compliance monitoring."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Workday Supplier Lifecycle", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Workday Supplier Lifecycle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider **SAP Ariba Supplier Lifecycle**, **Coupa Vendor Management**, **Workday Supplier Lifecycle**, or **Oracle Fusion Cloud Supplier Lifecycle**."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|Oracle Fusion Cloud Supplier Lifecycle Management", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Supplier Lifecycle Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "ERP‑native VIM with onboarding, risk, and performance tracking."}, {"id": "mai-20260917-1752-baseline-2|c218-l2|zai-small|VendorInfo", "prompt": "c218-l2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "VendorInfo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Focus on vendor onboarding, verification, and information management with automated bank account verification"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|alibaba-small|Coupa", "prompt": "c218-l3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Companies seeking an ERP-agnostic, integrated spend management suite."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|alibaba-small|SAP Ariba", "prompt": "c218-l3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick SAP Ariba if you run on SAP or plan to; the ROI on integration and network effects is hard to beat."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|alibaba-small|Oracle Fusion Cloud Procurement & Supplier Management", "prompt": "c218-l3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement & Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Oracle if you need deep, real-time synchronization between your suppliers, warehouse operations, and general ledger"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|alibaba-small|Jaggaer", "prompt": "c218-l3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Jaggaer if your business relies heavily on direct materials, strict quality standards"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|alibaba-small|Ivalua", "prompt": "c218-l3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Complex organizations requiring highly customizable procurement workflows."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|SAP Ariba", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba offers a robust platform for managing supplier performance, sourcing, and risk - ideal for enterprises with complex global supply chains."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|Coupa", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is strong for ease of use and faster deployment."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|Ivalua", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its downside is its complexity, longer implementation time, and high, non-transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|GEP SMART", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "make it a strong alternative to older enterprise platforms that require heavy implementation effort"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|Oracle Procurement Cloud", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oracle works best for Oracle ERP-led organizations."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|JAGGAER One", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "JAGGAER One is a broad source-to-pay suite."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|anthropic-small|Kodiak Hub", "prompt": "c218-l3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kodiak Hub's end-to-end SRM platform offers a modular suite of plug-and-play tools"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|SAP Ariba", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strongest for large organizations needing supplier lifecycle, performance, risk, and tight SAP integration."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|Coupa", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better for enterprises that want supplier management inside a broader spend intelligence platform"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|Ivalua", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen when deeper supplier lifecycle management and flexibility matter"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|JAGGAER", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fits organizations that want structured onboarding and strong supplier performance management"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|GEP SMART", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for enterprises wanting supplier information quality and procurement-linked performance tracking."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|Oracle Procurement Cloud", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Oracle-standardized enterprises that want procurement embedded in the cloud ERP stack."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|challenger-small|SAP Fieldglass", "prompt": "c218-l3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Better for managing non-employee vendors/workers rather than classic supplier management."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|SAP Ariba / SAP Business Network", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba / SAP Business Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "SAP Ariba is a clear default for SAP shops; otherwise Coupa or Ivalua are safer bets."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Coupa", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Widely considered the **market leader / overall winner** in head-to-head comparisons."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Ivalua", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The **most configurable and policy-driven** of the majors"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Jaggaer", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "realistic shortlist is **Coupa, SAP Ariba, Ivalua, and Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|GEP SMART", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "plus GEP/Zycus as strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Zycus", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a solid alternative to the big three with good configurability"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Everstream Analytics", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Everstream Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gartner rates Everstream highly in SRM risk."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Resilinc", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Resilinc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The **supplier-graph / sub-tier mapping specialists.**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Avetta", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The **contractor/vendor prequalification network** specialists"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|ProcessUnity", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "ProcessUnity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "evidence-heavy onboarding/assessment workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|EcoVadis", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "EcoVadis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "The **ESG/sustainability** picks, best when CSRD/ESRS Scope 3... drive the purchase."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Sphera (SupplyShift)", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Sphera (SupplyShift)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "The **ESG/sustainability** picks"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|deepseek-small|Prewave", "prompt": "c218-l3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Prewave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sub-tier supply-chain mapping and ESG/geopolitical risk mapping."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|SAP Ariba", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is notoriously complex to implement and customize"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|Coupa", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Coupa if your primary goals are high employee adoption, immediate tail-spend reduction, and network-driven risk alerts."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|Ivalua", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ivalua is highly flexible. It is designed for complex, highly regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|GEP SMART", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GEP is ideal for enterprises that do not want to separate procurement technology from physical supply chain management."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|HICX", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "HICX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HICX acts as the single \"system of record\" that cleans, governs, and syncs supplier profiles across all systems."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|Graphite Connect", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Graphite Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "An agile, network-based supplier onboarding and compliance platform."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|Kodiak Hub", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A modern SRM focused deeply on supplier performance, risk, and sustainable sourcing."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|google-small|Zip", "prompt": "c218-l3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A fast-growing orchestration platform that serves as the \"front door\" for enterprise purchasing."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|minimax-small|SAP Ariba (now SAP Business Network)", "prompt": "c218-l3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba (now SAP Business Network)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** SAP-native enterprises ... **Weaknesses:** Longer implementation time (~18 months); higher total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|minimax-small|Coupa", "prompt": "c218-l3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Large non-SAP enterprises wanting unified spend management"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|minimax-small|Ivalua", "prompt": "c218-l3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Regulated industries (pharma, aerospace, CPG)"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|minimax-small|Oracle Procurement Cloud", "prompt": "c218-l3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Oracle ERP customers"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|minimax-small|Jaggaer", "prompt": "c218-l3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** AI-powered procurement automation"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|mistral-small|Coupa", "prompt": "c218-l3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For broad spend management and quick ROI: **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|mistral-small|SAP Ariba", "prompt": "c218-l3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For SAP ecosystem integration: **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|mistral-small|Jaggaer", "prompt": "c218-l3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For complex/direct procurement: **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|mistral-small|Ivalua", "prompt": "c218-l3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For maximum configurability: **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|mistral-small|Kodiak Hub", "prompt": "c218-l3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For dedicated, AI-powered SRM: **Kodiak Hub**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|SAP Ariba", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: Large enterprises already in the SAP ecosystem; end-to-end supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Coupa", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Coupa** if spend visibility and user adoption are top priorities"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Ivalua", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ivalua** if you have complex, unique processes requiring heavy customization"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|JAGGAER", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Modular procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|GEP SMART", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose GEP SMART** if you want a unified platform without integration headaches"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Zycus", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Zycus** if you want AI-first procurement automation"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|HICX", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose HICX** if supplier experience and master data quality are critical"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Zip", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer \"intake and orchestration\" platform; youngest company to make Gartner Magic Quadrant"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Keelvar", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Keelvar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialized in advanced sourcing optimization and autonomous sourcing"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|EcoVadis", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "EcoVadis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Vertical specialist focused on sustainability and ESG ratings"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|moonshot-small|Avetta", "prompt": "c218-l3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Supply chain risk and compliance management specialist"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|openai-small|SAP Ariba Supplier Management", "prompt": "c218-l3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best supplier management system of record**, look first at **SAP Ariba, Oracle, or JAGGAER**."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|openai-small|Coupa", "prompt": "c218-l3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **modern spend operating layer**, look at **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|openai-small|JAGGAER", "prompt": "c218-l3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look first at **SAP Ariba, Oracle, or JAGGAER**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|openai-small|Oracle Fusion Cloud Procurement / Supplier Management", "prompt": "c218-l3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Procurement / Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look first at **SAP Ariba, Oracle, or JAGGAER**"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|openai-small|Zip", "prompt": "c218-l3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More of an **intake and orchestration platform** than a traditional supplier-master system."}, {"id": "mai-20260917-1752-baseline-2|c218-l3|xai-small|SAP Ariba", "prompt": "c218-l3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose SAP Ariba for scale/integration"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|xai-small|Coupa", "prompt": "c218-l3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa for ease/spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|xai-small|Ivalua", "prompt": "c218-l3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua/Jaggaer for customization/complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|xai-small|Jaggaer", "prompt": "c218-l3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivalua/Jaggaer for customization/complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|SAP Ariba", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Ariba**: Best for organizations already deeply invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Coupa", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa**: Standalone spend management platform with strong API ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Ivalua", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ivalua**: Highly configurable for complex global procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Jaggaer", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Supplier intelligence, source-to-pay with advanced analytics"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|GEP SMART", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ERP-aligned workflows, global procurement governance"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Zycus", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zycus**: Feature-rich with strong automation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Avetta", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vertical specialist (risk/compliance)"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Oracle Procurement Cloud", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ideal for Oracle ERP users seeking tight integration"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|Apexanalytix", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Apexanalytix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-powered fraud detection, data quality management"}, {"id": "mai-20260917-1752-baseline-2|c218-l3|zai-small|SafetyChain", "prompt": "c218-l3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SafetyChain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Regulated Industries** (pharma, healthcare, manufacturing): Avetta, SafetyChain"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|alibaba-small|Noxus.ai", "prompt": "c218-l4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Noxus.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best supplier management software is **Noxus.ai**"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|alibaba-small|SAP Ariba", "prompt": "c218-l4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise suites (like SAP Ariba or Coupa) often suffer from unpredictable costs at scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|alibaba-small|Coupa", "prompt": "c218-l4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional enterprise suites (like SAP Ariba or Coupa) often suffer from unpredictable costs at scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|anthropic-small|SAP Ariba Supplier Management", "prompt": "c218-l4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: SAP Ariba Supplier Management"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|anthropic-small|Ivalua", "prompt": "c218-l4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise suites like SAP Ariba, Ivalua, and GEP SMART are built for organizations with thousands of suppliers"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|anthropic-small|GEP SMART", "prompt": "c218-l4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a unified, cloud-native procurement platform that has invested heavily in AI and machine learning across every module"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|anthropic-small|Coupa", "prompt": "c218-l4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It is built for large enterprises that need visibility across the entire supplier lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|challenger-small|SAP Ariba", "prompt": "c218-l4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is the safest \"default\" recommendation for a very large company"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|challenger-small|GEP", "prompt": "c218-l4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GEP / JAGGAER / Ivalua if you want similar large-enterprise capability with more pricing discipline"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|challenger-small|JAGGAER", "prompt": "c218-l4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for enterprises with complex, multi-country source-to-pay needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|challenger-small|Ivalua", "prompt": "c218-l4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commonly grouped with enterprise source-to-pay suites for large global companies"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|challenger-small|Coupa", "prompt": "c218-l4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for spend control, risk management, and reporting in multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|deepseek-small|GEP SMART", "prompt": "c218-l4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable TCO with thousands of users → GEP SMART (most transparent tiered pricing)"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|deepseek-small|Ivalua", "prompt": "c218-l4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Ivalua** as strong runner-up (module-based, pay for what you deploy)"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|deepseek-small|SAP Ariba", "prompt": "c218-l4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** SAP Ariba and Coupa if predictability is the priority"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|deepseek-small|Coupa", "prompt": "c218-l4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** SAP Ariba and Coupa if predictability is the priority"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|google-small|Gatekeeper", "prompt": "c218-l4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Gatekeeper if your main priority is mapping contracts to suppliers... you want 100% predictable, flat-rate pricing with no user limits."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|google-small|Supplios", "prompt": "c218-l4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplios", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Supplios if you are in manufacturing, automotive, or aerospace, and want to pay only for your active buyers"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|google-small|Coupa", "prompt": "c218-l4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coupa if you need a global, heavyweight Procure-to-Pay suite and want to license based on spend size rather than seat count."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|google-small|Zip", "prompt": "c218-l4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Zip if your existing procurement processes are too confusing for employees and you want a highly predictable, unified \"intake\" portal"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|meta-small|Gatekeeper", "prompt": "c218-l4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated supplier management software include Gatekeeper, Coupa, Ivalua, JAGGAER, and GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|meta-small|Coupa", "prompt": "c218-l4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated supplier management software include Gatekeeper, Coupa, Ivalua, JAGGAER, and GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|meta-small|Ivalua", "prompt": "c218-l4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated supplier management software include Gatekeeper, Coupa, Ivalua, JAGGAER, and GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|meta-small|JAGGAER", "prompt": "c218-l4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated supplier management software include Gatekeeper, Coupa, Ivalua, JAGGAER, and GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|meta-small|GEP", "prompt": "c218-l4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated supplier management software include Gatekeeper, Coupa, Ivalua, JAGGAER, and GEP."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Gatekeeper", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gatekeeper** is the strongest choice — it explicitly offers unlimited users on all plans with flat monthly pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|SupplierGATEWAY", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "SupplierGATEWAY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SupplierGATEWAY is also worth considering if you need a simpler, flat-rate model."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Zapro AI", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Flat-Rate with Modern Features"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Supplios", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplios", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Power-User Model"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|SAP Ariba", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... SAP Ariba: $5K–$25K per user annually"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Coupa", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid\n\nMost enterprise vendors (SAP Ariba, Coupa, Oracle, Manhattan Associates) use **per-user licensing**"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Oracle", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid\n\nMost enterprise vendors (SAP Ariba, Coupa, Oracle, Manhattan Associates) use **per-user licensing**"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|minimax-small|Manhattan Associates", "prompt": "c218-l4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Manhattan Associates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "these become prohibitively expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|mistral-small|Coupa", "prompt": "c218-l4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** is often the best fit due to its strong focus on enterprise spend control and scalable pricing model"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|mistral-small|SAP Ariba (SAP Business Network)", "prompt": "c218-l4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba (SAP Business Network)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your organization already uses SAP, **SAP Ariba** may offer better integration and cost predictability"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|mistral-small|Ivalua", "prompt": "c218-l4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable options (like Ivalua, JAGGAER, or GEP) may be suitable depending on specific needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|mistral-small|JAGGAER", "prompt": "c218-l4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options (like Ivalua, JAGGAER, or GEP) may be suitable depending on specific needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|mistral-small|GEP", "prompt": "c218-l4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other notable options (like Ivalua, JAGGAER, or GEP) may be suitable depending on specific needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Ivalua", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Supplios", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplios", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Supplios offers a **flat-rate model** starting around $1,000/month with **unlimited suppliers and supplier users**"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Gatekeeper", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gatekeeper offers **unlimited users** starting at approximately **$1,245/month**... generally positioned below full enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|SAP Ariba", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious With: SAP Ariba and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Coupa", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious With: SAP Ariba and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Precoro", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid per-seat models** (e.g., Precoro, Onspring, standard mid-market tools) entirely"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|moonshot-small|Onspring", "prompt": "c218-l4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid per-seat models** (e.g., Precoro, Onspring, standard mid-market tools) entirely"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|openai-small|Zip", "prompt": "c218-l4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Zip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Zip** and **Precoro Enterprise** before evaluating SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|openai-small|Precoro Enterprise", "prompt": "c218-l4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Zip** and **Precoro Enterprise** before evaluating SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|openai-small|SAP Business Network / SAP Ariba supplier management", "prompt": "c218-l4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Business Network / SAP Ariba supplier management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is generally **custom/enterprise-negotiated** rather than publicly fixed, so total cost can be less predictable"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|xai-small|Coupa", "prompt": "c218-l4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa edges out for most large companies due to its balance of usability, scale (handles thousands seamlessly), and negotiable predictable contracts"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|xai-small|SAP Ariba", "prompt": "c218-l4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Network fees can add variability; best if you're SAP-native."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|xai-small|Ivalua", "prompt": "c218-l4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good via module-based flat annual fees (less user-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|xai-small|Jaggaer", "prompt": "c218-l4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Medium-high (module tiers + users); enterprise flat options"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|xai-small|GEP SMART", "prompt": "c218-l4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High via unified platform licensing"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|zai-small|GEP SmartSource", "prompt": "c218-l4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "GEP SmartSource", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Best for Predictable, Transparent Pricing: GEP SmartSource (formerly GEP Smart)"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|zai-small|SAP Ariba", "prompt": "c218-l4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike SAP Ariba, which often bundles modules with opaque \"managed spend\" percentages"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|zai-small|ebidtopay", "prompt": "c218-l4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "ebidtopay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Best for Cost Control at Scale (Unlimited Users): ebidtopay"}, {"id": "mai-20260917-1752-baseline-2|c218-l4|zai-small|Coupa", "prompt": "c218-l4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is significantly cheaper than GEP or Coupa for organizations with very large, diverse workforces."}, {"id": "mai-20260917-1752-baseline-2|c218-l4|zai-small|Supplios", "prompt": "c218-l4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplios", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "3. Best for Supplier Collaboration: Supplios"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|Coupa", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider platforms like **Coupa, SAP Ariba, GEP SMART, Ivalua** (full enterprise S2P suites)"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|SAP Ariba", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider platforms like **Coupa, SAP Ariba, GEP SMART, Ivalua** (full enterprise S2P suites)"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|GEP SMART", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider platforms like **Coupa, SAP Ariba, GEP SMART, Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|Ivalua", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider platforms like **Coupa, SAP Ariba, GEP SMART, Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|Gatekeeper", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more specialized supplier/risk tools like **Gatekeeper, IntegrityNext, Auditive, or ComplyScore**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|IntegrityNext", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "IntegrityNext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more specialized supplier/risk tools like **Gatekeeper, IntegrityNext, Auditive, or ComplyScore**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|Auditive", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Auditive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more specialized supplier/risk tools like **Gatekeeper, IntegrityNext, Auditive, or ComplyScore**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|deepseek-small|ComplyScore", "prompt": "c218-l5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "ComplyScore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more specialized supplier/risk tools like **Gatekeeper, IntegrityNext, Auditive, or ComplyScore**"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|meta-small|Canopy", "prompt": "c218-l5", "model": "meta-small", "cat": "supplier-management", "variant": "scale", "raw": "Canopy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Canopy**: Offers end-to-end visibility, compliance management, and real-time risk assessment."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|meta-small|SAP Ariba Supplier Portal", "prompt": "c218-l5", "model": "meta-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba Supplier Portal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a centralized interface for managing purchase orders, invoices, and compliance documentation, with features like SSO/SAML and SOC 2 compliance."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|meta-small|Blaze.tech", "prompt": "c218-l5", "model": "meta-small", "cat": "supplier-management", "variant": "scale", "raw": "Blaze.tech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers customizable portal software with SOC 2 Type 2 certification, SSO, and 2FA"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|meta-small|HICX", "prompt": "c218-l5", "model": "meta-small", "cat": "supplier-management", "variant": "scale", "raw": "HICX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable for large enterprises, offering seamless end-to-end solutions for supplier management."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|meta-small|GEP Smart", "prompt": "c218-l5", "model": "meta-small", "cat": "supplier-management", "variant": "scale", "raw": "GEP Smart", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unifies third-party platforms into a single portal, providing a comprehensive view of supplier data."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|mistral-small|SAP Ariba", "prompt": "c218-l5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Ariba**: Enterprise-grade, strong procurement integration."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|mistral-small|Coupa", "prompt": "c218-l5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa**: Robust TPRM and contract lifecycle management."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|mistral-small|Ivalua", "prompt": "c218-l5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ivalua**: Flexible, with strong supplier collaboration tools."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|mistral-small|Riskonnect", "prompt": "c218-l5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Riskonnect**: Focused on third-party risk management."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|mistral-small|Vendor360 (by ServiceNow)", "prompt": "c218-l5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Vendor360 (by ServiceNow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vendor360 (by ServiceNow)**: Native integration with IT workflows."}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Aravo", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Aravo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist (5-10 vendors)**: Aravo, Coupa, SAP Ariba, Jaggaer, Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Coupa", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aravo, Coupa, SAP Ariba, Jaggaer, Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|SAP Ariba", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Aravo, Coupa, SAP Ariba, Jaggaer, Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Jaggaer", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aravo, Coupa, SAP Ariba, Jaggaer, Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Riskonnect", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Jaggaer, Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Prewave", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Prewave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Riskonnect, Prewave, Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Gatekeeper", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prewave, Gatekeeper, or specialized VRM like Atlas/OneTrust"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|Atlas", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Atlas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or specialized VRM like Atlas/OneTrust (from recent analyst reviews)"}, {"id": "mai-20260917-1752-baseline-2|c218-l5|xai-small|OneTrust", "prompt": "c218-l5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialized VRM like Atlas/OneTrust (from recent analyst reviews)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|alibaba-small|SAP Ariba", "prompt": "c218-l6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Approach with Caution (Unless you are an \"SAP Native\")"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|alibaba-small|Coupa", "prompt": "c218-l6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid if You Have Heavy \"Direct Spend\" Needs"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|alibaba-small|Procurify", "prompt": "c218-l6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Avoid for Global/Enterprise Scale"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|alibaba-small|Gatekeeper", "prompt": "c218-l6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools like **Procurify**, **Gatekeeper**, and similar mid-market providers ... often lack the infrastructure required by large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|alibaba-small|Jaggaer", "prompt": "c218-l6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less powerful than competitors like SAP Ariba or Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|anthropic-small|SAP Ariba", "prompt": "c218-l6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SAP Ariba** - Proceed with Caution ... Implementation is lengthy and complex, especially if integrating Ariba with non-SAP systems."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|anthropic-small|Coupa", "prompt": "c218-l6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reddit comments on r/procurement describe Coupa as \"overpriced and overly complex\" for mid-sized firms."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|NetSuite", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ERP procurement modules used as the whole solution** such as NetSuite or Microsoft Dynamics purchasing modules can be insufficient"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Microsoft Dynamics", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as NetSuite or Microsoft Dynamics purchasing modules can be insufficient if you need a full supplier management stack"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Amazon Business", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Amazon Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "handling ordering well and authorisation poorly, so they should be treated as complements, not replacements"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|SAP IBP", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP IBP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "specifically names **SAP IBP, Kinaxis, o9, and Blue Yonder** as not having built that capability"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Kinaxis", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Kinaxis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "specifically names **SAP IBP, Kinaxis, o9, and Blue Yonder** as not having built that capability"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|o9", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "o9", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "specifically names **SAP IBP, Kinaxis, o9, and Blue Yonder** as not having built that capability"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Blue Yonder", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Blue Yonder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "specifically names **SAP IBP, Kinaxis, o9, and Blue Yonder** as not having built that capability"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|SAP Ariba", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "shortlist** for specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Coupa", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Oracle", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Ivalua", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|GEP SMART", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|Zycus", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|challenger-small|JAGGAER", "prompt": "c218-l6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "specific vendors such as SAP Ariba, Coupa, Oracle, Ivalua, GEP SMART, Zycus, and JAGGAER"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|SAP Ariba", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution level: High, despite market ubiquity"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Coupa", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution level: Medium-High"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Oracle Procurement Cloud", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "also be cautious of buying into legacy on-premise or partially-cloud suites... Examples include some modules of Oracle Procurement Cloud"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|SAP SRM", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP SRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "older SAP SRM platforms that are being sunset or migrated piecemeal"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Procurify", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Excellent for mid-market, but frequently struggle when scaled to enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Gatekeeper", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Procurify, Gatekeeper, and similar tools: Excellent for mid-market, but frequently struggle when scaled to enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Ivalua", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "may be better served by purpose-built alternatives (e.g., Ivalua, Kodiak Hub, or Gatekeeper)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|deepseek-small|Kodiak Hub", "prompt": "c218-l6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "may be better served by purpose-built alternatives (e.g., Ivalua, Kodiak Hub, or Gatekeeper)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Precoro", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why large enterprises should avoid them: Integration Bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Tradogram", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why large enterprises should avoid them: Integration Bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Procurify", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why large enterprises should avoid them: Integration Bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Gatekeeper", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why large enterprises should avoid them: Integration Bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Medius", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why large enterprises should avoid them: Integration Bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|legacy SAP Ariba", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "legacy SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Standard setups of legacy SAP Ariba, Coupa, or other highly complex source-to-pay (S2P) suites ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Coupa", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standard setups of legacy SAP Ariba, Coupa, or other highly complex source-to-pay (S2P) suites ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|TradeBeyond", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "TradeBeyond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Product-heavy enterprises need platforms (like *TradeBeyond, Ivalua, or GEP SMART*) that bridge procurement with supply chain execution"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Ivalua", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "need platforms (like *TradeBeyond, Ivalua, or GEP SMART*) that bridge procurement with supply chain execution"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|GEP SMART", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "need platforms (like *TradeBeyond, Ivalua, or GEP SMART*)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Prewave", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Prewave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "integration with risk-intelligence layers (like *Prewave, Resilinc, or Tradeverifyd*)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Resilinc", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Resilinc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "integration with risk-intelligence layers (like *Prewave, Resilinc, or Tradeverifyd*)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|google-small|Tradeverifyd", "prompt": "c218-l6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradeverifyd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "integration with risk-intelligence layers (like *Prewave, Resilinc, or Tradeverifyd*)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|meta-small|Coupa", "prompt": "c218-l6", "model": "meta-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Coupa and SAP Ariba are strong options for large enterprises, but may be over-engineered and expensive for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|meta-small|SAP Ariba", "prompt": "c218-l6", "model": "meta-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Coupa and SAP Ariba are strong options for large enterprises, but may be over-engineered and expensive for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Procurify", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-focused \"light\" e-procurement tools (e.g., Procurify, Precoro, PurchaseControl, Orderbird) ... Designed for small-to-mid-market volumes"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Precoro", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-focused \"light\" e-procurement tools (e.g., Procurify, Precoro, PurchaseControl, Orderbird)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|PurchaseControl", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "PurchaseControl", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-focused \"light\" e-procurement tools (e.g., Procurify, Precoro, PurchaseControl, Orderbird)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Orderbird", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Orderbird", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB-focused \"light\" e-procurement tools (e.g., Procurify, Precoro, PurchaseControl, Orderbird)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Jaggaer", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "occasional feedback about a steeper learning curve and \"dated\" look-and-feel"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Basware", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Recent corporate restructuring raised questions about long-term product investment."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|SAP Ariba", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Complex configuration and \"black-box\" pricing can lead to high implementation costs."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Coupa", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pricing transparency can be a concern for very high transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Zycus", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "slower to adapt to very specific regional regulatory requirements"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|GEP", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "pricing model can become expensive when you add many sub-modules"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Oracle SCM Cloud", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle SCM Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "organizations using a heterogeneous ERP landscape sometimes find the \"best-of-breed\" approach easier"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|minimax-small|Microsoft Dynamics 365 Supply Chain Management", "prompt": "c218-l6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Microsoft Dynamics 365 Supply Chain Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "supplier-risk and sustainability modules are not as mature as dedicated point solutions"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|mistral-small|Coupa", "prompt": "c218-l6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or consider avoiding the following supplier management platforms due to documented issues:\n\n1. **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|mistral-small|Jaggaer", "prompt": "c218-l6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users report data loss issues, delayed services, and significant efficiency problems... making it a risky choice for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|mistral-small|Avetta", "prompt": "c218-l6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "low scores for usability and support quality... Many describe it as mandatory overhead rather than a helpful tool."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|mistral-small|SAP Ariba", "prompt": "c218-l6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "reviews indicate a deteriorating supplier-side onboarding experience, enterprise-scale complexity, and module-level UX friction"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|SAP Ariba", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid SAP Ariba; consider Mindsprint ProcureSprint or newer entrants"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|Coupa", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Coupa; consider Ivalua or specialized platforms"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|Oracle Fusion Cloud Procurement", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why be cautious:**\n- **Configuration complexity**: High degree of customization leads to misconfiguration errors affecting performance"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|OneTrust", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "dedicated tools like OneTrust, UpGuard, or Venminder are needed instead"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|UpGuard", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "dedicated tools like OneTrust, UpGuard, or Venminder are needed instead"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|Venminder", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "dedicated tools like OneTrust, UpGuard, or Venminder are needed instead"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|Ivalua", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Avoid Coupa; consider Ivalua or specialized platforms"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|moonshot-small|Mindsprint ProcureSprint", "prompt": "c218-l6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Mindsprint ProcureSprint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Avoid SAP Ariba; consider Mindsprint ProcureSprint or newer entrants"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|openai-small|SAP Ariba / SAP Ariba Supplier Risk", "prompt": "c218-l6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba / SAP Ariba Supplier Risk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complain about **reporting complexity, user-friendliness, and support responsiveness** in peer reviews"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|openai-small|JAGGAER", "prompt": "c218-l6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dated/inconsistent UX, integration complexity, reporting limitations, and AI/automation that lags expectations"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|openai-small|ServiceNow procurement/supplier workflows", "prompt": "c218-l6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "ServiceNow procurement/supplier workflows", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a crowded interface, implementation costs, customization overhead, and performance issues with large data volumes"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|SAP Ariba", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why cautious?** Frequently cited as overly complex and buggy for non-SAP-centric enterprises... **Avoid if:** You're not deeply integrated with SAP ERP already"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Coupa", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "criticized for being over-engineered for pure supplier management, with high costs ($100K-$150K+/year)... **Avoid if:** Your focus is standalone SRM"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Jaggaer", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lags in enterprise-wide scalability for indirect spend or global compliance... **Avoid if:** You need rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Ivalua", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Highly configurable but requires dedicated config owners; 6-12+ month timelines and custom pricing make them risky without internal expertise."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Riskonnect", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Riskonnect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid anything not in recent Gartner Magic Quadrant discussions (e.g., pre-2025 leaders like Riskonnect or older on-premises systems)"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Precoro", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "| **Scalability Limits** | Mid-market tools like Precoro/Gatekeeper |"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|xai-small|Gatekeeper", "prompt": "c218-l6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "| **Scalability Limits** | Mid-market tools like Precoro/Gatekeeper |"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|zai-small|SAP ERP", "prompt": "c218-l6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Relying solely on the Supplier Management modules within a standard ERP (like SAP ERP, Oracle EBS, or legacy systems) is a major pitfall."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|zai-small|Oracle EBS", "prompt": "c218-l6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle EBS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Relying solely on the Supplier Management modules within a standard ERP (like SAP ERP, Oracle EBS, or legacy systems) is a major pitfall."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|zai-small|Ivalua", "prompt": "c218-l6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious with: Platforms that lack deep integration capabilities or have a history of performance instability (e.g., Ivalua, based on recent reviews)."}, {"id": "mai-20260917-1752-baseline-2|c218-l6|zai-small|Coupa", "prompt": "c218-l6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Coupa is excellent for indirect spend, but large enterprises with engineering or manufacturing needs should be cautious"}, {"id": "mai-20260917-1752-baseline-2|c218-l6|zai-small|SAP Ariba", "prompt": "c218-l6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Despite being a market leader, SAP Ariba has notable friction points"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|SAP Ariba", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet ready for the multi-year, million-dollar implementation cycles of enterprise suites like SAP Ariba or Oracle Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Oracle Coupa", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Oracle Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not yet ready for the multi-year, million-dollar implementation cycles of enterprise suites like SAP Ariba or Oracle Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Procurify", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Procurify is widely considered the leader for mid-market organizations prioritizing speed"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Gatekeeper", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Contract-Led Vendor Management: **Gatekeeper**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Kodiak Hub", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for \"Deep\" Supplier Relationships: **Kodiak Hub**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Precoro", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best All-In-One Value: **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|alibaba-small|Airbase", "prompt": "c218-m1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Airbase** | Spend Management & Payments | Fast | Custom / Transaction fees |"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|anthropic-small|Gatekeeper", "prompt": "c218-m1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gatekeeper has emerged as the industry standard for organisations that demand a unified, risk-first approach to supplier management"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|anthropic-small|Precoro", "prompt": "c218-m1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Precoro is worth evaluating, as it deploys fast (often within days rather than months)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|anthropic-small|Payhawk", "prompt": "c218-m1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payhawk is for mid-market finance teams that want supplier data tied directly to spend, approvals, and payments"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|anthropic-small|Ivalua", "prompt": "c218-m1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ivalua is built for organisations where vendor governance is a compliance requirement"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|challenger-small|Procurify", "prompt": "c218-m1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick from the results is **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|challenger-small|Gatekeeper", "prompt": "c218-m1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gatekeeper** is the better fit for mid-market teams managing contracts, renewals, and vendor lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|challenger-small|Precoro", "prompt": "c218-m1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market organizations that want structured supplier management without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|challenger-small|Kodiak Hub", "prompt": "c218-m1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-of-breed option for supplier relationship management"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Procurify", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** — Best overall for procure-to-pay (P2P)... start with **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Precoro", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Procurify** ... or **Precoro** (if you want simplicity and published pricing)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Gatekeeper", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If supplier contracts and risk are your biggest pain point, go with **Gatekeeper**."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Kodiak Hub", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-of-breed SRM (supplier relationship management)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Coupa", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom pricing (can reach six figures) and more implementation effort — often overkill for smaller mid-market firms."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|deepseek-small|Ariba", "prompt": "c218-m1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not ready for enterprise complexity like Coupa or Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|SAP Ariba", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise giants (who often require complex, multi-million-dollar deployments like SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Coupa", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise giants (who often require complex, multi-million-dollar deployments like SAP Ariba or Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Zip (Zip HQ)", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Zip (Zip HQ)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Intake, Onboarding, & Risk Orchestration: **Zip (Zip HQ)** ... **Zip** is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Kodiak Hub", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Pure Supplier Performance & ESG: **Kodiak Hub** ... highly rated for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Procurify", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Procurify** is a frequent G2 leader for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Graphite Connect", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Graphite Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Rapid Onboarding & Secure Supplier Data: **Graphite Connect**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Gatekeeper", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gatekeeper** is a stellar choice"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|google-small|Tipalti", "prompt": "c218-m1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Global Payouts & AP Automation: **Tipalti** ... is the standard"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Precoro", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best supplier management software for a mid-market B2B company is Precoro"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Gatekeeper", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Gatekeeper, Payhawk, Tradogram, Procurify, and Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Payhawk", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Gatekeeper, Payhawk, Tradogram, Procurify, and Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Tradogram", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Gatekeeper, Payhawk, Tradogram, Procurify, and Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Procurify", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Gatekeeper, Payhawk, Tradogram, Procurify, and Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|meta-small|Pipefy", "prompt": "c218-m1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Gatekeeper, Payhawk, Tradogram, Procurify, and Pipefy."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|Procurify", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|Precoro", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Procurify** or **Precoro** as both are specifically designed for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|Gatekeeper", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gatekeeper** (Best for Contract Management)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|Zip", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zip** (Best for Approval Orchestration)"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|Coupa", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid - Enterprise solutions like **Coupa** or **SAP Ariba** unless you have $150k+/year budget"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|minimax-small|SAP Ariba", "prompt": "c218-m1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid - Enterprise solutions like **Coupa** or **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|mistral-small|Procurify", "prompt": "c218-m1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a comprehensive procure-to-pay solution with strong spend visibility, Procurify is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|mistral-small|Precoro", "prompt": "c218-m1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a more focused supplier management tool with affordability and ease of use, Precoro is excellent."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|mistral-small|Gatekeeper", "prompt": "c218-m1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If contract management is a priority alongside supplier management, Gatekeeper is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|mistral-small|Kodiak Hub", "prompt": "c218-m1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For advanced SRM features, Kodiak Hub is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Procurify", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Procurify** — Best for Fast Adoption & Procure-to-Pay"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Precoro", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Precoro** if you need affordable, fast-to-implement basics"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Gatekeeper", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Gatekeeper** if contracts are your primary pain point"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Kodiak Hub", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-of-Breed SRM ... Deep SRM functionality without the bloat"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Coupa", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "many mid-market companies buy enterprise tools like Coupa or Ariba and end up paying for complexity they don't need"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|SAP Ariba", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "buy enterprise tools like Coupa or Ariba and end up paying for complexity they don't need"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|moonshot-small|Ivalua", "prompt": "c218-m1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ivalua** | Complex, regulated supplier ecosystems | Custom"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|openai-small|Procurify", "prompt": "c218-m1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" pick is usually **Procurify**"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|openai-small|SAP Ariba", "prompt": "c218-m1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** is a stronger enterprise-grade option"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|openai-small|Vanta", "prompt": "c218-m1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vanta, though it's more vendor-risk/compliance oriented than classic supplier management"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Procurify", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Procurify** | Procure-to-pay with vendor tracking & approvals | 4.6 (290+) ... Fast adoption, multi-site workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Precoro", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Budget-focused, simple P2P?** Precoro or Procurify."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Gatekeeper", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Risk/contracts heavy?** Gatekeeper."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Kodiak Hub", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Full SRM depth?** Kodiak Hub or Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Coupa", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong for growing mid-market but pricier."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|GEP", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Forrester Wave for Supplier Value Management naming Coupa/GEP/Ivalua leaders, though more enterprise-leaning"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|Ivalua", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise tools like SAP Ariba (4.1/5) or Ivalua suit larger ops but often overkill/costly."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|xai-small|SAP Ariba", "prompt": "c218-m1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise tools like SAP Ariba (4.1/5) or Ivalua suit larger ops but often overkill/costly."}, {"id": "mai-20260917-1752-baseline-2|c218-m1|zai-small|Procurify", "prompt": "c218-m1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall best mid-market fit: Procurify \"},{"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|zai-small|Precoro", "prompt": "c218-m1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value & simplicity: Precoro \\u2013 affordable, easy to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|zai-small|Gatekeeper", "prompt": "c218-m1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for contract- and risk-focused governance: Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|zai-small|Coupa", "prompt": "c218-m1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for upper-mid-market with complex spend: Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m1|zai-small|SAP Ariba Supplier Management", "prompt": "c218-m1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SAP-based enterprises: SAP Ariba Supplier Management"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|SAP Ariba", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "agile enough to deploy quickly without a massive implementation team (unlike enterprise suites like SAP Ariba or Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|Oracle", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike enterprise suites like SAP Ariba or Oracle"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|Gatekeeper", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best All-Rounder: Gatekeeper ... this is the strongest choice for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|Stackpack", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Stackpack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Finance-Led Teams: Stackpack ... Stackpack is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|Venminder", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for High-Risk/Regulated Industries: Venminder"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|alibaba-small|Coupa", "prompt": "c218-m2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coupa** *(Note: Likely requires a larger budget)*"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|challenger-small|Coupa", "prompt": "c218-m2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Coupa** if your priority is a broad, scalable platform for **vendor onboarding plus spend/procurement management**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|challenger-small|Zip", "prompt": "c218-m2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zip** is a strong alternative for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|challenger-small|Precoro", "prompt": "c218-m2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want a simpler, lighter-weight tool aimed at **small to mid-sized businesses** with easier implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|challenger-small|Graphite Connect", "prompt": "c218-m2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Graphite Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if security, verification, and compliance are the main requirements for onboarding vendors"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|challenger-small|Paylocity", "prompt": "c218-m2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Paylocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if you want vendor management embedded in a broader **HR/finance** platform for midsize companies"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Procurify", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Procurify** is the strongest overall fit."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Coupa", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "I'd recommend **avoiding enterprise suites like Coupa and SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Precoro", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want the simplest, lowest-cost implementation** → **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Gatekeeper", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if vendor compliance and risk governance are your top concern, **Gatekeeper** edges it out"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Zip", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your pain point is scattered onboarding requests from lots of departments** → **Zip**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Corcentric Supplier Management", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Corcentric Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specifically built for mid-sized businesses | Strong supplier onboarding + document management"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|Venminder", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Gatekeeper** or **Venminder**, which excel at document expiry tracking and vendor self-service collection"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|deepseek-small|SAP Ariba", "prompt": "c218-m2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoiding enterprise suites like Coupa and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|SAP Ariba", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike enterprise giants (who can afford 6-to-12-month rollouts of massive suites like SAP Ariba or Coupa), mid-market companies need systems that minimize administrative burden"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|Coupa", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "who can afford 6-to-12-month rollouts of massive suites like SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|Graphite Connect", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Graphite Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Fast, Fraud-Resistant Onboarding & Data Verification"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|Gatekeeper", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unified Vendor & Contract Lifecycle Management (VLM + CLM)"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|Kodiak Hub", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Supplier Performance, Risk, and Sustainability (ESG) Tracking"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|google-small|Procurify", "prompt": "c218-m2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Need Unified Spend Control + Basic Onboarding"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|meta-small|Coupa", "prompt": "c218-m2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Coupa - A comprehensive spend management platform that includes supplier onboarding and procurement optimization features."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|meta-small|Precoro", "prompt": "c218-m2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Precoro - A simplified procurement and supplier onboarding platform designed for small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|minimax-small|Venminder", "prompt": "c218-m2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Venminder** (Best Overall for Most Mid-Sized Companies)"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|minimax-small|Precoro", "prompt": "c218-m2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Venminder** or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|minimax-small|Coupa", "prompt": "c218-m2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More enterprise-focused, longer implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|minimax-small|AuthBridge", "prompt": "c218-m2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "AuthBridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(If Verification/Compliance is Critical)"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|mistral-small|Precoro", "prompt": "c218-m2", "model": "mistral-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is a highly recommended starting point due to its ease of use, focus on mid-market needs, and strong automation features"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|mistral-small|Coupa", "prompt": "c218-m2", "model": "mistral-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** or **HighRadius** may be better long-term investments"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|mistral-small|Venminder", "prompt": "c218-m2", "model": "mistral-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Recognized as a top vendor management solution, Venminder supports onboarding, assessments, document management"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|mistral-small|HighRadius", "prompt": "c218-m2", "model": "mistral-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** or **HighRadius** may be better long-term investments"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|Gatekeeper", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Gatekeeper** if vendor contracts, compliance, and governance are central to your needs"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|Procurify", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Procurify** if you want to tightly integrate vendor management with procurement and spend control"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|Precoro", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Precoro** if budget is a concern"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|Venminder", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Risk-Focused Vendor Management"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|SupplierGateway", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SupplierGateway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance & Diversity Reporting"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|Coupa", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid enterprise suites like Coupa or SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|moonshot-small|SAP Ariba", "prompt": "c218-m2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid enterprise suites like Coupa or SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|openai-small|Tipalti", "prompt": "c218-m2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Tipalti** if your priority is **vendor onboarding tied to AP, tax compliance, and supplier payments**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|openai-small|Graphite Connect", "prompt": "c218-m2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Graphite Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Graphite Connect** if it's primarily a supplier-data/compliance workflow problem"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|openai-small|HICX", "prompt": "c218-m2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The same page also lists HICX as a supplier management platform for onboarding and compliance."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|openai-small|Coupa", "prompt": "c218-m2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Coupa** is a leading contender, but it may be more platform than a mid-sized company needs"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|Procurify", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Procurify as a strong starting point for vendor onboarding and information management."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|Gatekeeper", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy on contracts/risk? → Gatekeeper."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|Precoro", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly SMB-to-mid automation | 4.5–4.6/5 | From $499/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|Kodiak Hub", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Supplier relationship/performance tracking"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|SAP Ariba", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise tools like SAP Ariba or Coupa are overkill (complex, pricey); avoid if you're not global-scale."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|xai-small|Coupa", "prompt": "c218-m2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools like SAP Ariba or Coupa are overkill (complex, pricey); avoid if you're not global-scale."}, {"id": "mai-20260917-1752-baseline-2|c218-m2|zai-small|SAP Ariba", "prompt": "c218-m2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "remains more agile than an enterprise ERP like SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|zai-small|Kodiak Hub", "prompt": "c218-m2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall: Kodiak Hub ... Start with a demo of **Kodiak Hub**"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|zai-small|Nuvo", "prompt": "c218-m2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Security & Data Accuracy: Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|zai-small|Precoro", "prompt": "c218-m2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Process Structure: Precoro"}, {"id": "mai-20260917-1752-baseline-2|c218-m2|zai-small|Coupa", "prompt": "c218-m2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "isn't ready for the complexity of SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|SAP Ariba", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Ariba dominates due to its massive supplier network (30+ million registered suppliers) and enterprise-grade scalability."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Coupa", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-to-large enterprises prioritizing spend visibility | User-friendly interface; strong community intelligence"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Ivalua", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Highly customizable unified data model; excels at complex, structured procurement needs"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|GEP SMART", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global enterprises seeking AI-driven insights | Comprehensive end-to-end suite with AI-powered analytics"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Jaggaer", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Regulated sectors (healthcare, energy) | Strong compliance and risk management features"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Kodiak Hub", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI-driven relationship intelligence; focus on genuine supplier partnerships"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Avetta", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Supply chain risk and safety compliance"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Workiva", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Regulatory evidence and compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Medius", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payment automation and supplier self-service"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|Mindsprint", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Mindsprint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Collaboration-Focused (Kodiak Hub, Mindsprint):** Emphasize relationship depth"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|alibaba-small|SafetyChain", "prompt": "c218-m3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "SafetyChain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best-of-Breed Risk Tools (Avetta, SafetyChain):** Can be deployed quickly alongside existing SRM"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|TLM", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "TLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top supplier management tools include TLM, Ivalua, SAP Ariba, Coupa, GEP SMART, Precoro, and Esker"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Ivalua", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top supplier management tools include TLM, Ivalua, SAP Ariba, Coupa, GEP SMART, Precoro, and Esker"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|SAP Ariba", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Ariba is the legacy giant of the procurement world and offers a vast network for sourcing and supplier management"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Coupa", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top supplier management tools include TLM, Ivalua, SAP Ariba, Coupa, GEP SMART, Precoro, and Esker"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|GEP SMART", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Its unified platform, GEP SMART, now utilises the GEP Qi engine to automate complex parts of the RFx process"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Precoro", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top supplier management tools include TLM, Ivalua, SAP Ariba, Coupa, GEP SMART, Precoro, and Esker"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Esker", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top supplier management tools include TLM, Ivalua, SAP Ariba, Coupa, GEP SMART, Precoro, and Esker"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Spendflo", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Spendflo, a modern SaaS procurement and vendor management platform"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|Gatekeeper", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gatekeeper, the only unified platform that connects contracting, third-party compliance, and spend management in a single system"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|anthropic-small|JAGGAER", "prompt": "c218-m3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "JAGGAER is particularly dominant in the public sector and higher education"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|SAP Ariba", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **SAP Ariba** or **Coupa** if you want **supplier management plus broader procurement/spend management**."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|Coupa", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Combines supplier management with spend control, finance, and risk visibility in one platform."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|Ivalua", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Ivalua** if your supplier processes are **highly customized**"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|JAGGAER", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Known for structured supplier intelligence, performance oversight, and flexible procurement modules."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|GEP SMART", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emphasizes supplier collaboration, analytics, and automation within a unified procurement suite."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|Oracle Procurement Cloud", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when supplier management must align tightly with Oracle ERP and finance tools."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|Achilles", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Achilles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More specialized than full suites, with industry-specific supplier networks and qualification controls."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|Avetta", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses heavily on contractor/supplier compliance and ongoing risk monitoring."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|ComplianceQuest", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "ComplianceQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stronger on supplier quality, traceability, compliance, and risk workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|challenger-small|apexanalytix", "prompt": "c218-m3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "apexanalytix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Centers on third-party risk intelligence rather than procurement breadth."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|SAP Ariba", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**SAP Ariba** = the \"safe\" choice for SAP shops (but very heavy)."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|Coupa", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** = the \"modern all-in-one\" choice for spend-focused enterprises."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|Ivalua", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ivalua** = the \"customizer's choice\" for complex global needs."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|GEP SMART", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GEP SMART** = the \"AI-analytics\" choice for data-driven procurement teams."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|Jaggaer", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Jaggaer** = the \"specialist's choice\" for complex sourcing in specific industries."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|deepseek-small|Zip", "prompt": "c218-m3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coupa** and **Zip** (for intake) tend to deploy faster than SAP Ariba or Jaggaer."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|SAP Ariba", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is often viewed as a heavy legacy ecosystem—implementations are complex and can take many months, and the user experience can feel rigid"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|Coupa", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Enterprises prioritizing spend optimization, cash flow management, and user adoption."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|JAGGAER", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Higher education, healthcare, life sciences, and manufacturing sectors."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|Ivalua", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Highly regulated industries (defense, automotive, public sector) with complex compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|Zip", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zip specializes in Agentic Procurement Orchestration."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|Graphite Connect", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Graphite Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Rapid, frictionless supplier onboarding and security screening."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|Kodiak Hub", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kodiak Hub focuses heavily on the relationship and performance side of SRM."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|google-small|HICX", "prompt": "c218-m3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "HICX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Acts as a master data orchestrator to create a single \"Golden Record\" for every supplier."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|GEP SMART", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GEP SMART is considered the strongest choice for global procurement teams"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Avetta", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avetta is a good fit for mid-market programs focused on structured compliance evidence capture"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|SAP Ariba Supplier Management", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include GEP SMART, Avetta, SAP Ariba Supplier Management, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Kodiak Hub", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include ... Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Mindsprint Procuresprint", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Mindsprint Procuresprint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mindsprint Procuresprint, Ivalua, Jaggaer, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Ivalua", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mindsprint Procuresprint, Ivalua, Jaggaer, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Jaggaer", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mindsprint Procuresprint, Ivalua, Jaggaer, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|meta-small|Coupa", "prompt": "c218-m3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mindsprint Procuresprint, Ivalua, Jaggaer, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|SAP Ariba", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Ariba dominates in network depth and is ideal for organizations already embedded in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Coupa", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leads in spend management analytics; great for organizations focused on cost optimization"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|JAGGAER", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Specialized for industries requiring advanced scientific catalogs and compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Ivalua", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong functional depth tailored for manufacturing and complex enterprises."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|GEP SMART", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in AI-driven procurement automation and comprehensive spend analysis."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Tradeshift", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in B2B commerce and financial services for suppliers."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Oracle Procurement Cloud", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ideal for organizations heavily invested in Oracle infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Zapro", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Fastest implementation time; great for organizations needing quick results."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Spendflo", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Quick onboarding and rapid ROI; focused on software and services suppliers."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Kodiak Hub", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Highly customizable and easy to implement; focused on collaboration and performance management."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|minimax-small|Precoro", "prompt": "c218-m3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid-market options like Spendflo, Precoro, or Zapro offer more affordable entry points."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|SAP Ariba", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. SAP Ariba** - **Best for:** End-to-end supplier collaboration and large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Coupa", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Embeds supplier management within a broader business spend management suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Kodiak Hub", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly adaptable and user-friendly, with a focus on collaboration and performance management."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Jaggaer", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong on risk assessment and enterprise needs."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Avetta", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in risk and compliance, rather than full procurement suites."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Oracle Procurement Cloud", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tight integration with Oracle's broader enterprise ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|GEP SMART", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses on procurement orchestration and is often chosen for its comprehensive toolset."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|mistral-small|Medius", "prompt": "c218-m3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong on payment automation and supplier self-service."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|SAP Ariba", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises, especially those already using SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|Coupa", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Choose Coupa** if you want the fastest time-to-value and best UX"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|Jaggaer", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Manufacturing, complex industries, and R&D-heavy organizations"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|Ivalua", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies needing maximum configurability and regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|HICX", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "HICX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Organizations prioritizing supplier data governance and master data management"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|Kodiak Hub", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Mid-to-large firms wanting customizable supplier relationship management (SRM)"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|GEP SMART", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Flexible analytics and collaboration needs"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|moonshot-small|Medius", "prompt": "c218-m3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Payment automation and supplier data accuracy"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|SAP Ariba Supplier Management", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba Supplier Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strong end-to-end integration across procurement, risk, and network-based supplier collaboration... SAP is strong across all three"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|JAGGAER ONE / Supplier Management & Performance", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER ONE / Supplier Management & Performance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "more focused on operational supplier performance management and procurement workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|Oracle Supplier Management", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Oracle Supplier Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: companies in the Oracle procurement / ERP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|Coupa", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: spend management and procurement-centric organizations"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|HICX Supplier Management Platform", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "HICX Supplier Management Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often chosen when the core problem is fragmented supplier data and onboarding governance"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|Zycus", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: procurement teams wanting supplier information and performance management inside a source-to-pay suite."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|E2open", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "E2open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these platforms often lean more toward supply-chain visibility and orchestration than classic supplier lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|openai-small|SAP Business Network", "prompt": "c218-m3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Business Network", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP Business Network is especially notable for network-based supplier discovery, onboarding, document exchange, and collaboration"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|SAP Ariba", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Scale & Network: SAP Ariba leads with its vast ecosystem for broad supplier discovery."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|Coupa", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coupa excels in intuitive design and rapid deployment."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|Ivalua", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ivalua shines for tailored, complex needs without coding."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|JAGGAER", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "JAGGAER targets compliance-heavy fields; others are more generalist."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|Gatekeeper", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller/mid-market alternatives like Gatekeeper (contract-focused, ~$875/mo) ... exist but lack the full SRM depth."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|xai-small|Precoro", "prompt": "c218-m3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Precoro (growing businesses) exist but lack the full SRM depth."}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Ivalua", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ivalua** | Enterprise S2P, highly configurable | Modern UI, deep customization"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Coupa", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Coupa** | Business Spend Management (BSM) | Best-in-class UX, AI-powered analytics"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|SAP Ariba", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SAP Ariba** | Enterprise S2P, SAP-native | Deep SAP S/4HANA integration"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Jaggaer (GEP SmartSource)", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Jaggaer (GEP SmartSource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Jaggaer (GEP SmartSource)** | AI-first S2P, complex-industry focus"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|GEP SMART", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GEP SMART** | AI-first S2P, unified procurement suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Corcentric", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Corcentric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Corcentric** | Enterprise S2P, financial process automation"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Procurify", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Procurify** | Mid-market procure-to-pay | Simple, budget-driven workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Tipalti", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tipalti** | AP & payments automation | Global payments, invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Avetta", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Avetta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Avetta** | Contractor & safety-focused risk"}, {"id": "mai-20260917-1752-baseline-2|c218-m3|zai-small|Achilles", "prompt": "c218-m3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Achilles", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Achilles** | Supplier qualification & risk network"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Oboloo", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Completely Free Option: **Oboloo** ... Choose Oboloo** if you need a complete system today for **zero cost**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Precoro", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost Professional Solution: **Precoro** ... highly rated for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Tradogram", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Freemium\" Entry Point: **Tradogram** ... Offers a solid **free tier**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Coupa", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The paid plans are relatively reasonable compared to enterprise giants like Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Dolibarr", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best DIY/Low-Tech Option: **Dolibarr** or **Zoho Creator**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Zoho Creator", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "allows you to build a custom vendor database for a very low cost"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|alibaba-small|Excel/Google Sheets", "prompt": "c218-m4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Excel/Google Sheets** if you have **fewer than 10 vendors**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|VendorCore", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "VendorCore", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best low-budget alternative offers a straightforward pricing model of $99/month for unlimited users and vendors."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Ramp", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "VendorCore or Ramp's free plan are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Zoho Creator", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other free options include Zoho Creator and Bitrix24."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Bitrix24", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Bitrix24", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other free options include Zoho Creator and Bitrix24."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Deskera", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Deskera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For small businesses, options like Deskera and Zoho Inventory work well."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Zoho Inventory", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zoho Inventory or Precoro offer good middle-ground solutions that scale with your business."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|TradeGecko (QuickBooks Commerce)", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "TradeGecko (QuickBooks Commerce)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TradeGecko (QuickBooks Commerce), and ProcurementExpress offer affordable, easy-to-use supplier management features"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|ProcurementExpress", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcurementExpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ProcurementExpress offer affordable, easy-to-use supplier management features"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|anthropic-small|Precoro", "prompt": "c218-m4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Precoro offers a cost-effective procurement platform with vendor management functionality included."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|challenger-small|Precoro", "prompt": "c218-m4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is **Precoro** because it is repeatedly identified as the affordable entry point for small teams"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|challenger-small|Ramp", "prompt": "c218-m4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "though it is positioned more as procurement/spend automation than a dedicated supplier-management suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|challenger-small|Tradogram", "prompt": "c218-m4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another low-cost option is **Tradogram**, which starts at **$99/month**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|Tradogram", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tradogram** (Best Free Option) ... Truly minimal budget / starting out: Start with **Tradogram's free plan**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|Precoro", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** (Best Value for SMBs) ... Low entry cost with clean accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|Procurify", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranked #1 for mid-market procure-to-pay on G2"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|MRPeasy", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small manufacturer:** **MRPeasy** is purpose-built and very affordable."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|Kissflow Procurement", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Kissflow Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good if you need flexibility but slightly higher starting cost."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|deepseek-small|QuickBooks Online", "prompt": "c218-m4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you just need basic tracking ... this is the most affordable option"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|oboloo", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "one of the very few procurement systems with a **free-forever plan**... Choose [oboloo] if: You want a clean, modern, zero-dollar cloud tool"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Tradogram", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tradogram is highly regarded in the small business procurement space. They offer a **free basic plan for 1 user**."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|AuraVMS", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "AuraVMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Starting at just **$4.99/month**, AuraVMS is incredibly budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Dolibarr ERP/CRM", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Dolibarr ERP/CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dolibarr is a fully open-source business suite. Its \"Third Parties\" module acts as a robust vendor directory."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Softr + Airtable / Google Sheets", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Softr + Airtable / Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Using Softr, you can build a secure, professional web portal on top of a simple Google Sheet or Airtable database in a few hours."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Precoro", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Precoro's Core Plan) usually start around **$499/month**... these platforms may still be out of reach."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Procurify", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their \"small business\" starter tiers ... may still be out of reach"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|SAP Ariba", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "much more affordable than massive enterprise giants like SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|google-small|Coupa", "prompt": "c218-m4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "massive enterprise giants like SAP Ariba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|meta-small|Tradogram", "prompt": "c218-m4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best supplier management software for a company with a limited budget is Tradogram"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|meta-small|Supplycart", "prompt": "c218-m4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplycart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Supplycart and ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|meta-small|ProcureDesk", "prompt": "c218-m4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Supplycart and ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|minimax-small|Precoro", "prompt": "c218-m4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Precoro**\n- **Price**: From $499/month\n- **Best for**: SMBs moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|minimax-small|VISCO", "prompt": "c218-m4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "VISCO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **VISCO**\n- **Best for**: Small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|minimax-small|Coupa", "prompt": "c218-m4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Coupa**\n- **Price**: Competitive pricing for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|mistral-small|Precoro", "prompt": "c218-m4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is often recommended as one of the best supplier management (or vendor management) software options"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|mistral-small|MRPeasy", "prompt": "c218-m4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for small manufacturers:** MRPeasy"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|mistral-small|Supplycart", "prompt": "c218-m4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Supplycart", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Other affordable options:** Supplycart, Tradogram, ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|mistral-small|Tradogram", "prompt": "c218-m4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Other affordable options:** Supplycart, Tradogram, ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|mistral-small|ProcureDesk", "prompt": "c218-m4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Other affordable options:** Supplycart, Tradogram, ProcureDesk"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Tradogram", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Tradogram's free tier to manage your initial supplier relationships and procurement workflows."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Ramp", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to their paid plan or switch to **Ramp** ($15/user) if you also need spend management and corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Procurify", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rated #1 on G2 for mid-market purchase-to-pay platforms; strong mobile app."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Precoro", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams managing budgets across multiple departments/locations"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Odoo (Community Edition)", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Odoo (Community Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "deploy **Odoo Community Edition** or **ERPNext**—both are powerful, open-source ERPs with robust supplier management modules"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|ERPNext", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "deploy **Odoo Community Edition** or **ERPNext**—both are powerful, open-source ERPs"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Dolibarr", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple vendor management | Easy to deploy, modular design"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|moonshot-small|Procuman", "prompt": "c218-m4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Procuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered e-tendering | Open source community edition available on GitHub"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|openai-small|Spendwise", "prompt": "c218-m4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a limited budget:** **Spendwise**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|openai-small|TRADOGRAM", "prompt": "c218-m4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "TRADOGRAM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free/low-cost starter option:** **TRADOGRAM**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|openai-small|ProcurementExpress.com", "prompt": "c218-m4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need simple approval workflows and budget visibility:** **ProcurementExpress.com**"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|openai-small|Procurify", "prompt": "c218-m4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it\ties typically more of a mid-market choice than the cheapest one"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|xai-small|oboloo", "prompt": "c218-m4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start Here:** Try **oboloo** or **Odoo** if you want zero cost and core supplier tracking/performance features."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|xai-small|Odoo Community Edition", "prompt": "c218-m4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Odoo Community Edition", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start Here:** Try **oboloo** or **Odoo** if you want zero cost and core supplier tracking/performance features."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|xai-small|Tradogram Free/Basic Plan", "prompt": "c218-m4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram Free/Basic Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If You Need Polish:** **Tradogram** for quick setup"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|xai-small|Spendwise", "prompt": "c218-m4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Spendwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Spendwise** for accounting ties"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|xai-small|Precoro", "prompt": "c218-m4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "From ~$499/month ... Slightly higher but feature-rich."}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|ERPNext", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Open-Source (ERPNext/Odoo) if: You have internal IT resources to host and maintain"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Odoo", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Open-Source (ERPNext/Odoo) if: ... Total cost control is a priority"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|iDempiere", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "iDempiere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Procurement, inventory, order management, SCM processes | Free (open-source)"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Procuman", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Procuman", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e-procurement, supplier relationship management, AI-powered bid analysis | Free community edition available"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Tradogram", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Low-Cost Commercial (Tradogram/Cin7) if: You want a hosted solution with vendor support"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Cin7", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Cin7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Low-Cost Commercial (Tradogram/Cin7) if: ... You need quick implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Precoro", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Mid-Tier (Precoro/ProcureDesk) if: You need more advanced features"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|ProcureDesk", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Mid-Tier (Precoro/ProcureDesk) if: ... ready to move beyond spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Gatekeeper", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "~$1,245/month | Contract lifecycle management | Mid-market businesses needing contract management"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|SAP Ariba", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise solutions (SAP Ariba, Coupa, Ivalua): $100,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Coupa", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Enterprise solutions (SAP Ariba, Coupa, Ivalua): $100,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c218-m4|zai-small|Ivalua", "prompt": "c218-m4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Enterprise solutions (SAP Ariba, Coupa, Ivalua): $100,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Coupa", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Upper mid-market; strong but $$$ (~$150K+/yr)"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|SAP Ariba", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Only if you're on SAP; heavy implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Ivalua", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade; likely overkill"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Jaggaer", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a manufacturer; ~$80\b150K/yr"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Precoro", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Mid-market simplicity, fast implementation | **Best size fit** (~$15K\b60K/yr all-in)"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Procurify", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mid-market simplicity, fast implementation | **Best size fit**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|deepseek-small|Zapro", "prompt": "c218-m5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Zapro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Precoro / Procurify / Zapro | Mid-market simplicity, fast implementation | **Best size fit**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|google-small|SAP Ariba", "prompt": "c218-m5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably don't need—and shouldn't pay for—the overly complex, multi-million-dollar enterprise suites (like SAP Ariba or Coupa) that require a year to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|google-small|Coupa", "prompt": "c218-m5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you probably don't need—and shouldn't pay for—the overly complex, multi-million-dollar enterprise suites (like SAP Ariba or Coupa) that require a year to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|minimax-small|SAP Ariba", "prompt": "c218-m5", "model": "minimax-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some leading enterprise options include **SAP Ariba**, **Ivalua**, **Coupa**, and **Zycus**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|minimax-small|Ivalua", "prompt": "c218-m5", "model": "minimax-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some leading enterprise options include **SAP Ariba**, **Ivalua**, **Coupa**, and **Zycus**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|minimax-small|Coupa", "prompt": "c218-m5", "model": "minimax-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some leading enterprise options include **SAP Ariba**, **Ivalua**, **Coupa**, and **Zycus**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|minimax-small|Zycus", "prompt": "c218-m5", "model": "minimax-small", "cat": "supplier-management", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some leading enterprise options include **SAP Ariba**, **Ivalua**, **Coupa**, and **Zycus**"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|SAP Ariba", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Does it sync with your existing systems (e.g., SAP Ariba, Coupa, Jaggaer)?"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|Coupa", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "compare tools like SAP Ariba, Coupa, Jaggaer, Ivalua, Zycus, or Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|Jaggaer", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Jaggaer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare tools like SAP Ariba, Coupa, Jaggaer, Ivalua, Zycus, or Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|Ivalua", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare tools like SAP Ariba, Coupa, Jaggaer, Ivalua, Zycus, or Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|Zycus", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare tools like SAP Ariba, Coupa, Jaggaer, Ivalua, Zycus, or Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|mistral-small|Procurify", "prompt": "c218-m5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare tools like SAP Ariba, Coupa, Jaggaer, Ivalua, Zycus, or Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|moonshot-small|Coupa", "prompt": "c218-m5", "model": "moonshot-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "outgrowing spreadsheets but not ready for enterprise solutions like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|moonshot-small|SAP Ariba", "prompt": "c218-m5", "model": "moonshot-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not ready for enterprise solutions like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|xai-small|TradeBeyond", "prompt": "c218-m5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "TradeBeyond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms for your size (from recent reviews): TradeBeyond, Kodiak Hub, Precoro, Medius"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|xai-small|Kodiak Hub", "prompt": "c218-m5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms for your size (from recent reviews): TradeBeyond, Kodiak Hub, Precoro, Medius"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|xai-small|Precoro", "prompt": "c218-m5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms for your size (from recent reviews): TradeBeyond, Kodiak Hub, Precoro, Medius"}, {"id": "mai-20260917-1752-baseline-2|c218-m5|xai-small|Medius", "prompt": "c218-m5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms for your size (from recent reviews): TradeBeyond, Kodiak Hub, Precoro, Medius—focus on those with mid-market pricing."}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|SAP Ariba", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Ariba (Enterprise Tier – Proceed with Caution)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|JAGGAER", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reputation for a steep learning curve and rigid configuration"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|Coupa", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it faces criticism regarding its supplier-facing modules and interface consistency"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|Oracle Fusion Cloud SCM", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Fusion Cloud SCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation is often cited as a major pain point"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|ProcureWare", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "ProcureWare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Legacy \"Budget\" Options (e.g., older versions of ProcureWare or Promena) ... be wary of those that lack modern APIs"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|alibaba-small|Promena", "prompt": "c218-m6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Promena", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy \"Budget\" Options (e.g., older versions of ProcureWare or Promena) ... be wary"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|deepseek-small|SAP Ariba", "prompt": "c218-m6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the most frequently criticized platform in supplier management, but with important nuance"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|deepseek-small|Coupa", "prompt": "c218-m6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its **Trustpilot score is a very poor 1.1/5**, and the complaint pattern is sharp"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|deepseek-small|Oracle Procurement Cloud", "prompt": "c218-m6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP Ariba, Coupa, and Oracle Procurement Cloud are frequently named as the worst offenders"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|deepseek-small|Kodiak Hub", "prompt": "c218-m6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the newer, more user-friendly platforms (like Kodiak Hub, Zapro, and others rated 4.6\\u20134.7) may serve you better"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|deepseek-small|Zapro", "prompt": "c218-m6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the newer, more user-friendly platforms (like Kodiak Hub, Zapro, and others rated 4.6\\u20134.7) may serve you better"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|SAP Ariba", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Best for massive enterprises; highly painful for mid-market ... notoriously disliked by suppliers and mid-market buyers"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Coupa", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Excellent spend control; high supplier hurdle ... Implementing and customizing Coupa can quickly balloon in budget"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Oracle", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy ERP supplier modules were built to manage ledgers and transactions, not relationships or compliance. They are highly rigid"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Dynamics", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy ERP Native Modules (Oracle, Dynamics, older SAP) ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Kodiak Hub", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at agile, modern, and modular platforms (like *Kodiak Hub*, *Zip*, *Procurify*, or *Stampli*)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Zip", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at agile, modern, and modular platforms (like *Kodiak Hub*, *Zip*, *Procurify*, or *Stampli*)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Procurify", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at agile, modern, and modular platforms (like *Kodiak Hub*, *Zip*, *Procurify*, or *Stampli*)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|Stampli", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at agile, modern, and modular platforms (like *Kodiak Hub*, *Zip*, *Procurify*, or *Stampli*)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|google-small|GEP", "prompt": "c218-m6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "rather than heavy-duty enterprise suites (like *SAP Ariba* or *GEP*)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|minimax-small|SAP Ariba", "prompt": "c218-m6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Extremely negative user feedback, with many calling it the \"worst\" system they've used"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|minimax-small|Coupa", "prompt": "c218-m6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple issues reported with user interface and navigation... \"clunky, poorly designed interface\" and unprofessional support"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|minimax-small|JAGGAER", "prompt": "c218-m6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steep learning curve during initial deployment; Limited customization capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|minimax-small|Avetta", "prompt": "c218-m6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High costs cited by reviewers; Poor customer support quality"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|minimax-small|Simpro", "prompt": "c218-m6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Simpro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Extremely poor account management and customer service"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|SAP Ariba", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Approach with Extreme Caution ... Multiple users say they actively avoid clients who use Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Jaggaer", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Significant Concerns - Technical issues: Data loss, system crashes, transaction delays causing financial strain"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Coupa", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mixed but Notable Downsides"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Zycus", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Caution Advised"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Ivalua", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Implementation Heavy — \"Feature rich but a pain in the ass to implement\""}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|HICX", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "platforms getting more positive mentions include: HICX, Kodiak Hub, SupplyHive (for performance/scorecard depth)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Kodiak Hub", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "platforms getting more positive mentions include: HICX, Kodiak Hub, SupplyHive"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|SupplyHive", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "SupplyHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "platforms getting more positive mentions include: HICX, Kodiak Hub, SupplyHive"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Graphite", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Graphite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Graphite (for faster onboarding)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|moonshot-small|Prewave", "prompt": "c218-m6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Prewave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prewave (for risk intelligence)"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|openai-small|Graphite Connect", "prompt": "c218-m6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Graphite Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Niche or lightly reviewed products** such as **Graphite Connect** ... because lower review counts can mean less evidence of how they hold up at scale."}, {"id": "mai-20260917-1752-baseline-2|c218-m6|openai-small|Oracle Supplier Management", "prompt": "c218-m6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Supplier Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Large suite platforms** such as **Oracle Supplier Management** ... can be a mismatch if you only need a focused supplier-management workflow"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|openai-small|Infor Nexus Supplier Management", "prompt": "c218-m6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Infor Nexus Supplier Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "capable but can be a mismatch if you only need a focused supplier-management workflow rather than a broader procurement suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|openai-small|JAGGAER ONE", "prompt": "c218-m6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER ONE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "capable but can be a mismatch if you only need a focused supplier-management workflow rather than a broader procurement suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|openai-small|GEP SMART", "prompt": "c218-m6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "capable but can be a mismatch if you only need a focused supplier-management workflow rather than a broader procurement suite"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|SAP Ariba", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Steep learning curve and poor UI/UX... Who should avoid? Smaller/mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|Coupa", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Complexity and bugs: Steep learning curve for config/backend, overwhelming for non-experts, buggy mobile app"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|Ivalua", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Often dinged for \"enterprise-scale complexity,\" deteriorating supplier onboarding, UX friction, and long implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|GEP SMART", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often dinged for \"enterprise-scale complexity,\" deteriorating supplier onboarding, UX friction, and long implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|Precoro", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer alternatives (higher praise in reviews): Precoro, Esker, HICX, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|Esker", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer alternatives (higher praise in reviews): Precoro, Esker, HICX, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|HICX", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "HICX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer alternatives (higher praise in reviews): Precoro, Esker, HICX, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|Kodiak Hub", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer alternatives (higher praise in reviews): Precoro, Esker, HICX, Kodiak Hub"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|xai-small|SupplyHive", "prompt": "c218-m6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "SupplyHive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "purpose-built tools like SupplyHive for scorecards/performance"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|zai-small|Medius", "prompt": "c218-m6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High‑risk or problematic platforms (to avoid or scrutinize closely)\n\n1. **Medius**  ... difficult setup, steep learning curves, and poor integration experiences."}, {"id": "mai-20260917-1752-baseline-2|c218-m6|zai-small|Coupa", "prompt": "c218-m6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Coupa** (especially the supplier portal) ... Suppliers frequently complain that the Coupa Supplier Portal is confusing and difficult to navigate"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|zai-small|SAP Ariba", "prompt": "c218-m6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy ERP‑based supplier modules** (e.g., older SAP Ariba/Oracle modules... high implementation and ownership costs, rigid workflows, and integration nightmares"}, {"id": "mai-20260917-1752-baseline-2|c218-m6|zai-small|Oracle", "prompt": "c218-m6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "older SAP Ariba/Oracle modules, some on‑premise ERP modules ... Long implementation timelines, high total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Monday.com", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Monday.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Speed & Simplicity** | **Monday.com** (Use their \"Supplier Tracker\" template)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Airtable", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Data Organization** | **Airtable**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Smartsheet", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Smartsheet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team lives in Excel, Smartsheet is the natural next step."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Zoho One", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Inventory + Orders** | **Acumatica** or **Zoho One**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Acumatica", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Acumatica", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Inventory + Orders** | **Acumatica** or **Zoho One**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Coupa", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cons:** Expensive; implementation can take months."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Kippa", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Kippa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A streamlined solution focused on streamlining operations and managing suppliers efficiently."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|alibaba-small|Excel / Google Sheets", "prompt": "c218-s1", "model": "alibaba-small", "cat": "supplier-management", "variant": "direct", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Strictly Low Cost** | **Excel / Google Sheets** (Start here first!)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|anthropic-small|LineNow", "prompt": "c218-s1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "LineNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for SMB supplier operations because it connects supplier management to purchase orders, inventory replenishment, supplier-reply AI, receiving, and accounting handoff."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|anthropic-small|Precoro", "prompt": "c218-s1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you value procurement automation and centralized supplier management with complex supplier networks, Precoro is worth exploring."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|anthropic-small|ContractSafe", "prompt": "c218-s1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "ContractSafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though organizations needing comprehensive supplier onboarding, risk monitoring, and spend analysis may find it lacking"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|anthropic-small|Coupa", "prompt": "c218-s1", "model": "anthropic-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid if Price is a Concern: Coupa can be expensive for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|challenger-small|Precoro", "prompt": "c218-s1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick from the results is **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|challenger-small|Tradogram", "prompt": "c218-s1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low-cost option:** **Tradogram** — starting at **$99/month**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|challenger-small|Kissflow", "prompt": "c218-s1", "model": "challenger-small", "cat": "supplier-management", "variant": "direct", "raw": "Kissflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for easy vendor onboarding/workflows:** **Kissflow**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|Tradogram", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Tradogram first** because it's affordable, has a free tier to experiment"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|Precoro", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Precoro** is the strongest all-rounder"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|Procurify", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for growing teams needing spend and supplier visibility, but pricier."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|QuickBooks Online + BILL", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "QuickBooks Online + BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Best if you already use accounting software*"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|Oboloo", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Oboloo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "genuinely free-forever procurement with supplier/contract management (no user limits)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|deepseek-small|Zoho Inventory / Odoo", "prompt": "c218-s1", "model": "deepseek-small", "cat": "supplier-management", "variant": "direct", "raw": "Zoho Inventory / Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free tier for basic supplier/product tracking"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|SAP Ariba", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "giant enterprise platforms like SAP Ariba, Coupa, or Ivalua are typically too complex, expensive, and time-consuming to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Coupa", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "giant enterprise platforms like SAP Ariba, Coupa, or Ivalua are typically too complex, expensive"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Ivalua", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "giant enterprise platforms like SAP Ariba, Coupa, or Ivalua are typically too complex, expensive"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Tradogram", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tradogram (Best Overall for Budget & Simplicity)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Precoro", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Precoro (Best for Growth & AP Automation)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Gatekeeper", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gatekeeper is a top-tier Supplier Relationship Management (SRM) tool"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Kissflow Procurement Cloud", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Custom Onboarding Workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Rippling", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Tech & Service-Based B2Bs"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|google-small|Transformify", "prompt": "c218-s1", "model": "google-small", "cat": "supplier-management", "variant": "direct", "raw": "Transformify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Transformify is a global VMS designed to automate billing and payments"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|meta-small|MRPeasy", "prompt": "c218-s1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "MRPeasy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MRPeasy - a simple yet powerful Vendor Management Software / Supplier Management Software that helps small manufacturers organize production."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|meta-small|Precoro", "prompt": "c218-s1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Precoro - a supplier management software that is best for SMBs moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|meta-small|SAP Ariba", "prompt": "c218-s1", "model": "meta-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Ariba - a supplier relationship management software that delivers end-to-end spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Precoro", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best balance of price, features, and ease-of-use is **Precoro**... Precoro is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Oboloo", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a fully-featured \"free-forever\" solution, Oboloo is hard to beat"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Zapro", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a bit more automation than Precoro but can't go enterprise, **Zapro** ($699/mo) gives stronger AI-driven insights."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Tradogram", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a low-cost tool like **Tradogram** or **Oboloo** will work"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Zoho Creator", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Zoho Creator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're comfortable building a lightweight app, **Zoho Creator** or **Softr** let you design a custom vendor portal"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Tipalti", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you also handle international payments, consider **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Coupa", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for a sub-50-supplier business; price is high"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|minimax-small|Softr (AI-powered portal builder)", "prompt": "c218-s1", "model": "minimax-small", "cat": "supplier-management", "variant": "direct", "raw": "Softr (AI-powered portal builder)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You're building the whole workflow; not a pre-built SRM"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|mistral-small|Precoro", "prompt": "c218-s1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro**: Starts at $499/month and is designed for small to midsize businesses, offering a centralized supplier database"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|mistral-small|MRPeasy", "prompt": "c218-s1", "model": "mistral-small", "cat": "supplier-management", "variant": "direct", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MRPeasy**: Highly rated for small manufacturers, it provides a simple yet powerful solution for organizing production and managing suppliers."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Precoro", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** is the most frequently recommended option for small and growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Ramp", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Ramp** if your primary need is spend control and vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|QuickBooks Online", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using QuickBooks, test its built-in vendor management features first"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Kissflow Procurement", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Kissflow Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No-code workflow builder for custom approval chains"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Gatekeeper", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Contract-heavy teams needing vendor lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|SAP Ariba", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid Enterprise platforms like **SAP Ariba**... usually overkill for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Coupa", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid ... **Coupa** ... usually overkill for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|moonshot-small|Ivalua", "prompt": "c218-s1", "model": "moonshot-small", "cat": "supplier-management", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid ... **Ivalua** are powerful but typically cost $50,000–$100,000+/year"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|SAP Ariba", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose SAP Ariba** if you need the deepest procurement ecosystem and expect to scale into more formal spend control."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|SourceDay", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "SourceDay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**SourceDay** and **Specright** for more specialized operational/supply-chain use cases"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|Specright", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Specright", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SourceDay** and **Specright** for more specialized operational/supply-chain use cases"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|Kissflow Procurement Cloud", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Kissflow Procurement Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I’d usually start with **Kissflow Procurement Cloud** if you need a flexible, all-around procurement workflow tool"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|SupplierGATEWAY", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "SupplierGATEWAY", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "or **SupplierGATEWAY** if your main pain point is supplier data management/onboarding"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|UpGuard", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "UpGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose a TPRM tool like UpGuard or Creditsafe** if your real need is supplier risk/compliance screening"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|openai-small|Creditsafe", "prompt": "c218-s1", "model": "openai-small", "cat": "supplier-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose a TPRM tool like UpGuard or Creditsafe** if your real need is supplier risk/compliance screening"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|Precoro", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** tops lists for small/mid-sized B2B (e.g., SoftwareConnect, G2) due to quick setup (days/weeks), strong customer support"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|Tradogram", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most affordable entry point with a free tier, praised for supplier portals and no-code customization"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|Procurify", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excels in intuitive spend visibility and AP integration, often ranked #1 alternative to Tradogram on G2"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|ProcureDesk", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ProcureDesk**: AP-focused supplier portals (~$598/mo for 10 users; 4.4/5 G2)."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|Pipefy", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pipefy**: Custom no-code workflows (free tier; good for basic SRM)."}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|Coupa", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise tools like Coupa/SAP Ariba are overkill/too pricey"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|xai-small|SAP Ariba", "prompt": "c218-s1", "model": "xai-small", "cat": "supplier-management", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise tools like Coupa/SAP Ariba are overkill/too pricey"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Precoro", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Precoro** would likely be the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Procurify", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Procurify** (Best for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Coupa", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not recommended for small businesses due to high cost and complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Tradogram", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lightweight platform with competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Pipefy", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for process automation"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Order.co", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great for small teams purchasing primarily on e-commerce sites"}, {"id": "mai-20260917-1752-baseline-2|c218-s1|zai-small|Tipalti Procurement", "prompt": "c218-s1", "model": "zai-small", "cat": "supplier-management", "variant": "direct", "raw": "Tipalti Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for teams that need supplier management integrated with payments"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|HubSpot (Professional/Enterprise Tier)", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "HubSpot (Professional/Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "HubSpot is excellent for collecting B2B contact info and pushing it into a CRM"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Oncue / Acuity Scheduling", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Oncue / Acuity Scheduling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Service-based B2B businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Shopify Plus (with B2B Portal)", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Shopify Plus (with B2B Portal)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Manufacturers or Distributors selling goods."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Vendorful", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Recommendation: Vendorful ... widely considered the best standalone solution specifically for small-to-medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Coupa", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike massive enterprise tools (like Coupa or Verint) which cost tens of thousands"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Verint", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Verint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Unlike massive enterprise tools (like Coupa or Verint) which cost tens of thousands"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|Precoro", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Runner Up: Precoro ... comprehensive procurement platform designed explicitly for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|alibaba-small|ComplyScore by Atlas Systems", "prompt": "c218-s2", "model": "alibaba-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "ComplyScore by Atlas Systems", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "This is more expensive and may be \"overkill\" for a simple office supplies vendor relationship"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|anthropic-small|Precoro", "prompt": "c218-s2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd particularly recommend starting with **Precoro** if you want simplicity and affordability"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|anthropic-small|Zapro", "prompt": "c218-s2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Zapro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Zapro** if you need more automation and compliance features as you grow"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|anthropic-small|QuickBooks", "prompt": "c218-s2", "model": "anthropic-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks provides a user-friendly platform that enables small businesses to handle vendor management and accounting"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|challenger-small|Precoro", "prompt": "c218-s2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Precoro** as the best fit in most cases"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|challenger-small|Superdocu", "prompt": "c218-s2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Superdocu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Superdocu** if you want a strong SMB-focused onboarding tool"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|challenger-small|Softr", "prompt": "c218-s2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Softr** if you want to **build a custom vendor onboarding portal without coding**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|challenger-small|Coupa", "prompt": "c218-s2", "model": "challenger-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coupa** if you expect to grow into a more complex spend-management environment"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|Precoro", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro — Best overall for small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|Softr", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Softr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Softr — Best budget/no-code option"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|Vendorful", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vendorful — Good for repeatable workflows + vendor self-service"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|Gatekeeper", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Skip for Now (Enterprise-Grade) - Gatekeeper (~$1,245+/mo)... overkill and too expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|Coupa", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Coupa, and SAP Ariba are powerful but priced and built for mid-market/enterprise... overkill and too expensive"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|deepseek-small|SAP Ariba", "prompt": "c218-s2", "model": "deepseek-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SAP Ariba are powerful but priced and built for mid-market/enterprise compliance-heavy teams — overkill and too expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|SafeBase (by Drata)", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SafeBase (by Drata)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best overall for B2B startups and SMBs."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Conveyor", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Conveyor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you are constantly answering custom security questionnaires."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Vanta Trust Center", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Vanta Trust Center", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you are already using Vanta for compliance."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Dock", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Dock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for early-stage B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Content Snare", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Content Snare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for service providers and agencies."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Rocketlane", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Rocketlane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for complex onboarding and implementation."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Softr", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Softr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If you need to manage and collect documents from your own suppliers, build a portal with **Softr**."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Market Dojo", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Market Dojo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best purpose-built SMB vendor tool."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Coupa", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "an affordable, structured alternative to massive enterprise platforms like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|SAP Ariba", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "an affordable, structured alternative to massive enterprise platforms like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|google-small|Precoro", "prompt": "c218-s2", "model": "google-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best if you also need spend management."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|meta-small|Kodiak Hub", "prompt": "c218-s2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include:\n\n1. Kodiak Hub: Kodiak Hub is an AI-powered vendor onboarding software"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|meta-small|VendorInfo", "prompt": "c218-s2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "VendorInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "VendorInfo is a leading platform for vendor onboarding, verification, and vendor information management."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|meta-small|Nuvo", "prompt": "c218-s2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo is a vendor onboarding software that automates ACH verification"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|meta-small|CreditPulse", "prompt": "c218-s2", "model": "meta-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "CreditPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CreditPulse is a vendor onboarding software that handles supplier intake, verification, and account setup."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|minimax-small|Venminder", "prompt": "c218-s2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Venminder", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Venminder** (Best Overall) ... **Venminder** if you need strong compliance and document management features"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|minimax-small|Vendorful", "prompt": "c218-s2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vendorful** (Best for Workflow Automation)"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|minimax-small|Precoro", "prompt": "c218-s2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Precoro** if budget is a primary concern and you want the best value"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|minimax-small|Procurify", "prompt": "c218-s2", "model": "minimax-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Procurify** (Low-Cost Entry)"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|moonshot-small|Precoro", "prompt": "c218-s2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|moonshot-small|QuickBooks Online", "prompt": "c218-s2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Budget Option: QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|moonshot-small|Ramp", "prompt": "c218-s2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Spend & AP Control: Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|moonshot-small|BambooHR", "prompt": "c218-s2", "model": "moonshot-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "BambooHR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** General HR onboarding software like BambooHR"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|openai-small|Precoro", "prompt": "c218-s2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Precoro** as the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|openai-small|Tipalti", "prompt": "c218-s2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is a strong alternative because it supports **self-service onboarding**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|openai-small|Gatekeeper", "prompt": "c218-s2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gatekeeper** or **Onspring** are worth a look"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|openai-small|Onspring", "prompt": "c218-s2", "model": "openai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Gatekeeper** or **Onspring** are worth a look"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Precoro", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** stands out as my top recommendation for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Bill.com", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bill.com** (Great for AP-focused onboarding)"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|ProcureDesk", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProcureDesk: Lightweight vendor portals, PO automation; SMB-focused and affordable."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Procurify", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurify: Strong G2 ratings (4.6/5), intake-to-pay with vendor management"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Softr", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Softr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good starter if <20 vendors and minimal automation needed, but less robust for compliance-heavy B2B."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Knack", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Knack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ultra-budget no-code ... less robust for compliance-heavy B2B"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|SAP Ariba", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like SAP Ariba or Coupa—they're overkill and pricey for small teams."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|xai-small|Coupa", "prompt": "c218-s2", "model": "xai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like SAP Ariba or Coupa—they're overkill and pricey for small teams."}, {"id": "mai-20260917-1752-baseline-2|c218-s2|zai-small|Refrens", "prompt": "c218-s2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Refrens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **Refrens**"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|zai-small|VendorInfo", "prompt": "c218-s2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "VendorInfo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Alternative: VendorInfo"}, {"id": "mai-20260917-1752-baseline-2|c218-s2|zai-small|Kodiak Hub", "prompt": "c218-s2", "model": "zai-small", "cat": "supplier-management", "variant": "paraphrase", "raw": "Kodiak Hub", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid: Kodiak Hub ... it is **not recommended** for a small business due to pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|SAP Ariba", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You generally want to avoid heavy enterprise suites like SAP Ariba or Coupa unless you have a dedicated procurement staff."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Coupa", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You generally want to avoid heavy enterprise suites like SAP Ariba or Coupa unless you have a dedicated procurement staff."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Precoro", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Precoro** if you are strictly replacing spreadsheets, have a tight budget, and need clean financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Zapro AI", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Zapro AI** if you have the budget and want to use AI to reduce the number of manual clicks"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Gatekeeper", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Gatekeeper** if your biggest headache is tracking contracts and ensuring vendors are compliant"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Kissflow", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kissflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A no-code platform. Excellent if your approval process is unique or complex"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|alibaba-small|Procurify", "prompt": "c218-s3", "model": "alibaba-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Has a steeper learning curve... may be overkill for micro-teams."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|anthropic-small|Precoro", "prompt": "c218-s3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Precoro is a cost-effective procurement platform with vendor management functionality that's suitable for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|anthropic-small|LineNow", "prompt": "c218-s3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "LineNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "LineNow is recommended as best overall for SMB supplier operations"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|anthropic-small|Zoho Creator", "prompt": "c218-s3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zoho Creator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small to mid-sized teams that want to build custom supplier workflows with strong ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|anthropic-small|Payhawk", "prompt": "c218-s3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payhawk works well for finance-led teams that want supplier payment tracking bundled with spend management."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|anthropic-small|Gatekeeper", "prompt": "c218-s3", "model": "anthropic-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "smaller businesses or teams seeking a simpler, lower-cost CLM solution may find the platform more robust — and expensive — than necessary"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|challenger-small|Precoro", "prompt": "c218-s3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Precoro** if you need **budgeting, approvals, and supplier management** in a simple SMB-friendly system."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|challenger-small|Tradogram", "prompt": "c218-s3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More focused on supplier relationship basics and RFQ-driven procurement than broader finance automation."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|challenger-small|Procurify", "prompt": "c218-s3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if you want user-friendly purchasing plus budget enforcement across a growing team."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|challenger-small|Ramp", "prompt": "c218-s3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stands out as an all-in-one spend platform rather than a pure supplier management tool."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|challenger-small|ControlHub", "prompt": "c218-s3", "model": "challenger-small", "cat": "supplier-management", "variant": "comparative", "raw": "ControlHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for basic procurement without the complexity of larger suites."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Precoro", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Precoro** is the sweet spot for cost and ease."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Procurify", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be overkill/pricey for the smallest teams (you pay for features you may not use)"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Kissflow Procurement", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kissflow Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kissflow/Pipefy** if you need custom workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Tradogram", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Tradogram** if you want modular control with a low entry point"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|ProcureDesk", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Finance-led teams whose main pain is accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Gatekeeper", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Gatekeeper** if contracts are your main concern"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Pipefy", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kissflow and Pipefy excel at custom no-code workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|deepseek-small|Coupa", "prompt": "c218-s3", "model": "deepseek-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise tools like Coupa are built for larger operations and can be over-engineered for teams under ~500 people"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Precoro", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If your bottleneck is money and approvals:** Go with **Precoro** (structured workflow)"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Tradogram", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Tradogram** (highly budget-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Procurify", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is more expensive but highly polished."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Gatekeeper", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its starting price is high (typically over $1,200/month), making it less suitable for micro-teams"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Kodiak Hub", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams in manufacturing, logistics, or physical goods who need to rate and audit supplier performance."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Ramp", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your bottleneck is SaaS subscriptions:** Use **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|CloudEagle", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "CloudEagle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or a dedicated tool like **CloudEagle** / **Spendflo**"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|google-small|Spendflo", "prompt": "c218-s3", "model": "google-small", "cat": "supplier-management", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or a dedicated tool like **CloudEagle** / **Spendflo**"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Precoro", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Precoro is an affordable procurement tool built for smaller teams moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Procurify", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Procurify is a mid-market procure-to-pay platform with fast adoption and custom pricing."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Gatekeeper", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gatekeeper is a contract-lifecycle-led vendor management platform with a starting price of around $1,245 per month."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Kodiak Hub", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kodiak Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Kodiak Hub is a best-of-breed supplier relationship management platform with custom pricing."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|MESH Works", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "MESH Works", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MESH Works is an SRM tool for industrial/manufacturing SMBs"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Tradogram", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tradogram is a first procurement tool for general SMBs with a starting price of around $168 per month."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|meta-small|Anvyl", "prompt": "c218-s3", "model": "meta-small", "cat": "supplier-management", "variant": "comparative", "raw": "Anvyl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Anvyl is an SRM tool for consumer brands with a focus on supplier discovery and RFQ tools."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Precoro", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-conscious:** Precoro (lowest entry cost)"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Zapro AI", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need AI features:** Zapro AI or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Kissflow Procurement", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kissflow Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Complex workflows:** Kissflow or Pipefy"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Gatekeeper", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contract-focused:** Gatekeeper"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Coupa", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Need AI features:** Zapro AI or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|minimax-small|Pipefy", "prompt": "c218-s3", "model": "minimax-small", "cat": "supplier-management", "variant": "comparative", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Complex workflows:** Kissflow or Pipefy"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|Precoro", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tradogram and Precoro are the most budget-friendly and straightforward."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|Tradogram", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tradogram and Precoro are the most budget-friendly and straightforward."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|Procurify", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Procurify and Quickbase offer more advanced spend analytics and customization."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|MESH Works", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "MESH Works", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MESH Works is tailored for manufacturing/industrial SMBs."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|Quickbase", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Quickbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Procurify and Quickbase offer more advanced spend analytics and customization."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|mistral-small|Spendflo", "prompt": "c218-s3", "model": "mistral-small", "cat": "supplier-management", "variant": "comparative", "raw": "Spendflo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-market teams onboarding software and services suppliers."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Precoro", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Precoro** – Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Vendr", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Vendr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vendr** – Best Free Option for SaaS Vendor Management"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Torii", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Torii** – Best for SaaS Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Zapro AI", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zapro AI** – Best AI-Powered Full Lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Tradogram", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tradogram** – Best First Procurement Tool"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|moonshot-small|Gatekeeper", "prompt": "c218-s3", "model": "moonshot-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher price; may be overkill for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|SAP Ariba", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It's powerful, but often more than a small team needs if your main goal is just to manage vendor data and approvals."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|Coupa", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need procurement + approvals + spend control:** **Coupa** or **SAP Ariba**."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|JAGGAER", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need flexibility without enterprise bloat:** **JAGGAER**."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|Ivalua", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need supplier collaboration and lifecycle depth:** **Ivalua**."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|TradeBeyond", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "TradeBeyond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Retail/import/supply-chain-heavy business:** **TradeBeyond**."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|openai-small|GEP SMART", "prompt": "c218-s3", "model": "openai-small", "cat": "supplier-management", "variant": "comparative", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GEP SMART:** procurement-first with strong supplier visibility."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Precoro", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a very small team (<10), start with Precoro or Tradogram's free trial."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Procurify", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose ... Procurify for visibility"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Tradogram", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a very small team (<10), start with Precoro or Tradogram's free trial."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Gatekeeper", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gatekeeper for legal/compliance"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Zapro AI", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zapro for AI smarts"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|Coupa", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools like Coupa are overkill/too pricey for small teams."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|xai-small|SAP Ariba", "prompt": "c218-s3", "model": "xai-small", "cat": "supplier-management", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "All deploy in days/weeks (vs. months for Coupa/SAP Ariba)."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Precoro", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Precoro if you want a straightforward, affordable tool to move off spreadsheets and automate POs."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Zapro AI", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zapro AI if you need a full vendor lifecycle with AI-powered matching and fast rollout."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Procurify", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market teams already managing $10M+ in annual spend; procure-to-pay with fast adoption"}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Gatekeeper", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gatekeeper if contract management is a top priority."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Kissflow Procurement", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Kissflow Procurement", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kissflow Procurement if you have complex or nonstandard approval chains."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Infraspeak", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Infraspeak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Infraspeak if you primarily manage facilities/service contractors."}, {"id": "mai-20260917-1752-baseline-2|c218-s3|zai-small|Coupa", "prompt": "c218-s3", "model": "zai-small", "cat": "supplier-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "higher complexity and quote-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Precoro", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small Procurement: **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Tradogram", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Low-Cost/Starter Option: **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Ramp", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Lightweight Spend & AP Control: **Ramp** or **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|QuickBooks Online", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Not a dedicated SRM tool, but handles vendor master files, 2-way match, payment scheduling"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|MRPeasy", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Small Manufacturers: **MRPeasy**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Procurify", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Many SMB-focused platforms (Precoro, Procurify, Zapro) advertise low per-user rates but enforce `$400–$900+/mo` minimums"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Zapro", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Zapro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "advertise low per-user rates but enforce `$400–$900+/mo` minimums"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Vendr", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Vendr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Don't pay for IT-focused tools if you're sourcing materials or services."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Torii", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Torii", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "they manage **SaaS/software subscriptions**, not physical goods suppliers"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|alibaba-small|Zylo", "prompt": "c218-s4", "model": "alibaba-small", "cat": "supplier-management", "variant": "budget", "raw": "Zylo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "they manage **SaaS/software subscriptions**, not physical goods suppliers"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|Expeni.com", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Expeni.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A low-priced, simple and easy to use purchase order system best fit for companies that need to track their purchases within a small budget"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|Zoho Inventory", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Inventory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These offer affordable, easy-to-use supplier management features for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|TradeGecko (QuickBooks Commerce)", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "TradeGecko (QuickBooks Commerce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These offer affordable, easy-to-use supplier management features for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|ProcurementExpress", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcurementExpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These offer affordable, easy-to-use supplier management features for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|Precoro", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "giving companies structured supplier management tools without the implementation weight of a platform like Coupa or Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|Coupa", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "without the implementation weight of a platform like Coupa or Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|anthropic-small|Jaggaer", "prompt": "c218-s4", "model": "anthropic-small", "cat": "supplier-management", "variant": "budget", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "without the implementation weight of a platform like Coupa or Jaggaer"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|challenger-small|Precoro", "prompt": "c218-s4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick in the results is **Precoro**, because it is repeatedly positioned as an affordable option for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|challenger-small|QuickBooks Online", "prompt": "c218-s4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "that is more of an accounting-plus-vendor-payments option than a dedicated supplier management platform"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|challenger-small|Kissflow", "prompt": "c218-s4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Kissflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want simple workflow automation and ease of use:** **Kissflow**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|challenger-small|Procure", "prompt": "c218-s4", "model": "challenger-small", "cat": "supplier-management", "variant": "budget", "raw": "Procure", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you mainly need basic procurement and PO tracking:** **Procure**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Zoho Creator", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Creator", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Zoho Creator — Best free/low-cost option**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Xero", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need accounting + basic POs:** **Xero** at $25/month."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Tradogram", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growing but still cost-sensitive:** **Tradogram** at ~$99/month."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|VendorJot", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "VendorJot", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Under 10 vendors, ultra-tight budget:** Start with **VendorJot** (free) or **Zoho Creator**."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Precoro", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: plan minimums put real deployments around $400–$900/month"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Vendr", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Vendr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vendr offers a free tier with pricing benchmarks and negotiation support"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|deepseek-small|Pipefy", "prompt": "c218-s4", "model": "deepseek-small", "cat": "supplier-management", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pipefy has a free tier too."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|SAP Ariba", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "high-end enterprise Supplier Relationship Management (SRM) software like SAP Ariba or Coupa is out of the question due to high costs"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Coupa", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like SAP Ariba or Coupa is out of the question due to high costs and complex setups"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Softr + Airtable", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Softr + Airtable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Softr + Airtable if you want a private vendor portal where suppliers upload their own documents, and you want to keep costs close to $0."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Tradogram", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tradogram offers the best value per dollar on the market"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Jotform", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Jotform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Jotform if your only real pain point is onboarding paperwork."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Xero", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "accounting software already has built-in supplier tracking"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|QuickBooks Online", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "track payables directly inside Xero or QuickBooks without paying for a separate tool"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Zoho Books", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Your Accounting Software (Xero, QuickBooks Online, or Zoho Books)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|HubSpot Free CRM", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "HubSpot Free CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "HubSpot Free CRM (Repurposed for SRM) ... It provides a clean, centralized database"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|Precoro", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Precoro is widely considered the best overall \"procure-to-pay\" tool for small-to-medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|google-small|ProcureDesk", "prompt": "c218-s4", "model": "google-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ProcureDesk excels if you need punchout catalogs"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|meta-small|Precoro", "prompt": "c218-s4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes options like Precoro, Tradogram, ProcureDesk, and Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|meta-small|Tradogram", "prompt": "c218-s4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tradogram starts at $99/month"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|meta-small|ProcureDesk", "prompt": "c218-s4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options like Precoro, Tradogram, ProcureDesk, and Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|meta-small|Procurify", "prompt": "c218-s4", "model": "meta-small", "cat": "supplier-management", "variant": "budget", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options like Precoro, Tradogram, ProcureDesk, and Procurify"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|minimax-small|Precoro", "prompt": "c218-s4", "model": "minimax-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Precoro**\n- Starting around $499/month\n- Good for SMBs moving off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|mistral-small|ProcurementExpress.com", "prompt": "c218-s4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcurementExpress.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for tight budgets: ProcurementExpress.com and Tradogram offer the most affordable entry points with essential features."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|mistral-small|Precoro", "prompt": "c218-s4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for moving off spreadsheets: Precoro is user-friendly and integrates with popular accounting tools."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|mistral-small|Tradogram", "prompt": "c218-s4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best overall for tight budgets: ProcurementExpress.com and Tradogram offer the most affordable entry points"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|mistral-small|Spreadsheets (like Excel or Google Sheets)", "prompt": "c218-s4", "model": "mistral-small", "cat": "supplier-management", "variant": "budget", "raw": "Spreadsheets (like Excel or Google Sheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ultra-budget option: Spreadsheets, but with significant limitations."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|moonshot-small|oboloo", "prompt": "c218-s4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with oboloo** if you want a completely free, full-featured supplier management solution."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|moonshot-small|Tradogram", "prompt": "c218-s4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tradogram** or **Precoro** offer affordable upgrade paths."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|moonshot-small|Precoro", "prompt": "c218-s4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Affordable Paid Option"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|moonshot-small|Xero", "prompt": "c218-s4", "model": "moonshot-small", "cat": "supplier-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More limited supplier management features but very budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|openai-small|SAP Ariba", "prompt": "c218-s4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** jumping straight to enterprise SRM platforms like SAP Ariba unless your supplier process is already complex; those tools are powerful, but they're usually overkill and costly"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|openai-small|Oracle", "prompt": "c218-s4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a full enterprise SRM suite** like SAP Ariba or Oracle unless you truly need deep procurement and compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|openai-small|QuickBooks Online", "prompt": "c218-s4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**QuickBooks Online** for the absolute leanest budget and simplest setup."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|openai-small|Ramp", "prompt": "c218-s4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** if you care more about workflow automation and controls than pure accounting."}, {"id": "mai-20260917-1752-baseline-2|c218-s4|openai-small|Vendorful", "prompt": "c218-s4", "model": "openai-small", "cat": "supplier-management", "variant": "budget", "raw": "Vendorful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vendorful** if you need more true supplier-management features like sourcing, supplier qualification, and collaboration"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|xai-small|oboloo", "prompt": "c218-s4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "oboloo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "oboloo (Best Overall Free Pick)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|xai-small|Tradogram", "prompt": "c218-s4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tradogram (Best Low-Volume Starter)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|xai-small|Odoo Purchase Module", "prompt": "c218-s4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Odoo Purchase Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Odoo Purchase Module (Best Unlimited Free, Tech-Savvy Option)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|xai-small|ProcurementExpress", "prompt": "c218-s4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "ProcurementExpress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid higher-cost ones** like ProcurementExpress ($415+/month)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|xai-small|Precoro", "prompt": "c218-s4", "model": "xai-small", "cat": "supplier-management", "variant": "budget", "raw": "Precoro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "or Precoro ($499+/month)—great but overkill for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|zai-small|Tradogram", "prompt": "c218-s4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best supplier management software for a small company with a tight budget is **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|zai-small|Pipefy", "prompt": "c218-s4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Pipefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Pipefy (Best for Customization)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|zai-small|Zoho Books", "prompt": "c218-s4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Zoho Books (Best for Accounting Integration)"}, {"id": "mai-20260917-1752-baseline-2|c218-s4|zai-small|ERPNext", "prompt": "c218-s4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "ERPNext", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Requires hosting, maintenance, and technical knowledge. It is not \"plug-and-play\""}, {"id": "mai-20260917-1752-baseline-2|c218-s4|zai-small|OpenBoxes", "prompt": "c218-s4", "model": "zai-small", "cat": "supplier-management", "variant": "budget", "raw": "OpenBoxes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires hosting, maintenance, and technical knowledge. It is not \"plug-and-play\""}, {"id": "mai-20260917-1752-baseline-2|c218-s5|alibaba-small|Coupa", "prompt": "c218-s5", "model": "alibaba-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without investing in heavy, expensive enterprise software (like Coupa or SAP Ariba) that will take months to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|alibaba-small|SAP Ariba", "prompt": "c218-s5", "model": "alibaba-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without investing in heavy, expensive enterprise software (like Coupa or SAP Ariba) that will take months to implement"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|deepseek-small|Precoro", "prompt": "c218-s5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Small business / SMB suites: roughly $5–$39 per user/month (e.g., Precoro ~$35, Procurify $12–$39)"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|deepseek-small|Procurify", "prompt": "c218-s5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Precoro ~$35, Procurify $12–$39"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|deepseek-small|Coupa", "prompt": "c218-s5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Watch out for: enterprise platforms (Coupa, SAP Ariba, Ivalua) that start at six figures and require dedicated admin resources you don't have."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|deepseek-small|SAP Ariba", "prompt": "c218-s5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Watch out for: enterprise platforms (Coupa, SAP Ariba, Ivalua) that start at six figures"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|deepseek-small|Ivalua", "prompt": "c218-s5", "model": "deepseek-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Watch out for: enterprise platforms (Coupa, SAP Ariba, Ivalua) that start at six figures"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|SAP Ariba", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You do not need a bloated, multi-month rollout platform like SAP Ariba or Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Coupa", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You do not need a bloated, multi-month rollout platform like SAP Ariba or Coupa."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Procurify", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For General Procurement & Spend Control: Look at tools like *Procurify*, *Precoro*, or *Tradogram*."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Precoro", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Look at tools like *Procurify*, *Precoro*, or *Tradogram*. They manage purchase orders, approvals, and supplier details brilliantly"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Tradogram", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look at tools like *Procurify*, *Precoro*, or *Tradogram*."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Gatekeeper", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For Contract & Vendor Compliance: ... look at tools like *Gatekeeper* or *Vanta*"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|Vanta", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Gatekeeper* or *Vanta* (for security compliance)"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|google-small|MRPeasy", "prompt": "c218-s5", "model": "google-small", "cat": "supplier-management", "variant": "scale", "raw": "MRPeasy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Manufacturing/Physical Goods: ... look at SMB-friendly MRP ... tools like *MRPeasy*."}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Coupa", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Coupa** | Large enterprises, procurement-heavy | $1,000+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Ivalua", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ivalua** | Mid-market, manufacturing | $500+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Zycus", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zycus** | Mid-market, AI-driven | $300+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|SAP Ariba", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Ariba** | SAP users, global enterprises | $1,500+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Procurify", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Procurify** | SMBs, spend management | $500+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Precoro", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Precoro** | SMBs, procurement automation | $300+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|Kissflow Procurement", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "Kissflow Procurement", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Kissflow Procurement** | Workflow automation | $2,000+/mo"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|mistral-small|GEP SMART", "prompt": "c218-s5", "model": "mistral-small", "cat": "supplier-management", "variant": "scale", "raw": "GEP SMART", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**GEP SMART** | Mid-market, global | Custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|xai-small|TradeBeyond", "prompt": "c218-s5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "TradeBeyond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "3-5 vendors (e.g., TradeBeyond, Amazon Business, SoftExpert, or SMB-friendly like Procurify, Zycus)"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|xai-small|Amazon Business", "prompt": "c218-s5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Amazon Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "3-5 vendors (e.g., TradeBeyond, Amazon Business, SoftExpert, or SMB-friendly like Procurify, Zycus)"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|xai-small|SoftExpert", "prompt": "c218-s5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "SoftExpert", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-5 vendors (e.g., TradeBeyond, Amazon Business, SoftExpert, or SMB-friendly like Procurify, Zycus)"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|xai-small|Procurify", "prompt": "c218-s5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB-friendly like Procurify, Zycus"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|xai-small|Zycus", "prompt": "c218-s5", "model": "xai-small", "cat": "supplier-management", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB-friendly like Procurify, Zycus"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|zai-small|Coupa", "prompt": "c218-s5", "model": "zai-small", "cat": "supplier-management", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Procurement systems** - Coupa, Ariba, or existing tools"}, {"id": "mai-20260917-1752-baseline-2|c218-s5|zai-small|Ariba", "prompt": "c218-s5", "model": "zai-small", "cat": "supplier-management", "variant": "scale", "raw": "Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Procurement systems** - Coupa, Ariba, or existing tools"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|SAP Ariba", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** ... SAP Ariba often suffers from low **\"Ease of Use\"** ratings"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Coupa", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Coupa is frequently categorized alongside SAP as a heavy-duty solution."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|OneTrust", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid relying solely on: Pure Compliance/Risk Tools (e.g., OneTrust, Venminder, Bitsight)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Venminder", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Venminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they do **not** help you issue purchase orders, track shipments, or process invoices"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Bitsight", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Bitsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Pure Compliance/Risk Tools (e.g., OneTrust, Venminder, Bitsight)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Gatekeeper", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for storing contracts, but useless for tracking day-to-day vendor performance or ordering."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Precoro", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Precoro:** Noted for its affordability and approachable nature for small-to-midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|LineNow", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "LineNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern options that balance comprehensive tracking with ease of use."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|alibaba-small|Zapro AI", "prompt": "c218-s6", "model": "alibaba-small", "cat": "supplier-management", "variant": "negative", "raw": "Zapro AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "LineNow / Zapro AI: Modern options that balance comprehensive tracking with ease of use."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|anthropic-small|Coupa", "prompt": "c218-s6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Coupa will likely be too complex for your organization"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|anthropic-small|Ivalua", "prompt": "c218-s6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "implementation is notoriously slow and requires significant technical resources to maintain, making it suitable only for the largest enterprises"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|anthropic-small|Ncontracts", "prompt": "c218-s6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "Ncontracts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "its focus is also its biggest weakness, as it lacks contract lifecycle management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|anthropic-small|ContractSafe", "prompt": "c218-s6", "model": "anthropic-small", "cat": "supplier-management", "variant": "negative", "raw": "ContractSafe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "primarily a storage tool that lacks advanced supplier performance tracking and spend management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Coupa", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms or setups a small business should especially avoid or scrutinize closely include: - **Enterprise procurement suites** like **Coupa, SAP Ariba, Jaggaer, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|SAP Ariba", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Enterprise procurement suites** like **Coupa, SAP Ariba, Jaggaer, and Ivalua** because they are positioned for large-scale source-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Jaggaer", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Enterprise procurement suites** like **Coupa, SAP Ariba, Jaggaer, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Ivalua", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Enterprise procurement suites** like **Coupa, SAP Ariba, Jaggaer, and Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Workday VNDLY", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Workday VNDLY", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Complex VMS platforms** such as **Workday VNDLY, ServiceNow, Rippling VMS-style tools** ... when the business only needs simple supplier records"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|ServiceNow", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Complex VMS platforms** such as **Workday VNDLY, ServiceNow, Rippling VMS-style tools, and other broad enterprise systems**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Rippling VMS-style tools", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Rippling VMS-style tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Complex VMS platforms** such as **Workday VNDLY, ServiceNow, Rippling VMS-style tools**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Precoro", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "the safer choice is a lighter tool built for SMBs, such as **Precoro** or **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|challenger-small|Tradogram", "prompt": "c218-s6", "model": "challenger-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the safer choice is a lighter tool built for SMBs, such as **Precoro** or **Tradogram**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Coupa", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Verdict: Avoid unless you have a dedicated procurement team and a six-figure budget."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|SAP Ariba", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid as a buyer. Be especially wary if you are a small supplier forced onto it by a large customer."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|SAP Fieldglass", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Fieldglass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "## 2. SAP Ariba (and SAP Fieldglass)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Graphite Connect", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Graphite Connect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Verdict: Cautious—especially if you need flexible workflows or an intuitive interface."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Ivalua", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Any \"Enterprise-Grade\" Suite (e.g., Ivalua, JAGGAER, GEP, Oracle Procurement Cloud) ... Generally avoid for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|JAGGAER", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "JAGGAER", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Verdict: Generally avoid for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|GEP", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Verdict: Generally avoid for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Oracle Procurement Cloud", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Verdict: Generally avoid for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Precoro", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Precoro** (starts ~$499/mo; great for moving off spreadsheets)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Procurify", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Procurify** (simple approval workflows, SMB-focused pricing)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Tradogram", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Tradogram** (lightweight, affordable supplier management)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Gatekeeper", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Gatekeeper** (good for contract lifecycle, not full procurement)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|deepseek-small|Payhawk", "prompt": "c218-s6", "model": "deepseek-small", "cat": "supplier-management", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Payhawk** (if your main pain is supplier payments, not full procurement)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|SAP Ariba", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Giants (Avoid) ... **SAP Ariba**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Oracle Fusion Cloud Procurement", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Fusion Cloud Procurement", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Giants (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Workday Strategic Sourcing", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Workday Strategic Sourcing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Giants (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Coupa", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High-End Business Spend Management (BSM) Suites (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|GEP SMART", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(Be Cautious) * **Examples:** **Coupa**, **GEP SMART**, **Jaggaer**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Jaggaer", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deploying a tool like Coupa or Jaggaer can take 6 months to a year"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Oracle NetSuite", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "ERP-Attached Procurement Modules (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Microsoft Dynamics 365", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "ERP-Attached Procurement Modules (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Precoro", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Platforms like **Precoro**, **Procurify**, **ProcureDesk**, or **Zip** (for intake) are designed specifically for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Procurify", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "designed specifically for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|ProcureDesk", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "ProcureDesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "designed specifically for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Zip", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Zip** (for intake)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Ramp", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "consider leveraging modern corporate card/expense platforms like **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|google-small|Brex", "prompt": "c218-s6", "model": "google-small", "cat": "supplier-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "platforms like **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Coupa", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Widely described as over-engineered for companies under 500 employees"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Microsoft Dynamics 365 Supply Chain Management", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Microsoft Dynamics 365 Supply Chain Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report high costs and lack of features for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Jaggaer", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Multiple user complaints about transaction issues"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|SourceDay", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "SourceDay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Supplier adoption challenges reported"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Tradogram", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lighter-weight tools like **Tradogram**, **Procurify**, or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Procurify", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lighter-weight tools like **Tradogram**, **Procurify**, or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|minimax-small|Precoro", "prompt": "c218-s6", "model": "minimax-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lighter-weight tools like **Tradogram**, **Procurify**, or **Precoro**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Coupa", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Focused Suites (e.g., Coupa, SAP Ariba, Jaggaer): ... typically overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|SAP Ariba", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These platforms offer extensive features but come with high costs, complex implementations, and steep learning curves."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Jaggaer", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "typically overkill for small businesses with limited supplier networks"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Carro", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Carro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Carro charges 5% of sales, which may not be sustainable for smaller operations"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Kissflow Procurement", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Kissflow Procurement", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "complex workflow builders (e.g., Kissflow Procurement) can be difficult for small businesses without technical expertise"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Gatekeeper", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some vendor management software (e.g., Gatekeeper, GEP SMART) is designed for mid-market or larger teams."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|GEP SMART", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "designed for mid-market or larger teams ... can overwhelm smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Precoro", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "look for solutions tailored to SMBs, such as Precoro or Zapro AI"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|mistral-small|Zapro AI", "prompt": "c218-s6", "model": "mistral-small", "cat": "supplier-management", "variant": "negative", "raw": "Zapro AI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for solutions tailored to SMBs, such as Precoro or Zapro AI"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|SAP Ariba", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Explicitly called \"the 800-pound gorilla\" that's \"completely wrong for most small and midsize businesses\""}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Coupa", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Built and priced for enterprise-scale deployments"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Ivalua", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** \"Targeted at large, complex enterprises; less suitable for smaller organizations\""}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Procurify", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Research suggests these **small-business-appropriate alternatives**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Precoro", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Straightforward procurement workflows | SMB-focused pricing"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Tradogram", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Basic supplier management | Lightweight"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|Gatekeeper", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Contract lifecycle management | Renewal alerts"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|moonshot-small|AuraVMS", "prompt": "c218-s6", "model": "moonshot-small", "cat": "supplier-management", "variant": "negative", "raw": "AuraVMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "RFQ/quote comparison | ~$5/month, no supplier signup"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|openai-small|Jaggaer", "prompt": "c218-s6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful, but G2 reviews mention **small-business neglect, poor customer support, not user-friendly** ... risky fit"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|openai-small|Apexanalytix", "prompt": "c218-s6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Apexanalytix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "highlight **complex integration, difficult setup, customization difficulty**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|openai-small|Gatekeeper", "prompt": "c218-s6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Gatekeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviews call out **expensive pricing, high fees for extra modules, limited customization**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|openai-small|SourceDay", "prompt": "c218-s6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "SourceDay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$30,000 annual starting price ... may be overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|openai-small|Coupa", "prompt": "c218-s6", "model": "openai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically an enterprise-grade platform; for small businesses, that can translate into **more complexity and cost than you need**"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|SAP Ariba", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently called \"not suitable for small companies,\" \"costly,\" with 50+ reviews on complex UI."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Coupa", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Mid-market+ focus; SMBs cite $50k+ minimums as overkill."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|GEP SMART", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cautious about enterprise-grade supplier management platforms like SAP Ariba, Coupa, GEP SMART, Ivalua"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Ivalua", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often a poor fit for SMBs due to the following well-documented issues"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Avetta", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Avetta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "similar tools (e.g., Avetta or Jaggaer). These are powerful for large organizations but often a poor fit for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Jaggaer", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "similar tools (e.g., Avetta or Jaggaer)... often a poor fit for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Precoro", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Precoro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for SMB-friendly alternatives like Precoro (~$499/mo, 4.7/5 G2)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Tradogram", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Tradogram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tradogram (~$168/mo)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Procurify", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Procurify, or Vendr (free tier available)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|xai-small|Vendr", "prompt": "c218-s6", "model": "xai-small", "cat": "supplier-management", "variant": "negative", "raw": "Vendr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vendr (free tier available)—transparent pricing, quick setup (days)"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Coupa", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise‑grade and over‑priced (e.g., Coupa, SAP Ariba, Basware, Oracle Procurement Cloud, Jaggaer) ... should be approached with caution or avoided altogether."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|SAP Ariba", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Basware, SAP Ariba, SourceDay, Team Procure, plooto, Coupa, and similar enterprise suites—should be approached with caution or avoided altogether."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Basware", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "“Horrible company to work with – hard to reach, hard to communicate, do not deliver.”"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Oracle Procurement Cloud", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generally too complex and costly for a small business that only needs basic supplier tracking."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Jaggaer", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Jaggaer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Often cited as “enterprise‑grade” with steep integration and customization costs."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|SourceDay", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "SourceDay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Clunky UX, hidden fees, and low supplier take‑up – can lead to continued manual processes."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Team Procure", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Team Procure", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "“No free version makes it quite expensive.” ... High cost without a free trial"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|plooto", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Payment delays and poor support can hurt cash flow and trust with suppliers."}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Ivalua", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "many other enterprise tools (e.g., Ivalua, Procurify, Jaggaer) share the same pitfalls"}, {"id": "mai-20260917-1752-baseline-2|c218-s6|zai-small|Procurify", "prompt": "c218-s6", "model": "zai-small", "cat": "supplier-management", "variant": "negative", "raw": "Procurify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "many other enterprise tools (e.g., Ivalua, Procurify, Jaggaer) share the same pitfalls"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Modern Platform: **Navan (formerly TripActions)**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|SAP Concur", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Massive Complex Enterprises: **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|Amex GBT", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Global Scale & Human Support: **Amex GBT / BCD Travel**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|BCD Travel", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BCD Travel, in particular, is a leader in ESG"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|CWT", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Amex GBT** or **CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|Spotnana", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best for API-First & NDC Adoption: **Spotnana**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|alibaba-small|TravelPerk", "prompt": "c219-l1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TravelPerk** (Stronger in Mid-Market/Europe)"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|anthropic-small|Navan (formerly TripActions)", "prompt": "c219-l1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan consistently ranks at the top for combining travel booking, corporate cards, expense tracking, and AI-powered features in a unified platform, with the highest satisfaction score"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|anthropic-small|SAP Concur", "prompt": "c219-l1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deep ERP integrations, multi-currency support, and compliance-grade audit trails make it a strong fit for large, globally distributed teams"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|anthropic-small|Perk (formerly TravelPerk)", "prompt": "c219-l1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "particularly relevant for SMBs and mid-market companies that want flexible booking without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|anthropic-small|Amex GBT/Egencia", "prompt": "c219-l1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT/Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise tools like SAP Concur and Amex GBT/Egencia are built for organizations with 500+ employees"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|SAP Concur", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|Navan", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** is the main alternative"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|TravelPerk", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TravelPerk** is also commonly recommended"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|Booking.com for Business", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better fit when you want a lighter-weight booking layer"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|KAYAK for Business", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "KAYAK for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better fit when you want a lighter-weight booking layer"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|challenger-small|Engine", "prompt": "c219-l1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "better fit when you want a lighter-weight booking layer"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|SAP Concur", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you're already entrenched in SAP or need maximum global compliance depth, **SAP Concur** is the safest, most proven enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|Navan", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical enterprise B2B company, **Navan** is the most compelling modern choice"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|Amex GBT Egencia", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I'd suggest a shortlist of **Navan + SAP Concur (+ Amex GBT Egencia)**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for booking flexibility and sustainability; transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|Spotnana", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern, API-forward platform gaining traction with enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|deepseek-small|Ramp", "prompt": "c219-l1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Great if you want integrated travel, expense, and corporate card on one free platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|Amex GBT", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amex GBT: The Global Scale & Negotiation Powerhouse ... the undisputed giant of corporate travel"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|CWT", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Having finalized its acquisition of fellow legacy giant **CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|Egencia", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amex GBT Neo (for complex, global enterprise setups) and **Egencia** (their tech-forward platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|Navan (formerly TripActions)", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Navan | Employees actually *want* to use the app ... Exceptionally high traveler adoption rates"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|SAP Concur", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises with complex compliance requirements that are already deeply embedded in the SAP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|Spotnana", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Tech-forward enterprises wanting a highly customizable, open-architecture travel solution."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|google-small|BCD Travel", "prompt": "c219-l1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a traditional giant like Amex GBT or BCD Travel possesses"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|meta-small|SAP Concur", "prompt": "c219-l1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur - a leader in enterprise-grade travel planning with robust booking, expense tracking, and strong integration with financial systems."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|meta-small|Zoho Expense", "prompt": "c219-l1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a platform that brings corporate travel management, expenses, and corporate cards together in one place"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|meta-small|Roomex", "prompt": "c219-l1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Roomex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a global hotel booking platform for business travel, mainly focused on mobile workforce"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|minimax-small|Navan", "prompt": "c219-l1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently ranked highly for combining travel booking, corporate cards, expense tracking, and AI-powered features in a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|minimax-small|Deem", "prompt": "c219-l1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Deem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mentioned with an enterprise score of 9.2/10 in one ranking, known for comprehensive travel management features."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|mistral-small|SAP Concur", "prompt": "c219-l1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large, complex enterprises: **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|mistral-small|Navan", "prompt": "c219-l1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For mid-sized to large companies wanting a unified, AI-driven platform: **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|mistral-small|Egencia", "prompt": "c219-l1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "user satisfaction scores are mixed, and it may require additional systems for full functionality"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|mistral-small|Perk (formerly TravelPerk)", "prompt": "c219-l1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good alternative for enterprises that want a modern, user-friendly platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Amex GBT** or **BCD Travel** if you need full-service TMC capabilities with global support"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|BCD Travel", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "BCD Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Amex GBT** or **BCD Travel**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|SAP Concur Travel", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies already using SAP/ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|CWT (Carlson Wagonlit Travel)", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT (Carlson Wagonlit Travel)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprise organizations"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|Navan", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan** is the leading disruptor with strong enterprise capabilities"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|Egencia", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Enterprises wanting consumer-like booking experience"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|moonshot-small|TravelPerk", "prompt": "c219-l1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best value mid-market to enterprise** | Navan or TravelPerk"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|openai-small|Navan", "prompt": "c219-l1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Navan** if you want a modern, unified platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|openai-small|SAP Concur", "prompt": "c219-l1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often a strong choice if you already use SAP/large enterprise finance systems"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|openai-small|Egencia", "prompt": "c219-l1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid option for managed travel"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|openai-small|Deem", "prompt": "c219-l1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Deem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your company cares a lot about mobile-first booking"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|SAP Concur", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur, Navan (formerly TripActions), and American Express Global Business Travel ... consistently rank as top options for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|Navan", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AI-driven all-in-one (booking + expense + cards), modern UX, real-time policy enforcement. Top G2 pick for optimization"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|American Express Global Business Travel (Amex GBT, including Egencia)", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "American Express Global Business Travel (Amex GBT, including Egencia)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Global scale ($40B+ annual transactions), dedicated TMC support, Fortune 500 coverage (1/3)."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|Perk (formerly TravelPerk)", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4.6/5 on G2; great for SMB-to-mid enterprise with flexible pricing ($0 + 3-5% fees), but scales well."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|Brex/Ramp Travel", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Brex/Ramp Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free/integrated with spend management; best if you use their cards"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|BCD Travel", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional TMCs like BCD Travel or CWT: Excel in complex itineraries but often pair with platforms above."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|xai-small|CWT", "prompt": "c219-l1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional TMCs like BCD Travel or CWT: Excel in complex itineraries but often pair with platforms above."}, {"id": "mai-20260917-1752-baseline-2|c219-l1|zai-small|SAP Concur", "prompt": "c219-l1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise-grade compliance & ERP integration | **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|zai-small|Amex GBT Egencia", "prompt": "c219-l1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global managed travel with dedicated support | **Amex GBT Egencia**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|zai-small|Navan", "prompt": "c219-l1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern UX + integrated spend management | **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|zai-small|TravelPerk", "prompt": "c219-l1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simplicity and ease of use | **TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-l1|zai-small|CWT", "prompt": "c219-l1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CWT \\u2013 Global Enterprise Focus - **Best for:** Large multinational organizations"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|alibaba-small|SAP Concur", "prompt": "c219-l2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is widely considered the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-l2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** has gained massive traction among large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|alibaba-small|Amex Global Business Travel (Amex GBT)", "prompt": "c219-l2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex Global Business Travel (Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Amex GBT if: You prioritize human support, global rate negotiation, and safety management"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|alibaba-small|Egencia", "prompt": "c219-l2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines a digital tool (Egencia) with round-the-clock call centers."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|anthropic-small|SAP Concur", "prompt": "c219-l2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. SAP Concur** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|anthropic-small|Amex GBT Egencia", "prompt": "c219-l2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Amex GBT Egencia** (Best for Global Operations)"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|anthropic-small|Navan", "prompt": "c219-l2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Navan** (Best for AI-Powered Automation)"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|challenger-small|SAP Concur", "prompt": "c219-l2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **SAP Concur** as the safest default choice"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|challenger-small|Navan", "prompt": "c219-l2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|deepseek-small|SAP Concur", "prompt": "c219-l2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **SAP Concur** as your primary choice."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|deepseek-small|Amex GBT (including Egencia)", "prompt": "c219-l2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT (including Egencia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you want a full-service travel management company (TMC) behind the software"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-l2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** if employee adoption and modern UX matter most to you"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|deepseek-small|TravelPerk", "prompt": "c219-l2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern self-service platform with automated approvals... Good for both SMBs and enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|google-small|Navan (formerly TripActions)", "prompt": "c219-l2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan has established itself as the premier modern challenger to legacy enterprise systems."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|google-small|\"Complete\" by SAP Concur & Amex GBT", "prompt": "c219-l2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "\"Complete\" by SAP Concur & Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Massive multinational footprints, heavy compliance, and deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|google-small|Perk (formerly TravelPerk)", "prompt": "c219-l2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Best-in-class customer support and traveler flexibility."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|google-small|Spotnana", "prompt": "c219-l2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Tech-forward companies wanting custom API integrations and a single global database."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|meta-small|SAP Concur", "prompt": "c219-l2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best business travel management tool for a large B2B company with thousands of employees would be SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|meta-small|Brex", "prompt": "c219-l2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Brex, Amex GBT Egencia, and Routespring"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|meta-small|Amex GBT Egencia", "prompt": "c219-l2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Brex, Amex GBT Egencia, and Routespring"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|meta-small|Routespring", "prompt": "c219-l2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Routespring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Brex, Amex GBT Egencia, and Routespring"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|minimax-small|SAP Concur", "prompt": "c219-l2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **SAP Concur** or **American Express GBT** due to their enterprise-grade scalability"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|minimax-small|American Express Global Business Travel (GBT) Egencia", "prompt": "c219-l2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "American Express Global Business Travel (GBT) Egencia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **SAP Concur** or **American Express GBT** due to their enterprise-grade scalability"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|minimax-small|Navan (formerly TripActions)", "prompt": "c219-l2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive platform that handles booking, management, and reporting all in one place. It's well-suited for mid-market to enterprise-level companies."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|minimax-small|Brex", "prompt": "c219-l2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While often noted for startups, Brex offers robust corporate travel management features"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|minimax-small|AmTrav", "prompt": "c219-l2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A single platform for booking, managing, and reporting on business travel"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|Concur Travel", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Concur Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|Egencia", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|CWT", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|BCD Travel", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|TripActions (now TravelPerk)", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TripActions (now TravelPerk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|mistral-small|Navan", "prompt": "c219-l2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "I can compare leading platforms like **Concur Travel, Egencia, CWT, BCD Travel, TripActions (now TravelPerk), and Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|moonshot-small|SAP Concur", "prompt": "c219-l2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** if you prioritize enterprise-grade compliance, deep ERP integration, and have complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|moonshot-small|Navan", "prompt": "c219-l2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Navan** if you want a more modern, user-friendly experience with strong AI capabilities and high employee satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|moonshot-small|Amex GBT Egencia", "prompt": "c219-l2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Travel with Dedicated Support"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|openai-small|SAP Concur", "prompt": "c219-l2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **SAP Concur** as the safest default choice."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|openai-small|Navan", "prompt": "c219-l2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company wants a **more modern employee experience** ... **Navan** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|xai-small|SAP Concur", "prompt": "c219-l2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend SAP Concur as the top business travel management tool."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|xai-small|Navan (formerly TripActions)", "prompt": "c219-l2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best modern challenger for enterprises seeking AI-driven UX, real-time budgeting, and unified travel/expense/cards."}, {"id": "mai-20260917-1752-baseline-2|c219-l2|xai-small|American Express Global Business Travel (Amex GBT, including Egencia)", "prompt": "c219-l2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "American Express Global Business Travel (Amex GBT, including Egencia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for ultra-complex global programs ($33B+ managed value)... but more TMC-focused than pure software"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|zai-small|SAP Concur", "prompt": "c219-l2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is the most widely recommended tool in the market"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|zai-small|Navan", "prompt": "c219-l2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** and **Amex GBT Egencia** are the strongest alternatives"}, {"id": "mai-20260917-1752-baseline-2|c219-l2|zai-small|Amex GBT Egencia", "prompt": "c219-l2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** and **Amex GBT Egencia** are the strongest alternatives"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|alibaba-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-l3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest global Travel Management Company by transaction volume and scale."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|alibaba-small|Spotnana", "prompt": "c219-l3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A leading Infrastructure-as-a-Service (IaaS) platform powering many major TMCs"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|alibaba-small|SAP Concur", "prompt": "c219-l3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dominant player in the T&E (Travel & Expenses) integration space."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-l3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in user experience (UX) and modern travel programs."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|alibaba-small|BCD Travel", "prompt": "c219-l3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong competitor to Amex GBT, known for strategic consulting and technology investment."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|anthropic-small|Navan", "prompt": "c219-l3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan is well-suited for businesses with 1,000 or more employees that are looking for an enterprise travel management solution."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|anthropic-small|SAP Concur", "prompt": "c219-l3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the most established names in corporate travel and expense management, serving large enterprises with complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|anthropic-small|Amex GBT Egencia", "prompt": "c219-l3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Egencia serves mid-to-large enterprises that need a global travel program with dedicated support"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|anthropic-small|TravelPerk (Perk)", "prompt": "c219-l3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk (Perk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TravelPerk offers one of the largest global travel inventories paired with a clean, intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|anthropic-small|Routespring", "prompt": "c219-l3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Routespring is an AI-powered platform designed to simplify business travel booking and expense management"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|SAP Concur", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** is the strongest fit for **large, globally distributed enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|Navan", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** is best for organizations that want **AI-powered booking automation**"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|Amex GBT Egencia", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "aimed at **high-volume enterprise travel programs** that value global network access"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|TravelPerk (Perk)", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk (Perk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TravelPerk** is positioned around **booking flexibility** and traveler convenience"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|Ramp", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** is best if travel is part of a broader **spend-management** workflow"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|challenger-small|Spotnana", "prompt": "c219-l3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Spotnana** stands out as more **API-first** and infrastructure-oriented"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|SAP Concur", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need deep enterprise expense + SAP/ERP integration and complex compliance? → SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|Amex GBT", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need global scale with 24/7 human agents and negotiated inventory? → Amex GBT, BCD, FCM, CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|Navan", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Want modern UX, AI automation, and unified travel + expense + cards? → Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|TravelPerk", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market in Europe, want flexibility and simple policy? → TravelPerk"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|Spotnana", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want NDC-native, API-first custom builds and full programmatic control? → Spotnana"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|BCD", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Renowned for analytics and sustainability/ESG reporting; deep NDC content."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|CWT", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CWT (now part of Amex GBT): Digital + 24/7 agent support for compliance and safety."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|deepseek-small|FCM", "prompt": "c219-l3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "FCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "FCM: Tech-forward global TMC balancing experience, cost, and compliance."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The Downside: Traditional GDS-based (Global Distribution System) booking structures can feel clunky, and integration with modern, non-travel expense systems can require extensive IT support."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|Egencia", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "GBT also owns **Egencia** (giving them a stronger digital booking portal for mid-market clients)"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|BCD Travel", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Alongside Amex GBT, BCD is one of the premier global TMCs."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|SAP Concur", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User experience (UX) is notoriously dated. Travelers often bypass Concur to book directly on consumer sites"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|Navan (formerly TripActions)", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Extremely rigid policies can sometimes frustrate seasoned business travelers, and custom ERP configurations are not as deeply supported"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|TravelPerk (Perk)", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk (Perk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Companies with significant European or transatlantic travel patterns that prioritize flexible booking policies"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|google-small|Spotnana", "prompt": "c219-l3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Spotnana is an API-first \"Travel-as-a-Service\" platform"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|meta-small|SAP Concur Travel", "prompt": "c219-l3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur Travel: Best for large enterprises, with deep expense and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|meta-small|TravelPerk", "prompt": "c219-l3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TravelPerk: Best for SMBs and mid-market companies, with flexible bookings and a user-friendly interface."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|meta-small|Navan", "prompt": "c219-l3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Navan: Best for tech-forward companies, with real-time expense tracking and corporate cards."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|meta-small|Egencia", "prompt": "c219-l3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Egencia: Best for global organizations, with a comprehensive travel management platform."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|meta-small|Amadeus Cytric", "prompt": "c219-l3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amadeus Cytric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amadeus Cytric: Best for regulated industries, with advanced policy enforcement and compliance features."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|SAP Concur", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**SAP-heavy enterprises** → SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global scale + agent support** → Amex GBT"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|Navan (formerly TripActions)", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Positioning:** Clear AI/MCP leader; consumer-grade UX with enterprise policy controls"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|Spotnana", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**API-first customization** → Spotnana or TripStax"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|TravelPerk", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**European focus** → TravelPerk"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|Egencia", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Weakness:** Lower satisfaction scores (5.2/10 TrustRadius)"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|CWT", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Amex GBT's acquisition of CWT created the largest TMC"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|BCD Travel", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BCD Travel, Amex GBT, and Spotnana have deepest production-grade content"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|minimax-small|TripStax", "prompt": "c219-l3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TripStax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**API-first customization** → Spotnana or TripStax"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|mistral-small|SAP Concur", "prompt": "c219-l3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "mature feature set but can have a steep learning curve and high total cost of ownership"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|mistral-small|Navan (formerly TripActions)", "prompt": "c219-l3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong automation, modern interface, and a focus on cost reduction"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|mistral-small|American Express Global Business Travel (Amex GBT) Egencia", "prompt": "c219-l3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT) Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may require separate systems for full T&E integration; inconsistent user satisfaction scores"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|mistral-small|Spotnana", "prompt": "c219-l3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native platform, NDC (New Distribution Capability) adoption"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|mistral-small|Routespring", "prompt": "c219-l3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on automation, real-time dashboards, and 24/7 dedicated ops support"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|SAP Concur", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose SAP Concur if your priority is deep expense management integration with existing ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|American Express Global Business Travel (Amex GBT) / Egencia", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT) / Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Amex GBT if you need the largest global footprint, dedicated agent support"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Navan if you want a modern, all-in-one platform with AI-driven automation"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|Spotnana", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Spotnana if NDC content, API flexibility, and infrastructure modernization are strategic priorities."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|BCD Travel", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose BCD Travel if you value strategic program consulting, robust reporting, and duty-of-care"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|CWT", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CWT was acquired by Amex GBT, so its capabilities are being integrated into the Amex GBT portfolio."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|moonshot-small|Deem / Engine", "prompt": "c219-l3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem / Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: Mid-market to enterprise groups wanting policy enforcement with lower complexity"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|openai-small|SAP Concur Travel", "prompt": "c219-l3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **SAP Concur** if you need **deep enterprise controls and integrations**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|openai-small|Navan", "prompt": "c219-l3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Navan** if you want **the most unified, modern user experience**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|openai-small|BCD Travel", "prompt": "c219-l3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BCD Travel** if you need **global managed travel expertise and flexibility**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|openai-small|TravelPerk", "prompt": "c219-l3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TravelPerk** if you want **software-led simplification and faster admin reduction**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|openai-small|AmTrav", "prompt": "c219-l3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **AmTrav** if you want **simple operations with strong human support**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|SAP Concur", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fortune 500, complex compliance & ERP integration ... 49%+ T&E market share. Mature policy enforcement."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|Navan", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mid-to-large enterprises wanting modern UX & speed ... priorities (UX/speed → Navan)"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|American Express Global Business Travel (Amex GBT, including Egencia)", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT, including Egencia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global enterprises, high-volume transactions ... Massive scale ($33B+ volume)"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|BCD Travel", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large corps needing analytics & flexibility"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|CWT", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Integration challenges; seen as legacy by some."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|Coupa", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Travel is a module (not core), longer setup (6-12 months), procurement-first mindset."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|xai-small|Spotnana", "prompt": "c219-l3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emerging challengers like Spotnana (modern API infrastructure) are gaining traction but are less dominant in pure enterprise volume."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|Amex Global Business Travel (GBT)", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex Global Business Travel (GBT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Is a global enterprise with complex travel, strict duty of care... **Amex GBT** or **BCD Travel**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|BCD Travel", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Amex GBT** or **BCD Travel**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|Navan", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritizes a unified, modern platform... **Navan** or **TravelPerk**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|TravelPerk", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Navan** or **TravelPerk**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|Direct Travel", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Direct Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wants a hybrid model: tech-enabled booking with access to experienced travel professionals. **Direct Travel**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|SAP Concur", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Is heavily invested in SAP/ERP and needs finance-led travel and expense automation with deep integrations. **SAP Concur**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|Coupa", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Needs travel tightly integrated with broader spend management and finance governance. **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|Egencia", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "it now operates Amex GBT, Egencia, CWT, and Ovation under one group"}, {"id": "mai-20260917-1752-baseline-2|c219-l3|zai-small|CWT", "prompt": "c219-l3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "After acquiring CWT in 2025"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|alibaba-small|SAP Concur Travel", "prompt": "c219-l4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur is the industry standard for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|alibaba-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-l4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Amex GBT is the strongest option."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-l4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Navan is the modern favorite for large tech-savvy enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|alibaba-small|CWT (Carlson Wagonlit Travel)", "prompt": "c219-l4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "CWT (Carlson Wagonlit Travel)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A direct competitor to Amex GBT, often chosen by companies that prioritize employee safety"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|anthropic-small|SAP Concur", "prompt": "c219-l4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur (Top Choice for Cost Control)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|anthropic-small|Navan", "prompt": "c219-l4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan (Strong Alternative)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|anthropic-small|Ramp", "prompt": "c219-l4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp (For Spend Consolidation) ... best suited for mid-market companies (50 to 1,000 employees)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|challenger-small|SAP Concur", "prompt": "c219-l4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **SAP Concur** for enterprise-scale governance and integrations"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|challenger-small|Itilite", "prompt": "c219-l4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Itilite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Itilite** is the clearest option if your top requirement is a **predictable flat per-trip fee**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|challenger-small|Engine", "prompt": "c219-l4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "optional add-ons can change the total cost materially, so it is less straightforward for total-cost predictability at very large scale"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|deepseek-small|Navan", "prompt": "c219-l4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation for a large company needing **predictable total cost** across thousands of users is **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|deepseek-small|ITILITE", "prompt": "c219-l4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **ITILITE** as the best flat-fee alternative"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|deepseek-small|Expensify Travel", "prompt": "c219-l4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expensify Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Worth Considering: Expensify Travel ... highly predictable, though it trades some deep enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|deepseek-small|SAP Concur", "prompt": "c219-l4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictable Cost - **SAP Concur:** ... pricing is notoriously **opaque and unpredictable**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|deepseek-small|TravelPerk", "prompt": "c219-l4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Per-booking-percentage models** (TravelPerk's tiered fees) make total cost scale unpredictably"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Brex Travel (Powered by Spotnana)", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Brex Travel (Powered by Spotnana)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "corporate card-first spend management platforms like **Brex** and **Ramp** are the premier choices"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Ramp", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like **Brex** and **Ramp** are the premier choices"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Spotnana", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex's travel booking engine is powered by **Spotnana**, a cloud-native travel-as-a-service infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|SAP Concur", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without the enterprise subscription licensing fees typically charged by SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Itilite", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Itilite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Itilite if you want a simple, highly predictable, linear \"pay-only-when-you-travel\" model"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Perk (formerly TravelPerk)", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Perk if your company experiences high cancellation rates"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Navan (formerly TripActions)", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Navan if you are looking for a consolidated global powerhouse"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|Amex GBT", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "replace both your legacy TMC (like Amex GBT or BCD)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|google-small|BCD", "prompt": "c219-l4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "replace both your legacy TMC (like Amex GBT or BCD)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|meta-small|Amex GBT Egencia", "prompt": "c219-l4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Amex GBT Egencia: Best for global travel solutions with dedicated support"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|meta-small|Navan", "prompt": "c219-l4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan: A common pick for companies with 100-500 employees"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|meta-small|AmTrav", "prompt": "c219-l4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AmTrav: A single platform for booking, managing, and reporting on business travel"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|minimax-small|Ramp", "prompt": "c219-l4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most predictable total cost with thousands of users, **Ramp at $15/user/month** offers the clearest, simplest model."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|minimax-small|SAP Concur", "prompt": "c219-l4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For enterprise depth and global compliance, **SAP Concur** ... remains the industry standard despite higher implementation costs."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|minimax-small|Brex", "prompt": "c219-l4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Flat per-user pricing, combines travel booking with corporate cards and expense management"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|minimax-small|ITILITE", "prompt": "c219-l4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Predictable cost per trip rather than percentage-based"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|minimax-small|TravelPerk", "prompt": "c219-l4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid percentage-based pricing** (e.g., TravelPerk/Perk at 3-5% per booking)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|mistral-small|Navan (formerly TripActions)", "prompt": "c219-l4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most predictable total cost at scale, **Navan** is likely the best choice due to its flat per-user pricing and robust enterprise features."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|mistral-small|TravelPerk", "prompt": "c219-l4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the 3% variable fee may introduce some unpredictability compared to a flat per-user model"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|mistral-small|SAP Concur", "prompt": "c219-l4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically require custom quotes and may have additional fees ... making it harder to predict total costs upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|mistral-small|BCD Travel", "prompt": "c219-l4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCD Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically require custom quotes and may have additional fees ... making it harder to predict total costs upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-l4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan** is likely your best option because:"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|moonshot-small|TravelPerk", "prompt": "c219-l4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Percentage-Based with Caps"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|moonshot-small|SAP Concur", "prompt": "c219-l4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional Enterprise Option (but expensive) ... 35-55% above market median"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|moonshot-small|BCD Travel", "prompt": "c219-l4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BCD Travel** or **Amex GBT** offer enterprise-grade service with negotiated flat-fee structures"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|moonshot-small|Amex GBT", "prompt": "c219-l4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BCD Travel** or **Amex GBT** offer enterprise-grade service with negotiated flat-fee structures"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|openai-small|SAP Concur", "prompt": "c219-l4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|openai-small|Navan", "prompt": "c219-l4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** is a serious contender"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|openai-small|Egencia", "prompt": "c219-l4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Also worth evaluating:** **Egencia** and **TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|openai-small|TravelPerk", "prompt": "c219-l4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Also worth evaluating:** **Egencia** and **TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|SAP Concur", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Concur (now part of SAP) is widely regarded as the top choice for large enterprises needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|Navan", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan (formerly TripActions): Modern SaaS with free travel tier ... but less proven at extreme enterprise scale/complexity vs. Concur."}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|Routespring", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparisons like those from Navan and Routespring"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|TravelPerk", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoids % of spend volatility (e.g., TravelPerk's 3-5%)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|Amex Global Business Travel (GBT)", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Amex Global Business Travel (GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for hybrid managed service + tech ... but more agent-heavy ($25-60/booking)"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|CWT", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional TMCs like CWT or BCD excel in service but have more variable transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|xai-small|BCD", "prompt": "c219-l4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCD", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional TMCs like CWT or BCD excel in service but have more variable transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|zai-small|SAP Concur", "prompt": "c219-l4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the industry standard is **SAP Concur**... The Best Overall: SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|zai-small|Spotnana", "prompt": "c219-l4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the most transparent modern option is **Spotnana**"}, {"id": "mai-20260917-1752-baseline-2|c219-l4|zai-small|Engine (formerly TravelPerk)", "prompt": "c219-l4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Cost-Minimizer: Engine (formerly TravelPerk)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|Navan", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Invite Navan, TravelPerk, and possibly Amex GBT for demos."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|TravelPerk", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Invite Navan, TravelPerk, and possibly Amex GBT for demos."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|TripActions", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TripActions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Merged into Navan; check current standalone offering status."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|SAP Concur", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User experience often criticized as dated; steep learning curve."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|American Express GBT", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "American Express GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "possibly Amex GBT for demos"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|alibaba-small|Egencia", "prompt": "c219-l5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Owned by Expedia; check stability and innovation roadmap."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|Amex GBT", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Amex GBT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leaders at the enterprise tier include **Amex GBT, SAP Concur (esp. via Spotnana's stack), Spotnana, Navan, BCD, and CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|SAP Concur", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leaders at the enterprise tier include **Amex GBT, SAP Concur (esp. via Spotnana's stack), Spotnana, Navan, BCD, and CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|Spotnana", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leaders at the enterprise tier include **Amex GBT, SAP Concur (esp. via Spotnana's stack), Spotnana, Navan, BCD, and CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|Navan", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders at the enterprise tier include **Amex GBT, SAP Concur ..., Spotnana, Navan, BCD, and CWT**"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|BCD", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "BCD", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders at the enterprise tier include ... BCD, and CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|CWT", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leaders at the enterprise tier include ... BCD, and CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|deepseek-small|TravelPerk", "prompt": "c219-l5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "plus mid-market options like TravelPerk"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|google-small|Navan", "prompt": "c219-l5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Modern platforms (like Navan or TravelPerk) often offer subscription models or fee-free bookings"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|google-small|TravelPerk", "prompt": "c219-l5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern platforms (like Navan or TravelPerk) often offer subscription models or fee-free bookings"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|google-small|Amex GBT", "prompt": "c219-l5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Amex GBT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "legacy TMCs (like Amex GBT or BCD Travel) charge per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|google-small|BCD Travel", "prompt": "c219-l5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "legacy TMCs (like Amex GBT or BCD Travel) charge per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|meta-small|Routespring", "prompt": "c219-l5", "model": "meta-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Routespring: Offers enterprise-grade security, SSO, and is SOC 2 compliant."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|meta-small|Travel Code", "prompt": "c219-l5", "model": "meta-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Travel Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Replaces legacy TMCs, expense tools, and card programs with a single platform. It's SOC 2 Type II and GDPR compliant"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|meta-small|SAP Concur", "prompt": "c219-l5", "model": "meta-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A long-standing enterprise leader with an integrated suite for travel booking, expense management, and invoice processing."}, {"id": "mai-20260917-1752-baseline-2|c219-l5|meta-small|mTrip", "prompt": "c219-l5", "model": "meta-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "mTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a white-label mobile and web app for business travel management"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|SAP Concur", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** — Most mature for large enterprises, deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|Amadeus Cytric", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Amadeus Cytric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Amadeus Cytric** — Strong on compliance and sustainability tracking"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|Navan", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** — Modern UI, AI-driven, all-in-one (travel + expense + cards)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|On Arrival", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "On Arrival", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**On Arrival** specifically markets to enterprises with \"SOC 2 Type II, DPA, vendor risk pack, and customer-managed keys.\""}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|Egencia", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Egencia** — Strong duty of care features"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|minimax-small|TravelPerk", "prompt": "c219-l5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**TravelPerk** — More mid-market but scaling up"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|moonshot-small|SAP Concur", "prompt": "c219-l5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**SAP Concur** (enterprise-grade compliance)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|moonshot-small|Amex GBT Neo", "prompt": "c219-l5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Amex GBT Neo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Amex GBT Neo** (strong governance)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|moonshot-small|Navan", "prompt": "c219-l5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Navan** (modern UX with strong policy enforcement)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|moonshot-small|TravelPerk", "prompt": "c219-l5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TravelPerk** (flexibility)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|moonshot-small|Egencia", "prompt": "c219-l5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Egencia** (corporate focus)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|xai-small|Navan", "prompt": "c219-l5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "3-5 vendors (e.g., Navan for modern UX, Concur for enterprise depth)"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|xai-small|SAP Concur", "prompt": "c219-l5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Concur for enterprise depth"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|xai-small|Routespring", "prompt": "c219-l5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms like Navan, SAP Concur, Routespring, TravelPerk, and Travel Code often meet these"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|xai-small|TravelPerk", "prompt": "c219-l5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms like Navan, SAP Concur, Routespring, TravelPerk, and Travel Code often meet these"}, {"id": "mai-20260917-1752-baseline-2|c219-l5|xai-small|Travel Code", "prompt": "c219-l5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Travel Code", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top platforms like Navan, SAP Concur, Routespring, TravelPerk, and Travel Code often meet these"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|alibaba-small|SAP Concur", "prompt": "c219-l6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why to be cautious:** ... many large enterprises report severe issues with **user adoption** ... \"clunky,\" \"outdated,\" and having a steep learning curve."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|anthropic-small|SAP Concur", "prompt": "c219-l6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The user experience is notoriously bad, with the platform being clunky, slow, and unintuitive, which leads to very low employee adoption"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|anthropic-small|Amex GBT", "prompt": "c219-l6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprises should note that 41% of multinational programs ... were running new RFPs within twelve months of the deal close"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|anthropic-small|CWT", "prompt": "c219-l6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Following the merger of Amex GBT and CWT, enterprises should note that ... primary stated concerns being per-transaction fee re-pricing and duty-of-care platform continuity"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Booking.com for Business", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the sources suggest avoiding or at least rigorously vetting these categories for large-enterprise use: **Lightweight SMB booking tools** such as **Booking.com for Business**"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Ramp", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Finance-led card/expense platforms** such as **Ramp**, **Brex**, and **Expensify**, because travel booking is secondary"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Brex", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Finance-led card/expense platforms** such as **Ramp**, **Brex**, and **Expensify**, because travel booking is secondary"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Expensify", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Finance-led card/expense platforms** such as **Ramp**, **Brex**, and **Expensify**, because travel booking is secondary"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|TravelPerk/Perk", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk/Perk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Mid-market all-in-one platforms** such as **TravelPerk/Perk** and sometimes **Navan** if the enterprise needs highly complex global compliance"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Navan", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "sometimes **Navan** if the enterprise needs highly complex global compliance, deep SAP-style integration, or mature travel-program administration beyond their fit"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|SAP Concur", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**SAP Concur, Egencia, Amex GBT, CWT, BCD Travel, and similar enterprise programs are repeatedly identified as more suitable for large organizations**"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Egencia", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "repeatedly identified as more suitable for large organizations** with global scale and complex policy needs"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|Amex GBT", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "repeatedly identified as more suitable for large organizations** with global scale and complex policy needs"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|CWT", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "repeatedly identified as more suitable for large organizations** with global scale and complex policy needs"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|challenger-small|BCD Travel", "prompt": "c219-l6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "repeatedly identified as more suitable for large organizations** with global scale and complex policy needs"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution:** Navan (complex routing)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|SAP Concur", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SAP Concur (user experience, hidden costs)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Amex GBT Egencia", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Amex GBT Egencia (drip pricing, support quality)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Corporate Travel Management (CTM)", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** CTM (operationally unreliable)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Spotnana", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Spotnana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Spotnana (technical issues)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|TravelPerk", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some users call it \"the worst travel booking service\" due to pricing discrepancies and app instability"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|myBiz by MakeMyTrip", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Primarily India-centric; lacks the global support and multi-currency depth required for large multinational enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Brex", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Safer Alternatives to Evaluate:** Check out **Brex** (if you want deeper card/spend integration)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|deepseek-small|Ramp", "prompt": "c219-l6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Ramp** (for finance automation)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Ramp", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should avoid using them as their primary travel management system"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Brex", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "large enterprises should avoid using them as their primary travel management system"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|BILL", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "large enterprises should avoid using them as their primary travel management system"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Expensify", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "large enterprises should avoid using them as their primary travel management system"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Zoho Expense + Travel", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Zoho Expense + Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid if you have high travel volume across multiple global regions"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|TravelBank", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelBank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid if you have high travel volume across multiple global regions"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Navan", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "should approach them with caution"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|Perk\"u2014formerly TravelPerk", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk\"u2014formerly TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Approach with caution. If you choose them, negotiate custom Enterprise service-level agreements"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|google-small|SAP Concur", "prompt": "c219-l6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "companies looking to modernize should be highly cautious of SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|SAP Concur", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the platforms that may be suitable for large enterprises include:\n\n1. SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|Amex GBT", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Amex GBT"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|CWT", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|Ramp", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the results mention \"Fintech Disruptors\" like Ramp and Brex"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|Brex", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "\"Fintech Disruptors\" like Ramp and Brex"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|meta-small|Routespring", "prompt": "c219-l6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "4. Routespring"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|minimax-small|American Express Global Business Travel (GBT)", "prompt": "c219-l6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "American Express Global Business Travel (GBT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Trustpilot rating: 1.4/5** (based on 46 reviews) - Common complaints include: Booking changes, downgrades, and validation issues without quick fixes"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|minimax-small|TravelPerk", "prompt": "c219-l6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Trustpilot rating: 2.9/5** (606 reviews) - Issues highlighted: Pricing transparency concerns"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|minimax-small|Navan", "prompt": "c219-l6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Noted as potentially unsuitable for large enterprises with complex routing needs"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|mistral-small|SAP Concur", "prompt": "c219-l6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often criticized for being overly complex, expensive, and slow to innovate... Concur, in particular, is known for its steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|mistral-small|Amex GBT", "prompt": "c219-l6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often criticized for being overly complex, expensive, and slow to innovate"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|mistral-small|CWT", "prompt": "c219-l6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often criticized for being overly complex, expensive, and slow to innovate"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|mistral-small|Expensify", "prompt": "c219-l6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms Not Built for Enterprise Scale... may lack the scalability, global coverage, and integration capabilities required by large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|mistral-small|Zoho Expense", "prompt": "c219-l6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms Not Built for Enterprise Scale... may lack the scalability, global coverage, and integration capabilities required by large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|moonshot-small|SAP Concur", "prompt": "c219-l6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While widely used, enterprises should be aware of significant user experience issues: **Outdated, slow interface**"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|moonshot-small|Egencia (American Express GBT)", "prompt": "c219-l6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia (American Express GBT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Several enterprises have reported switching away due to: **Inventory limitations**"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|moonshot-small|BCD Travel", "prompt": "c219-l6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Security concerns are paramount:** **2024 data breach** exposed ~700,000 customer records"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|openai-small|Navan", "prompt": "c219-l6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Navan — strong traveler UX, but some enterprise reviewers warn about gaps in finance/back-office rigor and policy control."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|openai-small|TravelPerk/Perk", "prompt": "c219-l6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk/Perk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TravelPerk / Perk — useful for some mid-market teams, but recent reviews mention booking failures and reliability concerns"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|openai-small|CWT", "prompt": "c219-l6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CWT — review feedback points to booking/change friction, aging UX, and integration pain."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|openai-small|CTM", "prompt": "c219-l6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CTM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CTM — reviews mention slow booking and policy-driven availability issues"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|openai-small|Clarity Business Travel", "prompt": "c219-l6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Clarity Business Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Clarity Business Travel — review feedback highlights support and inventory/airline coverage concerns."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|Navan (formerly TripActions)", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High Caution/Avoid: Navan (formerly TripActions) ... Not scalable for pros with intricate routing; better for SMBs/startups."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|SAP Concur", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: SAP Concur ... plagued by legacy issues that frustrate large-scale users"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|BCD Travel", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: BCD Travel ... Poor customer service responsiveness, booking delays/changes, ticketing errors, and billing opacity."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|AmEx GBT", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "AmEx GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Infinite app loops/bugs post-updates; constant errors needing manual intervention."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|TravelPerk", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tedious UI, errors requiring support calls; 1-star recent spikes."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|Booking.com for Business", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Restrictive refunds/cancellations; weak policy enforcement, risk management, and complex TMC support. SMB-suited."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|Spotnana", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Spotnana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Frequent errors; single-review complaints highlight unreliability."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|Egencia", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer Bets (Higher-Rated Alternatives): Look at leaders like TravelPerk (despite flags), Egencia (4.5 G2)"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|ITILITE", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "unified platforms like ITILITE/Ramp for better UX/scalability"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|xai-small|Ramp", "prompt": "c219-l6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "unified platforms like ITILITE/Ramp for better UX/scalability"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|zai-small|BCD Travel", "prompt": "c219-l6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "established giants like BCD Travel, CWT, and others are industry standards, they frequently face criticism from large enterprise clients regarding their capacity and customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|zai-small|CWT", "prompt": "c219-l6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "established giants like BCD Travel, CWT, and others ... frequently face criticism from large enterprise clients regarding their capacity and customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-l6|zai-small|Navan (formerly TripActions)", "prompt": "c219-l6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Navan (formerly TripActions) ... have garnered significant negative feedback regarding their backend reliability."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|zai-small|Brex", "prompt": "c219-l6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "What to avoid: Finance-led tools (like some initial iterations of Brex or Ramp tools) where the booking experience is not the primary focus."}, {"id": "mai-20260917-1752-baseline-2|c219-l6|zai-small|Ramp", "prompt": "c219-l6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "What to avoid: Finance-led tools (like some initial iterations of Brex or Ramp tools) where the booking experience is not the primary focus."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|Navan", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 **Navan** (Best for US-based mid-market companies 50-500 employees)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|ITILITE", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **ITILITE** (Best for travel + expense + cards in one unified platform)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|AmTrav", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 **AmTrav** (Best for hybrid service + technology model)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|TravelPerk (Perk)", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk (Perk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TravelPerk (Perk)** | European/global teams | Global inventory coverage"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|Ramp", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ramp** | Spend visibility & control | Automated finance workflows"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|SAP Concur", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SAP Concur** | Compliance-heavy environments | Deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|alibaba-small|Routespring", "prompt": "c219-m1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Routespring** | Medium-large enterprises (500+) | More tailored for organizations with complex travel programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|anthropic-small|Perk (formerly TravelPerk)", "prompt": "c219-m1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Particularly relevant for SMBs and mid-market companies that want flexible booking without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|anthropic-small|Navan", "prompt": "c219-m1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for up to 300 employees, making it attractive for cost-conscious mid-market firms."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|anthropic-small|SAP Concur", "prompt": "c219-m1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best suited for mid-market and enterprise organizations that need a compliance-grade, globally capable travel and expense platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|anthropic-small|Ramp", "prompt": "c219-m1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market companies (50 to 1,000 employees) wanting integrated travel, expense, and card management on a single free platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|challenger-small|Navan", "prompt": "c219-m1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is **Navan** if you want a modern, unified platform for **travel + expense + cards**"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|challenger-small|TravelPerk", "prompt": "c219-m1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TravelPerk** is a strong alternative if your priority is **transparent pricing**"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|challenger-small|SAP Concur", "prompt": "c219-m1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "usually the safer choice if you already use Concur for expense management... more commonly associated with larger or more established programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|challenger-small|Egencia / Amex GBT Egencia", "prompt": "c219-m1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia / Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be a better fit if you want a more traditional managed-travel layer, formal governance"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|deepseek-small|Navan", "prompt": "c219-m1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Default best pick for most mid-market B2B companies: Navan."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|deepseek-small|TravelPerk (now \"Perk\")", "prompt": "c219-m1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk (now \"Perk\")", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with TravelPerk as the top runner-up if UX and flexibility are your priorities"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|deepseek-small|Spotnana", "prompt": "c219-m1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Spotnana if you want a highly customizable, API-first platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|deepseek-small|SAP Concur", "prompt": "c219-m1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**SAP Concur** (though it skews enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|SAP Concur", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "do not have the massive resources or dedicated procurement teams required to manage complex legacy systems like SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Navan", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Navan is widely considered the market leader for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Perk (Formerly TravelPerk)", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (Formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Companies looking for a travel-first platform with the best user experience and global inventory."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Egencia (by Amex GBT)", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia (by Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Mid-market companies with complex, highly international, or multi-regional travel programs."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Spotnana", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It has a smaller market presence than Navan or Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Rippling Travel", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rippling Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal if you want your travel policies automatically tied to your HRIS"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Ramp Travel", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you are already using Ramp or Brex for corporate cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|google-small|Brex Travel", "prompt": "c219-m1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Brex Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you are already using Ramp or Brex for corporate cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|meta-small|Routespring", "prompt": "c219-m1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Routespring - A business travel management platform suited for medium to large sized enterprises."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|meta-small|ITILITE", "prompt": "c219-m1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "ITILITE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ITILITE - An AI-driven corporate travel and expense management platform for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|meta-small|AmTrav", "prompt": "c219-m1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "AmTrav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AmTrav - A single platform for booking, managing, and reporting on business travel"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|minimax-small|ITILITE", "prompt": "c219-m1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "ITILITE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ITILITE** - Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|minimax-small|Navan", "prompt": "c219-m1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** (formerly TripActions) - Best Free Tier"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|minimax-small|Perk", "prompt": "c219-m1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perk** (formerly TravelPerk) - Best for European Focus"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|mistral-small|Navan", "prompt": "c219-m1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan** stands out as the best overall due to its all-in-one platform, strong user ratings, and comprehensive features."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|mistral-small|Perk", "prompt": "c219-m1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perk** is a close second, especially for those prioritizing flexibility and user experience"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|mistral-small|Spotnana", "prompt": "c219-m1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Spotnana** is ideal for companies needing advanced customization and modern tech integration."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|mistral-small|Certify", "prompt": "c219-m1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Certify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may not offer the same level of travel inventory or global support as Navan or Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|moonshot-small|Navan", "prompt": "c219-m1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan** or **TravelPerk** are the strongest contenders"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|moonshot-small|TravelPerk", "prompt": "c219-m1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Navan** or **TravelPerk** are the strongest contenders"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|moonshot-small|ITILITE", "prompt": "c219-m1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for mid-market companies with integrated expense management"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|moonshot-small|Rippling Travel & Expense", "prompt": "c219-m1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies wanting unified HR, travel, expense, and corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|openai-small|Navan", "prompt": "c219-m1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|openai-small|SAP Concur", "prompt": "c219-m1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose SAP Concur** if you already have a more complex finance stack, need broad enterprise controls"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|openai-small|Egencia (Amex GBT)", "prompt": "c219-m1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia (Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Egencia (Amex GBT)** if you want a more traditional managed-travel/TMC-style approach"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|openai-small|TravelPerk/Perk", "prompt": "c219-m1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk/Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose TravelPerk/Perk** if user experience is your top priority"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|Navan", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two platforms consistently top rankings for this segment: Navan (formerly TripActions) and Perk (formerly TravelPerk)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|Perk (TravelPerk)", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "two platforms consistently top rankings for this segment: Navan (formerly TripActions) and Perk (formerly TravelPerk)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|SAP Concur", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP Concur is a strong enterprise alternative but often overkill and pricier for mid-market."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|Ramp", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp (spend management with travel, great for finance teams)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|Egencia/Amex GBT", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia/Amex GBT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Egencia/Amex GBT (SMB-mid digital booking)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|Otto", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Otto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Otto (free for small-mid, simple self-serve)"}, {"id": "mai-20260917-1752-baseline-2|c219-m1|xai-small|CWT", "prompt": "c219-m1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "CWT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Unlike enterprise tools (e.g., Concur, CWT), these avoid heavy customization/setup."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|zai-small|Navan", "prompt": "c219-m1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan** is the strongest candidate for mid-market B2B companies that need integrated travel, expense, and cards with AI-assisted booking."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|zai-small|Perk (formerly TravelPerk)", "prompt": "c219-m1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perk** is an excellent choice for teams that want strong traveler adoption and a clean UI without complex expense integration."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|zai-small|Egencia (Amex GBT)", "prompt": "c219-m1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia (Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Egencia** offers deep negotiated rates and 24/7 human service, though the interface is less modern."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|zai-small|ITILITE", "prompt": "c219-m1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ITILITE**'s per-trip model and 24/7 support make it a compelling option for mid-market firms."}, {"id": "mai-20260917-1752-baseline-2|c219-m1|zai-small|Spotnana", "prompt": "c219-m1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Spotnana**'s AI-driven platform is ideal, but be prepared to negotiate custom pricing through partners."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-m2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies looking for a modern, scalable solution, **Navan** is currently the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|alibaba-small|Perk (formerly TravelPerk)", "prompt": "c219-m2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perk** is the strongest runner-up."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|alibaba-small|SAP Concur", "prompt": "c219-m2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "for a mid-sized company, it is generally **not recommended** unless you have a specific reason to stay"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|anthropic-small|Navan", "prompt": "c219-m2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|anthropic-small|Ramp", "prompt": "c219-m2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "caters well to mid-sized companies looking for better spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|anthropic-small|SAP Concur", "prompt": "c219-m2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP Concur is a strong fit for mid-size to large enterprises with complex, global travel programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|anthropic-small|Egencia", "prompt": "c219-m2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Egencia is a corporate booking solution within Amex GBT, serving mid- to large-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|challenger-small|Navan", "prompt": "c219-m2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Navan** if you want an all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|challenger-small|Brex", "prompt": "c219-m2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** if you want travel combined with broader spend management"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|challenger-small|TravelBank", "prompt": "c219-m2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TravelBank** if you want a simpler, budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|challenger-small|SAP Concur", "prompt": "c219-m2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP Concur** if you want a more established travel-and-expense system"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|challenger-small|AmTrav", "prompt": "c219-m2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AmTrav** if you value **human support**"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|deepseek-small|Navan", "prompt": "c219-m2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan is the strongest all-around fit for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-m2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **Perk (formerly TravelPerk)**"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|deepseek-small|Amex GBT Egencia", "prompt": "c219-m2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amex GBT Egencia | Mid-market companies wanting a global program with dedicated support and mature duty-of-care"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|deepseek-small|SAP Concur", "prompt": "c219-m2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strongest T&E integration but weaker user experience (4.0 on G2)"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|deepseek-small|Booking.com for Business", "prompt": "c219-m2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A free, self-service option to minimize costs if your travel volume is low."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|google-small|Navan", "prompt": "c219-m2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan (Best Overall All-in-One Travel & Expense) ... widely considered the market leader for mid-market and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|google-small|TravelPerk", "prompt": "c219-m2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TravelPerk (Best for Flexibility and Traveler Experience)"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|google-small|Egencia", "prompt": "c219-m2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Egencia by Amex GBT (Best for Global Scale & Traditional Support)"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|google-small|Ramp", "prompt": "c219-m2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp or Brex (Best for Budget-Conscious / Single-Stack Finance)"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|google-small|Brex", "prompt": "c219-m2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "modern spend management platforms like **Ramp** or **Brex** have built powerful travel booking portals"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|meta-small|Navan", "prompt": "c219-m2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan - a strong fit for mid-market and enterprise teams that want booking, expense management, and corporate cards in one AI-powered platform."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|meta-small|Ramp", "prompt": "c219-m2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "caters well to mid-sized companies looking for better spend visibility"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|meta-small|Pleo Travel", "prompt": "c219-m2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Pleo Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit for mid-market teams that want policy-controlled travel workflows"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|meta-small|AmTrav", "prompt": "c219-m2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for its blend of innovative technology and human support"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|minimax-small|Navan", "prompt": "c219-m2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you already have dedicated travel administrators and want deep Microsoft 365 integration, **Navan** would be a solid choice"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|minimax-small|Routespring", "prompt": "c219-m2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Routespring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a mid-sized B2B company, I'd lean toward **Routespring**"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|minimax-small|SAP Concur", "prompt": "c219-m2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Weaknesses:** Clunky interface, low employee adoption, expensive implementation"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|mistral-small|Navan (formerly TripActions)", "prompt": "c219-m2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Navan** is the top recommendation due to its balance of ease of use, integration, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|mistral-small|TravelPerk (now Perk)", "prompt": "c219-m2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk (now Perk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TravelPerk** is a strong alternative, especially for those wanting to start for free"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|mistral-small|SAP Concur", "prompt": "c219-m2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it's more complex and expensive, so it's best if your company already has or plans to have a mature travel program."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|mistral-small|Egencia (Amex GBT)", "prompt": "c219-m2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia (Amex GBT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less self-serve and more sales-led, which may not be ideal for all mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|Perk (formerly TravelPerk)", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market ... Start with **Perk (TravelPerk)** if you want a cost-effective, scalable solution"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|Navan", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Navan** if you prioritize AI-driven automation and a more premium experience"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|Spotnana", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "API-first platform rated 9.2/10, excellent for policy enforcement and approval traceability"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|Egencia", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Multi-region compliance | Credit tracking and trip reporting"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|Routespring", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Medium to large enterprises | Purpose-built for this segment"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|moonshot-small|SAP Concur", "prompt": "c219-m2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Compliance workflows (may be over-engineered for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|openai-small|Navan", "prompt": "c219-m2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Navan** or **TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|openai-small|TravelPerk", "prompt": "c219-m2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **Navan** or **TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|openai-small|SAP Concur", "prompt": "c219-m2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best for larger, more complex enterprises, but often heavier and less user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|openai-small|Ramp Travel / Brex", "prompt": "c219-m2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp Travel / Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth a look if your company already uses their spend platforms"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|openai-small|Egencia", "prompt": "c219-m2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "can work well for managed travel, especially if you want more traditional corporate travel support"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|xai-small|Navan (formerly TripActions)", "prompt": "c219-m2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Navan (formerly TripActions) for a mid-sized B2B company."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|xai-small|SAP Concur", "prompt": "c219-m2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprises with heavy ERP needs | Steeper learning curve, clunky mobile app"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|xai-small|Perk/TravelPerk", "prompt": "c219-m2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk/TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're international-heavy, Perk is a close second."}, {"id": "mai-20260917-1752-baseline-2|c219-m2|xai-small|Routespring", "prompt": "c219-m2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Routespring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Routespring | High in Gartner | Medium-large customization | Less all-in-one than Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|zai-small|Navan", "prompt": "c219-m2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan** is often the best starting point if travel is a major driver"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|zai-small|Ramp", "prompt": "c219-m2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is ideal if your finance team wants a unified spend platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|zai-small|SAP Concur", "prompt": "c219-m2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SAP Concur** is reserved for programs with heavy compliance and ERP integration needs"}, {"id": "mai-20260917-1752-baseline-2|c219-m2|zai-small|Pleo", "prompt": "c219-m2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pleo** shines when you prioritize tight policy control and expense reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Companies seeking an all-in-one user experience."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|SAP Concur", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Large enterprises already using SAP ERP or needing deep financial integration."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|Amex GBT (American Express Global Business Travel)", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT (American Express Global Business Travel)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Global companies requiring extensive supplier relationships and human support."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|CWT (Carlson Wagonlit Travel)", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT (Carlson Wagonlit Travel)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Global corporations prioritizing duty of care and safety."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|TravelPerk", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Fast-growing tech companies and startups."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|Ramp", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Their travel offerings are often simpler and may not include full policy enforcement or human agent support."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|alibaba-small|Brex", "prompt": "c219-m3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Their travel offerings are often simpler and may not include full policy enforcement or human agent support."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Navan", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Navan is an all-in-one travel, expense, and corporate card platform that consolidates the entire T&E workflow into a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The leading platforms include Navan, myBiz by MakeMyTrip, SAP Concur, Brex, Amex GBT Egencia, Ramp, and Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|SAP Concur", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "custom enterprise pricing (SAP Concur, Egencia)"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Brex", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Brex distinguishes itself through its holistic approach by seamlessly integrating travel management with expense tracking and corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Amex GBT Egencia", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The leading platforms include Navan, myBiz by MakeMyTrip, SAP Concur, Brex, Amex GBT Egencia, Ramp, and Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Ramp", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp brings travel booking, expense management, and corporate cards together on one platform with zero fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Perk", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prices range from free (Perk Starter, Engine, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|BCD Travel", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BCD Travel is a Dutch travel management company that follows a traditional corporate travel playbook"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|Engine", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Prices range from free (Perk Starter, Engine, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|anthropic-small|TravelPerk", "prompt": "c219-m3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "TravelPerk simplifies corporate travel for mid-market and enterprise businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|Navan", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Combines booking, expense, and cards with **AI-driven recommendations** and rewards."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|SAP Concur", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strongest on **ERP integration, compliance, and auditability** for global programs."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|TravelPerk", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on **broad inventory, flexible cancellation, and sustainability features**."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|Ramp", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Travel is part of a broader **spend management and corporate card** platform."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|Brex", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Similar to Ramp, but emphasizes **cards, banking, and travel in one stack**."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|Egencia", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More of a **managed travel** experience with global support through Amex GBT."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|BCD Travel", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "traditional TMC/agency-style providers** like Egencia, BCD Travel, and CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|CWT", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "traditional TMC/agency-style providers** like Egencia, BCD Travel, and CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|challenger-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "India-focused corporate travel | Built around **GST invoicing, approval workflows, and corporate fare benefits**"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Navan", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan (formerly TripActions) — Best all-in-one AI platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|SAP Concur", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP Concur** ... if you're a complex, global enterprise needing deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Amex GBT", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Egencia / Amex GBT — The full-service TMC with human agents"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Navan** or **Perk (TravelPerk)** for a modern, all-in-one, self-service experience"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Ramp", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Ramp** or **Brex** if you already use their corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Brex", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Ramp** or **Brex** if you already use their corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Itilite", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Itilite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Itilite: Navan-style travel + expense with per-trip pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built for Indian business travelers with GST invoicing"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Coupa", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coupa for finance-led governance"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Deem", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Deem for mid-market/enterprise policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Spotnana", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Spotnana for custom builds"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|deepseek-small|Emburse", "prompt": "c219-m3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Emburse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emburse for expense-first workflows"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Perk (formerly TravelPerk)", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** SMBs and mid-market companies looking for the best user experience and inventory selection."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Navan is a massive all-in-one platform combining corporate travel booking, proprietary corporate cards, and built-in expense management."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Spotnana", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spotnana is a \"Travel-as-a-Service\" (TaaS) platform."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|SAP Concur", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The undisputed giant of enterprise travel and expense."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The largest traditional Travel Management Company (TMC) in the world."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Ramp", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These are corporate card and spend management ecosystems that have integrated travel booking features natively"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Brex", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "corporate card and spend management ecosystems that have integrated travel booking features natively into their dashboards"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|google-small|Egencia", "prompt": "c219-m3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Their online bookings are often powered by modern acquired tools (like Egencia)."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|Navan", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Navan: Best for AI-driven travel and expense optimization, combines booking, expense management, and corporate cards in one platform."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "myBiz by MakeMyTrip: Best for corporate booking and policy compliance"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|SAP Concur", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Concur: Best for large organizations and global T&E programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|Brex", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Brex: Finance-led card-first tool, offers virtual cards and 24/7 support."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|Amex GBT Egencia", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Amex GBT Egencia: Legacy giant, offers compliance workflows, audit depth"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|Ramp", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp: Finance-led card-first tool, offers automated travel policy enforcement and AI expense tracking."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|meta-small|Perk", "prompt": "c219-m3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Perk: All-in-one mid-market platform, offers AI travel recommendations and Navan Rewards."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|SAP Concur", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Large organizations with complex global operations... Cons: Complex implementation and learning curve"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|American Express Global Business Travel (Amex GBT)", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express Global Business Travel (Amex GBT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Fortune 500 companies with global programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|BCD Travel", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Large enterprises with complex travel programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: SMBs to enterprises seeking AI-driven solutions"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|TravelPerk", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies wanting flexible cancellation policies"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Ramp", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Startups to mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Brex", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Companies needing corporate cards with travel management"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Corporate Travel Management (CTM)", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: North America, APAC, EMEA mid-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|FCM Travel", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "FCM Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: APAC-heavy mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Deem", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Mid-market and enterprise groups"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|Coupa", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Best for: Finance-led travel governance"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|minimax-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Indian business travelers"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|Navan", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Modern, user-friendly platform with a strong focus on employee experience and intuitive booking."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|SAP Concur", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Legacy enterprise giant, known for deep integration with finance and ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|Amex GBT Egencia", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "offering global reach and full-service travel management"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|ITILITE", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "ITILITE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Business-focused, streamlines the booking process and emphasizes policy compliance."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|Coupa", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in finance-led travel governance, with traceable approvals and reporting."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|Deem", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market and enterprise solution with policy enforcement and trip reporting."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|mistral-small|Perk", "prompt": "c219-m3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Self-serve travel management platform, often used for its simplicity and employee perks."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan leads in AI-driven recommendations and automation."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|SAP Concur", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-level travel and expense management"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|TravelPerk", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Flexible business travel with cancellation protection"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|Brex", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Startups managing budgets and expenses"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|American Express GBT (Egencia)", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "American Express GBT (Egencia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Large enterprises with global programs"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|Coupa", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Finance-led travel governance"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|Deem", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Mid-market and enterprise policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|ITILITE", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "ITILITE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Business-focused travel streamlining"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|BILL", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Navan and BILL offer unified travel + expense + card platforms"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|myBiz by MakeMyTrip", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Regional Focus (India) | myBiz by MakeMyTrip"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|moonshot-small|Ramp", "prompt": "c219-m3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Range from free (Navan travel, BILL, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|Navan", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Navan** if you want one platform for travel, expense, and cards with strong user adoption."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|SAP Concur", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **SAP Concur** if you're a large enterprise and finance integration is the priority."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|Amex GBT / Egencia", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT / Egencia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Egencia / Amex GBT / CWT / BCD / FCM** if you want a managed travel service model."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|CWT", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CWT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Egencia / Amex GBT / CWT / BCD / FCM** if you want a managed travel service model."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|BCD Travel", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BCD Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Egencia / Amex GBT / CWT / BCD / FCM** if you want a managed travel service model."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|FCM", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "FCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Egencia / Amex GBT / CWT / BCD / FCM** if you want a managed travel service model."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|CTM", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "CTM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Examples: **Amex GBT / Egencia**, **CWT**, **BCD Travel**, **FCM**, **CTM**."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|openai-small|TravelPerk / Perk", "prompt": "c219-m3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk / Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **TravelPerk / Perk** if you want a modern booking experience for a mid-market team."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan leading with 4.7/5 from 9k+ reviews"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|Perk (formerly TravelPerk)", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market focus with flexible policies ... Strong in Europe."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|SAP Concur", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise staple for complex global programs ... but often criticized for clunky UI"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|Amex GBT (Egencia)", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT (Egencia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full-service TMC with premium support, duty-of-care, and NDC content. Ideal for large orgs"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|Ramp", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suited for startups/finance-led teams prioritizing controls over full travel features."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|xai-small|Spotnana", "prompt": "c219-m3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Spotnana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "API-first \"Travel-as-a-Service\" ... requires dev work for full setup"}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|SAP Concur", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Large enterprises and companies with complex ERP requirements."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|Coupa", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best For: Finance-led organizations wanting \"Business Spend Management\" (BSM)."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|Amex GBT (Egencia)", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Amex GBT (Egencia)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For: Global enterprises needing a blend of technology and human support."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|Navan (formerly TripActions)", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best For: Companies prioritizing employee satisfaction and speed of booking."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|Ramp", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For: Startups and mid-sized companies focused on corporate cards and AP automation."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|Deem", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Deem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Mid-market companies that need strong policy enforcement."}, {"id": "mai-20260917-1752-baseline-2|c219-m3|zai-small|TravelPerk", "prompt": "c219-m3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: SMBs (Small and Medium Businesses) and remote teams."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|Ramp", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is widely considered one of the best corporate travel booking platforms because it offers a **free tier**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|Navan", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Try Navan** if your company prefers a more dedicated travel-first interface"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|Uber Business", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Uber Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "these are often free or very low-cost to set up and can replace expensive car rental agencies"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|Lyft for Business", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Lyft for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Uber Business / Lyft for Business (For Ground Transport Only)"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|American Express GBT", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "American Express GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many traditional TMCs ... like American Express GBT or BCd charge per-person-per-month or per-transaction fees."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|alibaba-small|BCd", "prompt": "c219-m4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "like American Express GBT or BCd charge per-person-per-month or per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|anthropic-small|Concur (SAP)", "prompt": "c219-m4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Concur (SAP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Concur (SAP)** - Enterprise-focused with strong cost control features"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|anthropic-small|Expedia for Business", "prompt": "c219-m4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expedia for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Expedia for Business** - Good rates with volume discounts"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|anthropic-small|TravelPerk", "prompt": "c219-m4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TravelPerk** - Known for cost savings and policy compliance"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|anthropic-small|Certify", "prompt": "c219-m4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Certify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Certify** - Strong expense management integration"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|anthropic-small|Amadeus", "prompt": "c219-m4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Amadeus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Amadeus** - Flexible for various company sizes"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|challenger-small|Booking.com for Business", "prompt": "c219-m4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **Booking.com for Business** if you want a **free, self-service** booking platform"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|challenger-small|Engine", "prompt": "c219-m4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your team is very focused on **hotel savings**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|challenger-small|Ramp", "prompt": "c219-m4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** is a strong budget-conscious choice"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|challenger-small|Zoho Expense", "prompt": "c219-m4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **budget control** and policy enforcement built into booking"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|challenger-small|TravelPerk", "prompt": "c219-m4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is usually less budget-minimal than the free options"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Booking.com for Business", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Booking.com for Business** (truly free) if you have very few bookings, or **Engine**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Engine", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Engine** (free, no contract, with corporate rates and consolidated billing) if you want a more robust managed solution without fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Move to **Perk's** paid tier only once your travel volume justifies the extra flexibility."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Ramp", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Want Travel + Expense Management for Free"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Navan", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget - **Navan:** ... Powerful, but overkill for a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Egencia (Amex GBT)", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Egencia (Amex GBT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Not budget-friendly for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|deepseek-small|Corporate Traveler", "prompt": "c219-m4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Corporate Traveler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Often come with set-up fees and transaction/agent-assist charges."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|google-small|Booking.com for Business", "prompt": "c219-m4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Booking.com for Business** if your team is very small, you travel occasionally, and you want **zero fees**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|google-small|Navan (formerly TripActions)", "prompt": "c219-m4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Navan** if you want the **best overall balance** of premium travel management, free basic booking"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|google-small|Perk (formerly TravelPerk)", "prompt": "c219-m4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Perk** if your travel is seasonal or occasional, and you want **top-tier features**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|google-small|BILL Spend & Expense (formerly Divvy)", "prompt": "c219-m4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BILL Spend & Expense (formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ramp or BILL Spend & Expense** if your biggest budget leakage is actually **post-trip expense tracking"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|google-small|Ramp", "prompt": "c219-m4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a corporate card-first platform like Ramp or BILL Spend & Expense is your best option"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|meta-small|Ramp", "prompt": "c219-m4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate travel booking platform for a company with a limited budget is Ramp, which provides completely free travel booking"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|meta-small|Navan", "prompt": "c219-m4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Navan, which is free under 200 employees"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|meta-small|Concur Travel", "prompt": "c219-m4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Concur Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Concur Travel, which is a corporate travel booking and management solution from SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|minimax-small|Perk (formerly TravelPerk)", "prompt": "c219-m4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Perk (formerly TravelPerk)** - Best Overall for Small Budgets"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|minimax-small|Routespring", "prompt": "c219-m4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Routespring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If you want completely free**: **Routespring** or **Engine**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|minimax-small|Engine", "prompt": "c219-m4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you want completely free**: **Routespring** or **Engine**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|minimax-small|Booking.com for Business", "prompt": "c219-m4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Hotel-Heavy Travel - **Free**: No platform fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|minimax-small|Navan", "prompt": "c219-m4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan** - Best for Integration - **Free for companies up to 300 employees**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|mistral-small|Perk (formerly TravelPerk)", "prompt": "c219-m4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best corporate travel booking platform for a company with a limited budget is **Perk (formerly TravelPerk)**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|mistral-small|Expensify", "prompt": "c219-m4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Expensify** for simple receipt scanning and reimbursement"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|mistral-small|Booking.com for Business", "prompt": "c219-m4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Booking.com for Business** for straightforward hotel bookings with budget controls"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|moonshot-small|TravelPerk", "prompt": "c219-m4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **TravelPerk** ($15/month) or **AmTrav** (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|moonshot-small|TravelBank", "prompt": "c219-m4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need tighter budget controls, **TravelBank** is worth the slightly higher price."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|moonshot-small|AmTrav", "prompt": "c219-m4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "AmTrav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **TravelPerk** ($15/month) or **AmTrav** (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|moonshot-small|Expensify Travel", "prompt": "c219-m4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expensify Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Affordable for UK/EU* ... Low per-user cost with centralized expense management"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-m4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best Free Tier** ... 4.7/5 (highest rated)"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|openai-small|Booking.com for Business", "prompt": "c219-m4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Booking.com for Business or Navan’s free/self-serve tier**"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|openai-small|Navan", "prompt": "c219-m4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Navan’s free business tier** is the strongest budget-friendly option I found"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|openai-small|TravelPerk/Perk Starter", "prompt": "c219-m4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk/Perk Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TravelPerk/Perk Starter** or **Routespring** are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|openai-small|Routespring", "prompt": "c219-m4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Routespring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Routespring is described as suitable for small to mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|Booking.com for Business", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Booking.com for Business stands out as the best overall corporate travel booking platform."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|Ramp", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (core/Plus tiers); no booking fees | Startups needing cards + travel"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|Navan", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free for <300 employees (travel); $15/user/mo for expenses"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|Perk", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starter: $0/mo + 5% per booking (capped $30)"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|Brex", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free Essentials tiers | Spend control + travel"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|xai-small|BILL", "prompt": "c219-m4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free Essentials tiers | Spend control + travel"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Perk (formerly TravelPerk)", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Perk** – Free starter, no minimum spend, full-featured."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Booking.com for Business", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free hotel-focused platform, low-cost for hotel-heavy travel."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Engine", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free booking + DirectBill for hotel-centric teams."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Ramp", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free travel & expense when you use their card."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Zoho Expense + Travel", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Zoho Expense + Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very low per-user cost for simple, integrated expense + travel."}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Navan Business", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free travel and expense features up to 300 employees"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|TravelBank", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transparent per-user fee; includes a rewards program"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|SAP Concur", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "higher cost (~$7–$11 per expense report) ... not the most budget-friendly for small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-m4|zai-small|Brex", "prompt": "c219-m4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free Essentials tier, Premium at ~$12/user/month"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|deepseek-small|Navan", "prompt": "c219-m5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you likely want a purpose-built mid-market platform (e.g., Navan, TravelPerk, Egencia/Amex GBT, Booking.com for Business)"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|deepseek-small|TravelPerk", "prompt": "c219-m5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Navan, TravelPerk, Egencia/Amex GBT, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|deepseek-small|Egencia/Amex GBT", "prompt": "c219-m5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia/Amex GBT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Navan, TravelPerk, Egencia/Amex GBT, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|deepseek-small|Booking.com for Business", "prompt": "c219-m5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Navan, TravelPerk, Egencia/Amex GBT, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|legacy SAP Concur", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "legacy SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely lack the dedicated, multi-person travel department required to run traditional enterprise software (like legacy SAP Concur)"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Perk (formerly TravelPerk)", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Perk (formerly TravelPerk):** Highly rated for customer service, has a massive global inventory, and features \"FlexiPerk\""}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Navan (formerly TripActions)", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Navan (formerly TripActions):** Excellent mobile app, heavily integrates AI for personalized bookings"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Ramp", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company already uses Ramp or Brex for corporate cards and expenses, they have native travel booking tools integrated directly into their card dashboards"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Brex", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp or Brex:** ... native travel booking tools integrated directly into their card dashboards"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Spotnana", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Spotnana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often utilizing inventory from partners like Spotnana or Priceline"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|google-small|Priceline", "prompt": "c219-m5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Priceline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often utilizing inventory from partners like Spotnana or Priceline"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|Navan (formerly TripActions)", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Navan (formerly TripActions)**: AI-driven, intuitive UI, strong for mid-large. Free starter, deep integrations."}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|TravelPerk", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TravelPerk**: Policy flex + FlexiPerk refunds. Great EU/global, ~$15/user."}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|SAP Concur", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SAP Concur**: Enterprise-grade compliance/expenses, but heavier setup (~$9/user)."}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|Perk", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Perk or Engine**: Free/low-cost, hotel-focused savings (up to 26%), easy start."}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|Engine", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Perk or Engine**: Free/low-cost, hotel-focused savings (up to 26%), easy start."}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|AmTrav", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "AmTrav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Others**: AmTrav (advisor hybrid)"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|Ramp", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp/Brex (card-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|Brex", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ramp/Brex (card-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c219-m5|xai-small|TravelBank", "prompt": "c219-m5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "TravelBank (pre-trip budgets)"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|alibaba-small|SAP Concur", "prompt": "c219-m6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Enterprise Suites (e.g., SAP Concur, Amex GBT)\n**Avoid If:** You prioritize user experience (UX), speed, or are a mid-market company looking for agility."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|alibaba-small|Amex GBT", "prompt": "c219-m6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy Enterprise Suites (e.g., SAP Concur, Amex GBT) ... frequently cited for legacy technical debt"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|alibaba-small|Navan/TripActions", "prompt": "c219-m6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan/TripActions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms like Navan have revolutionized the look and feel of corporate booking, but they come with specific operational risks"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|alibaba-small|Expedia Business", "prompt": "c219-m6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consumer-Facing OTAs for Business (e.g., Expedia Business, Booking.com)\n**Avoid If:** Your priority is Duty of Care, compliance, or integrated expenses."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|alibaba-small|Booking.com", "prompt": "c219-m6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Consumer-Facing OTAs for Business (e.g., Expedia Business, Booking.com) ... **Lack of Duty of Care**"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|anthropic-small|Booking.com", "prompt": "c219-m6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The number of scams impersonating Booking.com has been growing, with a 56% increase in Booking.com-related scams since a breach disclosed in April."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|anthropic-small|Navan", "prompt": "c219-m6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Phone access is gated by plan tier so smaller accounts don't get reliable phone support, and chat response times lengthen significantly"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|challenger-small|Navan", "prompt": "c219-m6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Navan has \"chat-first\" support with phone access gated by tier and mixed reviews on complex disruptions"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|challenger-small|Egencia", "prompt": "c219-m6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Egencia reviews alleging difficulty changing reservations and poor booking changes"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This generated consistent complaints across executive assistant communities... Customer support described as \"abysmal\"... ~67% of recent reviews negative"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|TravelPerk", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent complaints about: Customer support teams based in Spain... Consistently higher prices than competitors plus hidden booking fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Amex GBT (Egencia) / American Express Global Business Travel", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT (Egencia) / American Express Global Business Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A mixed bag, but with notable red flags... so this one is highly inconsistent"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Concur (SAP Concur)", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Concur (SAP Concur)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "users report: Random glitches, inconsistent pricing, inadequate reporting... Sluggish performance"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Corporate Travel Management (CTM)", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low average rating (~2.2/5 on G2) with very few reviews."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Spotnana", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Spotnana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Users report \"constant errors requiring me to chat or call in to make reservations\" and recent 1-star reviews."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|BestDay", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BestDay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Trustpilot ratings around 1.7/5 (\"Muy Malo\"), and the company doesn't reply to negative reviews at all."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|TripAdvisor", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TripAdvisor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many users reporting canceled reservations, currency changes, and unhelpful support (though large review sample skews negative)."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|Booking.com", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "ConsumerAffairs shows a ~1.1 rating across thousands of reviews, citing inconsistent pricing, poor support communication"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|deepseek-small|WeTravel", "prompt": "c219-m6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "WeTravel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Despite mostly positive ratings, there are active warnings like \"Very bad experience... not recommended at all.\""}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|SAP Concur", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is notoriously clunky, slow, and outdated"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|Ramp", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Lightweight \"Card-First\" Travel Portals (e.g., Ramp, Brex...) ... they often lack the deep infrastructure of dedicated travel agencies"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|Brex", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Who should be cautious: Companies with frequent, highly mobile business travelers who value loyalty status and premier customer support."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|Amex GBT", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mega-TMC and Software Hybrids (e.g., Amex GBT + Concur Direct) ... administrators often run into heavy friction"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|Navan", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "international users ... frequently complain about the expense reporting side of the platform failing to handle localized VAT"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|google-small|Perk", "prompt": "c219-m6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "their hotel pre-payment system can take a highly frustrating amount of time to process refunds"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|meta-small|Navan", "prompt": "c219-m6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "It is recommended to avoid Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|meta-small|Expensify", "prompt": "c219-m6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious when using Expensify and SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|meta-small|SAP Concur", "prompt": "c219-m6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious when using Expensify and SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Booking.com", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Warning**: The platform has faced mounting criticism especially in 2024-2025"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Vrbo", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Vrbo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Problems**: Fake listings, stolen deposits, and vacation rental scams"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Navan", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Complaints**: Rewards forfeiture, account closure issues, charges on deactivated cards"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Corporate Traveller", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Traveller", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Issues**: Flaky portal UX, weak search functionality, difficulty changing bookings, pricing competitiveness problems, unexpected change fees"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|GuestReservations.com", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "GuestReservations.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "sued these companies for allegedly deceptive practices"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|BookOnline.com", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BookOnline.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "sued these companies for allegedly deceptive practices"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Agoda", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Agoda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Reported fraudulent activities including phishing attacks and bait-and-switch pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Vietjet Air", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Vietjet Air", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Reported fraudulent activities including phishing attacks and bait-and-switch pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|minimax-small|Mytour.vn", "prompt": "c219-m6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Mytour.vn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Reported fraudulent activities including phishing attacks and bait-and-switch pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|mistral-small|Expedia", "prompt": "c219-m6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Online Travel Agencies (OTAs) like Expedia, Booking.com, Travelocity, and similar sites  - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|mistral-small|Booking.com", "prompt": "c219-m6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Online Travel Agencies (OTAs) like Expedia, Booking.com, Travelocity, and similar sites  - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|mistral-small|Travelocity", "prompt": "c219-m6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Travelocity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Online Travel Agencies (OTAs) like Expedia, Booking.com, Travelocity, and similar sites  - **Why avoid?**"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|moonshot-small|Opodo", "prompt": "c219-m6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Opodo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consistently rated among the worst for customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|moonshot-small|eDreams", "prompt": "c219-m6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "eDreams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Received only **2-star ratings** across the board in a 2024 Which? survey"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|moonshot-small|MakeMyTrip", "prompt": "c219-m6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "MakeMyTrip", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reports of non-existent customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|moonshot-small|Expedia", "prompt": "c219-m6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While a major platform, has significant complaints about: Unhelpful and unresponsive customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|moonshot-small|Booking.com", "prompt": "c219-m6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mixed reviews with frequent complaints about: Unresponsive customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|BCD Travel", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rated ~1.4/5 on Trustpilot ... Reviewers call it a \"nightmare\" and \"worst travel company ever,\" especially for corporate users."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Reed & Mackay", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Reed & Mackay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple users say \"avoid\" after switching."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|SAP Concur", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "frequent complaints about slow app performance, buggy receipt scanning/AI ... steep learning curve, crashes, poor mobile experience"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Navan (formerly TripActions)", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "67% recent Navan reviews negative per some aggregators"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Perk (formerly TravelPerk)", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Perk has unhappy Trustpilot users (e.g., \"worst booking service\")"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Engine", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize highly rated ones like Engine (free, good reviews)"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Itilite", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Itilite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Itilite (flat fees)"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|xai-small|Brex/Ramp", "prompt": "c219-m6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex/Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Brex/Ramp (if you use their cards)"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Booking.com", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Accused of **fake scarcity tactics** (\"only one room left\") and **deceptive pricing**... Use them with caution and always compare final prices."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Expedia Group", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Accused of **\"bait-and-switch\" tactics** in a class-action suit (2016)"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Trivago", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Trivago", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequently criticized for **price-comparison opacity**"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Kayak", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Kayak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**failed to show taxes and resort fees** on the cheapest listings, leading to much higher final bills"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Skyscanner", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Skyscanner", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**failed to show taxes and resort fees** on the cheapest listings"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|TravelSupermarket", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelSupermarket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Up to £275 more** than the advertised price due to omitted taxes, resort fees, and service charges."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Guest Reservations", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Guest Reservations", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Accused of **\"fleecing customers\"** with hidden fees and charges that ballooned the final price well above the quoted rate."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Agoda", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Agoda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "brokers failed to show the full cost** upfront, with hidden taxes and resort fees inflating final prices"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Getaroom", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Getaroom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "brokers failed to show the full cost** upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Netflights", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Netflights", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "brokers failed to show the full cost** upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Travel Republic", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Travel Republic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "brokers failed to show the full cost** upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Zenhotels", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Zenhotels", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "brokers failed to show the full cost** upfront"}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Airbnb", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Airbnb", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**Cleaning fees** (e.g., $150 for a one-night stay) and other service charges can dramatically increase the effective nightly rate."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|TravelPerk", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Customer service** frequently criticized as **unhelpful, slow, and frustrating**."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|TravelCTM", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelCTM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Highly unreliable**; app is **complicated to use**."}, {"id": "mai-20260917-1752-baseline-2|c219-m6|zai-small|Navan (formerly TripActions)", "prompt": "c219-m6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Users report **abysmal customer service** when issues arise."}, {"id": "mai-20260917-1752-baseline-2|c219-s1|alibaba-small|Navan", "prompt": "c219-s1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two solutions consistently lead the market... **Pick Navan if:** Your biggest operational pain is receipt chasing, manual expense entry"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|alibaba-small|TravelPerk", "prompt": "c219-s1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pick TravelPerk if:** You prioritize booking speed, flexible cancellations, broad international inventory"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|alibaba-small|TravelBank", "prompt": "c219-s1", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Compliance + traveler safety without enterprise bloat... Slightly steeper policy-setup curve; fewer AI-driven automations"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|anthropic-small|TravelBank", "prompt": "c219-s1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelBank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TravelBank** - TravelBank is best suited for small to medium-sized businesses that are tech-savvy"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|anthropic-small|Perk (formerly TravelPerk)", "prompt": "c219-s1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Perk is one of the five leading SMB travel platforms in 2026"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|anthropic-small|Engine", "prompt": "c219-s1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Engine serves 39,000+ businesses across company sizes and stages"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|anthropic-small|Businesstravel.com", "prompt": "c219-s1", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Businesstravel.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one of the five leading SMB travel platforms in 2026, with tiered annual pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|challenger-small|Rippling Travel", "prompt": "c219-s1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rippling Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Rippling Travel**"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|challenger-small|TravelPerk", "prompt": "c219-s1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TravelPerk** is also a top contender, especially for startups and small teams that value simplicity"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|challenger-small|Booking.com for Business", "prompt": "c219-s1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option if cost control is the main issue, since it is described as a free business travel management platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|challenger-small|Navan", "prompt": "c219-s1", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often better suited to teams that want more functionality than the average small company needs"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan is usually the best fit"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for clean flight/hotel booking on a budget"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|AmTrav", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "AmTrav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for combining DIY booking with real human help"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|TravelBank", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "pairs travel + expense management at a low price point ($25/month); often ideal for cost-conscious startups"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|Booking.com for Business", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free, self-service option for very simple needs"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|Rydoo", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rydoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly cited alternative with strong price satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|deepseek-small|SAP Concur / Egencia by Amex GBT", "prompt": "c219-s1", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur / Egencia by Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more geared to larger enterprises; overkill (and pricier) for a small company"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|SAP Concur", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Enterprise Travel Management Companies (TMCs) like SAP Concur or Amex GBT require heavy contracts and months of implementation."}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Amex GBT", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like SAP Concur or Amex GBT require heavy contracts and months of implementation"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Perk (formerly TravelPerk)", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Perk if your B2B team travels frequently (especially internationally), your schedules change often (making FlexiPerk critical), and you want highly responsive 24/7 human support."}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Navan (formerly TripActions)", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan is the heavyweight of modern, unified travel-and-expense (T&E) platforms."}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Ramp Travel", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Ramp Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ramp or Brex if you are budget-conscious, already use their corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Brex Travel", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Brex Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Ramp or Brex if you are budget-conscious, already use their corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|google-small|Booking.com for Business", "prompt": "c219-s1", "model": "google-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Booking.com for Business if you are a micro-business with occasional travel"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|meta-small|TravelBank", "prompt": "c219-s1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. TravelBank Corporate travel and expense platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|meta-small|Perk", "prompt": "c219-s1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|meta-small|Concur Travel", "prompt": "c219-s1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Concur Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Concur Travel"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|meta-small|Navan", "prompt": "c219-s1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|meta-small|Rippling Travel", "prompt": "c219-s1", "model": "meta-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rippling Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Rippling Travel"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|minimax-small|Navan", "prompt": "c219-s1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan offers the best balance of features and service"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|minimax-small|Booking.com for Business", "prompt": "c219-s1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a solid free, self-service option if cost is your primary concern"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|minimax-small|myBiz by MakeMyTrip", "prompt": "c219-s1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly strong if you're based in India"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|minimax-small|Engine", "prompt": "c219-s1", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides robust features including policy enforcement, consolidated billing, approval workflows, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|mistral-small|Perk", "prompt": "c219-s1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Perk** stands out as an AI-native, all-in-one travel and spend management platform with tiered pricing that works well for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|mistral-small|TravelPerk", "prompt": "c219-s1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TravelPerk** is also highly recommended for startups and small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|mistral-small|Concur Travel", "prompt": "c219-s1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Concur Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Concur Travel** (a robust, enterprise-focused solution)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|mistral-small|TravelPlus", "prompt": "c219-s1", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPlus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TravelPlus**, which offers travel booking and expense management in a single platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|moonshot-small|Navan", "prompt": "c219-s1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, I'd recommend **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|moonshot-small|TravelPerk", "prompt": "c219-s1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Frequent Travelers & European Travel"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|moonshot-small|Booking.com for Business", "prompt": "c219-s1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget is your absolute top priority, start with **Booking.com for Business** (free)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|moonshot-small|Expensify", "prompt": "c219-s1", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Expense-Heavy Teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|openai-small|Navan", "prompt": "c219-s1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|openai-small|Perk (formerly TravelPerk)", "prompt": "c219-s1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want simpler SMB-focused managed travel:** **Perk / TravelPerk**"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|openai-small|Concur", "prompt": "c219-s1", "model": "openai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3-way comparison: Navan vs Perk vs Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|Navan (formerly TripActions)", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Navan** if expense tracking is a pain point—it's the G2 leader with proven SMB adoption."}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|TravelPerk (now Perk)", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk (now Perk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplicity and quick setup"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|Booking.com for Business", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free/low-cost starter option"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|SAP Concur", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Complex for small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|Rippling", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Other notables**: Rippling (if you use their HR/payroll)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|Egencia", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Egencia (Amex-backed for global)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|xai-small|TravelBank", "prompt": "c219-s1", "model": "xai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TravelBank (expense-focused)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|zai-small|Navan", "prompt": "c219-s1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Navan**. For a small B2B company, the ability to consolidate travel and expense management into a single AI-powered platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|zai-small|Booking.com for Business", "prompt": "c219-s1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Zero Cost\" Option: Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|zai-small|TravelPerk", "prompt": "c219-s1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Employee Experience: TravelPerk (formerly Perk)"}, {"id": "mai-20260917-1752-baseline-2|c219-s1|zai-small|Concur", "prompt": "c219-s1", "model": "zai-small", "cat": "corporate-travel-management", "variant": "direct", "raw": "Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Concur** (Note: Expensive and complex for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|Navan", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Navan** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|Ramp", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Ramp** if you need integrated corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|BILL (by Bill.com)", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "BILL (by Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Strict Policy & Accounting: BILL (by Bill.com) ... is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|Brex", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Do we need new corporate cards? (Choose **Ramp** or **Brex**)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|Booking.com for Business", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Booking.com for Business** or **myBiz by MakeMyTrip** for maximum simplicity"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|alibaba-small|myBiz by MakeMyTrip", "prompt": "c219-s2", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose **Booking.com for Business** or **myBiz by MakeMyTrip** for maximum simplicity"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|anthropic-small|Expedia for Business", "prompt": "c219-s2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Expedia for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if most employees book occasional trips, a simpler solution like Expedia for Business might suffice"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|anthropic-small|Kayak for Business", "prompt": "c219-s2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Kayak for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Budget-friendly**: Expedia for Business, Kayak for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|anthropic-small|Concur", "prompt": "c219-s2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a dedicated platform like TravelPerk or Concur would provide better features"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|anthropic-small|TravelPerk", "prompt": "c219-s2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a dedicated platform like TravelPerk or Concur would provide better features"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|anthropic-small|American Express Global Business Travel", "prompt": "c219-s2", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "American Express Global Business Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Full-service with support**: American Express Global Business Travel"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|challenger-small|Rippling Travel", "prompt": "c219-s2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rippling Travel** if you want the most practical all-in-one setup"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|challenger-small|Booking.com for Business", "prompt": "c219-s2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a lower-friction free entry point"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|challenger-small|Perk", "prompt": "c219-s2", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Perk** is another strong SMB option"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|deepseek-small|Navan", "prompt": "c219-s2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Pick: **Navan** (formerly TripActions)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|deepseek-small|Perk", "prompt": "c219-s2", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## A Close Runner-Up: **Perk** (formerly TravelPerk)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|google-small|TravelPerk", "prompt": "c219-s2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TravelPerk: Best Overall for B2B Client Meetings & Flexibility"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|google-small|Navan (formerly TripActions)", "prompt": "c219-s2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan is an all-in-one travel and expense (T&E) powerhouse."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|google-small|Ramp", "prompt": "c219-s2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp or Brex if you want a 100% free setup"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|google-small|Brex", "prompt": "c219-s2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both Ramp and Brex have robust, built-in travel booking platforms"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|google-small|Rippling Travel", "prompt": "c219-s2", "model": "google-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling Travel: Best if HR Integration is Your Priority"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|meta-small|myBiz by MakeMyTrip", "prompt": "c219-s2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "myBiz by MakeMyTrip - This platform is ideal for small teams with minimal setup overhead."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|meta-small|Brex", "prompt": "c219-s2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex - This platform is best for startups managing budgets and expenses."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|meta-small|Rippling", "prompt": "c219-s2", "model": "meta-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling - This platform is a strong fit for large, globally distributed teams."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|minimax-small|Booking.com for Business", "prompt": "c219-s2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: **Booking.com for Business**"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|minimax-small|Navan (formerly TripActions)", "prompt": "c219-s2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Booking.com for Business** or **Navan** - both offer"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|minimax-small|Rippling", "prompt": "c219-s2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers travel management alongside HR/payroll (good if you need integrated solutions)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|minimax-small|Expensify", "prompt": "c219-s2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for expense tracking and reimbursement"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|minimax-small|SAP Concur", "prompt": "c219-s2", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More enterprise-focused but scalable"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|mistral-small|Navan", "prompt": "c219-s2", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Navan** as your business travel management tool."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|moonshot-small|Navan", "prompt": "c219-s2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Navan ... I'd point you toward **Navan** first."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|moonshot-small|TravelPerk", "prompt": "c219-s2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: TravelPerk (now rebranded as \"Perk\")"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|moonshot-small|Ramp", "prompt": "c219-s2", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Honorable Mention: Ramp"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|openai-small|TravelPerk", "prompt": "c219-s2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **TravelPerk** as the best overall starting point."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|openai-small|Zoho Expense", "prompt": "c219-s2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd also put **Zoho Expense** high on the list"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|openai-small|SAP Concur", "prompt": "c219-s2", "model": "openai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SAP Concur** is the safest \"bigger\" option, but it's often more than a very small business needs."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|xai-small|TravelPerk", "prompt": "c219-s2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend TravelPerk (now branded as Perk in some contexts) as the top choice."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|xai-small|Booking.com for Business", "prompt": "c219-s2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your travel is mostly hotels or you want zero fees, try Booking.com for Business alongside."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|xai-small|Navan (formerly TripActions)", "prompt": "c219-s2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Steeper learning curve; shines more for expense-heavy teams already using their cards. Custom fees can kick in."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|xai-small|Rippling Travel", "prompt": "c219-s2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Best if integrated with their ecosystem; otherwise overkill."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|xai-small|Ramp/Brex Travel", "prompt": "c219-s2", "model": "xai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Ramp/Brex Travel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires adopting their cards first; less standalone travel focus."}, {"id": "mai-20260917-1752-baseline-2|c219-s2|zai-small|Booking.com for Business", "prompt": "c219-s2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Booking.com for Business** (Free plan)"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|zai-small|TravelPerk", "prompt": "c219-s2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **TravelPerk (formerly Perk)** ... TravelPerk is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|zai-small|Rippling Travel & Expense", "prompt": "c219-s2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling is the standout choice for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|zai-small|Navan", "prompt": "c219-s2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Navan is worth considering ... If you're very small (under 10 travelers), you may find Navan overkill"}, {"id": "mai-20260917-1752-baseline-2|c219-s2|zai-small|Zoho Expense + Travel", "prompt": "c219-s2", "model": "zai-small", "cat": "corporate-travel-management", "variant": "paraphrase", "raw": "Zoho Expense + Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-Conscious Alternative: **Zoho Expense + Travel**"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|SAP Concur", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid SAP Concur unless you have a dedicated finance team."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|Navan", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Navan** if you want to eliminate receipt-chasing and have a corporate card integrated with your travel bookings."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|Perk", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Perk** if you want maximum flexibility, low barriers to entry, and strong cancellation protection."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|Otto", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Otto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Otto** if your team travels frequently and needs a blend of AI automation and human agent support"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|Expensify", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your main pain point is *reconciliation* rather than booking, Expensify is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|alibaba-small|Expedia", "prompt": "c219-s3", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Expedia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Expensify + Trip Actions / Expedia**"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Navan excels in policy compliance with AI-driven policy flags, automated approval routing"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It offers the cheapest entry point with a free Starter plan for up to 10 travelers"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Travel Code", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Travel Code", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For small businesses with active travel programs, Travel Code often delivers the best ROI through hotel savings of up to 20%"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Ramp", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp offers an unlimited free tier with integrated travel, expenses, and cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Engine", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it ideal for cost-conscious small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|anthropic-small|Expensify", "prompt": "c219-s3", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for freelancers, startups, and small businesses needing simple, reliable receipt capture"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Booking.com for Business", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best low-friction option: Booking.com for Business is the simplest starting point for teams that want something free and easy"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Perk (TravelPerk)", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for flexible booking: Perk/TravelPerk stands out for cancellation flexibility and broad booking inventory"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Navan", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Navan if you want guided booking plus spend controls."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want travel, expense, cards, payroll/HR data in one system."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Ramp", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ramp and Brex are better if travel is being managed alongside spend controls, cards, and accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|Brex", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Travel is part of a broader business finance/spend platform, not just booking."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|challenger-small|SAP Concur", "prompt": "c219-s3", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a better fit than enterprise suites such as SAP Concur, which are aimed more at larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Teams wanting travel + expense in one platform with maximum booking flexibility"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Note: contracts can be harder to negotiate and pricing tends to run higher."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Ramp", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its hotel and international flight inventory is less robust than travel-first platforms"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Booking.com for Business", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The lowest-friction option for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|TravelBank", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Expense-first teams on a budget"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Zoho Expense", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Budget-conscious teams already in the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|deepseek-small|Egencia (by Amex GBT)", "prompt": "c219-s3", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia (by Amex GBT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Less transparent about pricing and more enterprise-oriented."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|SAP Concur", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise travel tools (like SAP Concur) are often too clunky, expensive, and difficult to set up"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Perk if your travel plans change constantly. FlexiPerk is a lifesaver for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Navan if you want a complete \"set-and-forget\" software that handles cards, travel, and expenses seamlessly in one app."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Ramp", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ramp or Brex if you are a startup or small business that wants to centralize company spending on corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Brex", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ramp or Brex if you are a startup or small business that wants to centralize company spending on corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Engine (formerly Hotel Engine)", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Engine (formerly Hotel Engine)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Engine if you manage a remote crew, construction team, or field services business"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|google-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "google-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Rippling if you already use (or are planning to migrate to) Rippling for your HR and payroll systems."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. Rippling Travel & Expense"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|Perk", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Perk"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|Navan", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Navan"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|Brex", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Brex"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|BizAway", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BizAway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. BizAway"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|Booking.com for Business", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|meta-small|myBiz by MakeMyTrip", "prompt": "c219-s3", "model": "meta-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. myBiz by MakeMyTrip"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Already use Rippling for HR/payroll... | **Rippling Travel & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Navan** stands out by offering *free* travel booking for companies up to 300 employees – a rare “zero-cost” entry point for a full-featured booking engine."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Perk** (TravelPerk) currently advertises the widest range of airline connections (NDC) and a large hotel inventory"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Brex", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Primarily need corporate cards and want to add travel later** with minimal cost | **Brex** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Ramp", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finance-first control & visibility with optional travel add-on"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Booking.com for Business", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "requires the least onboarding – you simply create a company account and start booking"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|Zoho Expense", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already run Zoho's finance suite** and prefer a lightweight travel module"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|minimax-small|TravelBank", "prompt": "c219-s3", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Small teams that prioritize expense control and are comfortable with a consumer-style booking experience"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|TravelBank", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelBank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. TravelBank**\n- Best for: Expense-first platforms with integrated booking, policy enforcement, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Zoho Expense", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams already using Zoho products or seeking an affordable, integrated solution."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Booking.com for Business", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small teams wanting low-friction travel booking with basic trip visibility and negotiated rates."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed specifically for small and mid-sized businesses, with a focus on ease of use and global inventory."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Egencia by Amex GBT", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia by Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small teams needing a more established travel management platform with corporate backing."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups and small teams managing budgets and expenses with real-time spend control."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one solution for SMBs that want everything in one place, including HR and payroll."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|myBiz by MakeMyTrip", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Small teams seeking simplicity and minimal setup overhead."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Engine", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Membership-based, focused on hotel rates rather than a full travel program."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|mistral-small|Brex", "prompt": "c219-s3", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Navan and Brex are popular with startups"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|moonshot-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Perk** if you have international travelers and want the most user-friendly platform with a free option"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-s3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Navan** if you want travel and expenses in one platform with strong rewards and corporate rates"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|moonshot-small|Egencia by Amex GBT", "prompt": "c219-s3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia by Amex GBT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Egencia** if you want the reliability and inventory of a major travel management company"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|moonshot-small|Booking.com for Business", "prompt": "c219-s3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Booking.com for Business** if you're a tiny team (2-5 people) wanting something simple and free"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|moonshot-small|Engine", "prompt": "c219-s3", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Teams mainly needing hotel rate access"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|openai-small|Navan", "prompt": "c219-s3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Navan** if you want the most complete all-in-one platform for a small team."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|openai-small|TravelPerk", "prompt": "c219-s3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose TravelPerk** if your priority is clean business travel booking and policy management."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|openai-small|SAP Concur", "prompt": "c219-s3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd treat Concur as the more heavyweight option"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|openai-small|Egencia", "prompt": "c219-s3", "model": "openai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it can also be more complex and less SMB-friendly than Navan or TravelPerk"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|Navan", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on needs: Navan or Perk for core travel management... Tops G2 for small/mid-market"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|TravelPerk (now Perk)", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "TravelPerk (now Perk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Navan or Perk for core travel management"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rippling if HR-integrated"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|Ramp", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp for spend-first"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|Booking.com for Business", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Booking.com for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Lacks deep automation—great starter but scales poorly vs. full platforms."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|xai-small|SAP Concur", "prompt": "c219-s3", "model": "xai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise tools like Concur are overkill (complex setup, higher cost)"}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Rippling Travel & Expense", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses that want a true all‑in‑one platform (travel + cards + expenses + HR integration)."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Perk (formerly TravelPerk)", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick Perk if you prioritize cancellation flexibility, a great traveler experience, and published pricing tiers."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Navan", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid‑market teams needing a modern travel + expense stack with AI support."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|BILL", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: SMBs that want automated policy enforcement and built‑in expense management."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Ramp", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick BILL or Ramp if you care more about spend management and AP automation than a full travel inventory."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Brex", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick Brex if you're a startup wanting travel, cards, and banking in one stack."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|Expensify", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small teams that want simple T&E with optional in‑app travel booking."}, {"id": "mai-20260917-1752-baseline-2|c219-s3|zai-small|SAP Concur", "prompt": "c219-s3", "model": "zai-small", "cat": "corporate-travel-management", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Typically quoted per user; higher setup and maintenance overhead."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|Ramp", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Ramp ... no booking fees and no monthly platform subscription required"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|Perk", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Perk ... free to sign up (charging only when you book)"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|Navan (formerly TripActions)", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "While aimed slightly higher up the SMB ladder, they are popular because their interface is excellent"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|Expedia for Business", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expedia for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For very small teams (under 5-10 travelers), you may not need a specialized tool."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|Booking.com for Business", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Using the commercial versions of these consumer sites allows you to set up basic approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|American Express Global Business Travel (GBT)", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "American Express Global Business Travel (GBT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise-level Travel Management Companies (TMCs) like American Express Global Business Travel (GBT)"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|BCD", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BCD", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise-level Travel Management Companies (TMCs) like ... BCD"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|alibaba-small|CWT", "prompt": "c219-s4", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "CWT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid enterprise-level Travel Management Companies (TMCs) like ... CWT"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|Booking.com for Business", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if cost is your primary concern, Booking.com for Business or Ramp's free tiers are unbeatable"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|Ramp", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if cost is your primary concern, Booking.com for Business or Ramp's free tiers are unbeatable"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|Perk (formerly TravelPerk)", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Starter plan is free with no platform fee; you only pay 5% per booking"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|TravelBank", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need integrated expense management, TravelBank or Zoho Expense offer good value."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|Zoho Expense", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need integrated expense management, TravelBank or Zoho Expense offer good value."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|anthropic-small|Businesstravel.com", "prompt": "c219-s4", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Businesstravel.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Essential plan is $275 per year for independent professionals"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|challenger-small|Booking.com for Business", "prompt": "c219-s4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost choice is usually **Booking.com for Business** because it is a **free** business travel management platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|challenger-small|Navan", "prompt": "c219-s4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "top-rated in multiple roundups, but likely more than a tight-budget team needs"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|challenger-small|TravelPerk / Perk", "prompt": "c219-s4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk / Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often recommended for small teams, but not the lowest-cost option in the sources provided"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|challenger-small|Engine", "prompt": "c219-s4", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "described as free, self-serve, and contract-free, with hotel savings claims"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|deepseek-small|Navan (formerly TripActions)", "prompt": "c219-s4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Navan (formerly TripActions)** — Free Travel Booking"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|deepseek-small|Booking.com for Business", "prompt": "c219-s4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Navan** if you want a real travel program with controls, or **Booking.com for Business** if you just need a simple, free way to book trips"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|deepseek-small|Perk (formerly TravelPerk)", "prompt": "c219-s4", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great Alternative: **Perk (formerly TravelPerk)**"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|google-small|Navan (Formerly TripActions)", "prompt": "c219-s4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (Formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan is widely considered the best overall platform for small businesses because its **travel booking is entirely free**."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|google-small|Booking.com for Business", "prompt": "c219-s4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Booking.com for Business is a highly effective, completely free tool."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|google-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c219-s4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look into corporate-card-led platforms like **BILL Spend & Expense** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|google-small|Ramp", "prompt": "c219-s4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both platforms feature built-in travel booking portals (Ramp partners with Priceline...)"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|google-small|Perk (formerly TravelPerk)", "prompt": "c219-s4", "model": "google-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it charges a **5% transaction fee on every booking**... **Navan** is generally a more cost-effective choice"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|meta-small|myBiz by MakeMyTrip", "prompt": "c219-s4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "offers an intuitive environment for booking, expense claims, and policy compliance, making it ideal for lean operations with minimal setup overhead"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|meta-small|TravelPerk", "prompt": "c219-s4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for startups and small teams prioritizing speed and simplicity"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|meta-small|Ramp Travel", "prompt": "c219-s4", "model": "meta-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for cost-conscious startups building corporate card programs and eliminating software fees"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|Engine", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Engine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Engine** or **Booking.com for Business** since they're completely free."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|Booking.com for Business", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **Engine** or **Booking.com for Business** since they're completely free."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|Navan", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Navan** or **Rippling Travel** might be worth the investment"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|TeamOut AI", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TeamOut AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Has a free or freemium plan designed for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|Rippling Travel", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Rippling Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Navan** or **Rippling Travel** might be worth the investment since they offer comprehensive solutions"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|Expensify", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for small teams wanting simple receipt scanning and reimbursement features."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|minimax-small|TravelPerk", "prompt": "c219-s4", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular for SMBs with good features and competitive pricing."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|mistral-small|Ramp", "prompt": "c219-s4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your priority is to keep costs low and avoid unnecessary fees, **Ramp** or **Booking.com for Business** are likely your best options."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|mistral-small|Booking.com for Business", "prompt": "c219-s4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp** or **Booking.com for Business** are likely your best options"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|mistral-small|Rippling Travel", "prompt": "c219-s4", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Rippling Travel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want an integrated solution that grows with your company, consider **Rippling Travel**."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|moonshot-small|Booking.com for Business", "prompt": "c219-s4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budget:** Start with **Booking.com for Business** (completely free) or **Navan** (free for under 300 employees with more features)."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|moonshot-small|Navan", "prompt": "c219-s4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Booking.com for Business** (completely free) or **Navan** (free for under 300 employees with more features)."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|moonshot-small|TravelPerk", "prompt": "c219-s4", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you can afford a small monthly fee:** **TravelPerk** offers the best value"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|Zoho Expense", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one best fit for a tight budget**, I'd lean toward **Zoho Expense** for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|Perk (formerly TravelPerk)", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Perk** is a strong second choice, but its published pricing on G2 starts at **$99/month**"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|Navan", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Navan or Ramp, but these are usually not the cheapest"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|Egencia", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Perk, Navan, Egencia, SAP Concur, and Ramp are among the leading options"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|SAP Concur", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Perk, Navan, Egencia, SAP Concur, and Ramp are among the leading options"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|openai-small|Ramp", "prompt": "c219-s4", "model": "openai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Navan or Ramp, but these are usually not the cheapest"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Navan (formerly TripActions)", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Navan (formerly TripActions) or Booking.com for Business stand out as the best options for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Booking.com for Business", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Navan (formerly TripActions) or Booking.com for Business stand out as the best options"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Perk (formerly TravelPerk)", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Perk (formerly TravelPerk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **very low volume** (e.g., <5 trips/mo): Perk Starter keeps total fees minimal"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|SAP Concur", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise tools like SAP Concur (high fees)"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Expedia", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "or general sites like Expedia (no corp policies)"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Ramp", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp or Otto also free-ish but more card/individual-focused."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|xai-small|Otto", "prompt": "c219-s4", "model": "xai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Otto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp or Otto also free-ish but more card/individual-focused."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|zai-small|Booking.com for Business", "prompt": "c219-s4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Booking.com for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Booking.com for Business**. It is free, easy to set up, and will save your team money on hotels immediately."}, {"id": "mai-20260917-1752-baseline-2|c219-s4|zai-small|Expensify", "prompt": "c219-s4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to **Expensify** to handle the workflow integration"}, {"id": "mai-20260917-1752-baseline-2|c219-s4|zai-small|TravelBank", "prompt": "c219-s4", "model": "zai-small", "cat": "corporate-travel-management", "variant": "budget", "raw": "TravelBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Policy Control: TravelBank"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|alibaba-small|SAP Concur", "prompt": "c219-s5", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small to warrant the high setup costs or complex contracts of enterprise giants like SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|Booking.com for Business", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms range from free (e.g., Booking.com for Business, BILL) to $15/user/month"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|BILL", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms range from free (e.g., Booking.com for Business, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|Navan", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3 platforms built for your size (e.g., Navan, Ramp/Brex, Rippling Travel, Egencia, TravelPerk/Booking.com for Business, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|SAP Concur", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise quote-based (SAP Concur). Enterprise tools can cost far more than they're worth at your size."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|Ramp/Brex", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Ramp/Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3 platforms built for your size (e.g., Navan, Ramp/Brex, Rippling Travel, Egencia...)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|Rippling Travel", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Rippling Travel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3 platforms built for your size (e.g., ... Rippling Travel, Egencia ...)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|Egencia", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist 3 platforms built for your size (e.g., ... Egencia, TravelPerk ...)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|deepseek-small|TravelPerk", "prompt": "c219-s5", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TravelPerk/Booking.com for Business, BILL"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|Navan", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Navan (formerly TripActions): Offers a free tier for travel booking with incredibly deep inventory and AI-driven recommendations."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|Engine", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Engine: Great if your team does heavy domestic US hotel bookings, offering deep corporate discounts with no subscription fees."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|Ramp", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp Travel / Brex Travel: ... their built-in travel tools are incredibly powerful. They are virtually free"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|Brex", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Ramp Travel / Brex Travel: ... their built-in travel tools are incredibly powerful."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|TravelPerk", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "TravelPerk: A highly user-friendly platform with robust travel policies and a popular \"Flexible Rate\" add-on"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|Otto the Agent", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Otto the Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Otto the Agent: A newer breed of tool that works entirely via Slack, email, or text message."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|google-small|SAP Concur", "prompt": "c219-s5", "model": "google-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: SAP Concur: ... legacy platforms like Concur are typically too complex, expensive, and time-consuming"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|minimax-small|Egencia", "prompt": "c219-s5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top platforms to consider: Egencia, Concur, TravelPerk, and TripActions all serve mid-size companies well."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|minimax-small|Concur", "prompt": "c219-s5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top platforms to consider: Egencia, Concur, TravelPerk, and TripActions all serve mid-size companies well."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|minimax-small|TravelPerk", "prompt": "c219-s5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top platforms to consider: Egencia, Concur, TravelPerk, and TripActions all serve mid-size companies well."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|minimax-small|TripActions", "prompt": "c219-s5", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TripActions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top platforms to consider: Egencia, Concur, TravelPerk, and TripActions all serve mid-size companies well."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|mistral-small|Egencia", "prompt": "c219-s5", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist platforms: Based on your needs (e.g., Egencia, TravelPerk, Concur, Amadeus, Booking.com for Business)."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|mistral-small|TravelPerk", "prompt": "c219-s5", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Egencia, TravelPerk, Concur, Amadeus, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|mistral-small|Concur", "prompt": "c219-s5", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Egencia, TravelPerk, Concur, Amadeus, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|mistral-small|Amadeus", "prompt": "c219-s5", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Amadeus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Egencia, TravelPerk, Concur, Amadeus, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|mistral-small|Booking.com for Business", "prompt": "c219-s5", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Booking.com for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Egencia, TravelPerk, Concur, Amadeus, Booking.com for Business"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|moonshot-small|Perk (TravelPerk)", "prompt": "c219-s5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Perk (TravelPerk)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Perk (formerly TravelPerk)** — Best all-in-one with transparent pricing, strong SMB focus, FlexiTravel cancellation protection"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|moonshot-small|Navan", "prompt": "c219-s5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Navan** — Free travel platform for under 300 employees; excellent UX; integrated corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|moonshot-small|Routespring", "prompt": "c219-s5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Routespring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Routespring** — Built for smaller teams; guest/contractor friendly; simpler setup"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|moonshot-small|SAP Concur", "prompt": "c219-s5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom pricing | Typically enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|moonshot-small|Otto the Agent", "prompt": "c219-s5", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Otto the Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Otto the Agent** — AI-powered curation for frequent travelers; policy compliance built-in"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|Rippling Travel", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Rippling Travel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Focus on SMB-friendly options like Rippling Travel, Navan (formerly TripActions), Perk, or SAP Concur's lighter plans"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|Navan (formerly TripActions)", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Navan (strong UX)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|Perk", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Perk (SMB-focused)"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|SAP Concur", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "or SAP Concur's lighter plans—these often suit small teams with moderate travel volume"}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|TravelPerk", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "TravelPerk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-5: Rippling (all-in-one HR/travel), Navan (strong UX), Perk (SMB-focused), TravelPerk, or Egencia."}, {"id": "mai-20260917-1752-baseline-2|c219-s5|xai-small|Egencia", "prompt": "c219-s5", "model": "xai-small", "cat": "corporate-travel-management", "variant": "scale", "raw": "Egencia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TravelPerk, or Egencia"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Amex GBT (Egencia)", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT (Egencia)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise TMCs ... Examples to scrutinize: Amex GBT (Egencia), BCD Travel, CWT (Cvent Concur Travel)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|BCD Travel", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to scrutinize: Amex GBT (Egencia), BCD Travel, CWT (Cvent Concur Travel)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|CWT (Cvent Concur Travel)", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT (Cvent Concur Travel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to scrutinize: Amex GBT (Egencia), BCD Travel, CWT (Cvent Concur Travel)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Expedia", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using Expedia Corporate Booking Tool without proper policy configuration ... avoid consumer-only booking sites that offer no compliance or safety tracking"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Kayak", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Kayak", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "employees will bypass it and book directly on consumer sites (Expedia, Kayak), leading to: Loss of Policy Control"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|TravelPerk", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "TravelPerk: Known for flexible cancellation policies (\"FlexiPerk\") and good UX."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Navan", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Navan (formerly TripActions): Strong UI/UX, good for teams that value employee experience."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Rippling", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rippling / Brex / Ramp: If you already use these for HR or corporate cards, leverage their built-in travel modules."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Ramp", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Many modern SMB-focused platforms (like Ramp, Brex, or Pleo) offer simpler, transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Brex", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Rippling / Brex / Ramp: ... leverage their built-in travel modules."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Pleo", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "platforms (like Ramp, Brex, or Pleo) offer simpler, transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|alibaba-small|Oyster / Pilgrim", "prompt": "c219-s6", "model": "alibaba-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Oyster / Pilgrim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Oyster / Pilgrim: Emerging platforms focused on simplicity and carbon tracking."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|anthropic-small|Traditional Travel Management Companies (TMCs)", "prompt": "c219-s6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Traditional Travel Management Companies (TMCs)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TMCs typically require you to call an agent for bookings and provide limited visibility into spending patterns"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|anthropic-small|Navan", "prompt": "c219-s6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users have noted occasional inconsistencies in booking options and pricing between the mobile app and the desktop version"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|anthropic-small|Egencia", "prompt": "c219-s6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing can sometimes be higher than expected, especially for flights, and there are complaints about long waiting times for customer service"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|anthropic-small|WeTravel", "prompt": "c219-s6", "model": "anthropic-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "WeTravel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "potential issues with transaction blocking and customer service challenges including denied information from banks regarding disputes"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|SAP Concur", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **avoid or scrutinize closely** include: - **SAP Concur** ... its enterprise orientation can make it a poor fit for small teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|Amex GBT / Egencia", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT / Egencia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "positioned in the enterprise travel-management category, which typically means custom contracting and a more complex buying/process model than SMBs usually need"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|BCD Travel", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "traditional corporate travel management companies (TMCs) are built for larger travel programs ... can be excessive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|CWT", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "traditional corporate travel management companies (TMCs) are built for larger travel programs ... can be excessive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|FCM Travel", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "FCM Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "traditional corporate travel management companies (TMCs) are built for larger travel programs ... can be excessive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|CTM", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CTM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "traditional corporate travel management companies (TMCs) are built for larger travel programs ... can be excessive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|Navan", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often a strong mid-market option, but it is best treated cautiously for very small businesses because reviews note complexity and mixed support experiences"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|challenger-small|SutiExpense", "prompt": "c219-s6", "model": "challenger-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SutiExpense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "\"built for a configuration conversation, not a self-serve signup,\" which can be a mismatch for a small business"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|deepseek-small|SAP Concur", "prompt": "c219-s6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cautious fit for small business... expensive and overbuilt for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|deepseek-small|Egencia (Amex GBT)", "prompt": "c219-s6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Egencia (Amex GBT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Egencia is more SMB-friendly than the broader GBT enterprise model, but still carries hidden fees and support quality issues."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|deepseek-small|TravelPerk (now \"Perk\")", "prompt": "c219-s6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk (now \"Perk\")", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cautious on fees and transparency."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|deepseek-small|Navan", "prompt": "c219-s6", "model": "deepseek-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More favorable, but watch pricing."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|SAP Concur", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like SAP Concur or traditional American Express Global Business Travel integrations are often the industry standard, but they are a poor fit for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Amex GBT", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy Enterprise-Grade Software (e.g., SAP Concur, Amex GBT) ... they are a poor fit for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Expedia", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The \"No Platform\" Trap (e.g., Expedia, Booking.com, Kayak for Teams) ... booking as a group this way creates an administrative nightmare"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Booking.com", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The \"No Platform\" Trap (e.g., Expedia, Booking.com, Kayak for Teams)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Kayak for Teams", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Kayak for Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The \"No Platform\" Trap (e.g., Expedia, Booking.com, Kayak for Teams)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Navan", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for modern, digital-first platforms built specifically for mid-market and small businesses (such as **Navan**"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Perk", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Perk** (formerly TravelPerk)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Engine", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Engine**, or AI-native tools like **Otto**"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|google-small|Otto", "prompt": "c219-s6", "model": "google-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Otto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI-native tools like **Otto**"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|SAP Concur", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Concur, which is more suitable for larger SMBs/enterprises that require advanced configurations"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|Amex GBT Egencia", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT Egencia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more suitable for medium-sized businesses that need global travel coverage"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|Rippling Travel & Expense", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Rippling Travel & Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an all-in-one platform that offers travel booking, corporate card, expense management, and HR in one platform"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|Expensify", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a simple and reliable tool for receipt capture and basic travel coordination, suitable for freelancers, startups, and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|Otto", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Otto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong match for small businesses that take regular business trips"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|Booking.com for Business", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a simple and cost-effective tool primarily focused on hotel bookings"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|meta-small|TravelPerk", "prompt": "c219-s6", "model": "meta-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a flexible and user-friendly platform focused on serving SMEs and mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|SAP Concur", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SAP Concur** and similar enterprise-level solutions are often **overpriced and overly complex** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|Navan", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "platforms like Navan disclose usage yields of roughly 7% of gross bookings, meaning the economics ride inside your fares"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|Expedia", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Consumer booking sites (Expedia, Kayak, Booking.com)** don't offer: Travel policy enforcement"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|Kayak", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Kayak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Consumer booking sites (Expedia, Kayak, Booking.com)** don't offer"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|Booking.com", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Consumer booking sites (Expedia, Kayak, Booking.com)** don't offer"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|minimax-small|Perk", "prompt": "c219-s6", "model": "minimax-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Transparent pricing** (like Perk with published self-serve pricing)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|Navan (formerly TripActions)", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following travel management platforms due to recurring issues"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|Perk (TravelPerk)", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk (TravelPerk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Many customers complain about **unhelpful customer support**, **extensive delays**"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|BCD Travel", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Described by some as the \"worst travel company ever\""}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|Concur (by SAP)", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Concur (by SAP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Some small businesses have found Concur to be overly complex and not user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|myBiz by MakeMyTrip", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "myBiz by MakeMyTrip", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "often praised for ease of use and integration, making them potentially safer choices for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|mistral-small|Ramp", "prompt": "c219-s6", "model": "mistral-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Platforms like myBiz by MakeMyTrip and Ramp are often praised for ease of use and integration"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Corporate Travel Management (CTM)", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Corporate Travel Management (CTM) — AVOID"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|American Express Global Business Travel (Amex GBT/Egencia)", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "American Express Global Business Travel (Amex GBT/Egencia)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "— CAUTION ... Hidden transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Navan (formerly TripActions)", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan (formerly TripActions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CAUTION for Small Business ... Hidden $20 booking fees"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|SAP Concur", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CAUTION for Small Business ... overkill and overpriced for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Brex", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Brex or Ramp — Finance-first with clear pricing, good for startups"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Ramp", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex or Ramp — Finance-first with clear pricing, good for startups"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Perk", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Perk — Mid-market focused with flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Engine", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Engine — Lightweight SMB option"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|moonshot-small|Zoho Expense", "prompt": "c219-s6", "model": "moonshot-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Zoho Expense — Budget-friendly with straightforward pricing"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|Corporate Travel Management (CTM)", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Trustpilot shows a low average score and many complaints about slow service, booking errors, and hard-to-reach support."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|TravelPerk / Perk", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk / Perk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "recurring complaints about booking glitches, long confirmation times, hotel availability issues, and support during critical moments"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|Booking.com for Business", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 review summaries mention booking problems, payment issues, invoice-management friction, and poor customer support."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|Corporate Traveler", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Traveler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "reviews indicate concerns around limited flight options, invoice issues, unexpected fees, and accuracy problems"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|GetThere", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "GetThere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "navigation can be difficult, especially for new users, which can be a problem for smaller teams without admin support"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|openai-small|Travelopro", "prompt": "c219-s6", "model": "openai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Travelopro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "serious complaint themes, including allegations of fraud and unresolved service disputes, so I’d be especially careful here"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|SAP Concur", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Overkill for small businesses—expensive (high per-user fees, escalators), outdated/slow interface, lengthy implementations"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Amex GBT (Egencia)", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Amex GBT (Egencia)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pricing lacks transparency, with steep add-on fees... SMBs complain of unexpected costs and enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|BCD Travel", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "BCD Travel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Extremely poor customer service... Trustpilot ~1.4/5; users call it the \"worst TMC\" for reliability."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|CWT (Carlson Wagonlit Travel)", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "CWT (Carlson Wagonlit Travel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Outdated tech, inflexible contracts, opaque fees... avoid if you want self-service or quick setup."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Reed & Mackay", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Reed & Mackay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Specific complaints of being the \"worst TMC,\" long activation delays (e.g., 6 months), payment issues, and poor support."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Corporate Travel Management (CTM)", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Corporate Travel Management (CTM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Specific complaints of being the \"worst TMC,\" long activation delays (e.g., 6 months), payment issues, and poor support."}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Navan", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer alternatives for small businesses (from G2 top lists): Navan (highest-rated, AI-driven)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Ramp", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ramp/Brex (expense-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Brex", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ramp/Brex (expense-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|TravelPerk", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "TravelPerk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "TravelPerk (modern, but watch for occasional booking/support glitches)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|xai-small|Booking.com for Business/Engine", "prompt": "c219-s6", "model": "xai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business/Engine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "lightweight options like Booking.com for Business/Engine (low/no fees)"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|zai-small|Booking.com for Business", "prompt": "c219-s6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Booking.com for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Booking.com for Business / Expedia for Business: The Risk: High Commissions... Avoid platforms that rely on \"soft\" enforcement"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|zai-small|Expedia for Business", "prompt": "c219-s6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Expedia for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they often represent a \"poor fit\" for small businesses focused on cost control and compliance"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|zai-small|Navan", "prompt": "c219-s6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern platforms (like Navan or Perk) use AI to block out-of-policy options before the payment is processed"}, {"id": "mai-20260917-1752-baseline-2|c219-s6|zai-small|Perk", "prompt": "c219-s6", "model": "zai-small", "cat": "corporate-travel-management", "variant": "negative", "raw": "Perk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "modern platforms (like Navan or Perk) use AI to block out-of-policy options"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|alibaba-small|Tipalti", "prompt": "c220-l1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is generally considered the best dedicated platform for enterprise payments and 1099 compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|alibaba-small|Deel", "prompt": "c220-l1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Select Deel** if you need a single place to manage contracts, legal entities, *and* payments simultaneously."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|alibaba-small|Papaya Global", "prompt": "c220-l1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often rated highest for \"Payroll Accuracy\" and \"Mass Payouts.\""}, {"id": "mai-20260917-1752-baseline-2|c220-l1|alibaba-small|Rippling", "prompt": "c220-l1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for organizations that already use Deel or Rippling for people management"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|alibaba-small|Routable", "prompt": "c220-l1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tipalti and Routable excel here, allowing you to trigger payments directly from your internal procurement software"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|anthropic-small|Worksuite", "prompt": "c220-l1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "built for organizations running large or complex contractor programs managing hundreds of contractors across regions with consistent compliance and a clean audit trail"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|anthropic-small|Deel", "prompt": "c220-l1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** is the best contractor management software for global payments"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|anthropic-small|Routable", "prompt": "c220-l1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a payout orchestration platform built for the complexity of paying contractors at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|anthropic-small|Trolley", "prompt": "c220-l1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a global payouts platform built for businesses paying large numbers of contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|challenger-small|Deel", "prompt": "c220-l1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice in the results is **Deel** for global contractor programs"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|challenger-small|Tipalti", "prompt": "c220-l1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is the best fit when the priority is **enterprise-grade AP automation and mass payouts**"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|challenger-small|Worksuite", "prompt": "c220-l1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** is the most end-to-end contractor-management option in the set of results"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|challenger-small|Remote", "prompt": "c220-l1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong compliance suite, localized contracts, automated tax forms, and multi-currency payouts."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|challenger-small|Payoneer / Hyperwallet", "prompt": "c220-l1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Payoneer / Hyperwallet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for batch runs and payout coverage, but less complete on contractor compliance workflows."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Tipalti", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Tipalti** as the leading choice"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Papaya Global", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** or **Worksuite** would be stronger"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Routable", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Routable** is the better fit"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Wingspan", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Contractor-Critical Businesses (100+ Workers)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Deel", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Full-Service Compliance (Large Global Workforce)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Remote", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strongest compliance suite, 200+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|deepseek-small|Worksuite", "prompt": "c220-l1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Papaya Global** or **Worksuite** would be stronger"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Tipalti", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Winner: Tipalti — Tipalti is the undisputed heavyweight for enterprise-grade global payables."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Routable", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Routable (Best for API-First/Programmatic Payouts)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Deel", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Winner: Deel ... the market leader for managing domestic and international contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Rippling", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: Rippling ... unparalleled"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Worksuite", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Winner: Worksuite (or WorkMarket by ADP)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|WorkMarket by ADP", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "another deeply trusted, highly scalable enterprise player backed by the security infrastructure of ADP"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|google-small|Tax1099", "prompt": "c220-l1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "require software (like Tipalti, Tax1099, or Deel) that can automatically differentiate and handle state-specific filing rules"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|meta-small|Routable", "prompt": "c220-l1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Routable - Offers automated 1099 filing and mass payout infrastructure designed for high-volume contractor payments."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|meta-small|Worksuite", "prompt": "c220-l1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite - Provides a range of features, including global payments, 1099 filing, invoice workflow, and contract integration."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|meta-small|Remote", "prompt": "c220-l1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote - Offers a contractor management platform that handles the full lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|meta-small|Contractor-of-record", "prompt": "c220-l1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Contractor-of-record", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides a payment platform that handles contractor payouts and 1099-K filing."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|meta-small|Riseworks", "prompt": "c220-l1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Riseworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Riseworks - Offers a payroll provider that prioritizes automated W-9/W-8BEN collection, real-time TIN validation"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|minimax-small|Papaya Global", "prompt": "c220-l1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papaya Global** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|minimax-small|Routable", "prompt": "c220-l1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Routable** if you're running a marketplace or platform with high-frequency payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|minimax-small|Tipalti", "prompt": "c220-l1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** if you need strong invoice workflows and ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|minimax-small|Remote", "prompt": "c220-l1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** (Best for Compliance)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|minimax-small|Tax1099 Enterprise", "prompt": "c220-l1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tax1099 Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tax1099 Enterprise** (Best for Pure 1099 Filing)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|mistral-small|Routable", "prompt": "c220-l1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Routable** is highlighted as the best overall 1099 automation solution"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|mistral-small|Papaya Global", "prompt": "c220-l1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Routable** or **Papaya Global** are the top choices due to their scalability, compliance features, and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|mistral-small|Worksuite", "prompt": "c220-l1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other platforms like Worksuite and Rise Works are also noted for their comprehensive features"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|mistral-small|Rise Works", "prompt": "c220-l1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rise Works", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other platforms like Worksuite and Rise Works are also noted for their comprehensive features"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|Tipalti", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** if you have traditional AP workflows and need comprehensive finance automation with global compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|Routable", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Routable** if you're making high-volume programmatic payouts (1,000+ monthly payments) and need API-first infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|Worksuite", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** if you want contractor management, contracts, and payments unified in one platform"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|Papaya Global", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Enterprise Workforces"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|Dots", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Dots", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Dots** \\u2013 Best for Instant Global Payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|moonshot-small|BILL", "prompt": "c220-l1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "traditional solutions like BILL, which tends to hit limits at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|openai-small|Tipalti", "prompt": "c220-l1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Tipalti unless your contractor base is heavily global, in which case pick Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|openai-small|Deel", "prompt": "c220-l1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you have **lots of international contractors**"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|openai-small|Rippling", "prompt": "c220-l1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want contractor payments tied into a broader **HR/IT/Finance workforce platform**"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Rippling", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rippling (Best overall for enterprises with unified HR/IT/payroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Deel", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel (Best for global contractor payments + compliance)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|ADP WorkMarket", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "ADP WorkMarket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ADP WorkMarket (Best for US-heavy 1099 at massive scale)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Remote", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Remote | 200+ jurisdictions, automated tax forms/contracts | 4.6/5"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Tipalti", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tipalti | AP automation, IRS TIN matching, ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Routable", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Routable | 1099 automation for scale, mass payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|xai-small|Gusto", "prompt": "c220-l1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Gusto | Simple US 1099/payroll ... US SMB-to-mid but scales"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Papaya Global", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For enterprise B2B with global reach: Papaya Global or Routable provide the most robust, scalable infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Routable", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For enterprise B2B with global reach: Papaya Global or Routable provide the most robust, scalable infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Deel", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For compliance-heavy, IP-sensitive work: Remote or Deel (depending on global coverage preference)."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Remote", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For compliance\\u2011heavy, IP\\u2011sensitive work: Remote or Deel"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Tipalti", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For payables automation and audit-friendly 1099 workflows: Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Rippling", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a unified HR + contractor + IT stack: Rippling."}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|QuickBooks Contractor Payments", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Unlimited contractor payments with next-day direct deposit; auto-1099-NEC e-file"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Gusto", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "great for U.S.-only companies with simpler needs"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|QuickBooks Online Payroll", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "You\\u2019re a U.S.\\u2011only SMB and want simple contractor onboarding + 1099 filing"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Track1099", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "1099-focused automation (collects tax details, generates IRS forms, exports filing data)"}, {"id": "mai-20260917-1752-baseline-2|c220-l1|zai-small|Aatrix", "prompt": "c220-l1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Aatrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Audit-friendly 1099 handling with reconciliation and correction tracking"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|WorkMarket", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "WorkMarket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkMarket is widely considered the gold standard for massive enterprises"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|Papaya Global", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Papaya Global** if **Financial Infrastructure** drives the process."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|Payoneer", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "replace multiple disparate tools (local bank transfers, Payoneer, Wise) with one licensed financial engine"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|Wise", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "replace multiple disparate tools (local bank transfers, Payoneer, Wise)"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|Deel", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Deel** if **Hiring Speed & UX** drives the process."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|alibaba-small|Rippling", "prompt": "c220-l2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for \"One-Stop\" HR/IT Unification: **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|anthropic-small|Worksuite", "prompt": "c220-l2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, I'd prioritize **Worksuite** or **TalentDesk.io** due to their proven scalability with large contractor bases"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|anthropic-small|TalentDesk.io", "prompt": "c220-l2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "TalentDesk.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize **Worksuite** or **TalentDesk.io** due to their proven scalability with large contractor bases"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|anthropic-small|Deel HR", "prompt": "c220-l2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel HR is a global workforce management platform that handles contractor onboarding, compliance, multi-currency payments"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|anthropic-small|WorkMarket by ADP", "prompt": "c220-l2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "WorkMarket by ADP is best for large enterprises with distributed contractor programs"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|challenger-small|Tipalti", "prompt": "c220-l2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Tipalti** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|challenger-small|Trolley", "prompt": "c220-l2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trolley** if you want **multi-entity support**, **ERP syncing**"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|challenger-small|Payoneer", "prompt": "c220-l2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** if your priority is **mass payouts to large global recipient networks**"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|challenger-small|Lumanu", "prompt": "c220-l2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Lumanu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Lumanu** if you are mainly a **finance/procurement/operations team** paying many external partners"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|challenger-small|TalentDesk", "prompt": "c220-l2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TalentDesk** if you want a broader **freelancer management** system"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|deepseek-small|Deel", "prompt": "c220-l2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Deel first."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|deepseek-small|Papaya Global", "prompt": "c220-l2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Papaya Global if your pain point is consolidating payroll across dozens of entities"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|deepseek-small|Worksuite", "prompt": "c220-l2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Worksuite if you are primarily dealing with a rotating bench of freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|google-small|Tipalti", "prompt": "c220-l2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is a powerhouse for finance-led enterprise operations... Tipalti is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|google-small|Worksuite", "prompt": "c220-l2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worksuite (formerly Shortlist) is built specifically for this. It is used by massive organizations like Microsoft and Disney."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|google-small|Deel", "prompt": "c220-l2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is arguably the most recognized global contractor and payroll platform."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|google-small|Papaya Global", "prompt": "c220-l2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Papaya Global specializes in complex international payroll operations for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Trolley", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended freelancer payout software for a large B2B company with thousands of employees is Trolley"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Papaya Global", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Papaya Global, Payoneer, Tipalti, Hyperwallet, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Payoneer", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Papaya Global, Payoneer, Tipalti, Hyperwallet, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Tipalti", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Papaya Global, Payoneer, Tipalti, Hyperwallet, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Hyperwallet", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Papaya Global, Payoneer, Tipalti, Hyperwallet, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|meta-small|Wise", "prompt": "c220-l2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Other options to consider are Papaya Global, Payoneer, Tipalti, Hyperwallet, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|minimax-small|Papaya Global", "prompt": "c220-l2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Papaya Global** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|minimax-small|Tipalti", "prompt": "c220-l2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd particularly recommend **Papaya Global** or **Tipalti** as they specifically mention enterprise-grade capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|minimax-small|Payoneer", "prompt": "c220-l2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Well-established global payment platform for cross-border B2B transactions"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|minimax-small|Rippling", "prompt": "c220-l2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workforce management platform with integrated contractor payment software"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|minimax-small|Deel", "prompt": "c220-l2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Broadest contractor product in the market"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|mistral-small|Papaya Global", "prompt": "c220-l2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Praised as the best overall choice, Papaya Global offers enterprise-grade payment infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|mistral-small|Hyperwallet", "prompt": "c220-l2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Hyperwallet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Papaya Global** and **Hyperwallet** are the most recommended due to their enterprise-grade capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|mistral-small|Trolley (formerly Payment Rails)", "prompt": "c220-l2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley (formerly Payment Rails)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-based contractor management and global payout solution"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|mistral-small|TalentDesk", "prompt": "c220-l2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "single consolidated invoice for all freelancer payments, simplifying the process for large companies"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|moonshot-small|Worksuite", "prompt": "c220-l2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Worksuite** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|moonshot-small|Deel", "prompt": "c220-l2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-up:** ... **Deel** or **Papaya Global** would be better fits."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|moonshot-small|Papaya Global", "prompt": "c220-l2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Runner-up:** ... **Deel** or **Papaya Global** would be better fits."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|moonshot-small|Worksome", "prompt": "c220-l2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Worksome** (Best for Workflow Control)"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|openai-small|Tipalti", "prompt": "c220-l2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Tipalti** for the broadest enterprise payout automation"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|openai-small|Deel", "prompt": "c220-l2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** if your priority is **global contractor onboarding + compliance + payroll/workforce management**"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|openai-small|Payoneer", "prompt": "c220-l2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** is also a very solid contender"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|xai-small|Papaya Global", "prompt": "c220-l2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Papaya Global as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|xai-small|Deel", "prompt": "c220-l2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** (best for contractor-heavy scaling): Excels in global compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|xai-small|Tipalti", "prompt": "c220-l2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** (best for pure mass payouts/AP automation)"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|xai-small|Rippling", "prompt": "c220-l2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** (if unifying employee + freelancer payroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Tipalti", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Tipalti ... making it ideal for enterprises that need to pay thousands of freelancers globally"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Papaya Global", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade contractor payment infrastructure with payroll-level accuracy and coverage in 160+ countries."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Payoneer", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for marketplace and freelancer mass payouts, with mature payout workflows"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|ConnectPay", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complete financial infrastructure for European platforms needing multi-currency IBANs"}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Stripe Connect", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Stripe Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if you\\u2019re already using Stripe for acquiring and want payouts in the same stack."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Deel", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for compliance and onboarding; works well for global contractor management."}, {"id": "mai-20260917-1752-baseline-2|c220-l2|zai-small|Remote", "prompt": "c220-l2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong for compliance workflows and localized contracts across multiple countries."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Deel", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have a global team** and need simple, fast payouts: **Deel**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Tipalti", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your finance team wants to automate AP** and integrate with SAP/Oracle: **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Remote", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If legal risk is your top concern**: **Remote**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Rippling", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want to manage contractors like employees** in one HR system: **Rippling**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Worksuite Global Pay", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite Global Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong choice for companies seeking a fully integrated solution"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|alibaba-small|Papaya Global", "prompt": "c220-l3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you have massive volume** and need enterprise-grade stability: **Papaya Global**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Deel", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel offers one of the most flexible contractor payment systems, supporting 15+ payment options"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Remote", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Remote \\u2014 Best for compliance-focused operations"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Rippling", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The leading enterprise contractor management platforms include Deel, Remote, and Rippling"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Worksuite", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worksuite \\u2014 Best for comprehensive lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Tipalti", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tipalti makes sense when contractor payments are one part of a larger payables operation"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|Wise Business", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wise Business charges ~0.4% on major currency pairs \\u2014 significantly cheaper than PayPal"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|anthropic-small|PayPal", "prompt": "c220-l3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "significantly cheaper than PayPal (~4% effective) or SWIFT wire transfers"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Deel", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** for broad global contractor coverage and flexible payouts."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Remote", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** for compliance-first contractor operations."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Tipalti", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for finance teams doing high-volume payouts:** **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Worksuite", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Worksuite** for end-to-end contractor operations and auditability."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Papaya Global", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Papaya Global** for enterprise-scale global payment infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Rippling", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Broader HR platform rather than a contractor-payments specialist"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|ADP Enterprise Contractor Services", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "ADP Enterprise Contractor Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less detail in the results, but positioned as a heavyweight enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|challenger-small|Oracle Textura", "prompt": "c220-l3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Oracle Textura", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Specialized for construction, not general contractor payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Papaya Global", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Papaya Global — Best overall for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Deel", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel — Best for global contractor scaling & payment variety"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Worksuite", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksuite — Best for the full contractor lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Rippling", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling — Best unified workforce platform ... Not a dedicated payout engine"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Tipalti", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tipalti — Best AP-focused mass payments"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Trolley", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trolley — Best for gig/creator/marketplace platforms"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|deepseek-small|Payoneer", "prompt": "c220-l3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "lighter on native tax compliance (often requires external tools) and automation compared to Tipalti/Trolley"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Deel", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Deel** or **Papaya Global** if you are building an international team and need deep, localized compliance protection"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Rippling", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Rippling** if you want to tie contractor onboarding directly to your IT department"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Papaya Global", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Deel** or **Papaya Global** if you are building an international team"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Worksuite", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Worksuite** if you have a massive registry of creative freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Wingspan", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a developer-friendly contractor payment and benefits automation platform"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|google-small|Tipalti", "prompt": "c220-l3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Tipalti** if contractor management is strictly an accounting problem for you"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|meta-small|Papaya Global", "prompt": "c220-l3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Papaya Global is known for its enterprise-grade payment infrastructure and payroll-level accuracy"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|meta-small|Deel", "prompt": "c220-l3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deel is recognized for its diverse withdrawal options and compliance features"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|meta-small|Remote", "prompt": "c220-l3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Remote is praised for its strong compliance suite and Contractor of Record (CoR) coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|meta-small|Multiplier", "prompt": "c220-l3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Multiplier offers a comprehensive contractor management solution"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|meta-small|Rippling", "prompt": "c220-l3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling is notable for its unified HR and contractor management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Papaya Global", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Papaya Global**\n- **Best for:** Enterprise-grade payment infrastructure with payroll-level accuracy"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Deel", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Global contractor teams with diverse payment needs"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Remote", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest compliance at competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Tipalti", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise payables automation"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Worksuite", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** End-to-end contractor lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Rippling", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Unified HR + contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Payoneer", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for mass payouts and batch processing"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Wise", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for lowest FX costs (mid-market rates)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|minimax-small|Multiplier", "prompt": "c220-l3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong classification tools with Contractor of Record service"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|mistral-small|Papaya Global", "prompt": "c220-l3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top enterprise-grade contractor payment platforms are:\n\n1. **Papaya Global**  \n   - Best for: Global enterprises managing large external workforces"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|mistral-small|Tipalti", "prompt": "c220-l3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: AP-heavy finance teams and mass payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|mistral-small|Worksuite Global Pay", "prompt": "c220-l3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite Global Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: End-to-end contractor lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|mistral-small|Deel", "prompt": "c220-l3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Multi-country payments and built-in compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|mistral-small|Payoneer", "prompt": "c220-l3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Global contractor payments and mass payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|Deel", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** (Best Overall for Global Hiring)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|Papaya Global", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** (Best for Enterprise Payroll Orchestration)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|Remote", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** (Best for Compliance Transparency)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|ADP Enterprise Contractor Services", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "ADP Enterprise Contractor Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best fit for enterprises running recurring, compliance-heavy contractor payments across multiple countries"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|Worksuite", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Worksuite** (Best for Complex Contractor Programs)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|moonshot-small|Tipalti", "prompt": "c220-l3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tipalti** (Best for Enterprise Payables Automation)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|openai-small|Deel", "prompt": "c220-l3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is strongest when you need to pay contractors in many countries while also handling onboarding, localized contracts, tax forms, classification/compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|openai-small|Tipalti", "prompt": "c220-l3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti is designed for scale: global mass payments, multi-entity support, tax compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|openai-small|BILL", "prompt": "c220-l3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BILL** if your team is mainly **finance/AP-led**"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|openai-small|Routable", "prompt": "c220-l3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Routable** if you want **API-first payout automation**"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|openai-small|Workday VNDLY", "prompt": "c220-l3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Workday VNDLY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "VNDLY is more about managing the contingent workforce program than being a standalone global contractor payout engine."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Deel", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "e.g., Deel for versatility, Tipalti for finance-heavy ops"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Papaya Global", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payroll-grade accuracy, end-to-end automation for large workforces"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Worksuite (formerly Shortlist)", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite (formerly Shortlist)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full contractor lifecycle (sourcing, contracts, gated payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Tipalti", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti for finance-heavy ops"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Remote", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Compliance-first with indemnity options"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Wise", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pure payments (Wise: low FX fees, no compliance) suit small volumes"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Payoneer", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "basic payments (like Wise or Payoneer, which lack full lifecycle management)"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Upwork Enterprise", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Marketplace + payments (consolidated billing, IP protection); limited classification"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Rippling", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "50+ countries; excels if you already use their HR/payroll stack; basic for pure contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Gusto", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Gusto/QuickBooks (not tabled) are US-centric with 1099 automation but lack broad international support"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|QuickBooks", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "US-centric with 1099 automation but lack broad international support"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|xai-small|Procore", "prompt": "c220-l3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Procore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "construction-specific (Procore) ignored here"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Papaya Global", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Large Enterprises:** Papaya Global – combines payroll‑level accuracy, deep compliance, and broad coverage."}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Deel", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Global Freelancers & Crypto Payouts:** Deel – Agent of Record, 150+ countries, instant cards"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Remote", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Compliance & Onboarding:** Remote – localized contracts, 200+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Rippling", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Integrated HR/IT Workflows:** Rippling"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Tipalti", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Enterprise AP Automation:** Tipalti – deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Payoneer", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payoneer | Mass payouts at scale | Batch runs, wide method coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Wise (BatchTransfer)", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (BatchTransfer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Lowest FX Costs:** Wise (BatchTransfer) – mid‑market rates, 140+ countries"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|4dev.co", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "4dev.co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Contractor‑Heavy Teams with Docs & Approvals:** 4dev.co – 3% or less, no subscription"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Worksuite", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for End‑to‑End Contractor Lifecycle:** Worksuite"}, {"id": "mai-20260917-1752-baseline-2|c220-l3|zai-small|Fiverr Enterprise", "prompt": "c220-l3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fiverr Enterprise | Managed talent pools | Private talent pool, consolidated invoicing"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|alibaba-small|ADP", "prompt": "c220-l4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most traditional payroll or payment processors (like ADP or standard ACH setups) charge a fee per transaction... your costs become impossible to forecast accurately."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|alibaba-small|Triumfe", "prompt": "c220-l4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Triumfe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Recommendation: If you only need to pay them and file taxes, go with **Triumfe**."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|alibaba-small|Rippling", "prompt": "c220-l4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need to manage their equipment returns, account access, and benefits, go with **Rippling**."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|alibaba-small|Deel", "prompt": "c220-l4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Deel provides the most stable, standardized SaaS pricing for global scale."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|alibaba-small|Papaya Global", "prompt": "c220-l4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Papaya Global (Best for Massive Scale/Fintech Integration)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|anthropic-small|Worksuite", "prompt": "c220-l4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Worksuite — Built specifically for organizations with complex, high-volume contractor programs, supporting 50 to 10,000+ freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|anthropic-small|Papaya Global", "prompt": "c220-l4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consolidated global payroll across employees, contractors, and EOR workers in one financial system"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|anthropic-small|Routable", "prompt": "c220-l4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Routable offers bulk payouts, API automation and advanced reporting with enterprise-focused, volume-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|anthropic-small|Gusto", "prompt": "c220-l4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "whether you need just payments + 1099 filing (Routable, Gusto)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|challenger-small|Deel", "prompt": "c220-l4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in these results is **Deel** if you want an enterprise platform with broad global contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|challenger-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "1. **WorkMarket by ADP** for the most enterprise-style large 1099 workforce management."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|challenger-small|Papaya Global", "prompt": "c220-l4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if your company is enterprise-heavy, global, and finance-driven"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|challenger-small|Tipalti", "prompt": "c220-l4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good enterprise finance option when bulk payments, ERP integration, and audit controls matter most"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose WorkMarket by ADP** and negotiate a fixed annual contract with a usage cap."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Routable", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Routable** is the runner-up"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Wingspan", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wingspan (Best Value at Scale)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|SecureCrews", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "SecureCrews", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like SecureCrews at $499/mo) are for small crew-management tools, not enterprise-scale 1099 filing"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Deel", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid These If Predictability Is Critical - **Deel / Remote / Oyster**"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Remote", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid These If Predictability Is Critical - **Deel / Remote / Oyster**"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Oyster", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Oyster", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid These If Predictability Is Critical - **Deel / Remote / Oyster**"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Gusto", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Gusto / Paychex / Paycor** \\u2013 same linear per-person model; built for SMBs, not thousands of 1099s."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Paychex", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Gusto / Paychex / Paycor** \\u2013 same linear per-person model; built for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Paycor", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Paycor", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Gusto / Paychex / Paycor** \\u2013 same linear per-person model; built for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|Found", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Found / QuickBooks** \\u2013 free or cheap, but not designed for enterprise compliance or volume."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|deepseek-small|QuickBooks", "prompt": "c220-l4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "**Found / QuickBooks** \\u2013 free or cheap, but not designed for enterprise compliance or volume."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Deel", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard contractor management platforms like Deel, Remote, or Rippling can quickly become a financial liability"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Remote", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Deel, Remote, or Rippling can quickly become a financial liability"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Rippling", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Deel, Remote, or Rippling can quickly become a financial liability"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Wingspan", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Wingspan (Best for \"Payee-First\" High-Volume Roster Management)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Routable", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you need programmatic, API-driven mass payouts with fixed-cost software: Choose Routable."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Worksuite", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worksuite (Best for Midmarket/Enterprise Contractor Lifecycles)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Tipalti", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tipalti's flat base and low transaction fees are incredibly cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|google-small|Gusto", "prompt": "c220-l4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Gusto** (Contractor Only Plan) | $6 / contractor / month"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|meta-small|Routable", "prompt": "c220-l4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Routable - combines automated 1099 filing with mass payout infrastructure designed for high-volume contractor payments."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|meta-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "built for onboarding, verifying, and paying contractors at scale, suitable for large 1099 workforces"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|meta-small|Papaya Global", "prompt": "c220-l4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-grade payment infrastructure with payroll-level accuracy"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|Deel", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** — Best Overall for Large Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|Remote", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** — Best for Compliance & Predictability"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|Rippling", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If budget predictability is the #1 priority, **Rippling** currently offers the lowest published per-contractor rate"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|Tipalti", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti** — Best for High-Volume Mass Payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|WorkMarket (ADP)", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket (ADP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "purpose-built for enterprise-scale operations and typically offer custom negotiated pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|Gusto", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gusto or QuickBooks Payroll | Cheapest for US-only"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|minimax-small|QuickBooks Payroll", "prompt": "c220-l4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gusto or QuickBooks Payroll | Cheapest for US-only"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|mistral-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**WorkMarket by ADP** and **Routable** are the top choices due to their enterprise focus and custom or transparent pricing models."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|mistral-small|Routable", "prompt": "c220-l4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**WorkMarket by ADP** and **Routable** are the top choices due to their enterprise focus"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|mistral-small|Remote", "prompt": "c220-l4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote** is also a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|mistral-small|Deel", "prompt": "c220-l4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it is more expensive than Remote or Routable."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|moonshot-small|Routable", "prompt": "c220-l4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Routable** if you need pure payout infrastructure with API integration and volume-based pricing that becomes more efficient as you scale."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|moonshot-small|Wingspan", "prompt": "c220-l4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Wingspan** if your business model depends on contractors ... you want a purpose-built platform with per-active-payee pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|moonshot-small|Tipalti", "prompt": "c220-l4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Both offer more cost predictability than transaction-fee-heavy models like Tipalti or WorkMarket's assignment-based fees, which can balloon"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|moonshot-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\\u26a0\\ufe0f **Caution** \\u2013 Per-assignment Platform Fees can change and scale unpredictably with assignment volume"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|openai-small|Worksome", "prompt": "c220-l4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Worksome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable cost across thousands of users:** **Worksome**"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|openai-small|Tipalti", "prompt": "c220-l4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is also a strong enterprise option ... pricing is typically quote-based, so it may be less \"fixed\""}, {"id": "mai-20260917-1752-baseline-2|c220-l4|openai-small|Deel", "prompt": "c220-l4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "per-contractor, per-month** model, which can become expensive or less predictable at thousands of workers"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|WorkMarket by ADP", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "WorkMarket by ADP is one of the top recommendations based on its design for massive scale"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Routable", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Routable (Best for high-volume 1099 automation)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Tipalti", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti (Best for mass payments AP automation)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Worksuite", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worksuite (Great for global enterprise freelancers)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Remote", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid or De-prioritize for Your Needs - Per-contractor platforms like Remote ($29/user)"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Deel", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Deel ($49/user): ... unpredictable and expensive at thousands"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Rippling", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Rippling/Gusto: Better for smaller/mid-size or unified HR; per-user pricing gets volatile."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|xai-small|Gusto", "prompt": "c220-l4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Rippling/Gusto: Better for smaller/mid-size or unified HR; per-user pricing gets volatile."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|zai-small|Tipalti", "prompt": "c220-l4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Tipalti ... Tipalti is the strongest choice."}, {"id": "mai-20260917-1752-baseline-2|c220-l4|zai-small|Papaya Global", "prompt": "c220-l4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Papaya Global if you need a full-service enterprise solution"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|zai-small|Routable", "prompt": "c220-l4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Mass Payout\" Specialist: Routable"}, {"id": "mai-20260917-1752-baseline-2|c220-l4|zai-small|Deel", "prompt": "c220-l4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid per-seat models (Deel/Remote) for \"thousands of users\""}, {"id": "mai-20260917-1752-baseline-2|c220-l4|zai-small|Remote", "prompt": "c220-l4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid per-seat models (Deel/Remote) for \"thousands of users\""}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Tipalti", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti: Best for heavy AP integration, global payments, and robust invoice processing. Strong SOC 2/TDII presence."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Deel", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel / Remote: Best if you also need full-time employer services or global EOR"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Remote", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel / Remote: Best if you also need full-time employer services or global EOR (Employer of Record), though they may charge more for pure contractor payments."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Rippling", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling: If you want HR + IT + Payments in one console."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Kantata (formerly Upware)", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Kantata (formerly Upware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More niche, but check if they meet the scale and security demands."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|alibaba-small|Bonsai", "prompt": "c220-l5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Bonsai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More niche, but check if they meet the scale and security demands."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|challenger-small|Remote", "prompt": "c220-l5", "model": "challenger-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Remote’s comparison specifically highlights that enterprise buyers should prioritize SOC 2 Type II, ISO 27001, SSO, RBAC, and audit logs"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|challenger-small|Payouts.com", "prompt": "c220-l5", "model": "challenger-small", "cat": "contractor-payments", "variant": "scale", "raw": "Payouts.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Payouts.com’s enterprise positioning likewise emphasizes KYC/KYB, W-9/W-8 collection, 1099 filing, SOC 2 Type II, SSO/SAML, role-based access, and audit logs"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|deepseek-small|Deel", "prompt": "c220-l5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3–4 vendors (Tipalti, Deel, Remote, Rippling are strong candidates)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|deepseek-small|Rippling", "prompt": "c220-l5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified HR + contractor management in one platform"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|deepseek-small|Tipalti", "prompt": "c220-l5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise AP/accounts payable automation, deep ERP integrations (NetSuite, SAP)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|deepseek-small|Remote", "prompt": "c220-l5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Compliant contractor management at scale, 200+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|deepseek-small|Papaya Global", "prompt": "c220-l5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise-grade global payroll and payment infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|google-small|Deel", "prompt": "c220-l5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "*Deel* or *Remote* (both offer massive global entities, contract localization, and indemnification tiers like Deel Shield)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|google-small|Rippling", "prompt": "c220-l5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*Rippling Enterprise* (industry leader for deep identity, SCIM, and global workflows)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|google-small|Remote", "prompt": "c220-l5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Deel* or *Remote* (both offer massive global entities, contract localization, and indemnification tiers"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|google-small|Tipalti", "prompt": "c220-l5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*Tipalti* (exceptional for complex global payables, strict tax compliance, and deep NetSuite/ERP integrations)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Papaya Global", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Papaya Global**: Known for enterprise-grade payment infrastructure with payroll-level accuracy."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Remote", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Remote**: Offers a strong compliance suite, automated tax forms, and localized contracts."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Multiplier", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Multiplier**: Provides strong classification tools and a Contractor of Record service."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Rippling", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling**: Manages contractors alongside employees with extensive integrations and workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Tipalti", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti**: Automates W-9/W-8 with IRS TIN matching and deep ERP integrations."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Wingspan", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wingspan**: Automates the 1099 lifecycle and facilitates multi-currency payouts."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|meta-small|Worksuite", "prompt": "c220-l5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Worksuite**: Connects contractor payments to the full contractor lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|minimax-small|Deel", "prompt": "c220-l5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** – SOC 2 Type II, ISO 27001, strong global payments"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|minimax-small|BoomTax", "prompt": "c220-l5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "BoomTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoomTax** – Enterprise-focused 1099 automation, SOC 2"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|minimax-small|Nickel", "prompt": "c220-l5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nickel** – SOC 2 Type II, strong SSO (Pro plan)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|minimax-small|Warp", "prompt": "c220-l5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Warp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Warp** – Full-suite payroll + contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|minimax-small|Wingspan", "prompt": "c220-l5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wingspan** – Contractor-centric with strong 1099 automation"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Remote", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Red flags: Platforms without SOC 2 Type II or with \"unverified\" ISO 27001 claims (e.g., Remote, Multiplier per research)."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Multiplier", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "with \"unverified\" ISO 27001 claims (e.g., Remote, Multiplier per research)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Rippling", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** | Unified HR/payroll | SOC 1/2 + ISO | ✅ | Quote-based, no public pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Deel", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Deel** | Global payouts & flexibility | SOC 2 + ISO | ✅ | Higher cost ($49/contractor/mo)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Tipalti", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti** | Enterprise AP | SOC 1/2 + ISO + PCI | ✅ | $4K-5K implementation fee"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Papaya Global", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Papaya Global** | Bulk onboarding | SOC 1/2 + ISO | ✅ | Lower reviews per research"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|moonshot-small|Worksuite", "prompt": "c220-l5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Worksuite** | Enterprise CWM | SOC 2 | ✅ | Strong HRIS integrations"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|openai-small|Gusto", "prompt": "c220-l5", "model": "openai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vendors like Gusto and Stripe explicitly position contractor onboarding, tax collection, and automated 1099 support as core capabilities."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|openai-small|Stripe", "prompt": "c220-l5", "model": "openai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Gusto and Stripe explicitly position contractor onboarding, tax collection, and automated 1099 support as core capabilities."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|openai-small|BILL", "prompt": "c220-l5", "model": "openai-small", "cat": "contractor-payments", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BILL and Tipalti both emphasize audit trails, approvals, and controls for finance workflows."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|openai-small|Tipalti", "prompt": "c220-l5", "model": "openai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BILL and Tipalti both emphasize audit trails, approvals, and controls for finance workflows."}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Routable", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 4-6 vendors (e.g., Routable for 1099 scale, Deel for global)"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Deel", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "e.g., Routable for 1099 scale, Deel for global"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Worksuite", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Worksuite | Yes | Yes | Full (lifecycle + 1099) | 190+ countries | End-to-end mgmt"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Remote", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Remote | Yes | Yes | Excellent compliance | 200+ jurisdictions | Compliant mgmt | $29/contractor"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Wingspan", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wingspan | Yes | Yes | US-focused 1099 | Limited global | US contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Tipalti", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tipalti | Yes | Yes | Mass 1099 + AP | Global | AP automation"}, {"id": "mai-20260917-1752-baseline-2|c220-l5|xai-small|Multiplier", "prompt": "c220-l5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on vendors like Routable, Deel, Worksuite, Remote, Wingspan, Tipalti, and Multiplier"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|alibaba-small|Topup.com", "prompt": "c220-l6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Topup.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should strictly avoid consumer-grade money transfer services (such as **Topup.com** or similar mobile-credit-focused wallets) for paying contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|alibaba-small|Topup Two Rich", "prompt": "c220-l6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Topup Two Rich", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Regulatory scrutiny often targets platforms like *Topup Two Rich* for lack of transparency."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|alibaba-small|Ontop", "prompt": "c220-l6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Ontop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "highlight issues with platforms like **Ontop** that enforce mandatory USD payouts even for European contractors earning in EUR"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|anthropic-small|Deel", "prompt": "c220-l6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms (like Deel in its original form) started as EOR platforms and added contractor payment capabilities ... not managing worker classification ... This gap creates compliance risk."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Wise Business", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wise Business is described as best for small recurring international contractor payments, while worksuite's comparison shows it as a payments tool rather than a full contractor-management system."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Payoneer", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Several sources distinguish payments-focused tools like Wise, Payoneer, PayPal, Revolut, and Stripe from contractor-management platforms"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|PayPal", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "payments-focused tools like Wise, Payoneer, PayPal, Revolut, and Stripe"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Revolut", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "payments-focused tools like Wise, Payoneer, PayPal, Revolut, and Stripe"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Stripe", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "payments-focused tools like Wise, Payoneer, PayPal, Revolut, and Stripe"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Deel", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Worksuite's comparison marks Deel's contractor-payment offering as \"Limited\" for classification"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Remote", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "contractor-management platforms like Deel, Remote, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Multiplier", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "contractor-management platforms like Deel, Remote, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Rippling", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "contractor-management platforms like Deel, Remote, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Papaya Global", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "contractor-management platforms like Deel, Remote, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Gusto", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Gusto is shown as U.S.-only in the comparison, so it is not a fit for a large enterprise with international contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Tipalti", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "enterprise global supplier and payout flows typically call for platforms like Tipalti or Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|challenger-small|Hyperwallet", "prompt": "c220-l6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "enterprise global supplier and payout flows typically call for platforms like Tipalti or Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|PayPal", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-grade wallets (PayPal, Skrill) – high fraud risk, weak compliance, hidden FX."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Payoneer", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it has a history of **predatory FX fees** (1–2% on top of spread), **unpredictable monthly fees**"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Upwork", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Marketplace-centric platforms (Upwork, Fiverr, Freelancer) – they take a cut and lack compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Fiverr", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Marketplace-centric platforms (Upwork, Fiverr, Freelancer) – they take a cut and lack compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|WorkMarket (by ADP)", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Dedicated “gig” payment apps (e.g., WorkMarket, Plentific) – poor reliability at scale."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Plentific", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Plentific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Dedicated “gig” payment apps (e.g., WorkMarket, Plentific) – poor reliability at scale."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Native Teams", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "users report **frequent payout delays** ... a clear sign it cannot handle enterprise-scale batch processing"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Conduent", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Conduent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platforms with unresolved security breaches (Conduent, Parasol) – unacceptable risk."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Parasol", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Parasol", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platforms with unresolved security breaches (Conduent, Parasol) – unacceptable risk."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Brookson Group", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Brookson Group", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Both were hit by cyber thieves/ransomware in 2022, stealing names, addresses, bank details"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Ontop", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Ontop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "User reviews specifically call out **\"predatory FX fees\"**"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Deel", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Deel (but insist on contractual SLAs for payout timeliness and fee transparency)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Wise", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Payment tools without compliance infrastructure (standalone Wise, standard bank wires) – risk of misclassification"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Freelancer", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Freelancer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Marketplace-centric platforms (Upwork, Fiverr, Freelancer) – they take a cut and lack compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Skrill", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Skrill", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "Consumer-grade wallets (PayPal, Skrill) – high fraud risk, weak compliance, hidden FX."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Papaya Global", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "Papaya Global (enterprise-grade, payroll-level accuracy, strong compliance)."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Remote.com", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Remote.com (contractor module, strong compliance)."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Tipalti", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Tipalti or Hyperwallet (for mass payouts with deep API/ERP integration)."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|deepseek-small|Hyperwallet", "prompt": "c220-l6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "Tipalti or Hyperwallet (for mass payouts with deep API/ERP integration)."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Wise Business", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer-Grade & P2P Payment Rails (e.g., Wise Business, Payoneer, PayPal, Zelle) ... they fail at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Payoneer", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PayPal and Payoneer can charge exorbitant transaction fees or bury high foreign exchange (FX) markups"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|PayPal", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "PayPal and Payoneer can charge exorbitant transaction fees or bury high foreign exchange (FX) markups"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Zelle", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consumer-Grade & P2P Payment Rails (e.g., Wise Business, Payoneer, PayPal, Zelle) ... they fail at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Papaya Global", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Aggregators (such as **Papaya Global** and several legacy payroll providers) ... Why Caution is Required"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Remote", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "direct-entity platforms (like **Remote** or **Deel**) update their systems instantly because their own local legal teams run the payroll"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Deel", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "direct-entity platforms (like **Remote** or **Deel**) update their systems instantly"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Upwork Enterprise", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Marketplace \"Enterprise\" Portals (e.g., Upwork Enterprise, Fiverr Enterprise) ... relying on them ... is highly inefficient"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Fiverr Enterprise", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "relying on them to manage your entire direct contractor workforce is highly inefficient ... Massive Cost Markups"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Gusto", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Domestic SMB-Centric Payroll Platforms (e.g., Gusto, Square Payroll, QuickBooks Payroll) ... they are not designed to support large enterprise architectures"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Square Payroll", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Square Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "they are not designed to support large enterprise architectures ... Lack of Global Capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|QuickBooks Payroll", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "SMB payroll platforms do not offer \"Agent of Record\" (AOR) or \"Contractor of Record\" (CoR) protections"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|google-small|Bill.com", "prompt": "c220-l6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Traditional AP automation software (such as basic Bill.com or older legacy invoicing tools) is excellent for vendor bills, but inadequate for global remote talent."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|meta-small|Papaya Global", "prompt": "c220-l6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top contractor payment platforms for large enterprises include Papaya Global, Payoneer, Tipalti, and Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|meta-small|Payoneer", "prompt": "c220-l6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top contractor payment platforms for large enterprises include Papaya Global, Payoneer, Tipalti, and Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|meta-small|Tipalti", "prompt": "c220-l6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top contractor payment platforms for large enterprises include Papaya Global, Payoneer, Tipalti, and Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|meta-small|Hyperwallet", "prompt": "c220-l6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Hyperwallet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top contractor payment platforms for large enterprises include Papaya Global, Payoneer, Tipalti, and Hyperwallet"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|minimax-small|CXC Global", "prompt": "c220-l6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**CXC Global**: Payment delays, no self-serve portal, slow onboarding"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|minimax-small|Airwallex", "prompt": "c220-l6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Airwallex**: Account freezes, slow compliance issue resolution"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|mistral-small|Venmo", "prompt": "c220-l6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following contractor payment platforms... Consumer-Facing Payment Apps (e.g., Venmo, Cash App, Zelle for business use)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|mistral-small|Cash App", "prompt": "c220-l6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer-Facing Payment Apps (e.g., Venmo, Cash App, Zelle for business use) These platforms are not designed for large-scale B2B transactions"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|mistral-small|Zelle", "prompt": "c220-l6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Large enterprises should avoid consumer payment apps for contractor payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Bill.com", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Red Flags ... **Bill.com** - **Issues**: Poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|WorkMarket by ADP", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Described as having the \"worst payment handling experience,\""}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|SAP Ariba", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Described as \"one of the worst systems\""}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Deel", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Deel** (Use with Caution at Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Jobber", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Jobber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "No-refund policy and billing disputes ... Cancellation dark patterns"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Wise Business", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not ideal for**: Teams needing compliance workflows... It's a money transfer tool, not a workforce management platform"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Payoneer", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited compliance tooling depth"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Gusto", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Not ideal for**: Large enterprises, global teams, complex payroll workflows"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Upwork / Fiverr Enterprise", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork / Fiverr Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise risks: Inconsistent vetting of contractors, Complex IP transfer issues"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Melio", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Issues**: Payment delays, poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Papaya Global", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Better alternatives to consider**: Papaya Global, Remote.com, and Rippling appear to have stronger enterprise-focused features"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Remote.com", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Better alternatives to consider**: Papaya Global, Remote.com, and Rippling"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|moonshot-small|Rippling", "prompt": "c220-l6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Better alternatives to consider**: Papaya Global, Remote.com, and Rippling appear to have stronger enterprise-focused features"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Deel", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Highly Cautious Of**:\n- **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Gusto", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**When to Avoid**: Any international contractor volume or high-scale U.S.-only ops requiring automation."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|CXC Global", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**When to Avoid**: If you want automation over hand-holding or transparent costs."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Payoneer", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms to **Approach with Caution** (Potential Scalability Gaps):\n- **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Rippling", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "contractor payments can hit payroll errors/delays similar to Deel. FX fees erode value"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Papaya Global", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Better Alternatives** (from consistent top ratings): Papaya Global (enterprise-grade compliance/accuracy)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Tipalti", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tipalti/Hyperwallet (mass payouts)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Hyperwallet", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tipalti/Hyperwallet (mass payouts)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Worksuite", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Worksuite (full lifecycle)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|Wise", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Wise (low FX, simple transfers)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|xai-small|4dev.com", "prompt": "c220-l6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "4dev.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or 4dev.com (compliance/docs)"}, {"id": "mai-20260917-1752-baseline-2|c220-l6|zai-small|GCPay", "prompt": "c220-l6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "GCPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**GCPay:** Reviews consistently cite **slow performance** during large file uploads and busy periods."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|zai-small|Maestro", "prompt": "c220-l6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Maestro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Maestro is frequently criticized for an **overloaded, cluttered dashboard**."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|zai-small|G-P (Global Partners)", "prompt": "c220-l6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "G-P (Global Partners)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews frequently cite **constant agent turnover** and **slow responses** to support tickets."}, {"id": "mai-20260917-1752-baseline-2|c220-l6|zai-small|CXC Global", "prompt": "c220-l6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "CXC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "contractor-side reviews on Glassdoor cite **persistent payment delays** and **missing expenses**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|alibaba-small|Tipalti", "prompt": "c220-m1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is generally the safest bet due to its robust compliance engine and AP capabilities"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|alibaba-small|Routable", "prompt": "c220-m1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume & Programmatic Payments: **Routable**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|alibaba-small|Deel", "prompt": "c220-m1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Remote Teams: **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|alibaba-small|Gusto", "prompt": "c220-m1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "They lack the sophisticated bulk processing and deep ERP integration found in Tipalti or Routable."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|alibaba-small|QuickBooks Contractor Payments", "prompt": "c220-m1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "They lack the sophisticated bulk processing and deep ERP integration found in Tipalti or Routable."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|anthropic-small|Worksuite", "prompt": "c220-m1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Worksuite** - Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|anthropic-small|Tipalti", "prompt": "c220-m1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** - Best for Automated Tax Compliance & AP Integration"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|anthropic-small|Deel", "prompt": "c220-m1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** - Best for Global Contractor Networks"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|challenger-small|Deel", "prompt": "c220-m1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|challenger-small|Tipalti", "prompt": "c220-m1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|challenger-small|Remote", "prompt": "c220-m1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your priority is **compliant contractor onboarding and localized contracts** alongside payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|challenger-small|Wingspan", "prompt": "c220-m1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if you want a **contractor operating system**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|challenger-small|Worksuite", "prompt": "c220-m1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a good fit for **midmarket and enterprise** teams managing large contractor populations"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Tipalti", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best overall for mid-market B2B: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|BILL", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for domestic mid-market B2B with lean finance teams: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Routable", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Routable** if you're doing high-volume programmatic disbursements with unique tax-form needs."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Wingspan", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wingspan** is strong for companies at 100+ workers whose revenue comes from contract work"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Deel", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel** and **Worksuite** shine for global contractor programs"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Worksuite", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deel** and **Worksuite** shine for global contractor programs"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Wise Business", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Wise** and pure payment tools handle transfers but **don't do 1099 filing**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|Gusto", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Gusto/QuickBooks** are fine for small businesses but get strained at mid-market contractor scale."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|deepseek-small|QuickBooks", "prompt": "c220-m1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Gusto/QuickBooks** are fine for small businesses but get strained at mid-market contractor scale."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Gusto", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small-business tools (like basic Gusto or QuickBooks) cannot handle"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|QuickBooks", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "small-business tools (like basic Gusto or QuickBooks) cannot handle"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Rippling", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Unified HR, IT, and Finance: **Rippling** ... Rippling is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Wingspan", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wingspan is the top specialized tool on the market."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Tipalti", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tipalti is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Deel", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deel (or its competitor, Remote) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Remote", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deel (or its competitor, Remote) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|google-small|Worksuite", "prompt": "c220-m1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Wingspan** or **Worksuite**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|meta-small|Routable", "prompt": "c220-m1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Routable - Best overall 1099 automation solution that combines automated 1099 filing with mass payout infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|meta-small|Wingspan", "prompt": "c220-m1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers full cycle compliance automation, instant payments, and contractor benefits, making it suitable for companies with 100+ workers."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|meta-small|BILL", "prompt": "c220-m1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for SMB and mid-market finance teams digitizing back-office operations."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Deel", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deel is often the top pick for mid‑market B2B"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Tipalti", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti is the industry‑standard mass‑payment engine"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Gusto", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto's contractor‑payment add‑on is the easiest path to automated 1099 filing"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Worksuite", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market firms that need to manage large contractor fleets across multiple brands or locations."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Trolley", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Trolley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Companies that prioritize a modern UI and fast contractor onboarding"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|BILL (formerly Divvy)", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL (formerly Divvy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Firms that want a unified expense‑management and contractor‑payment platform."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|minimax-small|Wingspan", "prompt": "c220-m1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies that need a contractor‑first experience"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|mistral-small|Routable", "prompt": "c220-m1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recognized as the best overall 1099 automation solution"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|mistral-small|Tipalti", "prompt": "c220-m1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Frequently recommended for mid-market and enterprise businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|mistral-small|Deel", "prompt": "c220-m1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its comprehensive contractor management platform"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|mistral-small|Wingspan", "prompt": "c220-m1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies with 100+ contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|mistral-small|BILL", "prompt": "c220-m1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for mid-market finance teams looking to digitize back-office operations"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Bill.com", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com** or **Gusto** are the leading choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Gusto", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bill.com** or **Gusto** are the leading choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Routable", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume Automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Wingspan", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Contractor-Centric Businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Tipalti", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global/Mass Payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|moonshot-small|Deel", "prompt": "c220-m1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global contractor payments | **Deel** or **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|openai-small|Deel", "prompt": "c220-m1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **overall** contractor payments + 1099 platform is usually **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|openai-small|Gusto", "prompt": "c220-m1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** can be a strong alternative for 1099 filing and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|openai-small|Tipalti", "prompt": "c220-m1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** is worth a look, especially if invoice approvals and payables automation matter"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|xai-small|Rippling", "prompt": "c220-m1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Rippling** if you're B2B with mixed workforce/HR needs—it's the most comprehensive for mid-market growth."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|xai-small|Deel", "prompt": "c220-m1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go **Deel** for international expansion."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|xai-small|Gusto", "prompt": "c220-m1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if: Primarily US contractors; already using payroll software."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|xai-small|Routable", "prompt": "c220-m1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excels in mass payouts + 1099 e-filing for 500+ contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|xai-small|BILL", "prompt": "c220-m1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for mid-market AP digitization (invoices, vendors, contractors); handles 1099s well."}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Routable", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "High volume (hundreds+ contractors, frequent payouts) → Routable or Deel's \"Contractor\" plan"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Deel", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mixed U.S. + international → Deel or Remote (both cover both well)"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Remote", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Global contractors, moderate volume | Remote (contractor plan) + Deel for niche regions"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Gusto", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "U.S.-only contractors | Gusto (contractor plan) + QuickBooks or Xero for accounting"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Oyster / Rippling Global", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Oyster / Rippling Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise-level controls & integrations → Oyster or Rippling Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Patriot", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All contractors in the U.S. → Gusto, Patriot, or a pure 1099 tool (e.g., Wave)"}, {"id": "mai-20260917-1752-baseline-2|c220-m1|zai-small|Wave", "prompt": "c220-m1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or a pure 1099 tool (e.g., Wave)"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|alibaba-small|Deel", "prompt": "c220-m2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Deel** ... Deel is the industry standard for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|alibaba-small|Rippling", "prompt": "c220-m2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Mixed Teams & IT: **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|alibaba-small|Papaya Global", "prompt": "c220-m2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Global Compliance: **Papaya Global**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|alibaba-small|Trolley", "prompt": "c220-m2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume \"Vendor\" Payouts: **Trolley**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Guidepoint", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options in this space include Guidepoint, Workana, Upwork's payment features, Deel, Remitly, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Workana", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Workana", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular options in this space include Guidepoint, Workana, Upwork's payment features, Deel"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Upwork's payment features", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Upwork's payment features", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular options in this space include ... Upwork's payment features"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Deel", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "popular options in this space include ... Deel, Remitly, and Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Remitly", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remitly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deel, Remitly, and Wise (for international payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|anthropic-small|Wise", "prompt": "c220-m2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wise (for international payments), though the best choice really depends on your specific requirements"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|challenger-small|Trolley", "prompt": "c220-m2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Trolley** as the best overall starting point"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|challenger-small|Papaya Global", "prompt": "c220-m2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Papaya Global** if you need more **enterprise-grade payment infrastructure**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|challenger-small|Hyperwallet", "prompt": "c220-m2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hyperwallet** if your use case is a more governed **enterprise/marketplace disbursement program**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|challenger-small|Fiverr Enterprise", "prompt": "c220-m2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fiverr Enterprise** if you want a more **freelancer management**-oriented tool"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Deel", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Deel** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Remote", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** is a very close alternative with cleaner transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Trolley", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trolley** (formerly Payment Rails). It's a mass-payout engine built for marketplaces"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Papaya Global", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want the lowest per-head cost \ff **Papaya Global**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Gusto", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're US-only... **Gusto**. But it's weak internationally."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|deepseek-small|Wise Business", "prompt": "c220-m2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wise Business**. Lowest-cost fees... But you handle contracts and tax forms yourself."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Deel", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Tipalti", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tipalti** is the enterprise-grade choice for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Worksuite", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksuite** (formerly TalentDesk) is built specifically for the full freelancer lifecycle."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Wingspan", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wingspan** is an incredibly strong, modern alternative to legacy payroll services."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Wise Business", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Wise does not provide contract management, legal safeguards, or tax-filing automation."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Rippling", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If yes, look at **Rippling** (which integrates contractor payments alongside W-2 payroll"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|google-small|Remote", "prompt": "c220-m2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "go with **Deel** or **Remote**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|meta-small|Trolley", "prompt": "c220-m2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Trolley is a recommended freelancer payout software for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|minimax-small|Deel", "prompt": "c220-m2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|minimax-small|Papaya Global", "prompt": "c220-m2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enterprise-Grade Infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|minimax-small|Rippling", "prompt": "c220-m2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified HR/IT Stack"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|minimax-small|Trolley", "prompt": "c220-m2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Trolley** or **Papaya Global** instead"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|mistral-small|Trolley", "prompt": "c220-m2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trolley** is highly recommended for freelancer payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|mistral-small|Fiverr Enterprise", "prompt": "c220-m2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Fiverr Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|moonshot-small|Deel", "prompt": "c220-m2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most mid-sized B2B companies:** **Deel** strikes the best balance of features, ease of use, and compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|moonshot-small|Wise for Business", "prompt": "c220-m2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cost-Effective Transfers... The cheapest option for pure payments."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|moonshot-small|Trolley", "prompt": "c220-m2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume & Tax Compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|moonshot-small|Gusto Contractor", "prompt": "c220-m2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto Contractor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Also Run US Payroll... Less ideal for heavy international payouts."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|moonshot-small|Papaya Global", "prompt": "c220-m2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Enterprise-Grade Global Payouts... More robust (and pricier) than others."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|openai-small|Deel", "prompt": "c220-m2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Deel** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|openai-small|Gusto", "prompt": "c220-m2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gusto** is a strong alternative for contractor onboarding, 1099 automation, and U.S. payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|openai-small|Rippling", "prompt": "c220-m2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need broader workforce/HR integration:** **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|openai-small|Tipalti", "prompt": "c220-m2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if payouts are a finance-ops problem more than an HR problem:** **Tipalti** or **Trolley**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|openai-small|Trolley", "prompt": "c220-m2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trolley is built for high-volume domestic and international payout operations"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Deel", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Deel as the top freelancer payout software."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Remote", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** | Cost-conscious global compliance | $29"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Trolley", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trolley** | High-volume mass payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Papaya Global", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher cost; overkill unless heavy payroll integration"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Rippling", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** | If integrated with your HR/IT stack"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Gusto", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**US-Only or Simple?** Gusto (~$6/contractor + base fee)."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Wise Business", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Wise Business or Payoneer for low-fee transfers"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|xai-small|Payoneer", "prompt": "c220-m2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wise Business or Payoneer for low-fee transfers"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|zai-small|Papaya Global", "prompt": "c220-m2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: **Papaya Global**"}, {"id": "mai-20260917-1752-baseline-2|c220-m2|zai-small|Deel", "prompt": "c220-m2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Global Talent: **Deel** ... Deel is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|zai-small|Trolley (formerly Payment Rails)", "prompt": "c220-m2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley (formerly Payment Rails)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for High Volume & Tax Compliance: **Trolley** ... Trolley is the strongest choice."}, {"id": "mai-20260917-1752-baseline-2|c220-m2|zai-small|Gusto", "prompt": "c220-m2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for US-Only (Budget Friendly): **Gusto** ... most cost-effective and user-friendly option."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Rippling", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Rippling** if you are a modern tech startup and want one login to manage laptops, software licenses, and payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Deel", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Deel** if you have remote staff or contractors in Europe, LatAm, or Asia."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Papaya Global", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Enterprise organizations with massive, diverse workforces."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Bill.com", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Bill.com** if you want to digitize your existing invoicing workflow"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Gusto", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Gusto** if you are a small US-based business doing <50 contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Optionz", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Optionz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "They act as a middle layer... Cons: Adds a \"middleman\" step to the payment flow"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|alibaba-small|Checkr", "prompt": "c220-m3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Checkr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payment features are secondary to their core mission of screening."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|anthropic-small|Deel", "prompt": "c220-m3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** stands out for comprehensive coverage. It's the only tool on this list that handles the full payment stack"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|anthropic-small|Remote", "prompt": "c220-m3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** focuses on compliance-first international payments."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|anthropic-small|Rippling", "prompt": "c220-m3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top-rated contractor management platforms for enterprises include Deel, Remote, and Rippling."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|anthropic-small|Worksuite", "prompt": "c220-m3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worksuite is the only platform on this list that connects contractor payments to the full contractor lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Deel", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-in-one global platform:** **Deel** or **Worksuite**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Worksuite", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all-in-one global platform:** **Deel** or **Worksuite**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Gusto", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for US small business simplicity:** **Gusto**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Tipalti", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for AP automation at scale:** **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Wise Business", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "has **little to no contractor compliance automation**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|QuickBooks Payments", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "limited global reach compared with dedicated contractor platforms"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|GCPay", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "GCPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for construction payments:** **GCPay** or **Procore Pay**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Procore Pay", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Procore Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for construction payments:** **GCPay** or **Procore Pay**."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|challenger-small|Trolley", "prompt": "c220-m3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Trolley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti, Deel, and Trolley/Worksuite are designed for broad international payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Deel", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-in-one:** Deel (most flexible payout options + compliance)"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Remote", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value full-service:** Remote ($29/contractor is the lowest full-management price)"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Papaya Global", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise scale:** Papaya Global or Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Rippling", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies with both employees and contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Multiplier", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Companies needing Contractor of Record (CoR) coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Wise (formerly TransferWise)", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cheapest overall:** Wise (if you only need payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Payoneer", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for freelancers already on the platform:** Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|deepseek-small|Tipalti", "prompt": "c220-m3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for enterprise scale:** Papaya Global or Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Deel", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Deel** if you are hiring highly-skilled talent globally and want to guarantee absolute compliance with local international labor laws."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Rippling", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling is an all-in-one HR, IT, and Finance cloud. Its major strength is consolidation."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Remote", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Deel, these platforms focus heavily on compliant global hiring."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Oyster", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to Deel, these platforms focus heavily on compliant global hiring."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Wingspan", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Wingspan** or **Worksuite** if your company runs almost entirely on freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Worksuite", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Wingspan** or **Worksuite** if your company runs almost entirely on freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Gusto", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Gusto** if you operate in the U.S. and simply need an easy, affordable way to pay a mix of local 1099 contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Square Payroll", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly integrated with the Square ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Tipalti", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tipalti is an enterprise-grade AP automation platform."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|google-small|Wise Business", "prompt": "c220-m3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "It is purely a money-transfer tool. It does not offer automated contract generation, compliance protection, or 1099 tax filing."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Worksuite", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Worksuite: Best for large or complex contractor programs, with end-to-end contractor lifecycle, onboarding, compliance, and audit trail."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Deel Payroll", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel Payroll: Best for global contractor teams, with multi-country payments, FX, and built-in compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Gusto", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto: Best for US SMB simplicity, with a contractor-only plan and automated tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Papaya Global", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Papaya Global: Best overall, with enterprise-grade payment infrastructure and payroll-level accuracy."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Payoneer", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payoneer, Tipalti, or Hyperwallet: Best for mass payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Tipalti", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Payoneer, Tipalti, or Hyperwallet: Best for mass payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Hyperwallet", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Payoneer, Tipalti, or Hyperwallet: Best for mass payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Wise", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wise: Best for lowest FX cost, with mid-market rates and transparent fees."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|4dev.com", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "4dev.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "4dev.com: Best for payouts plus contractor operations, with structured documentation and compliance checks"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|meta-small|Stripe", "prompt": "c220-m3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stripe: Best for developer-first, with payouts as a feature inside your own product."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Deel", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Deel** | Overall best | Global coverage, crypto withdrawals, 150+ countries |"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Papaya Global", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global workforce at scale**: Papaya Global or Deel"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Remote", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Maximum compliance**: Remote or Multiplier"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Gusto", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**U.S. small business**: Gusto"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Rippling", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HR + IT integration**: Rippling"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Payoneer", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Payoneer/Tipalti**: Best for batch runs and AP automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Wise", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Lowest FX costs**: Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Tipalti", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise payables automation**: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Multiplier", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Remote** and **Multiplier** offer the strongest compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|minimax-small|Fiverr Enterprise", "prompt": "c220-m3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Fiverr Enterprise**: Private talent pool + consolidated invoicing"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Worksuite Global Pay", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite Global Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Comprehensive, all-in-one platform for onboarding, compliance, and payments, ideal for global teams with complex needs."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Deel", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong focus on global compliance and flexible payout methods, making it a top choice for international contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Gusto", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly, affordable, and tailored for small businesses with mostly US-based contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Tipalti", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong focus on financial operations and compliance, ideal for large-scale or enterprise use."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Papaya Global", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High reliability and accuracy for large organizations with complex payroll needs."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Wise", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for cost-effective international transfers, but lacks some contractor-specific features."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Remote", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Balances compliance, ease of use, and global reach at a competitive price."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|mistral-small|Procore Pay", "prompt": "c220-m3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Procore Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tailored for construction, with tools for pay apps, lien waivers, and project-level financials."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Deel", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** — Best Overall"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Remote", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** — Best for Compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Gusto", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** — Best for US Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Rippling", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** — Best for Unified HR + Contractor Management"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Tipalti", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tipalti** — Best for Enterprise Payables"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Wise Business", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wise Business** — Best for Low FX Costs"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Worksuite", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Worksuite** — Best for Large/Complex Programs"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Multiplier", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Compliance/Classification** | Remote, Deel, Multiplier"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Papaya Global", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprise Scale** | Tipalti, Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Payoneer", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Freelancer-Friendly** | Payoneer, Fiverr Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Fiverr Enterprise", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Freelancer-Friendly** | Payoneer, Fiverr Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|moonshot-small|Stripe", "prompt": "c220-m3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Payment-Only Tools** (Wise, Payoneer, Stripe) — handle just the money transfer"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Deel", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need global contractor onboarding + payments + compliance?** Pick **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Gusto", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mostly U.S. contractors and a small team?** Pick **Gusto**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Remote", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need global hiring compliance first, payments second?** Pick **Remote**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Payoneer", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need to send cross-border payouts only?** Consider **Wise** or **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Wise", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wise** is typically the best fit if your priority is **low-friction, transparent FX and transfers**"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|openai-small|Rippling", "prompt": "c220-m3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "May be heavier than needed if you only want payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Deel", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on your needs (e.g., global? Deel/Remote; US/simple? Gusto)."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Remote", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "global? Deel/Remote"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Rippling", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies with existing HR stacks (e.g., US-heavy). | Limited global depth; pricier for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Gusto", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US/simple? Gusto"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Tipalti", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise finance/AP teams. | Less contractor lifecycle (focus on payables)."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Worksuite", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Complex programs (creative/media/enterprise). | Niche; custom pricing."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Payoneer", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High-volume payouts where contractors have accounts. | Basic compliance; no full contracts."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Wise", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost-sensitive international wires. | No tax/compliance/invoicing."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Papaya Global", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Large-scale global payroll/contractors. | Enterprise-focused; less SMB-friendly."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|xai-small|Multiplier", "prompt": "c220-m3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Risk-averse teams needing CoR coverage. | Newer features; higher cost."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Deel", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel, Remote, and Worksuite** are the most comprehensive all‑in‑one choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Remote", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel, Remote, and Worksuite** are the most comprehensive all‑in‑one choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Gusto", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto** is the go‑to for small US businesses that only need basic contractor payroll."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Tipalti", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "shine for finance teams handling high‑volume, AP‑centric payouts with strong tax automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Papaya Global", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large enterprises needing precision and control."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Payoneer", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Freelancers already on Payoneer; quick batch payouts."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Wise (formerly TransferWise)", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wise** is best when cost and simplicity are paramount and you don't need advanced contractor ops."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Rippling", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Rippling** is ideal if you want one HR/IT/contractor system."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Worksuite Global Pay", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite Global Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Deel, Remote, and Worksuite** are the most comprehensive all‑in‑one choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Multiplier", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Contractor of Record (CoR) service + misclassification protection."}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Fiverr Enterprise", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Fiverr Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Managing a private freelance marketplace** | Fiverr Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Veem", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Veem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Vendor onboarding with controlled approvals** | Veem"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Bill.com", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Accounting‑centric: invoice approval, budget tracking, works well when finance owns the process"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Stripe", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Embedded payouts inside your own product** | Stripe"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|Procore Payments", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Procore Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Construction‑specific draw payments** | Procore Payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m3|zai-small|QuickBooks Payments", "prompt": "c220-m3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Procore Payments, QuickBooks Payments (construction)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|alibaba-small|Square Payroll", "prompt": "c220-m4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Square Payroll** is currently the most cost-effective option for paying 1099 contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|alibaba-small|SurePayroll", "prompt": "c220-m4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **SurePayroll** or **Patriot Software** depending on your specific needs"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|alibaba-small|Patriot Software", "prompt": "c220-m4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Patriot Software (Best Value with Promotions / Self-File)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|alibaba-small|Gusto", "prompt": "c220-m4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Need Advanced HR/Benefits** | **Gusto** | `~$35 + $6 per person` *(Higher cost)*"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|anthropic-small|Patriot Software", "prompt": "c220-m4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Patriot Software** or **Square Payroll** since they have the lowest ongoing costs"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|anthropic-small|Square Payroll", "prompt": "c220-m4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Patriot Software** or **Square Payroll** since they have the lowest ongoing costs"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|anthropic-small|QuickBooks Online", "prompt": "c220-m4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using QuickBooks for accounting, stick with **QuickBooks Payroll**"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|anthropic-small|OnPay", "prompt": "c220-m4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnPay is affordable and easy to use, starting at $36/month"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|anthropic-small|WageFiling", "prompt": "c220-m4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "WageFiling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "WageFiling operates as a federal e-file service at a flat $3.49 per form with no annual subscription"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|challenger-small|SurePayroll", "prompt": "c220-m4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **SurePayroll** if you want an affordable, contractor-focused payroll tool"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|challenger-small|QuickBooks Payroll / Contractor Payments", "prompt": "c220-m4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Payroll / Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "can be the better low-friction choice because it starts at **$15/month**"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|challenger-small|Gusto", "prompt": "c220-m4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong usability and contractor automation, but the sources emphasize it more as a usability leader than the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|challenger-small|BILL", "prompt": "c220-m4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "one source also points to **BILL or QuickBooks** for small businesses with mostly U.S. contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|QuickBooks Contractor Payments", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Best overall value: QuickBooks Contractor Payments — $15/month"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|Square Payroll", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for very few contractors: Square Payroll — $6 per person paid"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|Gusto Contractor Only", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto Contractor Only", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best all-in-one with growth path: Gusto Contractor Only — $35 base + $6/contractor"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|Melio", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free ACH payouts with plans from ~$2.50/month and 1099 export"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|Workful", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Workful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "paid package starts at ~$9.95/month, very simple"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|SurePayroll", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "starts ~$20/month + $4/person, budget-friendly contractor-only option"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|deepseek-small|Patriot", "prompt": "c220-m4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "~$37 base + per-contractor, strongest if you have one mixed pool with employees"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|google-small|Melio", "prompt": "c220-m4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Melio (Best Overall for Zero Monthly Fees)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|google-small|Tax1099", "prompt": "c220-m4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tax1099:** Charges roughly **$1.50 to $2.50 per form**... It is IRS-authorized"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|google-small|Square Payroll", "prompt": "c220-m4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Square Payroll** is highly efficient."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|google-small|Gusto", "prompt": "c220-m4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its full-service software can be expensive. However, they offer a specialized \"Contractor Only\" tier."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|google-small|WageFiling", "prompt": "c220-m4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "WageFiling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**WageFiling:** Charges a transparent, flat per-form fee (approx. **$3.49 per form**)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Wingspan", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "some platforms like Wingspan offer onboarding, payments, and 1099 workflows from one worker record, making it a convenient option"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Remote", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top options include Wingspan, Remote, Deel, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Deel", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top options include Wingspan, Remote, Deel, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Multiplier", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Multiplier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top options include Wingspan, Remote, Deel, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Rippling", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "some of the top options include Wingspan, Remote, Deel, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|meta-small|Papaya Global", "prompt": "c220-m4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "some of the top options include Wingspan, Remote, Deel, Multiplier, Rippling, and Papaya Global"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|Found", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Found stands out as the best value since many core features are free, making it ideal for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|QuickBooks Contractor Payments", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need accounting integration and already use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|Square Payroll", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you just need simple payment processing"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|Patriot Software", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Patriot Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$35/month + $6 per person per month"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|Tax1099", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tax1099** - From $2.99/form"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|TaxBandits", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "TaxBandits", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TaxBandits** - From $2.75/form"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|Avalara 1099", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Avalara 1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Avalara 1099** - From $3.10/form (includes corrections)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|minimax-small|1099Online", "prompt": "c220-m4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "1099Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**1099Online** - From $3.49/form"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|mistral-small|Wingspan", "prompt": "c220-m4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Wingspan** is a strong mid-range option at $10 per contractor per month"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|mistral-small|Rise Works", "prompt": "c220-m4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Rise Works", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the most affordable and straightforward solution, **Rise Works** and **Relay** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|mistral-small|Relay", "prompt": "c220-m4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Rise Works** and **Relay** are excellent choices for very small teams or those just starting out"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|mistral-small|QuickBooks Contractor Payments", "prompt": "c220-m4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal if you already use QuickBooks for your accounting"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|Square Payroll", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Square** for 1-4 contractors (lowest total cost)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|QuickBooks Contractor Payments", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks** for 5-20 contractors (best per-contractor rate)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|Gusto Contractor Plan", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto Contractor Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gusto's contractor plan** offers the best balance of price, compliance automation, and room to grow"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|Papaya Global", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**International contractors** | Papaya Global | From $25"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|ADP", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some platforms charge extra for 1099 filing (ADP, Paychex)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|moonshot-small|Paychex", "prompt": "c220-m4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some platforms charge extra for 1099 filing (ADP, Paychex)"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|openai-small|Square Payroll", "prompt": "c220-m4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best fit is usually **Square Payroll**"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|openai-small|Gusto’s Contractor Only plan", "prompt": "c220-m4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto’s Contractor Only plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-around low-budget option:** **Gusto Contractor Only**"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|openai-small|Bill.com", "prompt": "c220-m4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "look at **Bill.com** or **Tipalti**, but those are typically more expensive / more enterprise-oriented for a small budget"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|openai-small|Tipalti", "prompt": "c220-m4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically more expensive / more enterprise-oriented for a small budget"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|openai-small|Deel", "prompt": "c220-m4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Need global payments or complex approvals:** Tipalti/Deel, but budget rises quickly."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Square Payroll", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Square Payroll's contractor-only plan stands out as the best option for a company with a limited budget.**"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|QuickBooks Contractor Payments", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you already use QuickBooks for accounting. Includes unlimited 1099 e-filing"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Gusto Contractor-Only", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto Contractor-Only", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full-featured with payments, 1099 filing, and easy scaling to W-2 if needed"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Patriot Payroll Basic", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Patriot Payroll Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, unlimited payroll runs, free 1099 prep/tracking"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Wave", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Wave | $40 | $6 | Included | Free accounting add-on |"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Track1099", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Track1099", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid pure 1099 filers like Track1099/Avalara (~$0.63–$3/form) if you need ongoing payments."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|xai-small|Avalara", "prompt": "c220-m4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid pure 1099 filers like Track1099/Avalara"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|zai-small|Square Payroll", "prompt": "c220-m4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Based on your requirement for a **limited budget**, the best platform is **Square Payroll**."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|zai-small|Gusto", "prompt": "c220-m4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gusto is widely considered the best user experience, but it costs more."}, {"id": "mai-20260917-1752-baseline-2|c220-m4|zai-small|Wave", "prompt": "c220-m4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "only need the **1099 filing** and basic payroll tracking, Wave is the best option"}, {"id": "mai-20260917-1752-baseline-2|c220-m4|zai-small|Track1099 (or Tax1099)", "prompt": "c220-m4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Track1099 (or Tax1099)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use your own bank to pay contractors and only need help with the **paperwork (1099s)**"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Deel", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Deel / Remote / Oyster:** Best for heavy global/international expansion."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Remote", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel / Remote / Oyster:** Best for heavy global/international expansion."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Oyster", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel / Remote / Oyster:** Best for heavy global/international expansion."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Rippling", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling / Gusto Ramp / Square:** Great if you already use them for domestic payroll or POS."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Gusto Ramp", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling / Gusto Ramp / Square:** Great if you already use them for domestic payroll or POS."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Square", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rippling / Gusto Ramp / Square:** Great if you already use them for domestic payroll or POS."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Bill.com", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excellent purely for the invoicing and approval workflow side of domestic contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Keka", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Keka", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Bill.com / Keka / Workstream:** Excellent purely for the invoicing and approval workflow side of domestic contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|alibaba-small|Workstream", "prompt": "c220-m5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Workstream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Bill.com / Keka / Workstream:** Excellent purely for the invoicing and approval workflow side of domestic contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Rippling", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Rippling** — best for consolidating contractors with employees, 650+ integrations, highest workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Workday", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rippling and Workday model contractors alongside employees"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Workmarket by ADP", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Workmarket by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workmarket by ADP is built for large 1099 workforces"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Remote", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** ($29–99/c/mo) — strongest compliance suite, 200+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Deel", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Deel** ($49/c/mo) — best payout flexibility (150+ countries, crypto/instant cards)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Tipalti", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for enterprise *payables* automation, deep ERP integrations, IRS TIN matching"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|deepseek-small|Multiplier", "prompt": "c220-m5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Multiplier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Multiplier** ($40–559) — strong classification + CoR coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|PayPal", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "generic payment apps (like PayPal or Venmo), and disjointed onboarding workflows are major operational bottlenecks and compliance risks"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Venmo", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "generic payment apps (like PayPal or Venmo)... are major operational bottlenecks and compliance risks"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Deel", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some platforms (such as Deel or Remote) offer \"Contractor of Record\" models."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Remote", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Examples: Deel, Rippling, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Rippling", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Global HR & Workforce Platforms ... Examples: Deel, Rippling, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Oyster", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples: Deel, Rippling, Remote, Oyster"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Tipalti", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The AP / Fintech Giants ... Examples: Tipalti, BILL (formerly Bill.com), Routable"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|BILL (formerly Bill.com)", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Examples: Tipalti, BILL (formerly Bill.com), Routable"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Routable", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Examples: Tipalti, BILL (formerly Bill.com), Routable"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Wingspan", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Contractor-First Specialized Platforms ... Examples: Wingspan, Worksuite, Lano"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Worksuite", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Examples: Wingspan, Worksuite, Lano"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|google-small|Lano", "prompt": "c220-m5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Lano", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Examples: Wingspan, Worksuite, Lano"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|Rise", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated platforms for contractor payments and 1099 automation include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|Deel", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated platforms for contractor payments and 1099 automation include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|Gusto", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top-rated platforms ... include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|Remote", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top-rated platforms ... include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|QuickBooks", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top-rated platforms ... include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|meta-small|Wingspan", "prompt": "c220-m5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top-rated platforms ... include Rise, Deel, Gusto, Remote, QuickBooks, and Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|minimax-small|Deel", "prompt": "c220-m5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Deel** or **Remote** for broad global coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|minimax-small|Remote", "prompt": "c220-m5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Deel** or **Remote** for broad global coverage"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|minimax-small|Worksome", "prompt": "c220-m5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worksome** if classification compliance is the top concern"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|minimax-small|Routable", "prompt": "c220-m5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Routable** if 1099 automation at scale is the primary need"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|minimax-small|Wingspan", "prompt": "c220-m5", "model": "minimax-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wingspan** | Integrated onboarding → payments → 1099 workflow | Custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Tipalti", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Melio", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Bill.com", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Gusto", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Ramp", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|PayPal MassPay", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "PayPal MassPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|mistral-small|Stripe Connect", "prompt": "c220-m5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Stripe Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a shortlist (e.g., Tipalti, Melio, Bill.com, Gusto, Ramp, PayPal MassPay, Stripe Connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Routable", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Routable** – Strong on 1099 automation + mass payouts, API-first"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Wingspan", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Wingspan** – Full contractor lifecycle management with tax withholding options"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Deel Contractor", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel Contractor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Deel Contractor** – Global coverage with CoR option and strong compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Rippling", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rippling** – Best if you want unified employee + contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Liquid", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Liquid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Liquid** – Strong for US-based creative/tech contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|moonshot-small|Worksome", "prompt": "c220-m5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Worksome** – Enterprise-grade with classification checks and spend consolidation"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Gusto", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from Gusto (mixed W-2/1099), Rippling (HR-integrated), Remote/Deel (global), OnPay (simple payroll)."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Rippling", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rippling (HR-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Remote", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote/Deel (global)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Deel", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global Payments | If expanding contractors | Deel, Remote, Worksuite"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|OnPay", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OnPay (simple payroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Worksuite", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on platforms like Gusto, Rippling, Remote, Deel, OnPay, or Worksuite"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Track1099 (Avalara)", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Track1099 (Avalara)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "1099 Automation | Prevents year-end chaos | Gusto, Track1099 (Avalara)"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|ADP RUN", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "ADP RUN", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HR/Payroll Integration | Unified ops | Rippling, ADP RUN"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|xai-small|Wingspan", "prompt": "c220-m5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cost per Contractor | Scales predictably | OnPay ($6+), Wingspan"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Worksuite", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Worksuite** | End-to-end freelancer lifecycle; integrated classification, contracts, and project management."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Wingspan", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Wingspan** | Unified onboarding, payments, and 1099 workflows from a single worker record."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Rippling", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rippling** | HR, IT, and payroll in one system; contractor management included."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Deel", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Deel** | Global contractor management with EOR, compliance, and payments."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Remote", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Remote** | Global payroll, contractor management, and tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Routable", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Routable** | API-first, handles 1099-NEC/1099-MISC/1042-S at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Tax1099", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tax1099", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Affordable per-form pricing; easy to use... Best For: Smaller teams or those with moderate volumes."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Track1099", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Track1099** | Now part of Avalara; robust for larger volumes."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|RelayFi", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "RelayFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**RelayFi** | Banking + 1099 documentation"}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|QuickBooks Online Payroll", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "QuickBooks Online Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Best For: Small-to-mid companies already on QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|Gusto", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Gusto** | Contractor 1099 prep, W-9 collection, and e-filing."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|ADP / Paychex", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "ADP / Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**ADP / Paychex** | Enterprise-grade payroll with contractor management and 1099 filing."}, {"id": "mai-20260917-1752-baseline-2|c220-m5|zai-small|OnPay", "prompt": "c220-m5", "model": "zai-small", "cat": "contractor-payments", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**OnPay** | Contractor self-service, 1099 filing, and payroll integration."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Stripe", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most major processors (like Stripe or Square) are safe"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Square", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most major processors (like Stripe or Square) are safe"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Venmo", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Never pay a business owner using their personal Venmo handle"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Cash App", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "high-risk apps like Zelle or CashApp"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Zelle", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "If you send $5,000 to a subcontractor via Zelle and they disappear, your bank will generally tell you it is your fault"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|PayPal \"Friends & Family.\"", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal \"Friends & Family.\"", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If you must use PayPal or similar, always select the \"Commercial/Business\" option (not Friends & Family)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Uniswap", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Uniswap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid: Transactions on the blockchain are irreversible."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Coinbase", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Coinbase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Coinbase (for direct transfers)... Why to avoid: Transactions on the blockchain are irreversible."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Western Union", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to be cautious: ... paying a contractor directly via wire is risky"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|MoneyGram", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why to be cautious: ... paying a contractor directly via wire is risky"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|Rapid Express Check Cashing", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rapid Express Check Cashing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "These services often operate outside standard banking regulations."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|HomePay", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "HomePay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Construction Escrow: Best for larger projects (e.g., HomePay, BuildSafe)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|alibaba-small|BuildSafe", "prompt": "c220-m6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "BuildSafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Construction Escrow: Best for larger projects (e.g., HomePay, BuildSafe)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|anthropic-small|PayPal", "prompt": "c220-m6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Generic digital wallets like PayPal, Wise, or Cash App can cause problems—once a payment is sent, recovering funds from an incorrect transfer can be difficult."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|anthropic-small|Wise", "prompt": "c220-m6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generic digital wallets like PayPal, Wise, or Cash App can cause problems"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|anthropic-small|Cash App", "prompt": "c220-m6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generic digital wallets like PayPal, Wise, or Cash App can cause problems"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|anthropic-small|Payoneer", "prompt": "c220-m6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "One platform with notable issues is Payoneer. It has received complaints about high transfer and currency conversion fees."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|challenger-small|Venmo", "prompt": "c220-m6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one result explicitly warns against paying contractors on Venmo for compliance reasons"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|challenger-small|Wise", "prompt": "c220-m6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the sources consistently favor **purpose-built contractor platforms** or established transfer services like **Wise** and **Deel** for international payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|challenger-small|Deel", "prompt": "c220-m6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "established transfer services like **Wise** and **Deel** for international payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|deepseek-small|Payoneer", "prompt": "c220-m6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I'd be most cautious with **Payoneer** (fund freezes/locking are the flagship complaint)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|deepseek-small|Deel", "prompt": "c220-m6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While Deel gets mostly positive reviews overall (Trustpilot ~4.6), the documented problems are severe when they occur"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|deepseek-small|Ontop", "prompt": "c220-m6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Ontop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Strong complaints from international contractors about: **Predatory FX fees and forced currency mismatch**"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|deepseek-small|Bill.com / BILL", "prompt": "c220-m6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Bill.com / BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "A 1.09/5 BBB rating (108 reviews) and negative Trustpilot... Very poor, unresponsive customer service"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|deepseek-small|Hyperwallet", "prompt": "c220-m6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Hyperwallet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a scam, but be aware: you can only be enrolled by a paying platform... complaints about long/slow withdrawals and support"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|PayPal", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid ... Consumer Peer-to-Peer & Payment Gateways (e.g., PayPal, Stripe, Venmo) ... these platforms are highly prone to payment disruptions"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Stripe", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PayPal and Stripe have highly sensitive, automated risk algorithms ... Zero Compliance Safeguards"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Venmo", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Consumer Peer-to-Peer & Payment Gateways (e.g., PayPal, Stripe, Venmo)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Payoneer", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Payoneer has a controversial reputation in the contractor community due to rigid compliance systems and weak customer service"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|BILL", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BILL is highly regarded for business-to-business (B2B) accounts payable, but it can be highly frustrating when paying individual, independent (1099) contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Wise", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "be cautious about using it as your primary contractor management tool"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Deel", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Failing to have a compliant compliance platform (like Deel, Remote, or Papaya Global) can result in severe tax penalties"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Remote", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a compliant compliance platform (like Deel, Remote, or Papaya Global)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Papaya Global", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a compliant compliance platform (like Deel, Remote, or Papaya Global)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|google-small|Rippling", "prompt": "c220-m6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "All-in-one software suites like Rippling offer excellent unified systems, but they can be a poor fit for companies primarily looking to pay contractors."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|meta-small|Venmo", "prompt": "c220-m6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "recommended to avoid using consumer payment apps like Venmo for contractor payments due to compliance risks and high fees"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|meta-small|Deel", "prompt": "c220-m6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider using platforms like Wise, Deel, or Remote for contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|meta-small|Remote", "prompt": "c220-m6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "may have limitations or higher costs for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|meta-small|Wise", "prompt": "c220-m6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Instead, consider using platforms like Wise, Deel, or Remote for contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|minimax-small|Payoneer", "prompt": "c220-m6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While widely used, numerous user complaints cite: **Account freezes and fund holds**"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|mistral-small|PayPal", "prompt": "c220-m6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or be cautious with PayPal and traditional bank wires due to high fees and slow processing."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|mistral-small|Traditional Bank Wires (SWIFT)", "prompt": "c220-m6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Traditional Bank Wires (SWIFT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they come with high fees (2% to 4% over mid-market rates) and slow settlement times"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|mistral-small|Wise", "prompt": "c220-m6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For safer options, consider platforms like Wise, Payoneer, or Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|mistral-small|Payoneer", "prompt": "c220-m6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For safer options, consider platforms like Wise, Payoneer, or Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|mistral-small|Airwallex", "prompt": "c220-m6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For safer options, consider platforms like Wise, Payoneer, or Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|PayPal", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Concerns ... PayPal ... Aggressive account freezes/limitations"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Payoneer", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excessive fees (1.2-4% on withdrawals, high FX markups) ... Frequent account blocking with poor customer support"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Upwork", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Upwork/Fiverr (as payment intermediaries) ... High fee structures (Upwork: 10-20%"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Fiverr", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "High fee structures (Upwork: 10-20%; Fiverr: 20%)"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Zelle", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Zelle/Venmo/Cash App | Very High | No buyer/seller protection, irreversible"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Venmo", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Consumer payment apps (Venmo, Zelle, Cash App) ... Zero protection for contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Cash App", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Zelle/Venmo/Cash App | Very High | No buyer/seller protection, irreversible"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Wise Business", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer Alternatives ... Wise Business | Transparent fees (~0.57%), fast, regulated"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Deel", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Contractor management platforms (Deel, Remote, Oyster) | Built-in compliance, tax documentation, localized contracts"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Remote", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Contractor management platforms (Deel, Remote, Oyster) | Built-in compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|moonshot-small|Oyster", "prompt": "c220-m6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Contractor management platforms (Deel, Remote, Oyster) | Built-in compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Worksome", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Worksome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Worksome**, **WorkMarket by ADP**, **G-P**, and **Wave's payroll/product area** all have examples of users reporting payment delays, support friction"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|WorkMarket by ADP", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "WorkMarket by ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users reporting payment delays, support friction, or account/payment-handling problems"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|G-P", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth extra due diligence before you rely on them for critical contractor payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Wave's payroll/product area", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wave's payroll/product area", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "examples of users reporting payment delays, support friction, or account/payment-handling problems"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Gusto", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "platforms like **Gusto, Deel, Remote, Rippling, and ADP RUN** appear near the top of recent category lists"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Deel", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "appear near the top of recent category lists and review summaries, which suggests stronger overall buyer confidence"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Remote", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "suggests stronger overall buyer confidence"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|Rippling", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "suggests stronger overall buyer confidence"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|openai-small|ADP RUN", "prompt": "c220-m6", "model": "openai-small", "cat": "contractor-payments", "variant": "negative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "suggests stronger overall buyer confidence"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|WorkMarket (by ADP)", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "WorkMarket (by ADP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rated \"Poor\" (1.8/5 on Trustpilot). Frequent complaints of delayed payments ... unexpected fees, unresponsive support, and account terminations."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|RemotePass", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "RemotePass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Issues include withdrawal delays, sudden fee hikes (e.g., $5 to $38), transaction failures, poor support, and access blocks"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Ontop", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Ontop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Users report platform bugs (e.g., login failures, broken links), payment delays, card delivery problems, unfavorable exchange rates, and non-existent customer service."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Deel", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer alternatives often recommended: Deel, Remote, Papaya Global, Wise, Rippling, Gusto, Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Remote", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer alternatives often recommended: Deel, Remote, Papaya Global..."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Papaya Global", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer alternatives often recommended: Deel, Remote, Papaya Global, Wise"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Wise", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer alternatives often recommended: ... Wise, Rippling, Gusto, Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Rippling", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer alternatives often recommended: ... Rippling, Gusto, Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Gusto", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Safer alternatives often recommended: ... Gusto, Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|xai-small|Payoneer", "prompt": "c220-m6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Safer alternatives often recommended: ... Payoneer (higher ratings for reliability, compliance, and speed"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Zelle", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** These are the most common tools used by \"deposit theft\" scammers. They offer **zero buyer protection**."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Venmo", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Once money leaves your account via Zelle or Venmo, it is often considered a final, irreversible transfer."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Cash App", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Peer-to-Peer (P2P) Apps (Zelle, Venmo, Cash App): **Why avoid:**"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Pluckwalk Technologies", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Pluckwalk Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "a recent court case (Hyderabad Consumer Court) ruled against a platform called **Pluckwalk Technologies** for releasing funds to a contractor *without verifying that work stages were finished*"}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Appen (formerly CrowdGen)", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Appen (formerly CrowdGen)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviews indicate significant operational problems, specifically **payment delays**, **support failures**, and **qualification frustrations**."}, {"id": "mai-20260917-1752-baseline-2|c220-m6|zai-small|Rippling", "prompt": "c220-m6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While generally a strong HR/payroll platform, some small business reviews mention **holds or reconciliation issues**."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|alibaba-small|Gusto", "prompt": "c220-s1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies focused on US contractors, **Gusto** offers the best balance of price, ease of use, and reliable 1099 automation."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|alibaba-small|Rippling", "prompt": "c220-s1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scaling & All-in-One Operations... **Downside:** More complex interface; higher cost than Gusto"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|alibaba-small|Deel", "prompt": "c220-s1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for International Contractors: **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|alibaba-small|Wingspan", "prompt": "c220-s1", "model": "alibaba-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Service/Agency Models: **Wingspan**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|Gusto", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto ranks #1 on G2's Small-Business Indexes for Contractor Payments for implementation, usability, and results"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|QuickBooks", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already tracking contractor payments in QuickBooks Online, the native 1099 functionality keeps everything in one system"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|Worksuite", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "These platforms handle 1099-NEC generation and filing automatically"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|Tipalti", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These platforms handle 1099-NEC generation and filing automatically"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|Trolley", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "Trolley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These platforms handle 1099-NEC generation and filing automatically"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|anthropic-small|SurePayroll", "prompt": "c220-s1", "model": "anthropic-small", "cat": "contractor-payments", "variant": "direct", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SurePayroll is an affordable, no-frills payroll solution that offers automated payroll, tax filing, and compliance at a low cost"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|challenger-small|Gusto", "prompt": "c220-s1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Gusto** if you primarily pay **U.S.-based contractors**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|challenger-small|Deel", "prompt": "c220-s1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global contractor teams:** **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|challenger-small|QuickBooks Contractor Payments / QuickBooks Payroll", "prompt": "c220-s1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments / QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use QuickBooks:** **QuickBooks Contractor Payments / QuickBooks Payroll**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|challenger-small|RUN Powered by ADP", "prompt": "c220-s1", "model": "challenger-small", "cat": "contractor-payments", "variant": "direct", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for U.S. SMBs with broader payroll needs:** **RUN Powered by ADP**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Gusto", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is the safest and most cost-effective recommendation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|ADP", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "ADP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many competitors like ADP/Paychex charge extra"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Paychex", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Paychex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many competitors like ADP/Paychex charge extra"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|QuickBooks Contractor Payments", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Contractor Payments is a strong, cheaper alternative"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Deel", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you hire international contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Tipalti", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for a truly tiny operation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Routable", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for a truly tiny operation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Trolley", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Trolley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overkill for a truly tiny operation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|deepseek-small|Remote", "prompt": "c220-s1", "model": "deepseek-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Deel** (or Remote)"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Gusto", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for US-Centric Small B2B Companies... Gusto is the default choice."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Deel", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global-First / Remote B2B Teams... Deel is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Square Payroll", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Bootstrapped Startups (No Base Fee)"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Melio", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Accounts Payable-Driven Payment Workflows... Melio is an exceptional choice."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Wingspan", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wingspan is designed specifically for high-volume contractor lifecycles."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|google-small|Tax1099", "prompt": "c220-s1", "model": "google-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "integrates seamlessly with **Tax1099** to e-file and deliver 1099 forms"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|Wingspan", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|Gusto", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|QuickBooks Contractor Payments", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|BILL", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|Tipalti", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|meta-small|Deel", "prompt": "c220-s1", "model": "meta-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top platforms include Wingspan, Gusto, QuickBooks Contractor Payments, BILL, Tipalti, and Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|minimax-small|Gusto", "prompt": "c220-s1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're US-focused: Go with **Gusto** – it's cost-effective, easy to use, and handles 1099s automatically"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|minimax-small|Deel", "prompt": "c220-s1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have international contractors: **Deel** or **Remote** offer the best global compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|minimax-small|Wingspan", "prompt": "c220-s1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have 100+ contractors: **Wingspan** offers the best value at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|minimax-small|Remote", "prompt": "c220-s1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Remote** – Best for Compliance & Onboarding"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|minimax-small|Worksuite", "prompt": "c220-s1", "model": "minimax-small", "cat": "contractor-payments", "variant": "direct", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need integrated project management + payments: **Worksuite**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|mistral-small|Wingspan", "prompt": "c220-s1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Wingspan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wingspan** and **Gusto** are top choices due to their balance of features, ease of use, and competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|mistral-small|Gusto", "prompt": "c220-s1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wingspan** and **Gusto** are top choices due to their balance of features, ease of use, and competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|mistral-small|QuickBooks Contractor Payments", "prompt": "c220-s1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use QuickBooks for accounting, this platform integrates seamlessly"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|mistral-small|Deel", "prompt": "c220-s1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need global capabilities, **Deel** or **Tipalti** may be more suitable."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|mistral-small|Tipalti", "prompt": "c220-s1", "model": "mistral-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for companies with complex payment needs, including international contractors and high-volume payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|moonshot-small|Gusto", "prompt": "c220-s1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best Overall for U.S. Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|moonshot-small|Melio", "prompt": "c220-s1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** — Best for Cost-Conscious Businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|moonshot-small|Bill.com (BILL)", "prompt": "c220-s1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** — comprehensive but pricier"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|moonshot-small|Deel", "prompt": "c220-s1", "model": "moonshot-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** — Best for International Contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|openai-small|Gusto", "prompt": "c220-s1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best all-around for a small B2B company:** **Gusto**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|openai-small|QuickBooks Payroll / QuickBooks Contractor Payments", "prompt": "c220-s1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Payroll / QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use QuickBooks:** **QuickBooks Payroll / QuickBooks Contractor Payments**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|openai-small|Tipalti", "prompt": "c220-s1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for more complex AP + lots of contractors:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|openai-small|Deel", "prompt": "c220-s1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for contractor-first teams needing global payments:** **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|openai-small|Bill", "prompt": "c220-s1", "model": "openai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Bill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want AP + contractor payments together:** **Bill**"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|Gusto", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto stands out as the top recommendation for contractor payments and 1099 handling for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|QuickBooks Online (w/ Payroll)", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "QuickBooks Online (w/ Payroll)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Already using QuickBooks for accounting"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|BILL", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B invoicing + AP automation | W-9/1099 management & e-filing"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|Rippling", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling/Deel | Growing teams w/ HR needs or global contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|Deel", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rippling/Deel | Growing teams w/ HR needs or global contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|Tax1099", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tax1099", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "might prefer cheaper tools like Tax1099 or BoomTax (~$2\\u20135/form), but they lack payment automation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|BoomTax", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "BoomTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "cheaper tools like Tax1099 or BoomTax (~$2\\u20135/form), but they lack payment automation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|xai-small|Melio", "prompt": "c220-s1", "model": "xai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "<10 contractors? BILL/Melio for payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|zai-small|Routable", "prompt": "c220-s1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Routable is widely considered the top choice for small-to-mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|zai-small|Deel", "prompt": "c220-s1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your small B2B company hires freelancers in multiple countries, Deel is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c220-s1|zai-small|Gusto", "prompt": "c220-s1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gusto is the industry standard for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|zai-small|Tipalti", "prompt": "c220-s1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume Enterprise Automation"}, {"id": "mai-20260917-1752-baseline-2|c220-s1|zai-small|Track1099", "prompt": "c220-s1", "model": "zai-small", "cat": "contractor-payments", "variant": "direct", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Track1099** | **Standalone Tax Filing** | $0.63 - $3.10 / form"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|alibaba-small|Bill.com", "prompt": "c220-s2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bill.com is widely considered the gold standard for small-to-medium B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|alibaba-small|Gusto", "prompt": "c220-s2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gusto** (Best for Simplicity & US-Based Teams)"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|alibaba-small|Deel", "prompt": "c220-s2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a high volume of international contractors across many countries, Deel is superior for global compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|alibaba-small|Remote", "prompt": "c220-s2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to Deel, excellent for global hiring and compliant payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|alibaba-small|TalentDesk", "prompt": "c220-s2", "model": "alibaba-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A lightweight option specifically designed for managing and paying creative freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|anthropic-small|Guidepoint", "prompt": "c220-s2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Guidepoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options in this space have included platforms like Guidepoint, Upwork, Deel, and others, but the landscape changes frequently."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|anthropic-small|Upwork", "prompt": "c220-s2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Upwork", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options in this space have included platforms like Guidepoint, Upwork, Deel, and others"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|anthropic-small|Deel", "prompt": "c220-s2", "model": "anthropic-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options in this space have included platforms like Guidepoint, Upwork, Deel, and others"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|challenger-small|Trolley", "prompt": "c220-s2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Trolley** if your main need is to pay freelancers or contractors at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|challenger-small|TalentDesk", "prompt": "c220-s2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "TalentDesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TalentDesk** is a strong fit for startups and small or medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|challenger-small|Melio", "prompt": "c220-s2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** or **Bill.com** may be better choices than a dedicated payout platform"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|challenger-small|Bill.com", "prompt": "c220-s2", "model": "challenger-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bill.com** or **Melio** if your focus is B2B invoicing and payments, not contractor operations"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Gusto", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the strongest fit and the one I'd recommend first."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Wise Business", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair it with **Wise Business** for cheap, transparent international transfers"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Payoneer", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If most of your payees are already on Payoneer, that's a simple alternative."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Deel", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More powerful than a small business needs unless you're scaling globally."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Tipalti", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What I'd avoid for your use case ... Overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|Papaya Global", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Papaya Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "built for **high-volume, enterprise** finance teams ... Overkill for a small business"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|deepseek-small|PayPal", "prompt": "c220-s2", "model": "deepseek-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "convenient but has higher fees and weaker 1099/tax tooling"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|google-small|Wingspan", "prompt": "c220-s2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wingspan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run an agency model where you hire freelancers to execute work for your B2B clients, Wingspan is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|google-small|Worksuite", "prompt": "c220-s2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternative:** **Worksuite**, which is also excellent for creative and media agencies"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|google-small|Deel", "prompt": "c220-s2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is the industry leader for cross-border contractor management."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|google-small|Gusto", "prompt": "c220-s2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gusto is the most user-friendly and cost-effective option."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|google-small|Wise Business", "prompt": "c220-s2", "model": "google-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caveat:** Wise is a payment rail, not a compliance platform. It will *not* collect tax forms"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|meta-small|Gusto", "prompt": "c220-s2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Gusto: Best for U.S. small businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|meta-small|Trolley (formerly Payment Rails)", "prompt": "c220-s2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley (formerly Payment Rails)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud-based contractor management and global payout platform designed to help businesses automate mass payouts to freelancers"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|meta-small|Trevorium", "prompt": "c220-s2", "model": "meta-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trevorium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A payments marketplace and mobile/web app that enables freelancers, remote workers, and small businesses to receive global payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|minimax-small|Trolley", "prompt": "c220-s2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you have international contractors, **Trolley** or **Wise** would be better suited."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|minimax-small|Gusto", "prompt": "c220-s2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Bill.com** or **Gusto** since they're specifically designed for B2B contexts"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|minimax-small|Bill.com", "prompt": "c220-s2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Bill.com** or **Gusto**"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|minimax-small|Wise", "prompt": "c220-s2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have international contractors, **Trolley** or **Wise** would be better suited."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|minimax-small|Deel", "prompt": "c220-s2", "model": "minimax-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Managing contractors across multiple countries"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|mistral-small|Gusto", "prompt": "c220-s2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is usually the best starting point for simplicity and cost"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|mistral-small|Trolley", "prompt": "c220-s2", "model": "mistral-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trolley** for international payouts and advanced automation... Trolley is ideal for global needs"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|moonshot-small|Gusto", "prompt": "c220-s2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Gusto** (if U.S.-focused) or **Wise Business** (if international)"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|moonshot-small|Melio", "prompt": "c220-s2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** – Best for Simple B2B Bill Pay"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|moonshot-small|Wise Business", "prompt": "c220-s2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Gusto** (if U.S.-focused) or **Wise Business** (if international)"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|moonshot-small|Deel", "prompt": "c220-s2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Deel** – Best for Global Compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|moonshot-small|Tipalti", "prompt": "c220-s2", "model": "moonshot-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High-volume payments, enterprise needs | **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|openai-small|Gusto", "prompt": "c220-s2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Gusto** if most of your contractors are in the U.S."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|openai-small|Deel", "prompt": "c220-s2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need **global contractor payouts... I'd lean toward **Deel** instead."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|openai-small|Tipalti", "prompt": "c220-s2", "model": "openai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very high volume or AP-heavy payouts:** consider **Tipalti** as well"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|xai-small|Gusto", "prompt": "c220-s2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Gusto as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|xai-small|Deel", "prompt": "c220-s2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Deel** ... It's great for global scale but pricier ... and overkill if you're US-focused."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|xai-small|Remote", "prompt": "c220-s2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Remote** | Compliance-heavy global | $29/contractor/mo |"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|xai-small|Rippling", "prompt": "c220-s2", "model": "xai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Rippling** | HR/IT integration | Custom (higher for small biz) |"}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Gusto", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simple, US‑centric payouts** | **Gusto** | Handles 1099s, payroll, and contractor runs in one place with low setup cost."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Trolley", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For global, high‑volume, compliance‑heavy payouts:** Trolley."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Wise", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For multi‑currency and FX efficiency:** Wise."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Rippling", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For unified HR + IT + payroll:** Rippling."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Deel", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For international hiring with EOR:** Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Melio", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Low/medium, occasional → Melio, Wise."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Stripe", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "U.S. only → Gusto, Melio, or Stripe."}, {"id": "mai-20260917-1752-baseline-2|c220-s2|zai-small|Plutio", "prompt": "c220-s2", "model": "zai-small", "cat": "contractor-payments", "variant": "paraphrase", "raw": "Plutio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "plus a simple invoicing tool (e.g., Melio or Plutio)"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Gusto", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If all your contractors are in the US:** Use **Gusto**. It is the easiest to set up and handles your taxes for you."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Deel", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If your contractors are spread across different countries:** Use **Deel**."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Rippling", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at **Rippling**, though be prepared for a steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Wise (formerly TransferWise) Business", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (formerly TransferWise) Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have very few contractors and just want to save on FX fees:** Use **Wise**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Tally", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tally", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Teams needing a hybrid of project management and payments."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|alibaba-small|Worksuite", "prompt": "c220-s3", "model": "alibaba-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Smaller community and fewer integrations than giants like Gusto or Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|anthropic-small|Gusto", "prompt": "c220-s3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gusto is best for US SMB simplicity, with a contractor-only plan and automated tax filing."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|anthropic-small|Square Payroll", "prompt": "c220-s3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Square Payroll is best for Square-based small businesses, offering simple contractor direct deposit and tax filing."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|anthropic-small|Deel", "prompt": "c220-s3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deel is best for global contractor teams, providing multi-country payments, FX, and built-in compliance."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|anthropic-small|Remote", "prompt": "c220-s3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Remote is purpose-built for hiring, paying, and staying compliant with international contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|anthropic-small|Wise Business", "prompt": "c220-s3", "model": "anthropic-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it lacks invoice workflow, 1099 filing, or onboarding integration."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Gusto", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is the best fit if your team is small, U.S.-based, and wants the least operational overhead for recurring contractor pay runs."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Remote", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Remote** is better if you care more about **compliance** than payment simplicity"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Deel", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** is strongest when you need **global payment methods** and **contract management** in one place"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Wise", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wise** is usually the pick if your main goal is **cheap international transfers**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Melio", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Melio** is useful for small teams that want **free/low-friction ACH payouts**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|challenger-small|Square Payroll", "prompt": "c220-s3", "model": "challenger-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Square Payroll** is a simple option for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Gusto", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend trialing **Gusto** (free migration + free trial, cheap contractor plan)"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Deel", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Contractors spread across many countries** → **Deel** (most coverage)"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Remote", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Remote/Oyster** (better value, you can sacrifice some compliance depth)"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Oyster", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Just note Oyster may add extra fees for benefits administration."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Rippling", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want HR + IT onboarding tied into payments** → **Rippling**."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Wise Business (BatchTransfer)", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business (BatchTransfer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wise BatchTransfer** for the actual payments, possibly combined with a lightweight management tool"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|deepseek-small|Square Payroll", "prompt": "c220-s3", "model": "deepseek-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Square Payroll** | Simple U.S. SMB contractor pay | ~$6/contractor/mo | Simple direct deposit + tax filing |"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|google-small|Gusto", "prompt": "c220-s3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is 100% US-based: Go with **Gusto**. It is the easiest to use"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|google-small|Deel", "prompt": "c220-s3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want maximum flexibility for international contractors (and budget is secondary): Go with **Deel**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|google-small|Remote", "prompt": "c220-s3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you have 1–5 international contractors and want legal protection: Go with **Remote**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|google-small|Wise Business", "prompt": "c220-s3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are on a razor-thin budget and can manage contracts yourself: Use **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|google-small|Rippling", "prompt": "c220-s3", "model": "google-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally considered overkill and too expensive if your only goal is simply paying a few contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Wise", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise - a popular international payment platform offering batch payment capabilities ideal for small to mid-sized contractor teams."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Oyster", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best fit for running recurring contractor work through repeatable pay-run tracking without spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Gusto", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "works better for small US teams that want scheduled contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Remote", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest compliance suite at $29/contractor/month, 200+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Deel", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most diverse withdrawal options (crypto, instant cards, e-wallets) with contracts in 150+ countries"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Papaya Global", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-grade payment infrastructure with payroll-level accuracy"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Payoneer", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payoneer, Tipalti or Hyperwallet - batch runs, AP automation, wide method coverage."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Tipalti", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payoneer, Tipalti or Hyperwallet - batch runs, AP automation, wide method coverage."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|meta-small|Hyperwallet", "prompt": "c220-s3", "model": "meta-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Hyperwallet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payoneer, Tipalti or Hyperwallet - batch runs, AP automation, wide method coverage."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Remote", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for compliant contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Deel", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for payout flexibility"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Gusto", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for U.S. small businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Wise (formerly TransferWise)", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lowest FX cost"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Payoneer", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for mass payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|minimax-small|Square Payroll", "prompt": "c220-s3", "model": "minimax-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "others focus on US (Gusto, Square Payroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Gusto", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For US-only, simple contractor payments: Gusto or Square Payroll."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Remote", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For global contractors and compliance: Remote or Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Deel", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global contractors and compliance: Remote or Deel."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Square Payroll", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For US-only, simple contractor payments: Gusto or Square Payroll."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Papaya Global", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More suited for businesses with higher volumes or complex global payroll needs."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|mistral-small|Oyster", "prompt": "c220-s3", "model": "mistral-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Oyster", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For ongoing contractor relationships: Oyster."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Gusto", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Gusto** — Best for U.S.-Based Small Teams ... Just starting with 1-10 U.S. contractors? → **Gusto** or **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Deel", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Deel** — Best for Global Compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Remote", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Remote** — Best for Compliance & Onboarding"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Wingspan", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better suited for larger contractor rosters"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Wise Business", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Purely need cheap international transfers? → **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Melio", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Just starting with 1-10 U.S. contractors? → **Gusto** or **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Bill.com", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Already using QuickBooks/NetSuite heavily? → **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|moonshot-small|Rippling", "prompt": "c220-s3", "model": "moonshot-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Large contractor workforce (100+) needing full lifecycle? → **Wingspan** or **Rippling**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Gusto", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** is usually the simplest choice because it combines payroll and contractor pay without a lot of complexity."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Deel", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** and **Remote** stand out. Deel emphasizes broad payment rails and compliance infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Remote", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Remote emphasizes localized contracts and onboarding"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Rippling", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rippling** is best when contractor pay is just one part of a bigger workflow"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Payoneer Workforce Management (Skuad)", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer Workforce Management (Skuad)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often positioned as a **budget-friendly global payouts** option."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|Justworks", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Justworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ADP RUN** and **Justworks** are stronger \"business operations\" platforms"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|ADP RUN", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "ADP RUN", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if you want a more classic **payroll-first** platform with contractor/1099 support."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|openai-small|G-P Contractor", "prompt": "c220-s3", "model": "openai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "G-P Contractor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**G-P Contractor** at **$39/month**"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Gusto", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Gusto** for US teams or **Wise** for cheap global wires."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Deel", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Scale to **Deel** or **Remote** for compliance-heavy international work."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Wise (formerly TransferWise)", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Gusto** for US teams or **Wise** for cheap global wires."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Rippling", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling suits if you need extras like device management."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Remote", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scale to **Deel** or **Remote** for compliance-heavy international work."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|xai-small|Payoneer", "prompt": "c220-s3", "model": "xai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Payoneer | Mass international payouts | Free account + 1-3% per payout"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Deel", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If global, Deel or Remote are the strongest options."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Remote", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If global, Deel or Remote are the strongest options."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Gusto", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If U.S.\\u2011only, Gusto is a great fit."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Papaya Global", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom pricing (enterprise\\u2011focused, not suited for tiny teams)."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Rippling", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Do you want contractors managed in the same system as employees and IT? Rippling is the clear choice."}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Wise Business", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wise Business for cost\\u2011efficiency"}, {"id": "mai-20260917-1752-baseline-2|c220-s3|zai-small|Tipalti", "prompt": "c220-s3", "model": "zai-small", "cat": "contractor-payments", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best for mid\\u2011size/enterprise teams with large volumes."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Square Payroll", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Low Monthly Cost & Simplicity: **Square Payroll**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Tax1099", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Square Payroll** (if you want low monthly cost) or **Tax1099** (if you want to pay nothing until year-end)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Track1099 (Avalara)", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Track1099 (Avalara)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Volume of Contractors (Per-Form Pricing): **Tax1099** or **Track1099 (Avalara)**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|PayPal", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You still need a way to **pay** contractors separately (e.g., PayPal, Zelle, Wise, or QuickBooks Payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Zelle", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Zelle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., PayPal, Zelle, Wise, or QuickBooks Payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Gusto", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best All-in-One Platform (Payments + 1099s + W-8BENs): **Gusto**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|QuickBooks Online Payments", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Online Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if You Already Use QuickBooks: **QuickBooks Online Payments**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Wise Business", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for International Contractors: **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|OnPay", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "OnPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Gusto** ($35/mo base) or **OnPay** ($49/mo flat)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|IRS IRIS Portal", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "IRS IRIS Portal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**IRS IRIS Portal** (free e-filing, but requires applying for a TCC code early)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|alibaba-small|Deel", "prompt": "c220-s4", "model": "alibaba-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Gusto and Deel excel here; manual checklists do not."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|anthropic-small|Tax1099", "prompt": "c220-s4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tax1099 charges only when you actually file, with no subscription fees eating into your budget"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|anthropic-small|Found", "prompt": "c220-s4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose Found if you want a banking/contractor platform all in one"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|anthropic-small|IRS IRIS Portal", "prompt": "c220-s4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "IRS IRIS Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you only need filing capability use the IRS IRIS Portal"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|anthropic-small|QuickBooks Payroll", "prompt": "c220-s4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a smart choice if you're already using QuickBooks for accounting"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|anthropic-small|SurePayroll", "prompt": "c220-s4", "model": "anthropic-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for small businesses that want bare-bones payroll at a low price"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|challenger-small|Gusto", "prompt": "c220-s4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Gusto** if you want the simplest all-in-one option for paying contractors and filing **1099s**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|challenger-small|QuickBooks Contractor Payments / Payroll", "prompt": "c220-s4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments / Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you already use **QuickBooks**, then **QuickBooks Contractor Payments / Payroll** is often the cheapest and smoothest choice"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|challenger-small|BILL", "prompt": "c220-s4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "sources also suggest **BILL** or **QuickBooks** can handle invoice processing and 1099 filing without much extra overhead"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|challenger-small|SurePayroll", "prompt": "c220-s4", "model": "challenger-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is less clearly positioned as a pure contractor-first platform in the results"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|Square Payroll (Contractor-Only)", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll (Contractor-Only)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Square Payroll** at just $6 per contractor (no base fee) — the clear budget winner."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|QuickBooks Contractor Payments", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you pay several contractors or already use QuickBooks**: **QuickBooks Contractor Payments** at $15/month flat for up to 20."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|Gusto (Contractor-Only Plan)", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto (Contractor-Only Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you want the best balance of price, features, and future-proofing** ... **Gusto** at $35 + $6/contractor"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|Wingspan", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "*If you want a specialized contractor-focused platform* — Starting ~$10/month per active payee"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|Paychex", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "Paychex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "1099 filing included **at no extra cost** (Paychex and ADP charge extra for this)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|deepseek-small|ADP", "prompt": "c220-s4", "model": "deepseek-small", "cat": "contractor-payments", "variant": "budget", "raw": "ADP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Paychex and ADP charge extra for this)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|Found", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Found** is hands-down the cheapest option on the market."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|QuickBooks Contractor Payments", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **QuickBooks Contractor Payments** if you have **5 or more steady contractors** and want a flat $15/month fee"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|Square Payroll", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Pay-As-You-Go\" Option: Square Payroll (Contractor-Only Plan)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|Melio", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Melio is a fantastic, low-cost tool... **1099 e-filing is not native.**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|Tax1099", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Melio syncs directly with *Tax1099* for end-of-year e-filing"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|google-small|Gusto", "prompt": "c220-s4", "model": "google-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Scalability (If you might hire employees later): Gusto (Contractor-Only Plan)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|meta-small|Deel", "prompt": "c220-s4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top results include Deel, Wingspan, and ADP-backed payroll engine + 1099 workflows (custom)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|meta-small|Wingspan", "prompt": "c220-s4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top results include Deel, Wingspan, and ADP-backed payroll engine + 1099 workflows (custom)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|meta-small|ADP-backed payroll engine + 1099 workflows (custom)", "prompt": "c220-s4", "model": "meta-small", "cat": "contractor-payments", "variant": "budget", "raw": "ADP-backed payroll engine + 1099 workflows (custom)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top results include Deel, Wingspan, and ADP-backed payroll engine + 1099 workflows (custom)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|minimax-small|Wave", "prompt": "c220-s4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** (Best Overall for Tight Budgets)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|minimax-small|Square", "prompt": "c220-s4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Square** if you just need simple payment processing with 1099s"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|minimax-small|Gusto", "prompt": "c220-s4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Go with Gusto** if you want more robust features and might hire employees later"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|minimax-small|QuickBooks", "prompt": "c220-s4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Those Already Using QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|minimax-small|SurePayroll", "prompt": "c220-s4", "model": "minimax-small", "cat": "contractor-payments", "variant": "budget", "raw": "SurePayroll", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SurePayroll** (Best Bare-Bones Option)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|mistral-small|Gusto", "prompt": "c220-s4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best contractor payments and 1099 platform is **Gusto**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|mistral-small|RUN Powered by ADP", "prompt": "c220-s4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options to consider include **RUN Powered by ADP** and **Wingspan**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|mistral-small|Wingspan", "prompt": "c220-s4", "model": "mistral-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other budget-friendly options to consider include **RUN Powered by ADP** and **Wingspan**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|moonshot-small|Square Payroll", "prompt": "c220-s4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 **Best Budget Option: Square Payroll**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|moonshot-small|QuickBooks Contractor Payments", "prompt": "c220-s4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 **Runner-Up: QuickBooks Contractor Payments**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|moonshot-small|Gusto Contractor-Only Plan", "prompt": "c220-s4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto Contractor-Only Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "🥉 **Honorable Mention: Gusto Contractor-Only Plan**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|moonshot-small|Wave", "prompt": "c220-s4", "model": "moonshot-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Wave used to be cheaper, but they no longer offer a contractor-only discount."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|openai-small|Square Payroll for Contractors", "prompt": "c220-s4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll for Contractors", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cheapest simple option:** **Square Payroll for Contractors** if you only need to pay contractors and file 1099s."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|openai-small|Gusto’s Contractor Only plan", "prompt": "c220-s4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto’s Contractor Only plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick Gusto if you want the best balance of price, ease, and room to grow."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|openai-small|Found", "prompt": "c220-s4", "model": "openai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Found** can be attractive... but it's more of an all-in-one banking/business tool than a pure contractor-payments product."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Square Payroll (contractor-only plan)", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Square Payroll (contractor-only plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Square Payroll (contractor-only plan) stands out as the best option for a small company on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|QuickBooks Contractor Payments", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Contractor Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you already use QuickBooks (syncs seamlessly). Slightly higher cost but integrates with accounting."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Gusto Contractor-Only", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto Contractor-Only", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better for growing teams adding employees later... but base fee makes it pricier short-term."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Tax1099", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tax1099 or Track1099 (e-filing only)**: ~$3/form (no payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Track1099", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tax1099 or Track1099 (e-filing only)**: ~$3/form (no payments)"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Wise", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pair with free/low-cost payment like Wise or bank ACH for ultra-budget, but manual work increases."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|xai-small|Wave Payroll", "prompt": "c220-s4", "model": "xai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Wave generates 1099s but doesn't e-file automatically."}, {"id": "mai-20260917-1752-baseline-2|c220-s4|zai-small|Gusto (Contractor-Only Plan)", "prompt": "c220-s4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Gusto (Contractor-Only Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Gusto (Contractor-Only Plan)**"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|zai-small|QuickBooks Online", "prompt": "c220-s4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** is the runner-up"}, {"id": "mai-20260917-1752-baseline-2|c220-s4|zai-small|Wave", "prompt": "c220-s4", "model": "zai-small", "cat": "contractor-payments", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to avoid monthly fees entirely, **Wave** is the option."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|Gusto", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**All-in-One (Gusto/Rippling):** Best if you also use them for employee payroll. It centralizes your HR."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|Rippling", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**All-in-One (Gusto/Rippling):** Best if you also use them for employee payroll."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|Deel", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Specialized (Thryv/Deel/Patriot):** Better if you have a lot of international contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|Thryv", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Thryv", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Specialized (Thryv/Deel/Patriot):** Better if you have a lot of international contractors or extremely specific US-based 1099 needs."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|PayFit", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "PayFit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized services like PayFit"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|alibaba-small|Patriot", "prompt": "c220-s5", "model": "alibaba-small", "cat": "contractor-payments", "variant": "scale", "raw": "Patriot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Specialized (Thryv/Deel/Patriot):**"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Gusto", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with a U.S.-centric tool (Gusto or ADP RUN) where pricing scales affordably"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Remote", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Remote / Deel** — only worth it if you have significant international contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Deel", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "skip the expensive global-compliance platforms"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|ADP RUN", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "ADP RUN", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "go with a U.S.-centric tool (Gusto or ADP RUN)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Rippling", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rippling** — if you want contractor ops tied into your HR/IT"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Routable", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Routable / Tipalti** — stronger if you have high payment volume and complex payables"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|deepseek-small|Tipalti", "prompt": "c220-s5", "model": "deepseek-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Routable / Tipalti** — stronger if you have high payment volume and complex payables"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Gusto", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the majority of your 30-person company consists of US-based W-2 employees, and you have a handful of US contractors, **Gusto** is often the easiest choice."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Deel", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Deel or Remote (Best for Global Contractors)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Remote", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Deel** or **Remote** are the industry leaders."}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Rippling", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rippling (Best for Scalability & IT Provisioning)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Wingspan", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialized tools like **Wingspan** or **Worksuite** are ideal"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|google-small|Worksuite", "prompt": "c220-s5", "model": "google-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "specialized tools like **Wingspan** or **Worksuite** are ideal"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|meta-small|Worksome", "prompt": "c220-s5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top platforms to consider include Worksome, Liquid, and Shortlist for contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|meta-small|Liquid", "prompt": "c220-s5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Liquid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top platforms to consider include Worksome, Liquid, and Shortlist for contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|meta-small|Shortlist", "prompt": "c220-s5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Shortlist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some top platforms to consider include Worksome, Liquid, and Shortlist for contractor management"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|meta-small|Relay", "prompt": "c220-s5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Relay and Wingspan for 1099 software and contractor payroll services"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|meta-small|Wingspan", "prompt": "c220-s5", "model": "meta-small", "cat": "contractor-payments", "variant": "scale", "raw": "Wingspan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Relay and Wingspan for 1099 software and contractor payroll services"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Ramp", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "research platforms like:\n   - [Ramp](https://ramp.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Melio", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- [Melio](https://www.melio.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Bill.com", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- [Bill.com](https://www.bill.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Tipalti", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- [Tipalti](https://tipalti.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Pilot", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- [Pilot](https://pilot.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Bonsai", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Bonsai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- [Bonsai](https://www.hellobonsai.com/)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|PayPal MassPay", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "PayPal MassPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- [PayPal MassPay](https://www.paypal.com/business/mass-pay)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|mistral-small|Stripe Connect", "prompt": "c220-s5", "model": "mistral-small", "cat": "contractor-payments", "variant": "scale", "raw": "Stripe Connect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- [Stripe Connect](https://stripe.com/connect)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Gusto", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gusto** — Best for U.S.-only contractors; simple contractor-only plan with automated tax handling"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Deel", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Deel** — Strong for global contractors with Agent of Record protection"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Remote", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Remote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Remote ($29/contractor)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Tax1099", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tax1099 (~$2.30-$2.99/form)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Track1099", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Track1099 ($0.63-$3.10/form)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|OnPay", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "OnPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**OnPay** — Unlimited pay runs, strong QuickBooks/Xero integration"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|moonshot-small|Worksuite", "prompt": "c220-s5", "model": "moonshot-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Worksuite** — Good balance of global payments + full contract lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Gusto", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a shortlist: Gusto (all-in-one SMB favorite)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|QuickBooks Payroll", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "QuickBooks Payroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks (if you're already on it)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Track1099", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Track1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Track1099: pay-per-form ~$2-5"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Tax1099", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Tax1099", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize platforms like Gusto, QuickBooks Payroll, Track1099, Tax1099, Routable, Trolley, or Worksuite"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Routable", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Routable/Trolley (payments + compliance focus)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Trolley", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Routable/Trolley (payments + compliance focus)"}, {"id": "mai-20260917-1752-baseline-2|c220-s5|xai-small|Worksuite", "prompt": "c220-s5", "model": "xai-small", "cat": "contractor-payments", "variant": "scale", "raw": "Worksuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "classification risk scoring (e.g., Worksuite excels here)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Venmo", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "most business experts advise avoiding them for regular contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Cash App", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "most business experts advise avoiding them for regular contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Zelle", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "most business experts advise avoiding them for regular contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Stripe", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Instead of the platforms above, consider using software specifically built for Contractor Management"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|PayPal", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "a generic PayPal Business account will process the money, but it won't manage the legal paperwork"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Square", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "frequently report significant risks associated with Square... Square can freeze your entire payout balance for 30 to 90 days"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Deel", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Dedicated Contractor Platforms (e.g., Deel, Rippling, SurePayroll): These handle W-9 collection, automatic 1099-NEC filing"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Rippling", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Dedicated Contractor Platforms (e.g., Deel, Rippling, SurePayroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|SurePayroll", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "SurePayroll", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Dedicated Contractor Platforms (e.g., Deel, Rippling, SurePayroll)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|alibaba-small|Melio", "prompt": "c220-s6", "model": "alibaba-small", "cat": "contractor-payments", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Vendor Payment Apps (e.g., Melio): These allow you to pay contractors via check or ACH transfer for free"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|anthropic-small|PayPal", "prompt": "c220-s6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consumer payment apps like PayPal and Venmo may seem convenient for small jobs, but they are often not ideal for growing businesses."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|anthropic-small|Venmo", "prompt": "c220-s6", "model": "anthropic-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer payment apps like PayPal and Venmo may seem convenient for small jobs, but they are often not ideal for growing businesses."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|challenger-small|Venmo", "prompt": "c220-s6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Venmo** — specifically discouraged for contractor payments due to compliance issues[1]."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|challenger-small|Wise", "prompt": "c220-s6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **Wise, Deel, or similar specialized tools** for international contractors when you need transparent FX and more structured workflows"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|challenger-small|Deel", "prompt": "c220-s6", "model": "challenger-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Use **Wise, Deel, or similar specialized tools** for international contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Square", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Don't rely on any aggregator (Square/Stripe/PayPal) as your primary money mover"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|PayPal", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Well-documented history of holding 20–30% of sales for 90 days, suddenly freezing accounts"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Stripe", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Don't rely on any aggregator (Square/Stripe/PayPal) as your primary money mover"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Venmo", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Never use Venmo/Zelle/Cash App for business contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Zelle", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "no buyer/seller protection ... a poor fit for recurring contractor business payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Cash App", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Never use Venmo/Zelle/Cash App for business contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Plowz & Mowz", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Plowz & Mowz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Contractor-specific gig apps have serious documented payout problems"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|BILL (Bill.com)", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Complaints about phantom charges, terrible customer service, billing after cancellation, and \"Hotel California\" inability to leave."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Jobber", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Jobber", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Growing volume of complaints about account lockouts, frozen payouts, charges after cancellation"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Melio", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Accrued complaints about non-payment and poor customer service ... **Melio** (for ACH to contractors with built-in 1099 reporting)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Airwallex", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Cheaper FX fees but support lags and accounts get frozen quickly."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|Gusto", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Generally solid, but users cite poor customer support ... **Gusto** (contractor-only plan with 1099 filing)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|deepseek-small|GCPay", "prompt": "c220-s6", "model": "deepseek-small", "cat": "contractor-payments", "variant": "negative", "raw": "GCPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**GCPay** (purpose-built for general contractors/subcontractors with lien waivers)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Venmo", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Peer-to-Peer (P2P) Consumer Apps (e.g., Venmo, Cash App, Zelle, Personal PayPal) ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Cash App", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Peer-to-Peer (P2P) Consumer Apps (e.g., Venmo, Cash App, Zelle, Personal PayPal) ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Zelle", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Peer-to-Peer (P2P) Consumer Apps (e.g., Venmo, Cash App, Zelle, Personal PayPal) ... Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Personal PayPal", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Personal PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "using personal accounts for commercial transactions is a direct violation of their Terms of Service"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Stripe", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious: ... platforms like Stripe and PayPal have highly sensitive, automated fraud filters."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Standard PayPal Business", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Standard PayPal Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional Payment Gateways & Merchant Processors (e.g., Stripe, Standard PayPal Business) ... Automated cash-flow holds"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Upwork", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid them: ... Both Upwork and Fiverr charge hefty platform service fees"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Fiverr", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Both Upwork and Fiverr charge hefty platform service fees"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Payoneer", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Payoneer has faced a wave of recent user complaints regarding unexpected account blocks, frozen business funds"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Wise", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Unlike platforms like Wise, which use the mid-market exchange rate and charge a transparent upfront fee"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Gusto", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "transition to dedicated contractor payment platforms (such as Gusto, Remote, or Deel)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Remote", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "transition to dedicated contractor payment platforms (such as Gusto, Remote, or Deel)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|google-small|Deel", "prompt": "c220-s6", "model": "google-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "transition to dedicated contractor payment platforms (such as Gusto, Remote, or Deel)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|meta-small|Papaya Global", "prompt": "c220-s6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it might not be ideal for small businesses due to its enterprise focus"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|meta-small|Square", "prompt": "c220-s6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "construction companies shouldn't use Square"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|meta-small|Venmo", "prompt": "c220-s6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Charge high transaction fees without providing significant benefits (e.g., Venmo, Cash App)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|meta-small|Cash App", "prompt": "c220-s6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Charge high transaction fees without providing significant benefits (e.g., Venmo, Cash App)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|meta-small|Gusto", "prompt": "c220-s6", "model": "meta-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It suggests Gusto as a clean and accessible option for small to mid-size businesses with a U.S.-only contractor program."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Payoneer", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"If you run a legitimate business, stay away from Payoneer.\""}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Deel", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "International payroll errors: Wrong amounts, missed payments, incorrect tax withholdings"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Rippling", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tax compliance issues: Counterclaims about not remitting payroll tax dollars properly"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Venmo", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Business Contractor Payments - Venmo: Not designed for business transactions"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|CashApp", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "CashApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Not compliant for business contractor payments, no 1099 generation"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Gusto", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Established payroll services: Gusto, QuickBooks for domestic contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|QuickBooks", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Established payroll services: Gusto, QuickBooks for domestic contractors"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|minimax-small|Wise", "prompt": "c220-s6", "model": "minimax-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Wise: Known for transparent fees and lower FX costs"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|PayPal", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should be cautious about PayPal, traditional bank wires, and any platform that does not explicitly address compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Traditional Bank Wires (SWIFT)", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Traditional Bank Wires (SWIFT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "These can be expensive (2% to 4% in fees plus flat wire fees), slow (3–5 business days), and place all compliance risk on the business."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Papaya Global", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms that clearly state they handle compliance and absorb some risk (e.g., Papaya Global, Deel, TFY)."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Deel", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms that clearly state they handle compliance and absorb some risk (e.g., Papaya Global, Deel, TFY)."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|TFY", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "TFY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms that clearly state they handle compliance and absorb some risk (e.g., Papaya Global, Deel, TFY)."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Wise", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "such as Wise, Payoneer, or Airwallex, which are generally well-reviewed for international contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Payoneer", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "such as Wise, Payoneer, or Airwallex, which are generally well-reviewed for international contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|mistral-small|Airwallex", "prompt": "c220-s6", "model": "mistral-small", "cat": "contractor-payments", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as Wise, Payoneer, or Airwallex, which are generally well-reviewed for international contractor payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Freelancer.com", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Freelancer.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why avoid:** Consistently rated as having the most complaints of any freelance platform"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|PayPal", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Account freezes without warning**—26,716+ BBB complaints in 3 years ... risky as primary contractor payment method"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Payoneer", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High fees and operational issues ... Consider alternatives like Wise for international payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Upwork", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Upwork", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate Risk: Use Carefully ... Heavy commission cuts, expensive \"connects\""}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Fiverr", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Fiverr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Expensive for repeat contractor relationships"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Deel", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legitimate but pricey; better alternatives exist for cost-conscious small businesses"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Gusto", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Good for domestic contractors; expensive for international"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Wave Payroll", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wave Payroll", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited geographic coverage for tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Wise", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "specialized platforms like Wise or Papaya Global for international"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Papaya Global", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Papaya Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "specialized platforms like Wise or Papaya Global for international"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Routable", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Routable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "International contractors | **Wise** (low FX fees), **Papaya Global** ($5/contractor), **Routable**"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Toptal", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Toptal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Freelance marketplace | **Toptal** (higher quality, higher cost)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|moonshot-small|Remote", "prompt": "c220-s6", "model": "moonshot-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "All-in-one compliance | **Remote** ($29/contractor)"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|Stripe", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent reports of holding funds in \"reserves\" for 6+ months, account freezes, and delays in payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|BILL.com", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Very low ratings (1.09/5 on BBB from 100+ reviews... delayed payments... withheld funds"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|PayPal", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High fees (up to 3-4% + holds), account limitations/freezes... risky for regular 1099 payouts"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|Gusto", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Gusto or RUN Powered by ADP: Great for US 1099s with automated filing."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|Deel", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Deel/Remote: Full compliance + payments ($29-49/contractor/mo)."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|Wise Business", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Low, transparent FX fees for international; fast but no tax forms."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|RUN Powered by ADP", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "RUN Powered by ADP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gusto or RUN Powered by ADP: Great for US 1099s with automated filing."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|xai-small|Remote", "prompt": "c220-s6", "model": "xai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deel/Remote: Full compliance + payments"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|zai-small|Melio Payments", "prompt": "c220-s6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Melio Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Melio Payments** | **Avoid** | 18 complaints; 62 % unresolved; frequent reports of non-payment and no customer service."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|zai-small|Plentific", "prompt": "c220-s6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Plentific", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Plentific** | **Avoid** | \"One of the worst platforms\" reviews; chronic payment issues and poor communication."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|zai-small|Houzz Pro", "prompt": "c220-s6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Houzz Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Houzz Pro** | **Avoid** | Accusations of consumer fraud; nonexistent customer support"}, {"id": "mai-20260917-1752-baseline-2|c220-s6|zai-small|Native Teams", "prompt": "c220-s6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Native Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Native Teams** | **Caution** | Delays in payments & approvals, slow app performance, service-level complaints."}, {"id": "mai-20260917-1752-baseline-2|c220-s6|zai-small|Rippling", "prompt": "c220-s6", "model": "zai-small", "cat": "contractor-payments", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Rippling** | **Caution** | 95 BBB complaints; while feature-rich, a high unresolved-complaint count signals occasional service problems."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|alibaba-small|HighRadius", "prompt": "c222-l1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: HighRadius ... widely considered the market leader for large enterprises managing high transaction volumes"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|alibaba-small|Zuora", "prompt": "c222-l1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you sell **subscriptions/SaaS**, go with **Zuora**."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|alibaba-small|Chargebee", "prompt": "c222-l1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternative:** **Chargebee** is also highly rated for easier implementation"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|alibaba-small|Oracle NetSuite", "prompt": "c222-l1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Oracle NetSuite or SAP S/4HANA ... Downside: They are expensive and require massive implementation time."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|alibaba-small|SAP S/4HANA", "prompt": "c222-l1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Oracle NetSuite or SAP S/4HANA ... native invoicing modules"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|anthropic-small|Salesforce Billing", "prompt": "c222-l1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Salesforce Billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Salesforce Billing is designed for enterprise corporations and complex B2B enterprises"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|anthropic-small|NetSuite", "prompt": "c222-l1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite is a comprehensive cloud-based ERP platform that includes advanced B2B invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|anthropic-small|Younium", "prompt": "c222-l1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "well-suited for mid-market and enterprise SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|anthropic-small|DealHub AI", "prompt": "c222-l1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "DealHub AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong fit for B2B sales and revenue operations teams at mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|challenger-small|NetSuite", "prompt": "c222-l1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick is usually **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|challenger-small|Tipalti", "prompt": "c222-l1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is a top alternative"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|challenger-small|Chargebee", "prompt": "c222-l1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Chargebee** or **Maxio** if your enterprise is primarily **subscription-based B2B SaaS**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|challenger-small|Maxio", "prompt": "c222-l1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Maxio** ranked best overall for **B2B SaaS** billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Bill.com / BILL", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com / BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your invoicing is simpler AR, **BILL** is the strong all-rounder."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Tipalti", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **Tipalti** (for robust, global invoice/payment automation)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Chargebee", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zuora or Chargebee** (depending on whether you're doing complex subscription/usage billing)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Zuora", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The enterprise heavyweight... Best for very large organizations with complex pricing, but expect longer implementation cycles."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Stripe Billing", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong when payments already run on Stripe and engineering owns billing changes"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Paddle", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal if global tax, compliance, and merchant-of-record overhead is your main pain"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|HighRadius", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for mid-to-large enterprises handling high invoice volumes"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Coupa", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These serve the largest enterprise procure-to-pay estates with e-invoicing and spend visibility."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Basware", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "These serve the largest enterprise procure-to-pay estates with e-invoicing and spend visibility."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|Ivalua", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coupa, Basware, Ivalua, SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|deepseek-small|SAP Concur", "prompt": "c222-l1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Coupa, Basware, Ivalua, SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|ZoneBilling (by Zone & Co)", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "ZoneBilling (by Zone & Co)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your finance team runs on **Oracle NetSuite**, ZoneBilling is widely considered the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Tabs", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tabs** is a market leader ... AI-powered contract-to-cash platform"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Zuora", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zuora is the pioneer of enterprise-grade billing governance. ... Limitation: Highly rigid, complex to set up"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Chargebee", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chargebee is excellent at bridging this gap."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Orb", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Orb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Orb** provides incredibly robust, developer-first usage metering with finance-grade audit logs and traceability."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Metronome (part of Stripe)", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Metronome (part of Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Metronome** (acquired by Stripe in early 2026) allows B2B teams to iterate on and deploy new usage-based pricing models rapidly"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|google-small|Sage Intacct", "prompt": "c222-l1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sage Intacct is a top contender."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|meta-small|Invoiced", "prompt": "c222-l1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated invoicing software for enterprise B2B companies include Invoiced, Chargebee, and others."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|meta-small|Chargebee", "prompt": "c222-l1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated invoicing software for enterprise B2B companies include Invoiced, Chargebee, and others."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|NetSuite", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite** is frequently mentioned as \"Best overall\" enterprise invoicing software."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|SAP Concur", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** received a high score (9.4/10) in one ranking and is especially strong for"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|Chargebee", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chargebee** is highlighted as the top pick for B2B invoicing software"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|Basware", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mentioned as having sophisticated AI-powered invoice automation"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|Airwallex", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|minimax-small|Expensify", "prompt": "c222-l1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More suited for expense management"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|mistral-small|Chargebee", "prompt": "c222-l1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chargebee** is the best overall choice for subscription and recurring billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|mistral-small|SAP Concur", "prompt": "c222-l1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** excels in AP automation and spend management"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|mistral-small|Oracle NetSuite (SuiteBilling)", "prompt": "c222-l1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle NetSuite (SuiteBilling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for enterprises with complex subscription models... but can be complex and expensive to implement"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|mistral-small|Comarch", "prompt": "c222-l1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Comarch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Comarch** (top for enterprise e-invoicing and EDI solutions)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|mistral-small|Zoho Invoice", "prompt": "c222-l1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Invoice** (for lean AR teams needing approval gates and dunning automation)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|Zuora", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zuora** if you have complex pricing, multi-entity needs, and $50M+ ARR"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|BillingPlatform", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider BillingPlatform** if usage-based billing and flexible rating are critical"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|Chargebee", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Evaluate Chargebee** if you're scaling rapidly and need faster time-to-value"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|Oracle Fusion Cloud ERP / SAP S/4HANA", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle Fusion Cloud ERP / SAP S/4HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for ERP-Native Billing ... Requires significant IT resources and longer implementations"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|NetSuite + Zone&Co / Certinia", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite + Zone&Co / Certinia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**NetSuite + Zone&Co / Certinia** \\u2013 Best for Salesforce Users"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|Stripe Billing", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fast implementation (<3 months) | **Chargebee** or **Stripe Billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|Tabs", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-powered contract-to-cash | **Tabs** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|moonshot-small|HighRadius", "prompt": "c222-l1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI-powered contract-to-cash | **Tabs** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|openai-small|SAP Ariba Invoicing", "prompt": "c222-l1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Ariba Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large enterprise B2B:** **SAP Ariba Invoicing / Buying and Invoicing**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|openai-small|Oracle Cloud ERP Financial Management", "prompt": "c222-l1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle Cloud ERP Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want finance suite + invoicing + collections in one system:** **Oracle Cloud ERP Financial Management**"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|openai-small|Intuit Enterprise Suite", "prompt": "c222-l1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's generally a better fit for companies that already like Intuit's ecosystem rather than very complex global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Zuora", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in Gartner MQ (highest Ability to Execute); deep quote-to-cash automation... For pure invoicing/AR, prioritize Chargebee or Zuora."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Chargebee", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure invoicing/AR, prioritize Chargebee or Zuora."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Oracle NetSuite", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "#1 on G2 for enterprise billing; full invoicing + AR/AP in one cloud ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|SAP Ariba / Concur Invoice", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Ariba / Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mature enterprise leader (G2 enterprise favorite); policy controls, supplier portals"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Tipalti", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Automates vendor onboarding, approvals, payments; strong for AP-focused invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|QuickBooks Online", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "QuickBooks Online or Xero for simpler needs (not true enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Xero", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "for simpler needs (not true enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|xai-small|Bill.com", "prompt": "c222-l1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bill.com for AR automation add-on"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|zai-small|SAP Concur", "prompt": "c222-l1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Regulatory-heavy, compliance-critical orgs** → SAP Concur for its governance, audit readiness, and PO matching."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|zai-small|NetSuite SuiteBilling", "prompt": "c222-l1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite SuiteBilling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Full ERP-integrated invoicing** → NetSuite SuiteBilling for deep ERP integration and recurring revenue automation."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|zai-small|Chargebee", "prompt": "c222-l1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS or subscription-based B2B businesses** → Chargebee for flexible pricing, usage-based billing, and global payment coverage."}, {"id": "mai-20260917-1752-baseline-2|c222-l1|zai-small|QuickBooks Online", "prompt": "c222-l1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong small–midmarket reputation"}, {"id": "mai-20260917-1752-baseline-2|c222-l1|zai-small|Xero", "prompt": "c222-l1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Global remote teams with multi-currency needs** → Xero for unlimited users and broad integration ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|FreshBooks", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally should not look for \"invoicing software\" in the consumer/SME sense (like FreshBooks or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|QuickBooks", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you generally should not look for \"invoicing software\" in the consumer/SME sense (like FreshBooks or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|NetSuite (by Oracle)", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "NetSuite (by Oracle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you do not have a modern ERP yet: Start with **NetSuite**."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|Billtrust", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a strong ERP but want to reduce DSO and automate collections: Look at **Billtrust** or **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|HighRadius", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Look at **Billtrust** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|Salesforce Billing", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Salesforce Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider **Salesforce Billing** or **Chargebee Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|SAP S/4HANA", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Very high implementation cost and change management burden."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|Concur Invoice", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP S/4HANA (or Concur Invoice for AP-focused needs)"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|alibaba-small|Chargebee", "prompt": "c222-l2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Consider **Salesforce Billing** or **Chargebee Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|anthropic-small|SAP Ariba", "prompt": "c222-l2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for large enterprises... Excellent for complex B2B interactions and large transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|anthropic-small|Oracle NetSuite", "prompt": "c222-l2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A cloud-based ERP system with robust invoicing capabilities, strong automation, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|anthropic-small|Coupa", "prompt": "c222-l2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for enterprise spend management with strong invoicing... Popular with Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|anthropic-small|Intacct (part of Sage)", "prompt": "c222-l2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Intacct (part of Sage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cloud-based accounting software designed for mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|anthropic-small|Infor CloudSuite", "prompt": "c222-l2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Infor CloudSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise resource planning with comprehensive invoicing and financial management for large organizations."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|SAP", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the single safest recommendation from the results, **SAP** is the best fit for **midsize and large businesses**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|NetSuite", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** is also positioned for **mid-market and enterprise businesses**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|QuickBooks Online", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple invoicing for accounting teams | QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|Square Invoices", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **not** pick tools like Square Invoices or FreshBooks for a company of this size"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|FreshBooks", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would **not** pick tools like Square Invoices or FreshBooks for a company of this size"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|Dynamics 365", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Dynamics 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SAP vs NetSuite vs Dynamics 365 vs Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|challenger-small|Bill.com", "prompt": "c222-l2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SAP vs NetSuite vs Dynamics 365 vs Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|deepseek-small|HighRadius", "prompt": "c222-l2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the best fit"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|deepseek-small|Versapay", "prompt": "c222-l2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Versapay** is the top alternative"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|deepseek-small|Basware", "prompt": "c222-l2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AP-focused B2B invoice/payment automation | Good for standardizing across many suppliers"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|deepseek-small|Coupa / SAP", "prompt": "c222-l2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Coupa / SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Companies already on these ERPs | Good if you want everything within an existing tech stack"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|deepseek-small|Billtrust", "prompt": "c222-l2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good but less suited to massive enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|QuickBooks Online", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "standard small-business invoicing tools (such as QuickBooks Online, FreshBooks, or Wave) are insufficient"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|FreshBooks", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "standard small-business invoicing tools (such as QuickBooks Online, FreshBooks, or Wave) are insufficient"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|Wave", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "standard small-business invoicing tools (such as QuickBooks Online, FreshBooks, or Wave) are insufficient"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|HighRadius", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "This is highly recommended for massive companies processing billions in transaction volume across multiple entities."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|Billtrust", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A highly reputable alternative to HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|BillingPlatform", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Extremely agile and customizable, allowing enterprises to manage complex recurring and usage-based billing models"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|Zuora", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The legacy giant of the \"subscription economy\". Zuora excels at handling highly complex B2B contract modifications"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|google-small|Basware", "prompt": "c222-l2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal for multi-national organizations running several ERPs simultaneously."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|meta-small|Zoho Invoice", "prompt": "c222-l2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zoho Invoice - an online invoicing software that helps you craft beautiful invoices, automate payment reminders"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|meta-small|Chargebee", "prompt": "c222-l2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a B2B invoicing software that scored highest across combined criteria of features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|meta-small|Everhour", "prompt": "c222-l2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Everhour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a project-based B2B SaaS invoicing software that offers time tracking + invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|minimax-small|NetSuite", "prompt": "c222-l2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **NetSuite** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|minimax-small|Sage Intacct", "prompt": "c222-l2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "While other options like **Sage Intacct** also serve enterprises well (particularly for tightly controlled accounting-led invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|mistral-small|HighRadius", "prompt": "c222-l2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "An enterprise-grade AP automation platform designed for large organizations with high invoice volumes and complex ERP environments... making it ideal for large-scale B2B operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|mistral-small|Payhawk", "prompt": "c222-l2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for mid-market and enterprise finance teams, Payhawk provides AI-native automation, policy enforcement, and a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|mistral-small|Comarch", "prompt": "c222-l2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Comarch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized as a top enterprise e-invoicing and EDI solution, Comarch is built to handle the scale and complexity required by large B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|moonshot-small|SAP Cloud ERP", "prompt": "c222-l2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B enterprises with thousands of employees, **SAP** remains the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|moonshot-small|Oracle NetSuite", "prompt": "c222-l2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite** offers a more agile cloud-native alternative that many growing enterprises prefer"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|moonshot-small|Sage Intacct", "prompt": "c222-l2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Financial management focus"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|moonshot-small|HighRadius", "prompt": "c222-l2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Large global enterprises with high-volume AR"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|openai-small|BILL Enterprise", "prompt": "c222-l2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "BILL Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick would be **BILL Enterprise** if your primary need is scalable invoice/AP automation"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|openai-small|Oracle NetSuite", "prompt": "c222-l2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle NetSuite** for companies that want invoicing tightly integrated into an ERP environment"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|openai-small|SAP Concur", "prompt": "c222-l2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Concur** if your invoicing is part of a larger finance/expense ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|xai-small|NetSuite", "prompt": "c222-l2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend NetSuite as the top online invoicing tool."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|xai-small|Sage Intacct", "prompt": "c222-l2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct**: Strong for accounting-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|xai-small|SAP S/4HANA Cloud", "prompt": "c222-l2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For massive globals needing deepest compliance/integration, but more complex/expensive implementation."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|xai-small|QuickBooks Enterprise / Intuit Enterprise Suite", "prompt": "c222-l2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Enterprise / Intuit Enterprise Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Easier if scaling from QuickBooks, but less suited for true enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|zai-small|Bill.com (BILL)", "prompt": "c222-l2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Bill.com (BILL)** as your primary online invoicing solution."}, {"id": "mai-20260917-1752-baseline-2|c222-l2|zai-small|Netsuite SuiteBilling", "prompt": "c222-l2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Netsuite SuiteBilling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Netsuite SuiteBilling** if you're already using NetSuite and need integrated billing with revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|zai-small|SAP Concur Invoice", "prompt": "c222-l2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Concur Invoice** if you need unified AP automation within the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-l2|zai-small|Rillion", "prompt": "c222-l2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rillion** if you require specialized AI-powered invoice processing with 50+ ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|SAP Concur", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Large enterprises needing governed approval workflows and AP/AR alignment."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|NetSuite (Oracle)", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Global organizations with complex ERP needs."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Sage Intacct", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Financial management teams prioritizing accounting-led workflows."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Tipalti", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Global payables and compliance-aware e-invoicing."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Coupa", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Unified spend management and procurement-led invoicing."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Stripe Invoicing & Billing", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing & Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best For:** Tech-forward enterprises with usage-based or subscription models."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Certinia (formerly PSA Software)", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Certinia (formerly PSA Software)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Professional services firms (consultancies, agencies) using Salesforce."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|alibaba-small|Vertex", "prompt": "c222-l3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Compliance-Focused Tools (Tipalti, Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|HighRadius", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the leading options include HighRadius, Basware, Coupa, and SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Basware", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the leading options include HighRadius, Basware, Coupa, and SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Coupa", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Coupa is a spend management platform that provides a suite of cloud applications for finance"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|SAP", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the leading options include HighRadius, Basware, Coupa, and SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Oracle NetSuite", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle NetSuite is a cloud ERP platform delivering comprehensive invoicing, billing automation, multi-subsidiary support, and global compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|SAP S/4HANA Cloud", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP S/4HANA Cloud offers advanced billing and revenue recognition for large-scale global operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Microsoft Dynamics 365 Finance", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Microsoft Dynamics 365 Finance excels with automated invoicing, project billing, and seamless ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Zuora", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zuora helps companies automate subscription billing and revenue tasks."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|SAP Concur", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP Concur is an enterprise platform used for expense management, travel management, and invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Versapay", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Versapay focuses on automating accounts receivable processes"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|SAP Ariba", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "can leverage HighRadius, Coupa, and SAP Ariba for the scale needed for multi-entity operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|anthropic-small|Dynamics 365 Business Central", "prompt": "c222-l3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Dynamics 365 Business Central", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "NetSuite offers more sophisticated billing functionality than Dynamics 365 Business Central"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Tipalti", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Tipalti** if your biggest problem is **supplier payments, global tax/compliance, and approvals**."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|HighRadius", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **HighRadius** if you need **high-volume AR/AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Coupa", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Coupa** if invoicing is part of a wider **spend-control** program."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|SAP/SAP Concur/SAP Cloud ERP", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP/SAP Concur/SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when invoicing must live inside a larger *ERP/finance stack*."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|NetSuite", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong *financial management and revenue control*, especially across entities."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Zuora", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for *billing logic and monetization*, not general AP invoice processing."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Salesforce Billing/Revenue Cloud", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Salesforce Billing/Revenue Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Designed for *quote-to-cash* and revenue lifecycle management."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Oracle Billing and Revenue Management", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle Billing and Revenue Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for *accounting-grade revenue handling* in complex environments."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Pagero", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasizes *network reach and compliance*, not just internal workflow."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|challenger-small|Tungsten Automation", "prompt": "c222-l3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tungsten Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong on *invoice capture and supplier connectivity*."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Oracle NetSuite", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comprehensive all-in-one cloud ERP with natively integrated AR, billing, revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|SAP S/4HANA Cloud", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ties contract, pricing, invoicing, and revenue accounting together for compliance-heavy operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Sage Intacct", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best-in-class accounting-led invoicing and AR workflows; AICPA-endorsed"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Oracle Fusion Cloud ERP", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Purpose-built project contract billing with the CMK framework for UBL e-invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Tipalti", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Automates global invoice capture, vendor onboarding, multi-currency payments, approvals, and compliance (often ranked #1 for AP)"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|SAP Concur Invoice", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Governed validation, approval traceability, clear workflow visibility"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Coupa", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full procure-to-pay platform: 3-way PO matching, sourcing, supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|HighRadius", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GenAI invoice capture (OCR, email, EDI), agentic AP inbox"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Zuora", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Deepest for multi-entity billing, contract proration, ASC 606 revenue recognition"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Stripe Billing", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Stripe scales quickly but can become limiting for complex contracts, entities, and pricing rules."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Chargebee", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Flexible middle ground\\u2014dunning, invoicing, usage-based billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Recurly", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Optimized for large subscriber bases and predictable recurring revenue"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Vertex", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Rule-based tax determination and compliance-aware e-invoicing workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|deepseek-small|Avalara", "prompt": "c222-l3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Automated tax calculation and compliance, frequently embedded in ERPs"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Zuora", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The heavyweight industry standard for large, global enterprise-level monetization."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Chargebee", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The fast-scaling, finance-friendly subscription engine."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Orb", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Orb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "High-volume event-ingestion metering built primarily for developers and modern infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Metronome", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Metronome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agile consumption billing for finance teams who want to iterate on pricing without writing code."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|ZoneBilling (by Zone & Oracle NetSuite)", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "ZoneBilling (by Zone & Oracle NetSuite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Native NetSuite billing for companies where NetSuite is the ultimate source of truth."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Stripe Billing", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Developer-preferred API billing."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Sovos", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-level global tax and real-time clearance compliance."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|google-small|Pagero", "prompt": "c222-l3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| Sovos / Pagero |"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|SAP Concur", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP Concur is best for enterprises with high-volume AP exceptions"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|Vertex", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex is best for finance teams that prioritize rule-based tax accuracy"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|Coupa", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include SAP Concur, Vertex, Coupa, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|Tipalti", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include SAP Concur, Vertex, Coupa, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|Sage Intacct", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sage Intacct is better for tightly controlled accounting-led invoicing and AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|NetSuite", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NetSuite is the most solid fit for ERP-centric AP teams"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|meta-small|HighRadius", "prompt": "c222-l3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sage Intacct, NetSuite, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|SAP Concur", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Enterprises needing integrated travel & expense (T&E) management with invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|NetSuite (Oracle)", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations wanting full ERP-centric invoicing with invoice governance"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|Sage Intacct", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize accounting depth? → Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|Vertex", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Rule-based tax accuracy and compliance-aware e-invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|BILL (formerly Bill.com)", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Scalable, AI-powered AP automation"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|Tipalti", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Global payables across multiple countries/currencies"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|Stampli", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Invoice collaboration and ERP flexibility"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|minimax-small|Sovos", "prompt": "c222-l3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focus on tax compliance globally? → Vertex or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|SAP Concur", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **global enterprises with complex travel/expense needs:** SAP Concur."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|Oracle NetSuite (SuiteBilling)", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle NetSuite (SuiteBilling)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **unified ERP and billing:** Oracle NetSuite."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|BILL (formerly Bill.com)", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **AP/AR automation and vendor payments:** BILL."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|Zoho Invoice (Enterprise Edition)", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **affordable, scalable invoicing:** Zoho Invoice."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|FreshBooks", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less enterprise-focused than SAP Concur or NetSuite, but more accessible for smaller businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|mistral-small|QuickBooks Enterprise", "prompt": "c222-l3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less enterprise-focused than SAP Concur or NetSuite, but more accessible for smaller businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|NetSuite", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose NetSuite** if you need an all-in-one ERP with solid billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|Zuora", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Zuora** if you're a large enterprise with complex subscription/usage billing needs"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|Chargebee", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Chargebee** if you're a growing SaaS company wanting fast time-to-value"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|Tipalti", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Tipalti** if global payables and supplier management are priorities"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|SAP Ariba", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex implementation (6-12 months), high cost (starts at $150K+/year), requires dedicated procurement staff"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|Coupa", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Premium pricing, long implementation, may be overkill for companies only needing invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|moonshot-small|Stripe Billing", "prompt": "c222-l3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Tech companies needing developer-friendly billing APIs"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|openai-small|SAP Concur Invoice", "prompt": "c222-l3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Concur Invoice** if your pain is **AP approvals and supplier invoice processing**."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|openai-small|Sage Intacct", "prompt": "c222-l3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Sage Intacct** if your pain is **billing complexity, revenue recognition, and finance visibility**."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c222-l3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Dynamics 365 Finance** if you need **enterprise ERP + invoice automation + Microsoft alignment**."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|openai-small|Oracle NetSuite", "prompt": "c222-l3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **NetSuite** if you want a **single cloud ERP** that includes invoicing and financial operations."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|NetSuite (Oracle)", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite (Oracle)** - Cloud ERP leader for mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|Sage Intacct", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct** - Finance-first cloud platform, strong in multi-entity accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|SAP (Concur/S4HANA)", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP (Concur/S4HANA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP (Concur/S4HANA)** - Comprehensive ERP for massive-scale globals."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|BILL", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL** - AI-driven AP/AR automation, scalable for growing enterprises."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|Tipalti", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tipalti** - Global mass payments and payables focus."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|Billtrust", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Billtrust** - AR-focused invoicing and collections."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|AvidXchange", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AvidXchange** - AP automation with industry-specific workflows."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|Basware", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Basware** - Leader in invoice lifecycle and e-invoicing compliance."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|xai-small|Medius", "prompt": "c222-l3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Gartner/Forrester leaders: Basware, Medius"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|NetSuite", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose NetSuite or Sage Intacct if you need a financial system of record"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|Sage Intacct", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A \"finance-first\" cloud financial management platform."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|Vertex", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Vertex or Sovos if you are expanding globally"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|Sovos", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A compliance platform focused on VAT/GST and cross-border reporting."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|SAP Concur", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Its AP capabilities are excellent, but it is not as deep in pure invoice processing as dedicated AP platforms like Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|Medius", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "While Medius is built specifically for AP automation, SAP Concur is often part of a larger \"Travel & Expense\" ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|Tipalti", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose Tipalti if you need to automate payments to thousands of suppliers"}, {"id": "mai-20260917-1752-baseline-2|c222-l3|zai-small|HighRadius", "prompt": "c222-l3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose HighRadius if your primary pain point is cash flow"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Tipalti", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Tipalti** is the industry leader for predictable, scalable costs."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Zuora RevOps", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zuora RevOps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Top Pick: Zuora RevOps** or **Chargebee**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Chargebee", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Pick: Zuora RevOps** or **Chargebee**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Oracle NetSuite", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Top Pick: Oracle NetSuite** or **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|SAP S/4HANA", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Top Pick: Oracle NetSuite** or **SAP S/4HANA**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Microsoft Dynamics 365", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Alternative:** **Microsoft Dynamics 365**. Similar to NetSuite, this uses Azure-backed pricing."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|Xero", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Xero is excellent for price prediction, but may lack the granular audit trails required by Fortune 500 auditors compared to SAP."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|alibaba-small|QuickBooks", "prompt": "c222-l4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "want a cleaner UI than QuickBooks but lack the complexity of NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|anthropic-small|NetSuite ERP (by Oracle)", "prompt": "c222-l4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "NetSuite ERP (by Oracle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it the best app for invoicing clients of large businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|anthropic-small|Coupa", "prompt": "c222-l4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa is built for medium-sized to large enterprises and features e-invoicing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|anthropic-small|Salesforce Revenue Cloud", "prompt": "c222-l4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "comprehensive suite of billing and revenue management features for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|anthropic-small|Zuora", "prompt": "c222-l4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zuora does not publicly list pricing; contact their sales team for more information"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|anthropic-small|Invoice Ninja", "prompt": "c222-l4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "may become expensive at larger user counts"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|Tipalti", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from these results is **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|HighRadius", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For very large enterprises with complex workflows, **HighRadius, Basware, Coupa, and SAP** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|Basware", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius, Basware, Coupa, and SAP** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|Coupa", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HighRadius, Basware, Coupa, and SAP** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|SAP", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you need broad enterprise compliance and ERP depth:** **SAP**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|challenger-small|BILL", "prompt": "c222-l4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best if you want AP automation with transparent per-user pricing but smaller teams:** **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Tipalti", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is the strongest pragmatic choice because it combines unlimited users with a fixed base fee"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Xero", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your needs are simpler, **Xero** gives you truly flat-rate pricing with unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Oracle", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "typically quote a **fixed annual subscription** covering unlimited users, with separate implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|SAP", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "These platforms (Oracle Fusion, SAP, Coupa AP Automation) typically quote a **fixed annual subscription**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Coupa", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa AP Automation) typically quote a **fixed annual subscription** covering unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Salesforce Billing", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Salesforce Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Custom Enterprise Quote (Oracle, SAP, Coupa, Salesforce Billing)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Invoice Ninja Enterprise", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a true enterprise-scale platform (no complex compliance, multi-entity, or global payments)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|BILL", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid: **Per-user pricing** (e.g., BILL at $49\\u2013$89/user/month \\u2192 ... untenable)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|deepseek-small|Stripe Billing", "prompt": "c222-l4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Stripe Billing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Stripe Billing's 0.7% on total billing volume) which make total cost hard to forecast"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|QuickBooks Enterprise", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional software-as-a-service (SaaS) invoicing and accounting tools (like QuickBooks Enterprise, Salesforce Billing, or Sage) can quickly become financially unsustainable"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|Salesforce Billing", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Salesforce Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can quickly become financially unsustainable... charge on a **per-user (per-seat) basis**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|Sage", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Sage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can quickly become financially unsustainable... charge on a **per-user (per-seat) basis**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|Acumatica", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Acumatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Acumatica** is the premier choice"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|BillingPlatform", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "BillingPlatform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best Complex & High-Volume Billing Option: **BillingPlatform**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|Xero", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xero** is a highly competitive contender"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|Invoice Ninja (Enterprise)", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Invoice Ninja (Self-Hosted)** is an excellent option"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|TimelyBill", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "TimelyBill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "TimelyBill charges based on billing records rather than seats"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|google-small|CollaborateMD", "prompt": "c222-l4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "CollaborateMD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A massive billing and claims engine for healthcare organizations"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|meta-small|Zoho Invoice", "prompt": "c222-l4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Zoho Invoice, QuickBooks Online, and other software listed in the search results."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|meta-small|QuickBooks Online", "prompt": "c222-l4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Zoho Invoice, QuickBooks Online, and other software listed in the search results."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|ServiceFusion", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "ServiceFusion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ServiceFusion** (all‑plan flat $192‑$498/mo) – unlimited users & invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Factura.ai", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Factura.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Factura.ai** – $50/location/mo, unlimited users & invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Skynova", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Skynova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Skynova Pro** – $22/mo unlimited users & invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Invoice Tracker (eBllity)", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Tracker (eBllity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "UI is dated; limited automation, no native payment processing beyond basic integration."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|UniBee (cloud or self‑hosted)", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "UniBee (cloud or self‑hosted)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**UniBee** (self‑hosted or managed) – flat fee for unlimited usage, fully customizable."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Oracle NetSuite", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Negotiate a **multi‑year site license** (often $100K‑$300K/yr) that covers all named users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|SAP S/4HANA", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lock in a **fixed annual subscription** that includes all users and unlimited transactions"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Request a **Enterprise Agreement (EA)** with a fixed yearly payment"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Sage Intacct", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Negotiate a **flat‑rate subscription** that bundles all users and unlimited transactions"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Tipalti (AP/AR automation)", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti (AP/AR automation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Per‑invoice (often $0.20‑$0.50) but also offers **enterprise packages**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Chargebee", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "UniBee, Chargebee, Zuora if you need this on top of invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Zuora", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "UniBee, Chargebee, Zuora if you need this on top of invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|minimax-small|Invoice Ninja", "prompt": "c222-l4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Skynova's free forever plan, Invoice Ninja's free tier"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|mistral-small|Tipalti", "prompt": "c222-l4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** (unlimited users at a flat rate) and **HighRadius** (outcome-based pricing) are the strongest options"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|mistral-small|BILL (formerly Bill.com)", "prompt": "c222-l4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Offers per-user subscriptions starting at $49/user/month, but for very large teams, it's worth negotiating an enterprise plan"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|mistral-small|HighRadius", "prompt": "c222-l4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**HighRadius** (outcome-based pricing) are the strongest options"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|SAP Ariba", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Ariba** and **Coupa** are the strongest fits for true enterprise scale with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|Coupa", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Ariba** and **Coupa** are the strongest fits for true enterprise scale with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|Tipalti", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prices by company rather than by seat, making it predictable for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|Stampli", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Designed to wrap around your existing ERP without forcing you to pay per approver"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|BILL", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pricing Models to Avoid for Large User Bases ... BILL ($45-89/user)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|moonshot-small|Ramp Plus", "prompt": "c222-l4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Ramp Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Pricing Models to Avoid for Large User Bases ... Ramp Plus ($15/user)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|openai-small|SAP S/4HANA Cloud for contract accounting and invoicing", "prompt": "c222-l4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP S/4HANA Cloud for contract accounting and invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want my single default recommendation: **SAP S/4HANA Cloud for contract accounting and invoicing**."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|openai-small|Microsoft Dynamics 365 Finance", "prompt": "c222-l4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want enterprise finance plus invoicing with **published licensing guidance**"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|openai-small|Oracle Fusion Cloud invoicing / invoice processing", "prompt": "c222-l4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Oracle Fusion Cloud invoicing / invoice processing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong enterprise option, but Oracle's cloud pricing often varies by service and usage, so it can be less straightforward to model"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|openai-small|BILL", "prompt": "c222-l4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **not** pick a tool like **BILL** if your main requirement is predictable cost across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|Oracle NetSuite", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "### Strong Alternative: **Oracle NetSuite** (Full ERP with Invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|Tipalti", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### Top Recommendation: **Tipalti** (Best for Predictable Base + Scalable Costs)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|SAP Ariba", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Volume-tiered subscriptions (3–36 months); unlimited users, fixed entitlements."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|QuickBooks", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "per-user SMB tools (e.g., QuickBooks, BILL, FreshBooks), which become prohibitively expensive at scale"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|BILL", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid per-user traps**: Tools like BILL ($49+/user/mo)"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|FreshBooks", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "per-user SMB tools (e.g., QuickBooks, BILL, FreshBooks), which become prohibitively expensive at scale"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|Coupa", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Negotiated flat fees for core modules (procure-to-invoice); scales without linear user hikes."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|HighRadius", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Outcome-based (gain-share % of savings) | Zero upfront"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|xai-small|Sage Intacct", "prompt": "c222-l4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid per-user traps: Tools like BILL ($49+/user/mo) or Sage Intacct ($150+/user/mo) scale linearly—unsustainable"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Tipalti", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is widely considered the industry leader for companies needing to manage both Accounts Payable ... and Accounts Receivable ... with a flat pricing model."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Odoo", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Odoo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Odoo (Best for Self-Hosted / Flat Fee) ... The Catch: This requires more technical maintenance"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Zoho One", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company needs more than just invoicing ... Zoho One is the strongest contender."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Bill.com", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but be warned: their pricing starts at $45/user and goes up to $89/user, which would cost you $45,000 to $89,000 per month"}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Invoice Ninja", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid standard invoicing tools (like Invoice Ninja, FreshBooks, or Xero) for this specific scale."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|FreshBooks", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid standard invoicing tools (like Invoice Ninja, FreshBooks, or Xero) for this specific scale."}, {"id": "mai-20260917-1752-baseline-2|c222-l4|zai-small|Xero", "prompt": "c222-l4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid standard invoicing tools (like Invoice Ninja, FreshBooks, or Xero) for this specific scale."}, {"id": "mai-20260917-1752-baseline-2|c222-l5|meta-small|Invoiced by Flywire", "prompt": "c222-l5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Invoiced by Flywire: Offers accounts receivable automation, global payments, and PCI DSS Level 1 certification."}, {"id": "mai-20260917-1752-baseline-2|c222-l5|meta-small|Vic.ai", "prompt": "c222-l5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Holds SOC 1 Type II and SOC 2 Type II certifications, supports SSO via Auth0, and follows an ISO 27001 framework."}, {"id": "mai-20260917-1752-baseline-2|c222-l5|meta-small|Orb", "prompt": "c222-l5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Orb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides billing software with tax automation, SOC 1 and SOC 2 Type II certification, and 99.99% uptime SLAs"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|meta-small|Sage Intacct", "prompt": "c222-l5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise invoicing software solutions that offer advanced features and integrations."}, {"id": "mai-20260917-1752-baseline-2|c222-l5|meta-small|Certinia", "prompt": "c222-l5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Certinia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprise invoicing software solutions that offer advanced features and integrations."}, {"id": "mai-20260917-1752-baseline-2|c222-l5|moonshot-small|Tipalti", "prompt": "c222-l5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Tipalti**, **Medius**, **Sovos**, and **Pagero** are frequently mentioned for enterprise invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|moonshot-small|Medius", "prompt": "c222-l5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Tipalti**, **Medius**, **Sovos**, and **Pagero** are frequently mentioned"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|moonshot-small|Sovos", "prompt": "c222-l5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Tipalti**, **Medius**, **Sovos**, and **Pagero** are frequently mentioned"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|moonshot-small|Pagero", "prompt": "c222-l5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Tipalti**, **Medius**, **Sovos**, and **Pagero** are frequently mentioned"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|xai-small|Bill.com", "prompt": "c222-l5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors (e.g., Bill.com, Tipalti, AvidXchange for scale)"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|xai-small|Tipalti", "prompt": "c222-l5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-5 vendors (e.g., Bill.com, Tipalti, AvidXchange for scale)"}, {"id": "mai-20260917-1752-baseline-2|c222-l5|xai-small|AvidXchange", "prompt": "c222-l5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-5 vendors (e.g., Bill.com, Tipalti, AvidXchange for scale)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Wave Payments", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: Lack of Workflow Controls"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|PayPal Invoicing", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to Avoid: ... Invoices sent via PayPal or Square often sit outside your main ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Square Invoices", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to Avoid: ... Data Silos"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Venmo for Business", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Venmo for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: Wave Payments, PayPal Invoicing, Square Invoices, Venmo for Business. Why to Avoid"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|QuickBooks Online (Core)", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online (Core)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to Be Cautious: Multi-Entity Challenges"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Xero (Standard)", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero (Standard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like QuickBooks Online and Xero treat subsidiaries clunkily"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|FreshBooks", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why to Be Cautious: ... hit a \"hard ceiling\" when transitioning to enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Zoho Books (Standard)", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Books (Standard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to Be Cautious: ... Global Compliance Gaps"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Coupa", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "governed exceptions management found in platforms like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|SAP Ariba", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "found in platforms like Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Canva (Invoice Templates)", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Canva (Invoice Templates)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Why to Avoid: Zero Reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Google Docs templates", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Google Docs templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "basic Google Docs templates ... Why to Avoid: Zero Reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Sage 50", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sage 50", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Old versions of Sage 50 or QuickBooks Desktop ... Why to Avoid"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|QuickBooks Desktop", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Legacy \"Desktop-First\" Software ... Why to Avoid: Connectivity Issues"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|SAP S/4HANA", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "SAP S/4HANA or Oracle NetSuite: These handle invoicing as part of a massive ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Oracle NetSuite", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "SAP S/4HANA or Oracle NetSuite: These handle invoicing as part of a massive ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|HighRadius", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Specialized AP/AR Automation: HighRadius, Kantata, or Vendavo"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Kantata", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Kantata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "HighRadius, Kantata, or Vendavo: Focused specifically on improving cash flow"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Vendavo", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Vendavo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "HighRadius, Kantata, or Vendavo"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Tipalti", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Tipalti or Ramp: These are excellent for managing global vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|alibaba-small|Ramp", "prompt": "c222-l6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Tipalti or Ramp: These are excellent for managing global vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|anthropic-small|SAP Ariba", "prompt": "c222-l6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Ariba has surrounding cost, complexity, and reporting limitations that mean mid-market buyers pay an enterprise-scale price"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|anthropic-small|Coupa", "prompt": "c222-l6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise platforms like SAP Ariba, Coupa, Ivalua, and GEP SMART each carry specific gaps including mobile stability issues, dated reporting, or enterprise-scale cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|anthropic-small|Ivalua", "prompt": "c222-l6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ivalua lacks a mobile application, limiting invoice approvals and reconciliation to desktop only, combined with a 9-month average implementation timeline"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|anthropic-small|GEP SMART", "prompt": "c222-l6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "each carry specific gaps including mobile stability issues, dated reporting, or enterprise-scale cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|challenger-small|NetSuite", "prompt": "c222-l6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safer shortlist is usually **enterprise ERP-centric or compliance-centric platforms** such as NetSuite, SAP Concur Invoice, or e-invoicing compliance platforms like Sovos or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|challenger-small|SAP Concur Invoice", "prompt": "c222-l6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "such as NetSuite, SAP Concur Invoice, or e-invoicing compliance platforms like Sovos or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|challenger-small|Sovos", "prompt": "c222-l6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "e-invoicing compliance platforms like Sovos or Pagero, depending on whether the priority is finance control, AP automation, or cross-border compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|challenger-small|Pagero", "prompt": "c222-l6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e-invoicing compliance platforms like Sovos or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Wave Accounting", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Free, but deliberately limited... it's a non-starter for an enterprise."}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|FreshBooks", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid **Wave, FreshBooks, and generic/free tools** outright"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|QuickBooks", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "treat **QuickBooks** and **native ERP billing modules** (like NetSuite) with caution"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Intuit Enterprise Suite", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Intuit Enterprise Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Intuit does have a newer **Enterprise Suite** that fixes some consolidation gaps, but ... you should be evaluating a real ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|NetSuite's native/SuiteBilling module", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite's native/SuiteBilling module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "This is the cautionary tale for \"we already have an ERP, so we'll just use its invoicing.\""}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Tipalti", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Accounts-payable automation suites like Tipalti, Basware, Medius, and SAP Ariba for high-volume, multi-currency, global invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Basware", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Compliance-focused e-invoicing platforms (Sovos, Basware)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Medius", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "like Tipalti, Basware, Medius, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|SAP Ariba", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "like Tipalti, Basware, Medius, and SAP Ariba for high-volume, multi-currency, global invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|deepseek-small|Sovos", "prompt": "c222-l6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Compliance-focused e-invoicing platforms (Sovos, Basware) if you operate across borders with tax mandates"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Wave", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Solopreneur & Micro-SMB Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|FreshBooks", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Solopreneur & Micro-SMB Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|HoneyBook", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "HoneyBook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Solopreneur & Micro-SMB Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Bonsai", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Bonsai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Solopreneur & Micro-SMB Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Square Invoices", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Solopreneur & Micro-SMB Platforms (Avoid Completely)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|QuickBooks Online (QBO)", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Standard Mid-Market Accounting Suites (Approach with Extreme Caution)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Xero", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Standard Mid-Market Accounting Suites (Approach with Extreme Caution)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Zuora", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "enterprises should seek out robust **billing engines** (e.g., *Zuora, Stripe Billing, Chargebee, Metronome, Orb*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Stripe Billing", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "billing engines** (e.g., *Zuora, Stripe Billing, Chargebee, Metronome, Orb*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Chargebee", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "billing engines** (e.g., *Zuora, Stripe Billing, Chargebee, Metronome, Orb*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Metronome", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Metronome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "billing engines** (e.g., *Zuora, Stripe Billing, Chargebee, Metronome, Orb*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Orb", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Orb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "billing engines** (e.g., *Zuora, Stripe Billing, Chargebee, Metronome, Orb*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|HighRadius", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "accounts receivable (AR) and cash application automation platforms** (e.g., *HighRadius, BlackLine, Billtrust, Quadient AR*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|BlackLine", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "(e.g., *HighRadius, BlackLine, Billtrust, Quadient AR*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Billtrust", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "(e.g., *HighRadius, BlackLine, Billtrust, Quadient AR*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|google-small|Quadient AR", "prompt": "c222-l6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "(e.g., *HighRadius, BlackLine, Billtrust, Quadient AR*)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|PayPal Invoicing", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it may not be robust enough for midsize and enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Zoho Invoice", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "may not be suitable for large enterprises with complex invoicing needs"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Bill.com", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "may not be the best fit for large enterprises with high-volume AP exception workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Stampli", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "may not be the best fit for large enterprises with complex invoicing needs"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Rippling Spend", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Rippling Spend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A robust AP platform suitable for midsize and enterprise companies."}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Tipalti", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "An enterprise-grade AP automation platform built for companies processing hundreds or thousands of invoices per month"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|SAP Concur", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Suitable for large enterprises with high-volume AP exception workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|meta-small|Vertex", "prompt": "c222-l6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Suitable for large enterprises with complex tax accuracy needs"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Invoiced", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid tools with poor enterprise track records (like Invoiced, Simpro for complex needs)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Simpro", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Simpro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid for multi-entity enterprises requiring flexibility."}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|FreshBooks", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Examples to avoid:** Basic versions of tools like FreshBooks, Zoho Invoice, QuickBooks Online (without enterprise add-ons), and Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Zoho Invoice", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples to avoid:** Basic versions of tools like FreshBooks, Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|QuickBooks Online", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "QuickBooks Online (without enterprise add-ons), and Wave when used for large-scale operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Wave", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "and Wave when used for large-scale operations"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Tipalti", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For AP automation**: Tipalti, Medius, Quadient AP, Rossum, SprintAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Medius", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For AP automation**: Tipalti, Medius, Quadient AP, Rossum, SprintAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Quadient AP", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Quadient AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For AP automation**: Tipalti, Medius, Quadient AP, Rossum, SprintAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Rossum", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Rossum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**For AP automation**: Tipalti, Medius, Quadient AP, Rossum, SprintAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|SprintAP", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "SprintAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For AP automation**: Tipalti, Medius, Quadient AP, Rossum, SprintAP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Sovos", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**For compliance**: Sovos, Pagero"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Pagero", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**For compliance**: Sovos, Pagero"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Zuora", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**For enterprise billing**: Zuora, Stripe Billing, Chargebee (enterprise tier)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Stripe Billing", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**For enterprise billing**: Zuora, Stripe Billing, Chargebee (enterprise tier)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|Chargebee", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**For enterprise billing**: Zuora, Stripe Billing, Chargebee (enterprise tier)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|minimax-small|SAP Concur", "prompt": "c222-l6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "**For SAP-centric enterprises**: SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Wave", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Free tier designed for solo businesses; lacks multi-entity support, advanced reporting, and enterprise integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Zoho Invoice (Free)", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice (Free)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Revenue-capped at $50K annually; limited scalability; basic reporting; only email support"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|FreshBooks", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Built for freelancers and service businesses; caps on billable clients at lower tiers"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|QuickBooks Online (Standard Plans)", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online (Standard Plans)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Becomes prohibitively expensive at scale ($275/month for Advanced); not designed for complex multi-entity structures"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Bill.com", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best for under 200 employees; basic AP automation with manual processes; may require migration as you scale"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Stampli", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing model becomes expensive at high volumes; payment execution capabilities limited"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Airbase", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "May not pair well with complex business needs; approval workflows can break with urgent requests"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|SAP Concur", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "NetSuite integration historically problematic; lengthy implementation times; frequent posting errors"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Tipalti", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "High-volume AP (1000+ invoices/month) ... Consider Instead: Tipalti, Coupa, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Coupa", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Consider Instead | Tipalti, Coupa, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|SAP Ariba", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider Instead | Tipalti, Coupa, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|NetSuite", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Complex multi-entity structure ... Consider Instead: NetSuite, Sage Intacct, Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Sage Intacct", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Consider Instead | NetSuite, Sage Intacct, Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Oracle ERP", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Consider Instead | NetSuite, Sage Intacct, Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Orb", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Orb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Usage/AI-based billing ... Consider Instead: Orb, Metronome"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Metronome", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Metronome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Usage/AI-based billing ... Orb, Metronome, custom enterprise billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|moonshot-small|Coupa Pay", "prompt": "c222-l6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Coupa Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Global vendor payments ... Consider Instead: Tipalti, Coupa Pay"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|QuickBooks Online/Desktop", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online/Desktop", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** (SMB/Freelancer-Focused – Unsuitable for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|FreshBooks", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Client caps ... Not for product-based businesses, multi-entity, or 50+ employee teams."}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Zoho Invoice", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lacks scalability for high workloads—Zoho themselves recommends upgrading to Zoho Billing"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Wave", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Free/basic for solopreneurs/freelancers (<10 employees) ... Not for complex or growing operations."}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Bill.com (BILL)", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools to **Be Cautious With** ... limited for complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|NetSuite", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for enterprise-grade like **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|SAP Concur", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Opt for enterprise-grade like **NetSuite**, **SAP Concur**"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Sage Intacct", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sage Intacct**, **Tipalti**, **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Tipalti", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Tipalti**, **Basware**, or **Oracle NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|xai-small|Basware", "prompt": "c222-l6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Basware**, or **Oracle NetSuite** for seamless ERP ties"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|BillQuick (BQE Software)", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "BillQuick (BQE Software)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Critical vulnerability exploited to deploy ransomware (CVE-2021-42258)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|FreshBooks", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SQL injection vulnerability in API access points (June 2024)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|QuickBooks Enterprise", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Payment gateway vulnerability enabling authentication bypass (March 2024)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|Readsoft Invoice Processing", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Readsoft Invoice Processing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Multiple critical vulnerabilities including XSS, reflected/stored cross-site scripting"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|Invoicely", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "178,519 files ... exposed via unencrypted, non-password-protected S3 bucket (2025)"}, {"id": "mai-20260917-1752-baseline-2|c222-l6|zai-small|Salesforce", "prompt": "c222-l6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Breaches through OAuth tokens in third-party apps, not Salesforce itself"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|alibaba-small|Billforward", "prompt": "c222-m1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Billforward", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Billforward was built specifically for the mid-market gap between simple invoicing apps and expensive enterprise suites."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|alibaba-small|ChargeOver", "prompt": "c222-m1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "ChargeOver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Subscription-based or recurring billing models... ChargeOver excels at retaining revenue."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|alibaba-small|Oracle NetSuite SuiteBilling", "prompt": "c222-m1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Oracle NetSuite SuiteBilling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses NetSuite for ERP, using SuiteBilling ensures your data stays in one source of truth."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|alibaba-small|Vendormedia", "prompt": "c222-m1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Vendormedia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vendormedia is specialized for this trade logic."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|alibaba-small|Bill.com", "prompt": "c222-m1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bill.com is often cited as the leader in payment processing, but its invoicing capabilities are strong"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|anthropic-small|Sage Intacct", "prompt": "c222-m1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Intacct** is a cloud-based ERP solution designed for mid-market companies handling complex financial operations, automating invoicing, accounts receivable management"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|anthropic-small|Bill.com", "prompt": "c222-m1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bill.com** is the best match for mid-market finance teams automating approvals and payment workflows across AP invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|anthropic-small|Younium", "prompt": "c222-m1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Younium** is a strong fit for mid-market and enterprise SaaS companies that manage recurring subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|anthropic-small|DealHub AI", "prompt": "c222-m1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "DealHub AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DealHub AI** is a strong fit for B2B sales and revenue operations teams at mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|challenger-small|Invoiced", "prompt": "c222-m1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Invoiced**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|challenger-small|QuickBooks Online", "prompt": "c222-m1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|challenger-small|NetSuite", "prompt": "c222-m1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for mid-market and enterprise with complex billing structures"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|challenger-small|BILL", "prompt": "c222-m1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Positioned for startups to mid-market with invoice coding and workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Invoiced (by Flywire)", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoiced** or **Billtrust** are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Billtrust", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Invoiced** or **Billtrust** are the strongest all-around choices"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Chargebee", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company runs primarily on **subscription/recurring billing**, **Chargebee** is the safest and most complete bet"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|BILL (Bill.com)", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternatives | **BILL (Bill.com)** | AP + AR automation"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Quadient AR (formerly YayPay)", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market B2B collections (500+ invoices/month)"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|HighRadius", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large mid-market & enterprise"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Tipalti", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global payables & invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Versapay", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Collections collaboration"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Sage Intacct", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mid-market needing full ERP with native AR"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|Zoho Invoice", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If lower volume, **Zoho Invoice or QuickBooks Online** may suffice."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|deepseek-small|QuickBooks Online", "prompt": "c222-m1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "If lower volume, **Zoho Invoice or QuickBooks Online** may suffice."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|QuickBooks", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard small-business invoicing tools like QuickBooks, Wave, or FreshBooks fall short"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Wave", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools like QuickBooks, Wave, or FreshBooks fall short"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|FreshBooks", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like QuickBooks, Wave, or FreshBooks fall short"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Versapay", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Versapay is a leader in \"collaborative AR.\""}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Quadient AR (formerly YayPay)", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market collections teams requiring predictive cash flow analytics."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Invoiced", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Invoiced is incredibly flexible, offering an out-of-the-box customer portal"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Chargebee", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: B2B SaaS and subscription-heavy companies."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Orb", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Orb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: High-volume, complex *usage-based (metered)* billing."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Lago", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Lago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Orb and Lago act as infrastructure layers that ingest raw data events in real-time"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|Billtrust", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Billtrust is a powerhouse for \"Cash Application\""}, {"id": "mai-20260917-1752-baseline-2|c222-m1|google-small|BILL (formerly Bill.com)", "prompt": "c222-m1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for: Growing mid-market businesses transitioning out of QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|meta-small|BILL", "prompt": "c222-m1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BILL - Scalable, AI-powered AP automation with transparent pricing, ideal for startups to mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|meta-small|Tipalti", "prompt": "c222-m1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tipalti - Global payables across multiple countries and currencies, suitable for mid-market to enterprise companies."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|meta-small|AvidXchange", "prompt": "c222-m1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AvidXchange - Industry-specific AP for the middle market, offering 240 integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|meta-small|Invoiced", "prompt": "c222-m1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Invoiced - Recurring billing, dunning, e-invoicing compliance, suitable for mid-market and enterprise companies."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|BILL", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** ($49/user) is often cited as the best overall for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|Tipalti", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have complex global needs, **Tipalti** excels in multi-currency and tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|AvidXchange", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Industry-specific AP for middle market | Quote-based | 240 integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|Stampli", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies prioritizing ERP integration, **Stampli** offers the most connections."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|Ramp", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free AP tier, corporate cards + AP in one platform"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|Invoiced", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From $500/month – Recurring billing, dunning management"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|Precoro", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$499-999/month – OCR capturing, two/three-way matching"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|minimax-small|SAP", "prompt": "c222-m1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-grade billing and compliance for midsize/large businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|mistral-small|SAP", "prompt": "c222-m1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP and Invoiced are excellent for comprehensive invoicing and compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|mistral-small|Invoiced", "prompt": "c222-m1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SAP and Invoiced are excellent for comprehensive invoicing and compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|mistral-small|BILL", "prompt": "c222-m1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL, Tipalti, and AvidXchange offer strong automation and global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|mistral-small|Tipalti", "prompt": "c222-m1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL, Tipalti, and AvidXchange offer strong automation and global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|mistral-small|AvidXchange", "prompt": "c222-m1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL, Tipalti, and AvidXchange offer strong automation and global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|moonshot-small|HighRadius", "prompt": "c222-m1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Best Overall for Mid-Market: HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|moonshot-small|Versapay", "prompt": "c222-m1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Best for Customer Self-Service: Versapay**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|moonshot-small|Billtrust", "prompt": "c222-m1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Best for Invoice-to-Cash Workflow: Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|moonshot-small|Invoiced", "prompt": "c222-m1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Start with Invoiced or Bill.com** if budget is a concern"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|moonshot-small|Bill.com", "prompt": "c222-m1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Best for AP/AR Combined: Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|openai-small|NetSuite SuiteBilling / NetSuite billing", "prompt": "c222-m1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite SuiteBilling / NetSuite billing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **NetSuite SuiteBilling / NetSuite billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|openai-small|Sage Intacct", "prompt": "c222-m1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sage Intacct**: strong if your priority is finance controls and AP/AR automation."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|openai-small|QuickBooks Enterprise / QuickBooks Online mid-market tools", "prompt": "c222-m1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Enterprise / QuickBooks Online mid-market tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's generally not as strong as NetSuite for sophisticated B2B billing complexity"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|openai-small|BILL AP/AR", "prompt": "c222-m1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if your pain point is approval workflows and invoice automation more than full ERP-style billing"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|xai-small|BILL (formerly Bill.com)", "prompt": "c222-m1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid-market AP/AR automation and B2B invoicing**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|xai-small|NetSuite", "prompt": "c222-m1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for comprehensive ERP-integrated invoicing in growing mid-market/enterprise"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|xai-small|QuickBooks Online (Advanced/Enterprise tiers)", "prompt": "c222-m1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online (Advanced/Enterprise tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for established mid-market teams wanting familiar, accounting-led invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|xai-small|Xero", "prompt": "c222-m1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for international/multi-currency B2B invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|xai-small|Chargebee", "prompt": "c222-m1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for subscription-heavy B2B (e.g., SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Invoiced (by Flywire)", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for mid‑market B2B:** **Invoiced (by Flywire)** if you want end‑to‑end AR automation and global payments."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Chargebee", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for subscription billing:** **Chargebee**."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|QuickBooks Online (Plus)", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online (Plus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for accounting + invoicing:** **QuickBooks Online (Plus)**."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Zoho Invoice", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for budget‑conscious teams:** **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Zoho Billing", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zoho Billing** (more advanced subscription features) starts at $50/month."}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Xero", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Xero** | Cloud‑based accounting + invoicing | ~$45/month (starter) |"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|SAP", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **SAP** | Midsize and large businesses | Custom |"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Stripe Billing", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Stripe Billing** | Developers & SaaS with usage‑based billing |"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Recurly", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Recurly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Recurly** | US‑focused SaaS subscriptions | ~$250–$500/month |"}, {"id": "mai-20260917-1752-baseline-2|c222-m1|zai-small|Maxio", "prompt": "c222-m1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Maxio** | B2B SaaS billing + ARR management | Custom |"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|QuickBooks Online", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** The all-around standard choice; companies that need robust accounting alongside invoicing... It is the industry leader."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|FreshBooks", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best For:** Service-based businesses (Agencies, Consulting, SaaS) that rely heavily on time tracking."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|Bill.com", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Companies focused strictly on cash flow and automated collections."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|Xero", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Businesses that want a cleaner interface than QuickBooks but need powerful reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|Harmonise", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Harmonise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Do we need Project Management integration?** (If yes, choose **FreshBooks** or **Harmonise**)"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|Invoice Ninja", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Invoice Ninja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "look at **Invoice Ninja** or the **Billing API** side of **Stripe**, though these are more technical"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|alibaba-small|Stripe", "prompt": "c222-m2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "the **Billing API** side of **Stripe**, though these are more technical"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|FreshBooks", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Great for professional invoicing with strong automation, time tracking, and expense management."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|Zoho Invoice", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Excellent value with robust features including recurring invoices, multi-currency support"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|QuickBooks Online", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong if you need integrated accounting"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|Wave", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free option with solid invoicing features... though limited advanced features."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|Square Invoices", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Simple, clean interface with good payment processing integration"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|anthropic-small|Stripe Invoicing", "prompt": "c222-m2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Excellent if you already use Stripe for payments; seamlessly integrated."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|challenger-small|QuickBooks Online", "prompt": "c222-m2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **QuickBooks Online** if you want the best all-around fit for invoicing tied to accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|challenger-small|BILL AP/AR", "prompt": "c222-m2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL AP/AR** if your priority is stronger invoice approval and receivables automation"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|deepseek-small|Invoiced (by Flywire)", "prompt": "c222-m2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company specifically, **Invoiced** is the strongest dedicated choice."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|deepseek-small|QuickBooks Online", "prompt": "c222-m2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a single platform for full accounting plus invoicing... Be aware of frequent price increases and per-user caps"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|deepseek-small|Xero", "prompt": "c222-m2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** offers the best value and usability among accounting suites."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|deepseek-small|Zoho Invoice / Zoho Billing", "prompt": "c222-m2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice / Zoho Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A cost-effective option... though more limited for complex B2B collections."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Wave", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard billing tools (like Wave or basic QuickBooks) quickly become insufficient"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|QuickBooks", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard billing tools (like Wave or basic QuickBooks) quickly become insufficient"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Invoiced (by Flywire)", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Mid-Market B2B: **Invoiced (by Flywire)**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Versapay", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Dispute-Heavy & Collaborative Billing: **Versapay** or **Quadient (YayPay)**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Quadient (YayPay)", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Dispute-Heavy & Collaborative Billing: **Versapay** or **Quadient (YayPay)**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Chargebee", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Subscription & Contract-Based B2B (SaaS): **Chargebee** or **Stripe Billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Stripe Billing", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Subscription & Contract-Based B2B (SaaS): **Chargebee** or **Stripe Billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Zoho Books", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Core Accounting-Native Invoicing: **Zoho Books** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Xero", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best Core Accounting-Native Invoicing: **Zoho Books** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Billtrust", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "look for tools with robust automated payment matching like Invoiced or Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Esker", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "you will need tools like Esker, Invoiced, or Sufio"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|google-small|Sufio", "prompt": "c222-m2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sufio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "you will need tools like Esker, Invoiced, or Sufio"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|meta-small|Zoho Invoice", "prompt": "c222-m2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated options include Zoho Invoice, Invoiced, and other software"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|meta-small|Invoiced", "prompt": "c222-m2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated options include Zoho Invoice, Invoiced, and other software"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|minimax-small|Chaser", "prompt": "c222-m2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Chaser"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|minimax-small|Zoho Invoice", "prompt": "c222-m2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Zoho Invoice** if you need solid core invoicing at a better price point"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|minimax-small|SAP", "prompt": "c222-m2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Very powerful but more complex"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|minimax-small|QuickBooks Online", "prompt": "c222-m2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|mistral-small|Xero", "prompt": "c222-m2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** and **BILL AP/AR** are the most robust options"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|mistral-small|BILL AP/AR", "prompt": "c222-m2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero** and **BILL AP/AR** are the most robust options"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|mistral-small|Zoho Invoice", "prompt": "c222-m2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** or **Bill360** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|mistral-small|Bill360", "prompt": "c222-m2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** or **Bill360** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|QuickBooks Online", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Bill.com** ... or **QuickBooks Online Plus/Advanced** if you want a full accounting suite"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|Xero", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** — Best for Cloud-First Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|Bill.com", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Bill.com** if you need dedicated AP/AR automation with strong workflow features"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|FreshBooks", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** — Best for Service-Based B2B"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|Wave", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid free tools like Wave—they lack automation depth growing businesses need"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|moonshot-small|Tipalti", "prompt": "c222-m2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Xero (strong multi-currency) or Tipalti (for complex cross-border payments)"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|openai-small|Sage Intacct", "prompt": "c222-m2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My default pick: Sage Intacct"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|openai-small|QuickBooks Online Advanced", "prompt": "c222-m2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want something simpler and cheaper: QuickBooks Online Advanced"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|openai-small|BILL", "prompt": "c222-m2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also worth considering: BILL"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|openai-small|Xero", "prompt": "c222-m2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "especially if you already use QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|xai-small|QuickBooks Online", "prompt": "c222-m2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (specifically the Plus or Advanced plan) as the top online invoicing tool."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|xai-small|Xero", "prompt": "c222-m2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (Runner-up, ~$25–$90/mo): Unlimited users (ideal for teams), clean interface"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|xai-small|Zoho Invoice", "prompt": "c222-m2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** (Budget pick, free–$29/mo/org): Unlimited invoices ... Excellent value but lighter on full-scale B2B reporting"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|QuickBooks Online", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid‑sized B2B company, **QuickBooks Online** is the most balanced choice"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|Xero", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is a strong alternative, especially if you already use its bank‑feed ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|FreshBooks", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Great for service‑heavy firms but less robust for complex B2B billing."}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|Zoho Books", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best value if you're already in the Zoho ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|Chargebee", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "like complex usage‑based billing or strict e‑invoicing compliance—consider **Chargebee** or **Invoiced**"}, {"id": "mai-20260917-1752-baseline-2|c222-m2|zai-small|Invoiced", "prompt": "c222-m2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑market & enterprise with heavy recurring billing and compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|QuickBooks Online", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the gold standard for double-entry accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Xero", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **QuickBooks** or **Xero** if your biggest pain point is organizing your taxes"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|FreshBooks", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FreshBooks** if you charge by the hour and hate doing timesheets."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Zoho Invoice", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For:** Solo entrepreneurs and budget-conscious users."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Stripe Invoicing", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Stripe** if you are selling digital products or subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Square Invoices", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It is incredibly simple but lacks deep accounting features."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Wave", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for \"side hustlers\" or very early-stage startups looking for free invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|alibaba-small|Bill.com", "prompt": "c222-m3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for B2B companies that need to automate not just getting paid, but also paying out vendors"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Rho", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most commonly compared tools are Rho, QuickBooks, FreshBooks, Wave, Stripe Invoicing, Mercury, Xero, and Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|QuickBooks", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "QuickBooks is accounting software first, and invoicing is one part of a complete ledger"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|FreshBooks", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The most commonly compared tools are Rho, QuickBooks, FreshBooks, Wave..."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Wave", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wave is for a freelance graphic designer who wants to invoice in Canadian dollars for free"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Stripe Invoicing", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stripe Invoicing is for a SaaS startup processing payments across 135 currencies"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Mercury", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The most commonly compared tools are Rho, QuickBooks, FreshBooks, Wave, Stripe Invoicing, Mercury, Xero, and Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Xero", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The most commonly compared tools are ... Xero, and Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Zoho Invoice", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Providers like Bluevine, Square, Wave, and Zoho offer unlimited invoicing with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Bluevine", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integrated banking and invoicing platforms like Bluevine let you earn interest on payments accepted directly into your business checking account"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Square", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Providers like Bluevine, Square, Wave, and Zoho offer unlimited invoicing with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|Harvest", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Harvest is identified as the strongest purpose-built time-tracking-to-invoicing tool"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|anthropic-small|HoneyBook", "prompt": "c222-m3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HoneyBook is for a wedding photographer who needs proposals, contracts and deposits in one client flow"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|FreshBooks", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **FreshBooks** if you bill by the hour or want a polished client-facing workflow."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|QuickBooks Online", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **QuickBooks Online** if invoicing must connect tightly to bookkeeping, taxes, and accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Zoho Invoice", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Zoho Invoice** or **Wave** if cost is the biggest factor."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Wave", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Zoho Invoice** or **Wave** if cost is the biggest factor."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Xero", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Xero** if you want invoicing inside a broader accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Square Invoices", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Square Invoices** if you also sell in person or use Square POS."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Stripe Invoicing", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Stripe Invoicing** if your business is online and Stripe is already central to payments."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|BILL", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More focused on **automated billing and receivables** than basic invoice creation."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|Invoice Ninja", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stands out for **customization** and broader payment options"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|challenger-small|PayPal Invoicing", "prompt": "c222-m3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best if your customers already pay through **PayPal**."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|QuickBooks Online", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growing business already needs bookkeeping + invoicing** → **QuickBooks Online** or **Xero**."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|FreshBooks", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** buys you the smoothest invoicing-first experience"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Zoho Invoice", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** (free with revenue cap)"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Wave", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wave** is genuinely free for unlimited invoicing (but charges payment-processing fees)."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Xero", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing businesses, global needs"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Invoice Ninja", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Invoice Ninja** (open-source, self-hostable)"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Square Invoices", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Square**: strong for businesses selling physical goods/services at a point of sale or in-person."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Stripe Invoicing", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Developer/SaaS company** → **Stripe Invoicing**."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Harvest", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Harvest**: best for agencies needing robust time and expense tracking."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Bonsai", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bonsai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Bonsai** for an all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Paymo", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "FreshBooks, Harvest, Zoho, and Paymo have **built-in time tracking**"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|HoneyBook", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Bonsai/HoneyBook**: all-in-one for freelancers managing contracts, proposals"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|SAP", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**SAP/Sage**: enterprise-tier options for midsize/large businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|deepseek-small|Sage", "prompt": "c222-m3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**SAP/Sage**: enterprise-tier options for midsize/large businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|Zoho Invoice", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Solopreneurs, freelancers, and small businesses on a tight budget. ... It is 100% free."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|FreshBooks", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose FreshBooks if you run a client-facing agency, handle consulting projects"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|QuickBooks Online", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose QuickBooks Online if you have inventory, employees, or are preparing to scale"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|Xero", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Xero if you have a growing team, prioritize collaborative software"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|Wave Accounting", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Wave if you want a free invoicing solution but still need basic, automated bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|google-small|Square Invoices", "prompt": "c222-m3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Square Invoices if you run a local business, do face-to-face jobs"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|BILL", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BILL starts at $49/mo"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|SAP Concur", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top invoicing tools include BILL, SAP Concur, Quicken, Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Quicken", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Quicken", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top invoicing tools include BILL, SAP Concur, Quicken, Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Wave", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wave offers a free tier"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Patriot Software", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Patriot Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wave, Patriot Software, Xero, Clio"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Xero", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Xero is best for growing businesses wanting cloud-native accounting with global capabilities."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Clio", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Clio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Patriot Software, Xero, Clio, FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|FreshBooks", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "FreshBooks is known for its user friendliness"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|QuickBooks", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "QuickBooks is known for its mobile invoicing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Stripe Invoicing", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stripe Invoicing is best for online businesses and developers using Stripe for payments."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Zoho Invoice", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Zoho Invoice is best for businesses using Zoho apps"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|meta-small|Harvest", "prompt": "c222-m3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Harvest is best for freelancers and small businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|FreshBooks", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Time-Based Billing**: FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|QuickBooks Online", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Full Accounting**: QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Zoho Invoice", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best Overall Value**: Zoho Invoice (free plan is surprisingly robust)"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Wave", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Budget-Conscious**: Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Stripe Invoicing", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Online Businesses**: Stripe Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Square Invoices", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrates with point-of-sale, inventory management"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Xero", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong international features, loved by small businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Invoice Ninja", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Freelancers**: Invoice Ninja or FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Sage", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enterprises**: Sage, SAP, QuickBooks Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|SAP", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprises**: Sage, SAP, QuickBooks Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|QuickBooks Enterprise", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Enterprises**: Sage, SAP, QuickBooks Enterprise"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|minimax-small|Paymo", "prompt": "c222-m3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Time Tracking**: FreshBooks, Paymo excel here"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|FreshBooks", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Freelancers, consultants, and service providers who bill for time."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|Wave", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Budget-conscious freelancers, side hustlers, and small businesses starting out."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|QuickBooks Online", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Established businesses needing invoicing and comprehensive accounting together."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|Zoho Invoice", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Businesses using Zoho apps or wanting affordable full-featured invoicing."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|Stripe Invoicing", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Online businesses, SaaS companies, and developers using Stripe for payments."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|Xero", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Growing businesses wanting cloud-native accounting with global capabilities."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|mistral-small|Harvest", "prompt": "c222-m3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Time tracking and simple invoicing for small teams."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|QuickBooks Online", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** — *Best for Full Accounting Integration*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|FreshBooks", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** — *Best for Service Businesses & Freelancers*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|Xero", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** — *Best for Growing Businesses & Multi-Currency*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|Zoho Invoice", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** — *Best Free Option*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|Wave", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** — *Best Free Accounting + Invoicing*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|Stripe Invoicing", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Stripe Invoicing** — *Best for Developer-Friendly Automation*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|moonshot-small|Square Invoicing", "prompt": "c222-m3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Square Invoicing** — *Best for Retail & In-Person + Online*"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|Zoho Invoice", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want the best free invoicing tool?** Zoho Invoice."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|QuickBooks", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Want invoicing plus serious accounting?** QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|Xero", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is strong on integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|FreshBooks", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freelancer/service business wanting simplicity?** FreshBooks."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|Square Invoices", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already use Square for payments/POS?** Square Invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|openai-small|Wave", "prompt": "c222-m3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need free basic invoicing and accounting?** Wave."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Zoho Invoice", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Here are the most frequently top-ranked ones across sources: **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Square Invoices", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Square Invoices** ... Best For Retail/service, mobile"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|QuickBooks Online", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "QuickBooks/Xero for scaling with reports/payroll"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|FreshBooks", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FreshBooks excels in service-based time billing"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Xero", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For Accounting integration, multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Wave", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wave ... Startups, unlimited basics"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Stripe Invoices", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Developers/SaaS, automation"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|xai-small|Invoice Ninja", "prompt": "c222-m3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Invoice Ninja (another free option) offer robust free tiers for low-volume users"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|QuickBooks Online", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep US ecosystem; ... but can feel complex and has a steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Xero", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Clean UI, superior multi‑currency support, automation‑friendly; popular with accountants"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|FreshBooks", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simplest invoicing workflow; excellent time tracking & client portal"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Wave", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlimited invoices & clients; built‑in accounting & expense tracking"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Zoho Invoice", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free forever; integrates with other Zoho apps"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Invoice Ninja", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free up to 5 clients; open‑source/self‑host option"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|PayPal Invoicing", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Brand recognition; integrates directly with PayPal accounts"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Square Invoices", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free plan with unlimited invoices; integrates with Square POS"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Stripe Invoicing", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong for SaaS & subscriptions; developer‑friendly API"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|SAP Concur", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "it can be complex and costly to implement"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|BILL (Bill.com)", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AP automation, bill pay, invoice creation, budget control"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Ramp", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Combines corporate cards, expense management, and AP in one platform"}, {"id": "mai-20260917-1752-baseline-2|c222-m3|zai-small|Paymo", "prompt": "c222-m3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Paymo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "timesheets auto‑convert to invoices"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|alibaba-small|Wave", "prompt": "c222-m4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is strictly $0 per month, Wave is the industry leader."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|alibaba-small|Square Invoices", "prompt": "c222-m4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Service Businesses & Freelancers: Square Invoices"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|alibaba-small|Zoho Books", "prompt": "c222-m4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Freemium\" Business Suite: Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|alibaba-small|Stripe Invoicing", "prompt": "c222-m4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Payments: Stripe Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|Wave", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave offers a permanently free version with no monthly subscription, and its invoicing features are intuitive to navigate"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|FreshBooks", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wave, FreshBooks, Zoho Invoice, Paymo, and Invoice Ninja are top free choices"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|Zoho Invoice", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "free plans like those from Zoho Invoice or Square Invoices are part of a larger paid suite"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|Paymo", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paymo is the best free invoicing software with time tracking"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|Invoice Ninja", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Invoice Ninja is best in terms of features and customization"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|ZipBooks", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ZipBooks is noted as a best budget tool with time tracking that is affordable and beginner-friendly"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|anthropic-small|Square Invoices", "prompt": "c222-m4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "free plans like those from Zoho Invoice or Square Invoices are part of a larger paid suite"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|challenger-small|Zoho Invoice", "prompt": "c222-m4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "many recent reviews name **Zoho Invoice** as the top low-cost option because it has a generous free plan and strong automation"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|challenger-small|Wave", "prompt": "c222-m4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Wave** is the simplest free choice for very small businesses that mainly need basic invoicing and payments"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|challenger-small|FreshBooks", "prompt": "c222-m4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you can spend a bit more ... but it is not the cheapest paid option"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|challenger-small|QuickBooks Online", "prompt": "c222-m4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is usually more expensive"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|deepseek-small|Wave", "prompt": "c222-m4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **Wave** — it's the most complete genuinely-free solution"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|deepseek-small|Zoho Invoice", "prompt": "c222-m4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **Zoho Invoice** if you're a freelancer or small agency — it offers the most powerful free toolkit"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|deepseek-small|Invoicey", "prompt": "c222-m4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoicey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Invoicey** — Best Free Option for International Billing"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|deepseek-small|ZipBooks", "prompt": "c222-m4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ZipBooks** — Best Budget Option with Time Tracking"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|deepseek-small|FreshBooks", "prompt": "c222-m4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~$21/mo | Service teams | Polished UX (if you can stretch budget)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Wave Invoicing", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave Invoicing: Best Overall Free Software (US & Canada)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Zoho Invoice", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Invoice: Best Free Option Worldwide (With Limits)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Invoice Ninja", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Invoice Ninja: Best for Tech-Savvy Users & Micro-Businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Square Invoices", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Square Invoices is a top-tier choice"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Billbooks", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Billbooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Billbooks: Best Low-Cost Option for High-Volume Businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|google-small|Zoho Billing", "prompt": "c222-m4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "forced to upgrade to Zoho's paid ecosystem (Zoho Billing or Zoho Books)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|meta-small|Billdu", "prompt": "c222-m4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "Billdu", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best invoicing software for a company with a limited budget includes Billdu (from $4.99/mo)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|meta-small|Invoice Ninja Pro", "prompt": "c222-m4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoice Ninja Pro (from $18/mo for cloud or free self-hosted)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|meta-small|Wave", "prompt": "c222-m4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave (free with paid Pro at $19/mo)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|meta-small|FreshBooks", "prompt": "c222-m4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options to consider are FreshBooks and QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|meta-small|QuickBooks", "prompt": "c222-m4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options to consider are FreshBooks and QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|minimax-small|Wave", "prompt": "c222-m4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **starting with Wave** if you need accounting basics"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|minimax-small|Zoho Invoice", "prompt": "c222-m4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zoho Invoice** if you just need solid invoicing features with room to grow"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|minimax-small|Invoice Ninja", "prompt": "c222-m4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Invoice Ninja** (Best for Very Small Operations)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|minimax-small|Square Invoices", "prompt": "c222-m4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Square Invoices** (Best for In-Person Services)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|mistral-small|Zoho Invoice", "prompt": "c222-m4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Invoice** is frequently recommended as the best invoicing software for small businesses with a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|mistral-small|Wave", "prompt": "c222-m4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include Wave (free for basic invoicing and accounting)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|mistral-small|QuickBooks Online", "prompt": "c222-m4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online (starting at $30/month)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|moonshot-small|Wave", "prompt": "c222-m4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wave** is the top choice as it's completely free and covers essential invoicing needs"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|moonshot-small|Zoho Invoice", "prompt": "c222-m4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you can afford a small monthly fee, **Zoho Invoice** at $11/month offers more features and better support"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|moonshot-small|ZipBooks", "prompt": "c222-m4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for small businesses needing basic invoicing functionality"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|moonshot-small|Novo Invoicing", "prompt": "c222-m4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Novo Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A newer option with straightforward free invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|openai-small|Zoho Invoice", "prompt": "c222-m4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Invoice** is usually the best starting point because it's **free**"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|openai-small|Wave", "prompt": "c222-m4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong runner-up is **Wave**"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|openai-small|Square Invoices", "prompt": "c222-m4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Square Invoices** if you want a free invoicing tool that pairs well with payments"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|openai-small|Zoho Billing", "prompt": "c222-m4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for paid, more advanced billing workflows:** Zoho Billing, but it starts at a monthly fee."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|xai-small|Zoho Invoice", "prompt": "c222-m4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Invoice stands out as the top recommendation for companies on a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|xai-small|Wave", "prompt": "c222-m4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wave if you want built-in accounting"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|xai-small|Invoice Ninja", "prompt": "c222-m4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Strong Free/Low-Cost Options"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|xai-small|Square Invoices", "prompt": "c222-m4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free | Quick mobile invoicing, SMS/email delivery, next-day payments"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|xai-small|ZipBooks", "prompt": "c222-m4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free (paid from ~$15/mo) | Time tracking, basic CRM, pretty dashboards"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|Wave", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1) Wave – Best for freelancers & solopreneurs (truly free)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|Zoho Invoice", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for service‑based businesses with growth potential"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|Invoice Ninja", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for freelancers & contractors (free forever, no credit card)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|InvoiceBloom", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "InvoiceBloom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you’re a freelancer or solopreneur with minimal accounting needs → **Wave** or **InvoiceBloom**."}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|Toolcie", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Toolcie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for simple quotes & invoices with a real free plan"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|InvoiceASAP", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "InvoiceASAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for quick invoicing on the go (free forever, no credit card)"}, {"id": "mai-20260917-1752-baseline-2|c222-m4|zai-small|InvoiceBee", "prompt": "c222-m4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "InvoiceBee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for low‑volume users (free with limits)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|deepseek-small|BILL", "prompt": "c222-m5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** — scalable AI-powered AP automation, transparent pricing (~$49/user/mo), good for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|deepseek-small|Stampli", "prompt": "c222-m5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** — strong collaboration + ERP flexibility, line-level PO matching"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|deepseek-small|Tipalti", "prompt": "c222-m5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** — excellent for global payables / multi-entity / multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|deepseek-small|Ramp", "prompt": "c222-m5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** / **Brex** — good if you want an integrated spend platform rather than standalone AP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|deepseek-small|Brex", "prompt": "c222-m5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** / **Brex** — good if you want an integrated spend platform rather than standalone AP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|NetSuite", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NetSuite: Best for mid-market and enterprise businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|Sage", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage: Best scalable invoicing system with full-service accounting tools"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|QuickBooks Online", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online: Best invoicing software with full accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|Xero", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Xero: Best for small businesses and growing finance teams"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|Zoho Invoice", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Invoice: Best overall invoicing software"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|FreshBooks", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Xero and FreshBooks offer a range of features"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|SAP", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as SAP for midsize and large businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|meta-small|Square Invoices", "prompt": "c222-m5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Square Invoices and Zoho Invoice offer competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|mistral-small|QuickBooks Enterprise", "prompt": "c222-m5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like a comparison of top invoicing software (e.g., QuickBooks Enterprise, FreshBooks, Bill.com, Xero, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|mistral-small|FreshBooks", "prompt": "c222-m5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "comparison of top invoicing software (e.g., QuickBooks Enterprise, FreshBooks, Bill.com, Xero, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|mistral-small|Bill.com", "prompt": "c222-m5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "comparison of top invoicing software (e.g., QuickBooks Enterprise, FreshBooks, Bill.com, Xero, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|mistral-small|Xero", "prompt": "c222-m5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison of top invoicing software (e.g., QuickBooks Enterprise, FreshBooks, Bill.com, Xero, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|mistral-small|Zoho Invoice", "prompt": "c222-m5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison of top invoicing software (e.g., QuickBooks Enterprise, FreshBooks, Bill.com, Xero, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|moonshot-small|NetSuite", "prompt": "c222-m5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors that specialize in mid-market (500 employees): NetSuite, Sage, Tipalti, Bill.com, SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|moonshot-small|Sage", "prompt": "c222-m5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "NetSuite, Sage, Tipalti, Bill.com, SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|moonshot-small|Tipalti", "prompt": "c222-m5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "NetSuite, Sage, Tipalti, Bill.com, SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|moonshot-small|Bill.com", "prompt": "c222-m5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "NetSuite, Sage, Tipalti, Bill.com, SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|moonshot-small|SAP", "prompt": "c222-m5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetSuite, Sage, Tipalti, Bill.com, SAP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|BILL", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5**: BILL/Stampli (AP-focused), NetSuite/Sage (ERP-integrated), Tipalti (global)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|Tipalti", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti (global)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|Stampli", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL/Stampli (AP-focused)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|NetSuite", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite/Sage (ERP-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|Sage Intacct", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top-rated for your size per recent comparisons"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|Ramp", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ramp (free AP tier)"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|xai-small|Zoho", "prompt": "c222-m5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starts free, scales up | Ramp (free AP tier), Zoho"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|BILL (formerly Bill.com)", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-powered AP automation, 2-/3-way PO matching, 130+ country payments | Mid-market to enterprise with high volume AP"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|Tipalti", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global payments, multi-entity management, tax compliance, AI agents"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|Stampli", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Invoice collaboration, 70+ ERP integrations, AI invoice coding"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|AvidXchange", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large-volume invoice processing, AP automation, banking integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|SAP Concur Invoice", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong ERP integrations, AP automation, global compliance"}, {"id": "mai-20260917-1752-baseline-2|c222-m5|zai-small|Zoho Invoice / Zoho Books", "prompt": "c222-m5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice / Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Low cost, strong integration with Zoho ecosystem, easy scaling"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|FreshBooks", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users increasingly complain about **\"feature rot\"** (removing features in updates), rigid template customization, and rising prices"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|QuickBooks", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users frequently cite **invoicing-specific frustrations**: limited design customization ... unreliable email delivery"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|Zoho Invoice", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "moving away from Zoho\"s ecosystem can be difficult due to **vendor lock-in** and data export limitations"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|Sage Intacct", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Using them for basic invoicing is like using a semi-truck to buy groceries—expensive, complex, and slow."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|NetSuite", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are ERP systems, not just invoicing tools. Using them for basic invoicing is like using a semi-truck to buy groceries"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|Wave", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "For most small businesses today, **Wave** (for basic needs) ... are safer bets than tools with opaque pricing"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|alibaba-small|Stax/Sage", "prompt": "c222-m6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stax/Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stax/Sage** (if you want to negotiate zero credit card fees) are safer bets"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|anthropic-small|QuickBooks", "prompt": "c222-m6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users frequently complain about the mobile app, which is noted for slow loading times, glitches and poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|anthropic-small|Invoiced", "prompt": "c222-m6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This platform has serious reliability issues."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|anthropic-small|Invoice Simple", "prompt": "c222-m6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "difficult to cancel as you have to call, there have been outages, and customer support takes a long time to respond"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|challenger-small|Wave", "prompt": "c222-m6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Invoicemonk says to avoid US/Canada-only tools like **Wave** if you need **multi-currency/global compliance**"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|challenger-small|Zoho", "prompt": "c222-m6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "specifically calls out **Wave, Zoho, and Square** as having restrictions in their free tiers"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|challenger-small|Square", "prompt": "c222-m6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "specifically calls out **Wave, Zoho, and Square** as having restrictions in their free tiers"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Invoicely", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid unless the company provides a detailed security audit.**"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|PayPal Invoicing", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reliable but expensive for large invoices (e.g., $87 fee on a $3,000 invoice)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Square Invoices", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "3.3% + $0.30 per transaction, can top $100 on a $3,000 invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|QuickBooks Payments", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "users report that the app \"takes your money, takes whatever they want, then passes you what's left a day or two later\""}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Invoice Simple", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Subscription Bait-and-Switch: Invoice Simple (Be Cautious)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Invoice2go", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid if you rely on timely payments or have a high-volume business.**"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|GST Invoice Billing Inventory", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "GST Invoice Billing Inventory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Uninstall immediately and switch to a more secure tool.**"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Zoho Invoice", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Free for up to 3 users, no fees on invoices (only payment processing fees). Well-established breach history is clean."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Wave", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Free invoicing, but payment processing fees are transparent. Strong free-tier option."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|FreshBooks", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Slightly pricier but highly rated on G2 (4.4/5) and Trustpilot (3.9/5) with responsive support."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Xero", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Good for accounting-first businesses, but overkill for simple invoicing."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|deepseek-small|Stripe Invoicing", "prompt": "c222-m6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "If you're technical, this is API-driven, transparent, and has strong security."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Wave Invoicing", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wave Invoicing: Cautious for \"Free\" Seekers"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Invoice Simple", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Invoice Simple has faced an influx of heavy user criticism and holds an \"F\" rating with the Better Business Bureau (BBB)."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|PayPal Invoicing", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "PayPal Invoicing: High Fees & Risk of Blocked Funds ... carries major risks"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Invoicely", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Invoicely is a legacy invoicing platform that has garnered a \"Poor\" rating (around 1.8/5) on Trustpilot."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|QuickBooks Online", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "QuickBooks Online: Overkill (and Overpriced) for Simple Needs"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|FreshBooks", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "FreshBooks is a well-liked invoicing software, but you must be careful of its pricing structure."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Zoho Invoice", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "When shopping for an alternative (such as **Zoho Invoice**, **Stripe Invoicing**, or **Moxie**)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Stripe Invoicing", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "When shopping for an alternative (such as **Zoho Invoice**, **Stripe Invoicing**, or **Moxie**)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|google-small|Moxie", "prompt": "c222-m6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Moxie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "When shopping for an alternative (such as **Zoho Invoice**, **Stripe Invoicing**, or **Moxie**)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|Invoicely", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools with Significant Complaints ... Invoicely - Delivery issues ... Poor support ... Billing problems"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|Invoiced", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Support deterioration ... Unexpected cancellations ... Integration problems"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|Invoice Simple", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Associated with chargeback disputes and trust issues according to user reports"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|FreshBooks", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "many users recommend established options like FreshBooks, QuickBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|QuickBooks", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "many users recommend established options like FreshBooks, QuickBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|Wave", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "many users recommend established options like FreshBooks, QuickBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|minimax-small|Zoho Invoice", "prompt": "c222-m6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "many users recommend established options like FreshBooks, QuickBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|mistral-small|Invoicely", "prompt": "c222-m6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many recommend steering clear in favor of more reputable options."}, {"id": "mai-20260917-1752-baseline-2|c222-m6|mistral-small|Invoiced", "prompt": "c222-m6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "users frequently complain about payment issues, restrictive invoice caps that increase costs, and poor customer support"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|mistral-small|Wave", "prompt": "c222-m6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "recent changes have introduced paywalls for automatic bank imports, which can be a hidden trap"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|mistral-small|Zoho Invoice", "prompt": "c222-m6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The free plan is limited to businesses with less than $20,000 in annual revenue, which can be restrictive"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|mistral-small|FreshBooks", "prompt": "c222-m6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious of additional fees for team members and other add-ons"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Wave Accounting", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Risk Score: 42/100 (Caution)... Extremely limited customer support for free users"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Harvest", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Major red flag: Acquired by Bending Spoons, which implemented predatory pricing"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Akaunting", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Akaunting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Described as \"half-baked software\" with numerous bugs"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Skynova", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Skynova", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unauthorized charges reported - billing cards without consent"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|QuickBooks Enterprise", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Authentication bypass vulnerability (March 2024)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|FreshBooks", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SQL injection vulnerability in API (June 2024)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Invoice Ninja", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Ninja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Server-side request forgery (SSRF) vulnerability due to poor input validation"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|moonshot-small|Invoicely", "prompt": "c222-m6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Invoicely breach: Exposed nearly 180,000 files including invoices, checks, banking info"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|openai-small|Harvest", "prompt": "c222-m6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious with invoicing tools that have recurring complaints... show these kinds of complaints for **Harvest**"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|openai-small|Invoice2go", "prompt": "c222-m6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "has poor support or account-management issues... as reported for Invoice2go and AliBilling"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|openai-small|Invoicely", "prompt": "c222-m6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "makes cancellation hard... shows up repeatedly in complaints for Invoicely, DocuClipper, and AliBilling"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|openai-small|DocuClipper", "prompt": "c222-m6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "DocuClipper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "complaints for Invoicely, DocuClipper, and AliBilling"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|openai-small|AliBilling", "prompt": "c222-m6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "AliBilling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "including deleted accounts, no response, or unexplained shutdowns, as reported for Invoice2go and AliBilling"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|Invoicely", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with these invoicing tools... Invoicely: Frequent reports of poor/no customer support"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|Kashflow (now IRIS Kashflow/IRIS Pay)", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Kashflow (now IRIS Kashflow/IRIS Pay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complaints about billing scams (charges after cancellation without confirmation), flawed Direct Debit logic"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|SAP Ariba", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Labeled a \"scam\" in multiple BBB and Trustpilot reviews (1-1.3/5 ratings) for hidden fees"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|BILL (bill.com)", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "BILL (bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Top issues include slow/unhelpful support (long waits, no phone, chat-only), sync errors"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|QuickBooks", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "QuickBooks and FreshBooks had vulns in 2024; ... have fewer systemic complaints but verify for your needs"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|FreshBooks", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "QuickBooks and FreshBooks had vulns in 2024 ... have fewer systemic complaints but verify for your needs"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|xai-small|Xero", "prompt": "c222-m6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Popular alternatives like QuickBooks, FreshBooks, or Xero have fewer systemic complaints"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|InvoiceShelf (Crater Invoice)", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "InvoiceShelf (Crater Invoice)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "InvoiceShelf / Crater Invoice (remote code exec)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|InvoicePlane", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "InvoicePlane", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "InvoicePlane (XSS)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|QuickBooks Enterprise Payment Gateway", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Enterprise Payment Gateway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "QuickBooks Enterprise (auth bypass)"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|Zoho Invoice", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Zoho Invoice, for example, shares data across the Zoho ecosystem, which can affect privacy scores"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|Stripe Atlas/Capital", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Atlas/Capital", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some platforms share revenue and client data with lending or capital services (e.g., Stripe Atlas/Capital"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|Square", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Square's ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-m6|zai-small|PayPal Invoicing", "prompt": "c222-m6", "model": "zai-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "share revenue and client data with lending or capital services (e.g., ... PayPal Invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|alibaba-small|FreshBooks", "prompt": "c222-s1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Service-Based B2B: **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|alibaba-small|QuickBooks Online", "prompt": "c222-s1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growth & Full Accounting: **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|alibaba-small|Zoho Invoice", "prompt": "c222-s1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget-Friendly Option: **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|alibaba-small|Chargebee", "prompt": "c222-s1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Subscription/SaaS Models: **Chargebee** or **Stripe Billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|alibaba-small|Stripe Billing", "prompt": "c222-s1", "model": "alibaba-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Subscription/SaaS Models: **Chargebee** or **Stripe Billing**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|Wave", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wave**: Free invoicing with accounting features (good for tight budgets)"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|Zoho Invoice", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zoho Invoice**: Affordable, integrates well with other Zoho products"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|FreshBooks", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FreshBooks**: Strong for service-based B2B companies, good client portal"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|Square Invoices", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Square Invoices**: Simple, integrates with payment processing"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|QuickBooks Online", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**QuickBooks Online**: Comprehensive accounting + invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|anthropic-small|Stripe Invoicing", "prompt": "c222-s1", "model": "anthropic-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Stripe Invoicing**: Excellent if you already use Stripe for payments"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|challenger-small|QuickBooks Online", "prompt": "c222-s1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|challenger-small|FreshBooks", "prompt": "c222-s1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|challenger-small|Xero", "prompt": "c222-s1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Xero** if you want strong bookkeeping features and unlimited users at a lower total cost"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|challenger-small|Zoho Invoice", "prompt": "c222-s1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a genuinely useful **free** invoicing tool and your volume is modest"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|challenger-small|Square Invoices", "prompt": "c222-s1", "model": "challenger-small", "cat": "invoicing-software", "variant": "direct", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you also run payments through Square or need a straightforward billing tool"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|QuickBooks Online", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall for Growing B2B: **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Wave", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "💰 Best Free Option: **Wave**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|FreshBooks", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-Around Value / Easiest to Use: **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Zoho Invoice", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "⭐ Best Free Full-Featured Tool: **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Xero", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero** (~$25/mo) — cloud-native accounting with strong global/multi-currency strength"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Bill.com / BILL", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Bill.com / BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "great if you need full AP *and* AR automation; includes ACH in subscription"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Stripe Invoicing", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best if you're a dev-led or SaaS B2B company; low ACH fees"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|deepseek-small|Melio", "prompt": "c222-s1", "model": "deepseek-small", "cat": "invoicing-software", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Melio: free ACH"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|google-small|FreshBooks", "prompt": "c222-s1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Service-Based B2B (Agencies, Consultants, Freelancers): **FreshBooks** ... FreshBooks is the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|google-small|Zoho Invoice", "prompt": "c222-s1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best 100% Free Option: **Zoho Invoice** ... 100% free with no limits on invoices or clients"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|google-small|Airwallex Invoicing", "prompt": "c222-s1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Airwallex Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cross-Border & International B2B: **Airwallex Invoicing**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|google-small|QuickBooks Online", "prompt": "c222-s1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online ($30–$38+/mo):** The industry standard."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|google-small|Xero", "prompt": "c222-s1", "model": "google-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero ($15–$40+/mo):** The best alternative to QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|meta-small|Zoho Invoice", "prompt": "c222-s1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated invoicing software include Zoho Invoice, which is a free small-business invoicing solution with quotes and time tracking."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|meta-small|FreshBooks", "prompt": "c222-s1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include FreshBooks, QuickBooks, and Wave, which offer a range of features"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|meta-small|QuickBooks", "prompt": "c222-s1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include FreshBooks, QuickBooks, and Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|meta-small|Wave", "prompt": "c222-s1", "model": "meta-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include FreshBooks, QuickBooks, and Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|minimax-small|FreshBooks", "prompt": "c222-s1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FreshBooks** – Great for overall value, user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|minimax-small|QuickBooks", "prompt": "c222-s1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks** – Best if you need robust accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|minimax-small|Xero", "prompt": "c222-s1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** – Strong international B2B capabilities"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|minimax-small|Zoho Invoice", "prompt": "c222-s1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** – Good budget option with solid features"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|minimax-small|Wave", "prompt": "c222-s1", "model": "minimax-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** – Free option for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|mistral-small|QuickBooks Online", "prompt": "c222-s1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Online** is the best overall choice due to its robust features and integration with accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|mistral-small|FreshBooks", "prompt": "c222-s1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** is excellent for service-based businesses wanting simplicity"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|mistral-small|Zoho Invoice", "prompt": "c222-s1", "model": "mistral-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** is a great free option for those on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|FreshBooks", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B companies**: **FreshBooks** if you're service-based, or **QuickBooks Online** if you need more comprehensive accounting features."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|QuickBooks Online", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FreshBooks** if you're service-based, or **QuickBooks Online** if you need more comprehensive accounting features"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|Xero", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Xero** \\u2013 Best for Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|Zoho Invoice", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tight budget, simple needs | **Zoho Invoice** (free)"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|Wave", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need bookkeeping + invoicing free | **Wave**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|moonshot-small|Hiveage", "prompt": "c222-s1", "model": "moonshot-small", "cat": "invoicing-software", "variant": "direct", "raw": "Hiveage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hiveage** | Freelancers, simple needs | 5 clients on free plan"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|openai-small|Xero", "prompt": "c222-s1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|openai-small|QuickBooks Online", "prompt": "c222-s1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your accountant uses QuickBooks:** **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|openai-small|FreshBooks", "prompt": "c222-s1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simplicity/service businesses:** **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|openai-small|Zoho Invoice / Zoho Books", "prompt": "c222-s1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice / Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the **best free option**, **Zoho Invoice / Zoho Books** is worth a look."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|openai-small|Wave", "prompt": "c222-s1", "model": "openai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's generally better for very small operations than a growing B2B company with more complex needs"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|xai-small|QuickBooks Online", "prompt": "c222-s1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with QuickBooks Online** if you want a robust, widely-used tool... it's the most recommended \"safe default\" across comparisons."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|xai-small|FreshBooks", "prompt": "c222-s1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Try FreshBooks or Zoho** for simpler, invoice-centric workflows with strong client portals"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|xai-small|Xero", "prompt": "c222-s1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing B2B with international clients or scaling needs."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|xai-small|Zoho Invoice/Books", "prompt": "c222-s1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice/Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Try FreshBooks or Zoho** for simpler, invoice-centric workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|xai-small|Wave", "prompt": "c222-s1", "model": "xai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Very small B2B or startups testing the waters."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|Xero", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** is widely regarded as the top choice for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|QuickBooks Online", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|FreshBooks", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For service-based B2B teams that prioritize ease of use and client experience, **FreshBooks** shines."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|Zoho Invoice", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For high-volume invoicing on a budget**, **Zoho Invoice** is hard to beat."}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|Wave", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wave** is a strong contender (US/Canada only)"}, {"id": "mai-20260917-1752-baseline-2|c222-s1|zai-small|Stripe Invoicing", "prompt": "c222-s1", "model": "zai-small", "cat": "invoicing-software", "variant": "direct", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For recurring and multi-currency billing**, **Stripe Invoicing** is a great specialized tool."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|alibaba-small|FreshBooks", "prompt": "c222-s2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Ease of Use & Client Experience: **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|alibaba-small|QuickBooks Online", "prompt": "c222-s2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Accounting Integration: **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|alibaba-small|Zoho Invoice", "prompt": "c222-s2", "model": "alibaba-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget-Conscious Businesses: **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|FreshBooks", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**FreshBooks** - Known for small business focus, good automation features"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|Zoho Invoice", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Zoho Invoice** - Affordable, scalable, good integrations"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|Square Invoices", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Square Invoices** - Simple and integrates with Square payments"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|Wave", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wave** - Free option with good features"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|Stripe Invoicing", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stripe Invoicing** - If you use Stripe for payments"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|anthropic-small|QuickBooks Online", "prompt": "c222-s2", "model": "anthropic-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**QuickBooks Online** - Comprehensive accounting + invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|challenger-small|QuickBooks Online", "prompt": "c222-s2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **QuickBooks Online** if you want invoicing plus accounting in one system"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|challenger-small|Zoho Invoice", "prompt": "c222-s2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **free standalone invoicing tool** and don’t need full accounting, **Zoho Invoice** is the best fit"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|challenger-small|Stripe", "prompt": "c222-s2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Stripe** if your B2B business is international or more payment-automation/API driven"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|challenger-small|Square Invoices", "prompt": "c222-s2", "model": "challenger-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Square Invoices** if you also sell in person or online"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|QuickBooks Online", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Best Overall: QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|FreshBooks", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Service-Based Businesses: FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|Zoho Invoice", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value / Free: Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|Xero", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a good alternative to QuickBooks if you do business internationally"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|Wave", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid free option for micro-businesses, though less robust for complex B2B needs."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|deepseek-small|Bill.com", "prompt": "c222-s2", "model": "deepseek-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more of an enterprise tool for small businesses that have grown"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|google-small|FreshBooks", "prompt": "c222-s2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Service-Based B2B, Agencies & Consultants**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|google-small|Zoho Invoice", "prompt": "c222-s2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Completely Free Option (with Enterprise-Level Features)**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|google-small|Wave Invoicing", "prompt": "c222-s2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Freelancers & Micro-Businesses (Includes Free Bookkeeping)**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|google-small|QuickBooks Online", "prompt": "c222-s2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best If You Need a Full Accounting Suite**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|google-small|Xero", "prompt": "c222-s2", "model": "google-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a full accounting package with built-in invoicing like QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|meta-small|Zoho Invoice", "prompt": "c222-s2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zoho Invoice - a free invoicing software with quotes and time tracking."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|meta-small|FreshBooks", "prompt": "c222-s2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "FreshBooks - a cloud-based invoicing and accounting software."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|meta-small|Wave", "prompt": "c222-s2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wave - a free invoicing and accounting software."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|meta-small|QuickBooks", "prompt": "c222-s2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks - a popular accounting software that includes invoicing features."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|meta-small|Xero", "prompt": "c222-s2", "model": "meta-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Xero - a cloud-based accounting software that includes invoicing features."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|minimax-small|Zoho Invoice", "prompt": "c222-s2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|minimax-small|Square Invoices", "prompt": "c222-s2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need something very simple, Square Invoices is great"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|minimax-small|Bookipi", "prompt": "c222-s2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Bookipi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Bookipi** - Best All-in-One"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|minimax-small|Chargebee", "prompt": "c222-s2", "model": "minimax-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Chargebee** - Best for Recurring Billing"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|mistral-small|Zoho Invoice", "prompt": "c222-s2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Zoho Invoice** or **FreshBooks** are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|mistral-small|FreshBooks", "prompt": "c222-s2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **Zoho Invoice** or **FreshBooks** are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|mistral-small|QuickBooks Online", "prompt": "c222-s2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced accounting features, **QuickBooks Online** or **Xero** are also strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|mistral-small|Xero", "prompt": "c222-s2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** or **Xero** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|mistral-small|Wave", "prompt": "c222-s2", "model": "mistral-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a free plan and is suitable for very small businesses, with basic invoicing and payment tracking features"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|moonshot-small|QuickBooks Online", "prompt": "c222-s2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** - Best Overall for B2B"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|moonshot-small|FreshBooks", "prompt": "c222-s2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** if invoicing is your primary need and you want the easiest experience"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|moonshot-small|Xero", "prompt": "c222-s2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** - Best for Growing B2B Businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|moonshot-small|Wave", "prompt": "c222-s2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Wave** if you're just starting out and want to minimize costs"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|moonshot-small|Zoho Invoice", "prompt": "c222-s2", "model": "moonshot-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Invoice** - Best Value in an Ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|openai-small|QuickBooks Online", "prompt": "c222-s2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **QuickBooks Online** if you want an invoicing tool that can grow with you"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|openai-small|Zoho Invoice", "prompt": "c222-s2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Invoice** is a strong alternative because it offers free online invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|openai-small|Xero", "prompt": "c222-s2", "model": "openai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** is also a good fit"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|xai-small|QuickBooks Online", "prompt": "c222-s2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend QuickBooks Online as the top choice."}, {"id": "mai-20260917-1752-baseline-2|c222-s2|xai-small|Zoho Invoice", "prompt": "c222-s2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Invoice** | Budget-conscious or simple invoicing | Free (up to 1,000 invoices/year"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|xai-small|Xero", "prompt": "c222-s2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** | Growing teams/multi-user access | $29/month"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|xai-small|FreshBooks", "prompt": "c222-s2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** | Service-based B2B (e.g., consulting) | $23/month"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|xai-small|Zoho Books", "prompt": "c222-s2", "model": "xai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "upgrade to Zoho Books for more"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|QuickBooks Online", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: QuickBooks Online ... is the strongest choice for a small B2B business"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|Chargebee", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for subscription‑type B2B billing, with automated invoicing, dunning"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|Zoho Invoice", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Invoice offers approval gates and dunning automation"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|Sufio", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Sufio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sufio excels at multi‑currency and multi‑language invoicing for cross‑border B2B sales"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|Xero", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for teams that need unlimited users, bank feeds, and a wide app ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-s2|zai-small|FreshBooks", "prompt": "c222-s2", "model": "zai-small", "cat": "invoicing-software", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built for invoicing first ... Less accounting depth than QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|FreshBooks", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is widely considered the best all-around platform for non-accountants."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|Wave Financial", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Wave** if you have zero budget for software subscriptions."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|HelloBonsai", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HelloBonsai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** Creative agencies, marketing teams, and contractors looking for an \"all-in-one\" workflow."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|HoneyBook", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose HelloBonsai/HoneyBook** if you spend a lot of time on contracts and proposals"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|Dubsado", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Dubsado", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HelloBonsai (or HoneyBook / Dubsado)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|Zoho Invoice", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "it offers a very generous free tier with powerful features like multi-currency support"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|QuickBooks Online", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose QuickBooks** if you want to scale up to a larger entity and need precise tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|alibaba-small|Xero", "prompt": "c222-s3", "model": "alibaba-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Full Accounting (QuickBooks, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|Wave", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave offers completely free invoicing software with unlimited professional invoicing and integrated payment processing, making it a perfect entry point for micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|FreshBooks", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FreshBooks is a small business management and invoicing software for small teams and solopreneurs"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|QuickBooks Online", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While it's priced higher and comes with a steeper learning curve than many competitors"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|Harvest", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For small teams that need to connect time tracking with client billing, Harvest offers a clear, purpose-built solution."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|Zoho Invoice", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho offers invoicing and automated payment reminders as part of its suite of products"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|Square", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wave, Zoho, Square, and Bluevine offer unlimited invoicing with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|anthropic-small|Bluevine", "prompt": "c222-s3", "model": "anthropic-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wave, Zoho, Square, and Bluevine offer unlimited invoicing with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|Zoho Invoice", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Zoho Invoice** if you want the best **free invoicing-first** option for a small team."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|Wave", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Wave** if your priority is **no monthly fee** and your needs are very simple."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|FreshBooks", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **service-based billing**, with strong ease of use, time tracking, and recurring invoices."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|QuickBooks", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **QuickBooks** if invoicing is only one part of a larger need that includes **accounting and reporting**."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|Xero", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Xero** if you expect **growth**, need **collaboration**, or work with an accountant closely."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|challenger-small|Square Invoices", "prompt": "c222-s3", "model": "challenger-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pick **Square Invoices** if getting paid quickly via **cards and mobile workflows** matters most."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|FreshBooks", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want polish and time tracking, go with **FreshBooks**."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|QuickBooks Online", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need real accounting, invoicing, and accountant access in one place, **QuickBooks Online** or **Xero** are the two most capable choices"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Xero", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** generally cheaper per person for teams with multiple users"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Wave", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** or **Wave** are the strongest free options"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Zoho Invoice", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the best genuinely free option"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Square Invoices", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best value only if you use (or plan to use) Square's other products."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Invoice Ninja", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Requires more setup/technical know-how than turnkey tools."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|deepseek-small|Harvest", "prompt": "c222-s3", "model": "deepseek-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused on time-based billing rather than general accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|FreshBooks", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FreshBooks** (Best for Service-Based Teams & Agencies)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|Xero", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero** (Best for Team Collaboration & Scale)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|QuickBooks Online", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** (Best for Tax-Readiness & Bookkeeping)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|Zoho Invoice", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** (Best Forever-Free Tool)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|Wave", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It lacks advanced features like deep inventory, native project tracking, or granular team permissions."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|google-small|Square Invoices", "prompt": "c222-s3", "model": "google-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Square Invoices** (Best for Hybrid or Retail Teams)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|Bookipi", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bookipi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bookipi is considered the best all-in-one tool for small and medium-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|Zoho Invoice", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Invoice is a good option for those looking for a free plan"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|FreshBooks", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks is suitable for freelancers and small service businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|Wave", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wave is a good choice for those on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|Xero", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Xero is ideal for businesses that need to handle multi-currency billing"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|meta-small|Square Invoices", "prompt": "c222-s3", "model": "meta-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Square Invoices is a good option for mobile payment collection"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|FreshBooks", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FreshBooks** | User friendliness | $23/month | Time tracking + accounting workflows"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|QuickBooks Online", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for teams needing full accounting functionality"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Zoho Invoice", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best completely free option for small teams"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Wave Apps", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave Apps", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for freelancers and micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Square Invoices", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for service businesses and retailers"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Invoice Ninja", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for tech-savvy users - Open-source with full custom control"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Harvest", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for time-based billing"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|minimax-small|Monday CRM", "prompt": "c222-s3", "model": "minimax-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Monday CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for teams wanting unified sales + invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|mistral-small|FreshBooks", "prompt": "c222-s3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Standout:** User-friendly and well-rounded for service-based businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|mistral-small|Wave Invoicing", "prompt": "c222-s3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Standout:** Free plan is generous, but advanced features require payment."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|mistral-small|Zoho Invoice", "prompt": "c222-s3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Standout:** Best free option for teams that need robust invoicing features."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|mistral-small|Xero", "prompt": "c222-s3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Standout:** Best for teams that expect to scale and need accounting built in."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|mistral-small|QuickBooks Online", "prompt": "c222-s3", "model": "mistral-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most powerful but also the most expensive; may be overkill for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Zoho Invoice", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Invoice** \\u2192 Most generous free plan (unlimited invoices, multi-currency, time tracking)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Wave", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free accounting + invoicing combo, but US/Canada only"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|FreshBooks", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for hourly billing with automatic time tracking"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|QuickBooks", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams needing full accounting depth ... Robust tax handling + accountant ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Harvest", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams where time tracking is central to billing"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Square", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for businesses already using Square POS"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Bonsai", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bonsai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Invoicing + contracts + proposals + CRM in one"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Xero", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "International small businesses ... Strong multi-currency + global accounting"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Invoice Ninja", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free self-hosted option for tech-savvy teams"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|HoneyBook", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "HoneyBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Creative-focused with strong client experience"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|monday.com CRM", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "monday.com CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Invoicing integrated with sales pipelines ($24/user)"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|Stripe", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Developer-friendly with custom invoicing via API"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|moonshot-small|PayPal", "prompt": "c222-s3", "model": "moonshot-small", "cat": "invoicing-software", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Widely recognized by clients globally"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|QuickBooks Online", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Teams that want invoicing tightly integrated with full accounting."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|Xero", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small teams that want a clean, easy-to-use accounting platform with solid invoicing."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|FreshBooks", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need the easiest client billing for services? FreshBooks."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|Zoho Invoice / Zoho Books", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice / Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Budget-conscious small teams that want strong automation."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|Zoho Billing", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need subscription / usage-based billing? Zoho Billing."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|openai-small|Wave", "prompt": "c222-s3", "model": "openai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Very small teams or solo operators who want a low-cost option."}, {"id": "mai-20260917-1752-baseline-2|c222-s3|xai-small|Wave", "prompt": "c222-s3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Wave/Zoho if free is key"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|xai-small|Zoho Invoice", "prompt": "c222-s3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Wave/Zoho if free is key"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|xai-small|FreshBooks", "prompt": "c222-s3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks for services"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|xai-small|QuickBooks Online", "prompt": "c222-s3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks for accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|xai-small|Square Invoices", "prompt": "c222-s3", "model": "xai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Square if you use POS"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|FreshBooks", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a service business billing by the hour and want an easy, polished experience: FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|QuickBooks Online", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need a full US-focused accounting suite (payroll, taxes, inventory): QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Xero", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a growing team with many users and/or multi-currency needs: Xero"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Wave", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a micro-business wanting free invoicing and basic accounting: Wave"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Zoho Invoice", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're on a tight budget and just need clean invoices: Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Invoice Ninja", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want open-source control, data residency, and customization: Invoice Ninja"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Square Invoices", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you run a retail/POS-heavy operation: Square Invoices"}, {"id": "mai-20260917-1752-baseline-2|c222-s3|zai-small|Bookipi", "prompt": "c222-s3", "model": "zai-small", "cat": "invoicing-software", "variant": "comparative", "raw": "Bookipi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you want a simple, all-in-one mobile-friendly suite: Bookipi"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|alibaba-small|Wave", "prompt": "c222-s4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two platforms consistently stand out as the best value: **Wave** and **Zoho Invoice**."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|alibaba-small|Zoho Invoice", "prompt": "c222-s4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "two platforms consistently stand out as the best value: **Wave** and **Zoho Invoice**."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|alibaba-small|Square Invoices", "prompt": "c222-s4", "model": "alibaba-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Square Invoices (Best for Simplicity & Speed) ... Square is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|Wave", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a truly tight budget, **Wave** is hard to beat since it's completely free"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|Square Invoices", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need payment processing, **Square Invoices** or **Stripe Invoicing** offer straightforward, affordable solutions."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|Zoho Invoice", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free plan available with basic invoicing features."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|FreshBooks", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Plans start around $15-20/month; user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|Stripe Invoicing", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Square Invoices** or **Stripe Invoicing** offer straightforward, affordable solutions"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|Zoho Books", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Affordable plans starting very low; good for small businesses with more complex needs."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|anthropic-small|PayPal Invoicing", "prompt": "c222-s4", "model": "anthropic-small", "cat": "invoicing-software", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple and free if you accept PayPal payments."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|challenger-small|Zoho Invoice", "prompt": "c222-s4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|challenger-small|Wave", "prompt": "c222-s4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** is the other best fit; multiple sources describe it as the best free option"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|challenger-small|QuickBooks", "prompt": "c222-s4", "model": "challenger-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best only if you also need full accounting, not just invoicing"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Wave", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall free option ... you really can't go wrong with **Wave** or **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Zoho Invoice", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "you really can't go wrong with **Wave** or **Zoho Invoice** — both are fully functional at $0"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Invoice Ninja", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Generous free tier (self-hosted option is free)"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Square", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**In-person/card sales?** → **Square**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|PayPal", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Familiar name with built-in invoicing if your clients already use PayPal"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Bookipi", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Bookipi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Super simple; free for up to 3 documents/month"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|Paymo", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "Paymo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bill by the hour?** → **Paymo or ZipBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|deepseek-small|ZipBooks", "prompt": "c222-s4", "model": "deepseek-small", "cat": "invoicing-software", "variant": "budget", "raw": "ZipBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Bill by the hour?** → **Paymo or ZipBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|google-small|Zoho Invoice", "prompt": "c222-s4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Invoice (Best Overall Free Option) ... is arguably the best free platform on the market."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|google-small|Wave Invoicing", "prompt": "c222-s4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free Option with Integrated Bookkeeping ... Wave offers unlimited invoices and unlimited clients for free."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|google-small|Invoice Ninja", "prompt": "c222-s4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Customization & Tech-Savvy Teams ... powerful, developer-friendly, open-source invoicing platform."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|google-small|Billbooks", "prompt": "c222-s4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "Billbooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Billbooks is $7.95/month ... Best for Lowering Payment Fees"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|google-small|KipBill", "prompt": "c222-s4", "model": "google-small", "cat": "invoicing-software", "variant": "budget", "raw": "KipBill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "KipBill starts around $3.49/month"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|meta-small|Zoho Invoice", "prompt": "c222-s4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best invoicing software for a small company with a tight budget is Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|meta-small|QuickBooks Online", "prompt": "c222-s4", "model": "meta-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are QuickBooks Online, which handles invoicing and accounting in one platform"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|minimax-small|Wave", "prompt": "c222-s4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Wave** or **Zoho Invoice** — both offer solid free tiers"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|minimax-small|Zoho Invoice", "prompt": "c222-s4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Wave** or **Zoho Invoice** — both offer solid free tiers"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|minimax-small|Invoice Ninja", "prompt": "c222-s4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost:** Strong free plan"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|minimax-small|Square Invoicing", "prompt": "c222-s4", "model": "minimax-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cost:** Free (no monthly fees)"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|mistral-small|Wave", "prompt": "c222-s4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave is particularly popular for its completely free invoicing and accounting tools"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|mistral-small|Zoho Invoice", "prompt": "c222-s4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho Invoice and Square Invoices provide affordable paid plans with additional features"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|mistral-small|Square Invoices", "prompt": "c222-s4", "model": "mistral-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Invoice and Square Invoices provide affordable paid plans with additional features"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|moonshot-small|Zoho Invoice", "prompt": "c222-s4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zoho Invoice** as your top choice"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|moonshot-small|Wave", "prompt": "c222-s4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** is also excellent if you prefer a simpler interface"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|moonshot-small|Invoice Ninja", "prompt": "c222-s4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free forever plan (no credit card required)"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|moonshot-small|Square Invoices", "prompt": "c222-s4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free plan available | In-person sales"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|moonshot-small|PayPal Invoicing", "prompt": "c222-s4", "model": "moonshot-small", "cat": "invoicing-software", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free | Familiar, easy to use"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|openai-small|Zoho Invoice", "prompt": "c222-s4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is very tight, **Zoho Invoice** is usually the best starting point because it has a **free plan**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|openai-small|FreshBooks", "prompt": "c222-s4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** is a strong pick for small teams and solopreneurs, but its pricing is not the cheapest"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|openai-small|QuickBooks", "prompt": "c222-s4", "model": "openai-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**QuickBooks** is the most full-featured of the big names, but it's typically overkill for a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|xai-small|Wave", "prompt": "c222-s4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Wave** for most small companies—it's user-friendly and scales well."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|xai-small|Zoho Invoice", "prompt": "c222-s4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wave and Zoho Invoice stand out as the top choices for small companies on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|xai-small|Square Invoices", "prompt": "c222-s4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Square if you sell in-person."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|xai-small|FreshBooks", "prompt": "c222-s4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid paid starters like FreshBooks ($19+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|xai-small|QuickBooks", "prompt": "c222-s4", "model": "xai-small", "cat": "invoicing-software", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid paid starters like ... QuickBooks ($30+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Zoho Invoice", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall Free Tool:** **Zoho Invoice** – unlimited invoices, client portal, time tracking, and recurring billing, all at no cost."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Wave", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best Free + Accounting:** **Wave** – free invoicing plus basic bookkeeping, though you'll pay higher card-processing fees."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Invoice Ninja", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Invoice Ninja** (self-hosted) offers the most flexibility for tech-savvy teams."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|PayPal Invoicing", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Zero setup, familiar interface* – perfect for very small businesses that already use PayPal."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Square Invoices", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "*Free unlimited invoices* – great for retail/POS-based businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Bonsai", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Bonsai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "*Freelancer-focused, free tier* – if you also need contracts, proposals, and task management."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Novo Invoices", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Novo Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for ACH-Heavy Businesses:** **Novo Invoices** – free invoicing with zero ACH fees."}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Billdu", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Billdu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best Low-Cost Option:** **Billdu** at **$4.99/month**"}, {"id": "mai-20260917-1752-baseline-2|c222-s4|zai-small|Agiled", "prompt": "c222-s4", "model": "zai-small", "cat": "invoicing-software", "variant": "budget", "raw": "Agiled", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies wanting an all-in-one (CRM + projects + invoicing)."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|FreshBooks", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A tool like **FreshBooks, Xero, or QuickBooks Online** will cover the vast majority of needs"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|Xero", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A tool like **FreshBooks, Xero, or QuickBooks Online** will cover the vast majority of needs"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|QuickBooks Online", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "A tool like **FreshBooks, Xero, or QuickBooks Online** will cover the vast majority of needs"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|Zoho Invoice / Zoho Books", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice / Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-conscious teams | Generous free tier, scales well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|Stripe Invoicing", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Custom, product-led billing | Highly flexible, developer-friendly"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|Square Invoices", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple, fast invoicing | Great for quick sends via email/text/link"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|HighRadius", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "You likely don't need enterprise-level AR platforms (like HighRadius or Billtrust) — those are overkill for 30 people."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|deepseek-small|Billtrust", "prompt": "c222-s5", "model": "deepseek-small", "cat": "invoicing-software", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "those are overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|FreshBooks", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are a Service/Project-based Agency ... What to look at: **FreshBooks** or **Harvest**."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Harvest", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** or **Harvest**. They are highly collaborative, have excellent client portals"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Stripe Billing", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a Subscription/SaaS business ... **Stripe Billing**, **Chargebee**, or **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Chargebee", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stripe Billing**, **Chargebee**, or **Maxio**. These are built to handle automated card charging"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Maxio", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stripe Billing**, **Chargebee**, or **Maxio**"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Bill (formerly Bill.com)", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Bill (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "heavy B2B enterprise clients ... **Bill (formerly Bill.com)**, **Chaser**, or **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Chaser", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chaser**, or **Tesorio**. These tools specialize in automated accounts receivable collections"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Tesorio", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tesorio**. These tools specialize in automated accounts receivable collections"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|QuickBooks Online Advanced", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "all-in-one general business platform ... **QuickBooks Online Advanced** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|google-small|Xero", "prompt": "c222-s5", "model": "google-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Both have powerful native invoicing tools built right into the system you already use for bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|meta-small|FreshBooks", "prompt": "c222-s5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular invoicing software options include FreshBooks, Xero, and Invoice Ninja."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|meta-small|Xero", "prompt": "c222-s5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Xero is a good option for startups and small businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|meta-small|Invoice Ninja", "prompt": "c222-s5", "model": "meta-small", "cat": "invoicing-software", "variant": "scale", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Invoice Ninja offers a free plan, as well as Pro and Enterprise plans with additional features."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|mistral-small|QuickBooks Online", "prompt": "c222-s5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 options based on your needs (e.g., QuickBooks Online, Xero, FreshBooks, Zoho Invoice, Bill.com)."}, {"id": "mai-20260917-1752-baseline-2|c222-s5|mistral-small|Xero", "prompt": "c222-s5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., QuickBooks Online, Xero, FreshBooks, Zoho Invoice, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|mistral-small|FreshBooks", "prompt": "c222-s5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., QuickBooks Online, Xero, FreshBooks, Zoho Invoice, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|mistral-small|Zoho Invoice", "prompt": "c222-s5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., QuickBooks Online, Xero, FreshBooks, Zoho Invoice, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|mistral-small|Bill.com", "prompt": "c222-s5", "model": "mistral-small", "cat": "invoicing-software", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., QuickBooks Online, Xero, FreshBooks, Zoho Invoice, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|QuickBooks Online", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "All-in-one accounting + invoicing | QuickBooks Online, Xero, FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Xero", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "All-in-one accounting + invoicing | QuickBooks Online, Xero, FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|FreshBooks", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "All-in-one accounting + invoicing | QuickBooks Online, Xero, FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Zoho Invoice", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong invoicing + CRM integration | Zoho Invoice (free tier available), HoneyBook"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|HoneyBook", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "HoneyBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong invoicing + CRM integration | Zoho Invoice (free tier available), HoneyBook"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Wave", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, fast invoicing for agencies | Wave (free), Invoice Ninja"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Invoice Ninja", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Simple, fast invoicing for agencies | Wave (free), Invoice Ninja"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|NetSuite", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Scale toward enterprise/ERP | NetSuite, Sage Intacct, BILL"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Sage Intacct", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Scale toward enterprise/ERP | NetSuite, Sage Intacct, BILL"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|BILL", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scale toward enterprise/ERP | NetSuite, Sage Intacct, BILL"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|Clio", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "Clio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Industry-specific (legal, construction) | Clio, JobTread, CoConstruct"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|JobTread", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "JobTread", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Industry-specific (legal, construction) | Clio, JobTread, CoConstruct"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|moonshot-small|CoConstruct", "prompt": "c222-s5", "model": "moonshot-small", "cat": "invoicing-software", "variant": "scale", "raw": "CoConstruct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Industry-specific (legal, construction) | Clio, JobTread, CoConstruct"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|QuickBooks Online", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Invoice, and Stripe Invoicing often fit well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|Xero", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Invoice, and Stripe Invoicing often fit well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|FreshBooks", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Invoice, and Stripe Invoicing often fit well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|Zoho Invoice", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Invoice, and Stripe Invoicing often fit well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|Stripe Invoicing", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options like QuickBooks Online, Xero, FreshBooks, Zoho Invoice, and Stripe Invoicing often fit well"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|xai-small|Wave", "prompt": "c222-s5", "model": "xai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tiers (Zoho, Wave) for basics"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|zai-small|QuickBooks Online", "prompt": "c222-s5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep accountant integration, payroll, and robust features"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|zai-small|Xero", "prompt": "c222-s5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Great UX, strong integrations, cloud-native"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|zai-small|FreshBooks", "prompt": "c222-s5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simple, client-friendly portal, excellent support"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|zai-small|Zoho Invoice", "prompt": "c222-s5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tight integration with Zoho ecosystem, cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c222-s5|zai-small|Wave", "prompt": "c222-s5", "model": "zai-small", "cat": "invoicing-software", "variant": "scale", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basic invoicing (free tier), but limited features at scale"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|Excel", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "using them as your *sole* invoicing engine is often a trap for growing small businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|Google Sheets", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While Excel and Google Sheets are powerful, using them as your *sole* invoicing engine is often a trap"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|QuickBooks Enterprise", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like QuickBooks Enterprise, Sage 50, or NetSuite can be overkill and financially draining for micro-businesses."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|Sage 50", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Sage 50", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be overkill and financially draining for micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|NetSuite", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be overkill and financially draining for micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|FreshBooks", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "compared to streamlined invoicing apps like FreshBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|Wave", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "compared to streamlined invoicing apps like FreshBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|alibaba-small|Zoho Invoice", "prompt": "c222-s6", "model": "alibaba-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "compared to streamlined invoicing apps like FreshBooks, Wave, or Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|anthropic-small|Wave", "prompt": "c222-s6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "there are trade-offs when it comes to customization, scalability, and automation"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|anthropic-small|FreshBooks", "prompt": "c222-s6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The most common complaint is inconsistent support: users mention difficulty reaching live agents, slow response times, and generic email replies."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|anthropic-small|Harvest", "prompt": "c222-s6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users report slower fund deposits and issues with payment solutions"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|anthropic-small|QuickBooks Online", "prompt": "c222-s6", "model": "anthropic-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Users must pay extra for time tracking, and there is no built-in client portal."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|challenger-small|FreshBooks Lite", "prompt": "c222-s6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks Lite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the big caution is the **5 billable client limit**, plus extra per-user charges, which can become restrictive very quickly"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|challenger-small|Xero Early", "prompt": "c222-s6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero Early", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "caution because it only allows **20 invoices per month**"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|challenger-small|QuickBooks Simple Start", "prompt": "c222-s6", "model": "challenger-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Simple Start", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "caution if you only need invoicing, because you may be paying for a **full ledger/accounting system** you do not actually need"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|Invoicely", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Genuinely Avoid (Poor support or broken core features)... **Invoicely**... this tool's instability and lack of support are a genuine liability."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|Wave", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Use Wave *only* if you never collect payments through their platform... **Do not use Wave Payments** for significant invoice amounts"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|FreshBooks", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's overpriced for what you get, especially if you're a solo freelancer who just sends invoices"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|Zoho Invoice", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fine for very small side hustles, but the free tier is a trap as soon as you grow past $20K in annual revenue."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|Square", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Use **Square** (which, while fee-heavy, has better payment hold reputation)"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|Stripe", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "integrate **Stripe** directly with a simple tool like **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|deepseek-small|QuickBooks", "prompt": "c222-s6", "model": "deepseek-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**QuickBooks** is boring but reliable. You'll pay more, but you won't get your money held hostage."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|PayPal Invoicing", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "PayPal and similar processors are notorious for **freezing business accounts and holding funds for 21 to 180 days**"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|QuickBooks Payments", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "PayPal Invoicing, and to a lesser extent, QuickBooks Payments and Wave Payments."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Wave Payments", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "PayPal Invoicing, and to a lesser extent, QuickBooks Payments and Wave Payments."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Invoice Simple", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the platform has faced significant user backlash due to steep price increases"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|QuickBooks Online (QBO)", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "using it **solely** for sending invoices is a costly mistake"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Wave", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wave has increasingly moved key features behind paywalls and subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Zoho Invoice", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Zoho Invoice** is completely free, highly customizable, has excellent mobile apps"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Invoice Ninja", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Invoice Ninja** (open-source, highly transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|google-small|Stripe Invoicing", "prompt": "c222-s6", "model": "google-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "you can invoice clients directly from your Stripe dashboard for a cleaner, bloat-free experience"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|meta-small|Invoice Simple", "prompt": "c222-s6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "users discuss their negative experiences with Invoice Simple, suggesting that it may not be trustworthy for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|meta-small|Wave Pro", "prompt": "c222-s6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it is recommended to avoid it if you need full accounting features like payroll and inventory, and instead use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|meta-small|QuickBooks", "prompt": "c222-s6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "instead use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|meta-small|Wave", "prompt": "c222-s6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best invoicing software for small businesses, including Wave, FreshBooks, and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|meta-small|FreshBooks", "prompt": "c222-s6", "model": "meta-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best invoicing software for small businesses, including Wave, FreshBooks, and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Invoicely", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Primary concerns**: Poor customer support responsiveness"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Akaunting", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Akaunting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Misleading advertising—they market \"free accounting software\" but core features ... require paid plans"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Wave", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some users report severe issues with Wave's payroll functionality"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|QuickBooks", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some users report difficulty reaching live customer support"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|FreshBooks", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these tools consistently receive positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Zoho Invoice", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these tools consistently receive positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Invoice Ninja", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these tools consistently receive positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|minimax-small|Xero", "prompt": "c222-s6", "model": "minimax-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "these tools consistently receive positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|Square Invoices", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: Square requires you to use its in-house payment processing, which can be restrictive"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|Stripe Invoicing", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Stripe charges a percentage per paid invoice (0.5% per paid invoice), which can add up quickly"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|Zoho Invoice", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The free plan has strict limits—only 1,000 invoices and 3 projects per year"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|Invoice Simple", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It lacks scalability and advanced features needed by growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|Harvest", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Harvest is often criticized for its pricing structure, especially for teams, as it charges per user"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|mistral-small|FreshBooks", "prompt": "c222-s6", "model": "mistral-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its lower-tier plans are limited in features (e.g., no time tracking in the cheapest plan) and can become expensive"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|PayPal Invoicing", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or plan carefully around PayPal** if you need reliable, immediate access to cash."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|QuickBooks", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid QuickBooks** if you want simple, predictable pricing without forced upgrades."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|Invoice Simple", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Invoice Simple** \\u2014 Watch the pricing model ... complaints about aggressive upsells"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|Wave", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Wave** \\u2014 Good for basic needs, but \\u201cfree\\u201d is relative"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|FreshBooks", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "FreshBooks, for example, charges roughly $11 per additional user."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|moonshot-small|Stripe Invoicing", "prompt": "c222-s6", "model": "moonshot-small", "cat": "invoicing-software", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Stripe Invoicing charges 0.4% per paid invoice on top of standard card fees"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|openai-small|Harvest", "prompt": "c222-s6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Harvest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Recent complaints have been raised about tools like Harvest and QuickBooks invoicing in this area."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|openai-small|QuickBooks invoicing", "prompt": "c222-s6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recent complaints have been raised about tools like Harvest and QuickBooks invoicing in this area."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|openai-small|Invoice2go", "prompt": "c222-s6", "model": "openai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complaints about Invoice2go show why this matters."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Invoice2go", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent complaints about hidden fees ... users call it \"thieves\" and unreliable for payouts."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|BILL.com (now BILL)", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "BILL.com (now BILL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overwhelmingly negative for small businesses—abysmal customer service"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Invoicely", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "red-flagged for nonexistent or slow support ... email delivery failures, and lost data/invoices"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|QuickBooks Online", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not outright \"avoid,\" but **be cautious** due to rapidly rising prices"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Zoho Invoice", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Safer bets for small businesses: Wave (free core), Zoho Invoice (free unlimited)"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|FreshBooks", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Even popular ones (e.g., FreshBooks, Xero) can bite if you're not vigilant."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Xero", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Even popular ones (e.g., FreshBooks, Xero) can bite if you're not vigilant."}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Wave", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer bets for small businesses: Wave (free core)"}, {"id": "mai-20260917-1752-baseline-2|c222-s6|xai-small|Square Invoices", "prompt": "c222-s6", "model": "xai-small", "cat": "invoicing-software", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Square Invoices (low friction for cards)"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|alibaba-small|HighRadius", "prompt": "c223-l1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius (Best Overall for Large Scale) ... widely considered the industry standard for large enterprises dealing with high transaction volumes"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|alibaba-small|Transformance ClearMatch", "prompt": "c223-l1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transformance ClearMatch (Best for Accuracy & Unstructured Data) ... often cited as the superior modern alternative to HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|alibaba-small|Esker", "prompt": "c223-l1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker (Best for Workflow Automation & Controls) ... if you want a partner to help manage the process, Esker is the leader"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|alibaba-small|BlackLine", "prompt": "c223-l1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BlackLine has made significant moves into Cash Application through its \"Account Reconciliations\" module"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|anthropic-small|HighRadius", "prompt": "c223-l1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For Fortune 500 companies needing a broad AR suite, HighRadius is the established market leader"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|anthropic-small|Sidetrade", "prompt": "c223-l1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise incumbents like HighRadius, Sidetrade, Serrala, and Billtrust continue to deliver depth at scale"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|anthropic-small|Serrala", "prompt": "c223-l1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Its cash application module is built for large organizations running SAP, with deep SAP-native integration"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|anthropic-small|Billtrust", "prompt": "c223-l1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "processes over $1 trillion in transactions annually, which gives it serious credibility for high-volume operations"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|HighRadius", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|Rex", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rex** is also a strong enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|BlackLine", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for controller-led enterprises already using BlackLine for close"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|Billtrust", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when you have heavy **check/lockbox** volume"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|Versapay", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best when many payments originate through a **customer portal**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|challenger-small|Esker", "prompt": "c223-l1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best for global order-to-cash suites"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|HighRadius", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the industry standard for pure cash application automation"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|Esker", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Esker** is the winner if you're a global company needing a unified invoice-to-cash platform."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|Billtrust", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Emagia** or **Billtrust** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|Sidetrade (Augmented Cash)", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Sidetrade (Augmented Cash)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises that want predictive AI for collections **and** cash application combined."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|Emagia", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Emagia** or **Billtrust** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|deepseek-small|Versapay", "prompt": "c223-l1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fast implementation, lower cost, still enterprise-grade | **Emagia** or **Versapay**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|google-small|HighRadius Cash Application", "prompt": "c223-l1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius Cash Application", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Large-Scale, AI-Driven Automation**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|google-small|Billtrust Cash Application", "prompt": "c223-l1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust Cash Application", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Complex Remittance Sources & AP Portal Scraping**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|google-small|Serrala (FS² AutoBank)", "prompt": "c223-l1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala (FS² AutoBank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SAP-Native Environments**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|google-small|Esker Accounts Receivable (Cash Application)", "prompt": "c223-l1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Esker Accounts Receivable (Cash Application)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Global Document Capture & End-to-End O2C Suite**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|google-small|BlackLine Cash Application", "prompt": "c223-l1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine Cash Application", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for Teams Focused on Financial Close & Audit Trails**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|meta-small|Upflow", "prompt": "c223-l1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upflow - Best for B2B finance teams that want accurate, trustworthy cash application connected directly to their collections workflows."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|meta-small|Lunos", "prompt": "c223-l1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lunos - Offers a range of cash application software solutions for different company sizes and needs."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|meta-small|Chaser", "prompt": "c223-l1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chaser - Best for mid-market and enterprise B2B teams that want a modular invoice-to-cash platform"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|minimax-small|HighRadius", "prompt": "c223-l1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** emerges as the top choice due to its AI-powered automation, extensive ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|minimax-small|Billtrust", "prompt": "c223-l1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-based AR automation, comprehensive workflow management"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|minimax-small|Serrala", "prompt": "c223-l1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if your company operates primarily in an SAP environment, **Serrala** would be more suitable"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|minimax-small|Esker", "prompt": "c223-l1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprise B2B teams wanting modular invoice-to-cash platform"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|minimax-small|Kyriba", "prompt": "c223-l1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For companies prioritizing treasury integration, **Kyriba** is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|mistral-small|Upflow", "prompt": "c223-l1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Upflow** and **Cashbook** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|mistral-small|Cashbook", "prompt": "c223-l1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Cashbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Upflow** and **Cashbook** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|mistral-small|Bluecopa", "prompt": "c223-l1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suited for mid-market to enterprise B2B finance teams that need unified AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|mistral-small|Chaser", "prompt": "c223-l1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on automating the matching of incoming payments to open invoices"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|HighRadius", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** leads in market share and comprehensive functionality"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|BlackLine", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Controller-led enterprise teams focused on financial close processes"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Billtrust", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: B2B companies with check and lockbox-heavy payment volumes"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Serrala", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Serrala** is ideal if you're heavily invested in SAP"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Esker", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Global enterprises needing full order-to-cash suites"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Versapay", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong portal-based payment collection"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Rex", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer AI-native solutions like **Rex** or **Kognitos** are emerging as strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|moonshot-small|Kognitos", "prompt": "c223-l1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Kognitos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "newer AI-native solutions like **Rex** or **Kognitos** are emerging as strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|openai-small|HighRadius", "prompt": "c223-l1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **HighRadius** if your top priority is **high-volume cash application plus broader order-to-cash automation**"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|openai-small|Billtrust", "prompt": "c223-l1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want an enterprise AR suite with a B2B payments network"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|openai-small|BlackLine Invoice-to-Cash", "prompt": "c223-l1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine Invoice-to-Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if your finance org is already standardized on BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|openai-small|Quadient AR / YayPay", "prompt": "c223-l1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR / YayPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want AI-powered cash application and strong ERP connectivity"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|openai-small|Tesorio", "prompt": "c223-l1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if forecasting and collections prioritization are as important as cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|xai-small|HighRadius", "prompt": "c223-l1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HighRadius** if you want AI-led autonomy across cash app, deductions, and collections"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|xai-small|Billtrust", "prompt": "c223-l1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Billtrust** for B2B payment ecosystems and proven scalability."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|xai-small|Esker", "prompt": "c223-l1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OCR-heavy environments (checks, emails, PDFs); SAP-centric"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|xai-small|BlackLine", "prompt": "c223-l1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams already using BlackLine for financial close/compliance"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|xai-small|Serrala", "prompt": "c223-l1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP-native, structured high-volume processing"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|zai-small|HighRadius", "prompt": "c223-l1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the market leader for enterprise-level cash application."}, {"id": "mai-20260917-1752-baseline-2|c223-l1|zai-small|Rex", "prompt": "c223-l1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Rex if you want to move toward a fully autonomous AR operation"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|zai-small|BlackLine", "prompt": "c223-l1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose BlackLine if your primary constraint is SOX compliance"}, {"id": "mai-20260917-1752-baseline-2|c223-l1|zai-small|Esker", "prompt": "c223-l1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker is a strong contender if your enterprise relies heavily on SAP"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|Bill.com", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you cannot use entry-level tools (like Bill.com or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|QuickBooks", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you cannot use entry-level tools (like Bill.com or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|Basware", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Overall for Supply Chain & Procurement: Basware"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|BlackLine", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you are struggling with getting paid/verifying what came in, go with BlackLine."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|Tipalti", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Compliance & Workflow: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|Coupa", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "start with **Basware** or **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|alibaba-small|Oracle Cloud SCM", "prompt": "c223-l2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Oracle Cloud SCM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The \"Native Ecosystem\" Choice: Coupa (or Oracle Cloud SCM)"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|anthropic-small|Medius", "prompt": "c223-l2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Medius is built for large enterprises with complex AP processes and high transaction volumes across multiple entities or countries."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|anthropic-small|Serrala FS2 Payments", "prompt": "c223-l2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Serrala FS2 Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a purpose-built solution like Serrala FS2 Payments or Serrala Payments as a Service is likely to offer the best combination of depth, scalability, and ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|anthropic-small|HighRadius", "prompt": "c223-l2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global enterprises, HighRadius delivers an AI-powered payment gateway with L2/L3 interchange optimization, intelligent processor routing"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|Tipalti", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I would recommend **Tipalti** if your priority is broad **AP automation + global payments + vendor onboarding/tax compliance**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|Serrala FS2 Payments", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Serrala FS2 Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Serrala FS2 Payments** is a stronger fit for **large enterprises**, especially those on **SAP**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|HighRadius", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For **payment matching automation specifically**, the strongest enterprise-oriented options in the results are **HighRadius** and **Transformance ClearMatch**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|Rillion", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rillion** or **Medius**: better if you want AP automation for large, multi-entity finance teams"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|Medius", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Rillion** or **Medius**: better if you want AP automation for large, multi-entity finance teams"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|challenger-small|Transformance ClearMatch", "prompt": "c223-l2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Transformance ClearMatch is aimed at **mid-market and large enterprise** with **complex, unstructured remittances**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|deepseek-small|HighRadius", "prompt": "c223-l2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest recommendation is **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|deepseek-small|Sidetrade", "prompt": "c223-l2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sidetrade** as a strong alternative depending on your environment"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|deepseek-small|Billtrust", "prompt": "c223-l2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "excellent if your receivables are check/lockbox-heavy, but generally more mid-to-large than global-enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|deepseek-small|BlackLine", "prompt": "c223-l2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "better if your priority is the controller/close-side reconciliation workflow rather than AR cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|deepseek-small|Tesorio", "prompt": "c223-l2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong if you're B2B SaaS/tech with NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|HighRadius (Cash Application Cloud)", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius (Cash Application Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the enterprise gold standard."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|BlackLine (Cash Application)", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine (Cash Application)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Enterprises where cash application is tightly integrated with the financial close"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|Billtrust", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius or Billtrust are the market leaders."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|Esker", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Document-heavy environments and SAP-centric global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|Emagia (Autonomous Cash Application)", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Emagia (Autonomous Cash Application)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Global companies with highly complex, multi-bank, and multi-currency environments."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|Cashbook", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "look at specialized tools like Cashbook or OpenEnvoy"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|google-small|OpenEnvoy", "prompt": "c223-l2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "look at specialized tools like Cashbook or OpenEnvoy"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|Loopfour", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Loopfour", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Loopfour - A payment automation platform that sits on top of existing payment infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|Rillion", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rillion - A B2B payment automation provider that offers secure, automated payments, and multi-entity payment management."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|Versapay", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay - A cash application automation software that uses AI to streamline accounts receivable reconciliation and payment matching."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|Lunos", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lunos - An automated payment reconciliation software that uses AI to manage accounts receivable and cash application end-to-end."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|Atlar", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Atlar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Atlar - An API-first automated payment reconciliation software that provides a live, automated connection between banks and ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|meta-small|BlackLine", "prompt": "c223-l2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BlackLine - A high-volume payment matching software that provides audit controls and is suitable for large enterprise finance teams."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|minimax-small|Basware", "prompt": "c223-l2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best fit** in today's market is **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|minimax-small|HighRadius", "prompt": "c223-l2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very high-volume, \"touch-less\" AP teams that want AI-first matching and advanced reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|minimax-small|SAP Ariba (Invoice Management)", "prompt": "c223-l2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "SAP Ariba (Invoice Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you **already run SAP**, SAP Ariba is the natural extension and will give you the tightest governance."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|minimax-small|Oracle NetSuite Invoice", "prompt": "c223-l2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Oracle NetSuite Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Oracle-first shops. | Built-in PO matching, good for mid-size to large mult-i-entity."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c223-l2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Microsoft-centric organizations. | Native matching, Power-Automate workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|mistral-small|FIS Global", "prompt": "c223-l2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "FIS Global", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company, **FIS Global** is often the best fit due to its enterprise-grade capabilities and proven scalability."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|mistral-small|VersaPay", "prompt": "c223-l2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "VersaPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for improving accounts receivable collaboration through a shared portal"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|mistral-small|Stripe", "prompt": "c223-l2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Useful for real-time payment activity tracking and payout schedules"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|mistral-small|Serrala", "prompt": "c223-l2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers comprehensive B2B payment solutions tailored for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|moonshot-small|HighRadius", "prompt": "c223-l2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|moonshot-small|Serrala", "prompt": "c223-l2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company is **SAP-centric**, **Serrala** would be my top pick"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|moonshot-small|BlackLine", "prompt": "c223-l2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlackLine** - Best for Close-Focused Finance Teams"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|openai-small|HighRadius Cash Application / Payment Invoice Matching", "prompt": "c223-l2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius Cash Application / Payment Invoice Matching", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d generally recommend **HighRadius Cash Application / Payment Invoice Matching** as the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|openai-small|BlackLine Transaction Matching", "prompt": "c223-l2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine Transaction Matching", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine Transaction Matching** is also a strong enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c223-l2|xai-small|HighRadius", "prompt": "c223-l2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend HighRadius as the top payment matching automation solution."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|xai-small|Billtrust", "prompt": "c223-l2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoice delivery/payments are your bottleneck ... Less emphasis on autonomous AR depth vs. HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|xai-small|BlackLine", "prompt": "c223-l2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More close-focused; lighter on end-to-end AR."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|xai-small|Versapay", "prompt": "c223-l2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shared AR portals for disputes/matching; collaborative B2B."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|zai-small|HighRadius", "prompt": "c223-l2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is currently the market leader for enterprise-grade cash application."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|zai-small|Maxima", "prompt": "c223-l2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maxima** is a superior choice for an \"AI-native\" approach."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|zai-small|Versapay", "prompt": "c223-l2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** is the best solution."}, {"id": "mai-20260917-1752-baseline-2|c223-l2|zai-small|Rillion", "prompt": "c223-l2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Choose Rillion** if your primary need is **Accounts Payable**"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|BlackLine", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the market leader, BlackLine offers a unified suite covering the entire order-to-cash (O2C) process"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|Traxion (Traxion Technologies)", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Traxion (Traxion Technologies)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Traxion** if you struggle with messy payment descriptions (PDFs, emails)"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|Billie", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Billie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billie is the fastest-growing challenger in the space, known for its modern API-first architecture."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|Everstake (formerly Taulia)", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Everstake (formerly Taulia)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Everstake** if your primary goal is to extend your liquidity and manage supplier financing"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|Workday", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BlackLine** and **Workday** view cash application as just one step in closing the books."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|alibaba-small|SAP Cash Application", "prompt": "c223-l3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "SAP Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they can sometimes lag behind third-party competitors in terms of innovation and cross-platform capability"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|HighRadius", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius helps finance teams achieve 90%+ touchless cash posting on a unified Agentic AI system and can go live in as early as 4 weeks."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Sidetrade", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise incumbents like HighRadius, Sidetrade, Serrala, and Billtrust continue to deliver depth at scale."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Serrala", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Serrala is best for large enterprises with SAP environments that need structured, high-volume payment processing"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Billtrust", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise incumbents like HighRadius, Sidetrade, Serrala, and Billtrust continue to deliver depth at scale."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Versapay", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine provide strong all-in-one AR capabilities."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Quadient AR", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine provide strong all-in-one AR capabilities."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Esker", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Esker's cash application sits within a broader order-to-cash automation suite, with strength in document intelligence"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|BlackLine", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine provide strong all-in-one AR capabilities."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Monk", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy bring purpose-built capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|Emagia", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy bring purpose-built capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|anthropic-small|OpenEnvoy", "prompt": "c223-l3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy bring purpose-built capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|HighRadius", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the most consistently cited enterprise leader for large, high-volume AR automation"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Esker", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Esker** if you want cash application embedded in a wider O2C suite."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Emagia", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Positioned around end-to-end autonomous AR and enterprise ERP support, with high implementation complexity."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Billtrust", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Billtrust** if your AR is heavily check/lockbox/payment-network driven."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|BlackLine", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **BlackLine** if your finance team runs around close management."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Versapay", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Versapay** if portal-based collaboration is central."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Serrala", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Serrala** if you are deeply **SAP**-oriented."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|Tesorio", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Tesorio** if visibility and forecasting matter as much as matching."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|challenger-small|OpenEnvoy", "prompt": "c223-l3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Appears in enterprise rankings, but is less consistently detailed in the results than the leaders above."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|HighRadius", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For large-scale, complex, multi-ERP enterprise operations, **HighRadius** is the consensus default."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|BlackLine (Invoice-to-Cash)", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine (Invoice-to-Cash)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** wins where audit/close integration matters"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Esker", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Esker** for global compliance-heavy suites"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Billtrust", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** for check/lockbox-heavy books"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Versapay", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Versapay** for portal-driven customers"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Sidetrade", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "European enterprise leader (Paris-listed), strong on credit-risk scoring and payment prediction"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Quadient AR (former YayPay)", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient AR (former YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market collections platform with a newer AI cash-application module"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Rex", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Newer AI-native tool that runs cash application as one connected, autonomous step"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Bluecopa", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bluecopa uniquely unifies O2C, P2P, and R2R on one AI-native data layer"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Gaviti", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Gaviti targets mid-market B2B collections with zero-fee ACH"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Emagia", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Emagia is an enterprise O2C suite"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Serrala", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Bluecopa / Gaviti / Emagia / Serrala / Invoiced — Fill various gaps"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Invoiced", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Bluecopa / Gaviti / Emagia / Serrala / Invoiced — Fill various gaps"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|deepseek-small|Kognitos", "prompt": "c223-l3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Kognitos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "standalone matchers (Rex, Kognitos)"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|HighRadius (Cash Application Cloud)", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius (Cash Application Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose HighRadius if you are a large, complex global enterprise with heavy retailer relationships... It typically delivers a 90%+ touchless match rate."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|Billtrust", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Billtrust if you want to modernize how you deliver invoices and collect B2B payments"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|Serrala (FS² AutoBank)", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala (FS² AutoBank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Serrala if you are an SAP shop... preferring a real-time, SAP-embedded solution."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|BlackLine (Invoice-to-Cash)", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine (Invoice-to-Cash)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose BlackLine if you want cash application to seamlessly flow into your general ledger"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|Esker", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Esker if your primary pain point is the manual reading of hundreds of different PDF and email remittance formats"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|google-small|Versapay", "prompt": "c223-l3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Versapay if you want to build a collaborative, portal-first billing experience"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|HighRadius", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of top tools, including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|Esker", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|Tesorio", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|OpenEnvoy", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|Versapay", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|Emagia", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|IntelliChief", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|meta-small|Bectran", "prompt": "c223-l3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "including HighRadius, Esker, Tesorio, OpenEnvoy, Versapay, Emagia, IntelliChief, and Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|HighRadius", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "3-time Gartner-recognized leader, fast implementation (as early as 4 weeks)"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Serrala", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for organizations running SAP landscapes"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Billtrust", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "21 consecutive quarters as G2's AR Automation leader"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Esker", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for remittance data extraction"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|BlackLine", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for organizations already using BlackLine for close management"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Upflow", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong integration between cash application and collections"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Rex", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Runs as one connected, autonomous step in order-to-cash"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|minimax-small|Kolleno", "prompt": "c223-l3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "90%+ match accuracy using AI/ML, advanced automation"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|HighRadius", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need the most comprehensive, AI-driven solution for high-volume, complex environments, **HighRadius** is the top pick."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Esker", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Global order-to-cash suites."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Serrala", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SAP shops, **Serrala** is ideal."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|BlackLine", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For financial close and compliance, **BlackLine** is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Billtrust", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For heavy paper check processing, **Billtrust** stands out."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Versapay", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For customer portal payments, **Versapay** is best."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|OpenEnvoy", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Advanced remittance matching and AI-driven automation."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|IntelliChief", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Document management and workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Bectran (O2C Platform)", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Bectran (O2C Platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for:** Credit-to-cash process optimization."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|mistral-small|Transformance (ClearMatch)", "prompt": "c223-l3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance (ClearMatch)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Best for:** Mid-market to enterprise financial automation."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|HighRadius", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HighRadius** if you need maximum automation for complex, high-volume enterprise environments"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|BlackLine", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose BlackLine** if cash application must integrate tightly with financial close processes"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|Billtrust", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Billtrust** if you process many checks/lockbox payments and value network reach"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|Esker", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Esker** if you need a global O2C suite with strong document automation"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|Versapay", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Versapay** if customer experience and payment portals are priorities"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|Tesorio", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Tesorio** if cash forecasting intelligence is as important as application matching"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|moonshot-small|Emagia", "prompt": "c223-l3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Choose Emagia** if you want cutting-edge autonomous AI for global finance operations"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|openai-small|HighRadius", "prompt": "c223-l3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius — strongest fit for large, complex, high-volume receivables organizations."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|openai-small|BlackLine Cash Application", "prompt": "c223-l3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine Cash Application", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **BlackLine** if you need: cash application inside a broader accounting/control platform"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|HighRadius", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in AR automation; Gartner-recognized multiple times... HighRadius leads in agentic AI for exceptions"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|BlackLine", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in financial close and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Billtrust", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top for high-volume AR and payments; G2 AR Automation Leader for 21+ quarters"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Esker", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gartner Magic Quadrant Leader for Invoice-to-Cash (I2C) apps (2024)"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Serrala", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP-centric with deep treasury ties."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Versapay", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Versapay (collaborative portals)... more mid-market leaning or niche"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Emagia", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emagia, and Cashbook appear frequently but are more mid-market leaning or niche"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|xai-small|Cashbook", "prompt": "c223-l3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cashbook appear frequently but are more mid-market leaning or niche"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|HighRadius", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For global enterprises with high‑volume, multi‑channel remittance: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Serrala", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For SAP‑heavy organizations: Serrala or SAP Cash Application (native)"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Esker", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Document capture, OCR, and global order‑to‑cash suites."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Billtrust", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For paper‑ and lockbox‑heavy books: Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|BlackLine", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For teams already using BlackLine for close: BlackLine Cash Application"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|SAP Cash Application (native)", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "SAP Cash Application (native)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: SAP S/4HANA Cloud or on‑premise customers seeking a built‑in solution."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Versapay", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For portal‑collected payments and collections: Versapay"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Rex", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For a connected, autonomous cash application step in O2C: Rex"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Lunos", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For AI‑driven email follow‑up and dispute resolution: Lunos"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Ledge", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For real‑time, no‑code reconciliation across multi‑stack payments: Ledge"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Cashbook", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For mid‑market teams needing high automation and broad remittance source coverage: Cashbook"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Tesorio", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for: Mid‑market collaborative and collections platforms."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|OpenEnvoy", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for: Organizations needing multi‑channel remittance handling."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|IntelliChief", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Flexibility in rule configuration; lower‑cost option for mid‑market."}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Bectran (O2C Platform)", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Bectran (O2C Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "For teams wanting a broader O2C platform beyond cash application: Bectran"}, {"id": "mai-20260917-1752-baseline-2|c223-l3|zai-small|Transformance (ClearMatch)", "prompt": "c223-l3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance (ClearMatch)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "consider Transformance (ClearMatch) for enhanced remittance processing"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|Serrala FS² AutoBank", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Serrala FS² AutoBank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Top Recommendation: Serrala FS² AutoBank"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|Transformance ClearMatch", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Best Alternative: Transformance ClearMatch"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|Ledge", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Deterministic rules-based matching; no per-user or per-transaction costs"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|Stuut", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, costs scale with the number of \"agents\" (AI workers), not users"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|HighRadius", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Warning: While robust, these vendors often use per-transaction + per-user + implementation fees... Less ideal"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|alibaba-small|Billtrust", "prompt": "c223-l4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Warning: While robust, these vendors often use per-transaction + per-user + implementation fees... Less ideal"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|anthropic-small|Stuut", "prompt": "c223-l4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stuut charges a per-agent fee with no implementation costs and no professional services upcharges, making total first-year cost predictable from day one."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|anthropic-small|Transformance", "prompt": "c223-l4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transformance uses module-based pricing tied to users, transaction volume, and AI usage, and is 25-30% more affordable than incumbent platforms"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|anthropic-small|Serrala", "prompt": "c223-l4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Serrala", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise License Models (Less Predictable)... contracts range from €100,000 to €1,000,000 per year"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|anthropic-small|HighRadius", "prompt": "c223-l4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HighRadius uses custom enterprise pricing with significantly heavier implementation than other tools on the list."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|challenger-small|HighRadius", "prompt": "c223-l4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best enterprise cash application platform overall:** **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|challenger-small|Transformance", "prompt": "c223-l4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if predictable total cost is the deciding factor:** likely **Transformance**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|challenger-small|Rex", "prompt": "c223-l4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendors with clearer module-based or volume-based pricing models, such as **Transformance** or **Rex**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|challenger-small|Esker", "prompt": "c223-l4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Esker\\u2019s guidance also emphasizes that the \\u201cbest\\u201d choice depends on transaction volume"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|HighRadius", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Quote-based, invoice-volume-driven, plus implementation costs; can be high six-figures annually."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Billtrust", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Transaction/volume-based pricing with sliding caps and payment processing fees that compound."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Versapay", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Volume-based subscription + payment processing fees; no published rate card."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Esker", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Custom quote; typically $50K\\u2013$200K/yr depending on volume, not user count."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Tesorio", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Same volume-driven model."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Ledge", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Ledge stands out as the **only major option with a \"flat platform fee\"**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Stuut", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the two smartest choices are **Ledge** (flat platform fee) or **Stuut** (per-agent flat fee)"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|deepseek-small|Kolleno", "prompt": "c223-l4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "At thousands of users, this gets expensive fast... likely prohibitive."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|google-small|BlackLine (Invoice-to-Cash Suite)", "prompt": "c223-l4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine (Invoice-to-Cash Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine has undergone a major strategic shift away from seat-based licensing to a **flat platform-based pricing model that includes unlimited users**."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|google-small|Sidetrade", "prompt": "c223-l4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sidetrade explicitly offers unlimited users**. Its licensing costs are calculated strictly on **revenue-in-scope**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|google-small|Ledge", "prompt": "c223-l4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledge charges a **single platform fee with unlimited users**."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|google-small|HighRadius", "prompt": "c223-l4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "you should negotiate carefully or **avoid** standard contracts from: **HighRadius & Billtrust:**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|google-small|Billtrust", "prompt": "c223-l4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you should negotiate carefully or **avoid** standard contracts from: **HighRadius & Billtrust:**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|meta-small|HighRadius", "prompt": "c223-l4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - earns the top spot in the ranking by Zipdo."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|meta-small|Kolleno", "prompt": "c223-l4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kolleno - offers bank feed and email scanning with bidirectional ERP sync, with pricing starting at $80 - $650+/user/mo."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|Stuut", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stuut** — if you want to pay for AI agent capacity rather than seat count, giving you budget predictability"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|HighRadius", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** — if you want outcome-based pricing where you don't pay until you see results"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|Ledge", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as having a **flat platform fee** regardless of volume or users"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|Billtrust", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "even with vendors like Billtrust, Esker, or BlackLine, enterprise contracts can sometimes be negotiated to flat-fee structures"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|Esker", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "even with vendors like Billtrust, Esker, or BlackLine, enterprise contracts can sometimes be negotiated"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|minimax-small|BlackLine", "prompt": "c223-l4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "even with vendors like Billtrust, Esker, or BlackLine, enterprise contracts can sometimes be negotiated"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|mistral-small|Transformance ClearMatch", "prompt": "c223-l4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Transformance ClearMatch** is the top recommendation due to its transparent, often lower custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|mistral-small|Serrala (FS² AutoBank)", "prompt": "c223-l4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Serrala (FS² AutoBank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Serrala** is a strong alternative for SAP-centric environments"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|mistral-small|HighRadius", "prompt": "c223-l4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "custom pricing is in the high six to low seven figures for the first year, which may be less predictable for very large user bases"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|moonshot-small|Esker", "prompt": "c223-l4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Esker** offers the clearest unlimited-user model for large deployments"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|moonshot-small|Serrala", "prompt": "c223-l4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Serrala** provides strong predictability for SAP environments"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|moonshot-small|HighRadius", "prompt": "c223-l4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trade-off: Not truly flat-fee, but eliminates upfront risk and ties costs to proven value"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|openai-small|BlackLine", "prompt": "c223-l4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable total cost across thousands of users:** **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|openai-small|HighRadius", "prompt": "c223-l4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for maximizing automation in very high-volume AR environments:** **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Kolleno", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Kolleno** - **Why best fit**: Explicitly priced at **$80–$650+/user/month**, providing **highly predictable scaling**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Stuut", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives 1. **Stuut** (per-agent pricing)"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|BlackLine Cash Application", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine Cash Application", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. **BlackLine Cash Application** ... scales predictably post-negotiation but PS (~six figures) can spike year 1."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|HighRadius", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Why lower**: Less \"predictable\" upfront (quote-driven, 3–6 month impl.)"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Billtrust", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Serrala", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Serrala", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Esker", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Versapay", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Your Criteria - **Billtrust, Serrala, Esker, Versapay**: Custom/transaction-based"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|xai-small|Lunos/Ledge", "prompt": "c223-l4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos/Ledge", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Lunos/Ledge**: % of revenue or flat(ish), but mid-market focused—not battle-tested for thousands of enterprise users."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|zai-small|Ledge", "prompt": "c223-l4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ledge is currently the strongest option for a \"flat platform fee\" model."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|zai-small|HighRadius", "prompt": "c223-l4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Zero-Risk Pricing: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|zai-small|Lunos", "prompt": "c223-l4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Revenue-Based Scaling: **Lunos**"}, {"id": "mai-20260917-1752-baseline-2|c223-l4|zai-small|Kolleno", "prompt": "c223-l4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Per-User | ⭐⭐ | Low | Small teams; bad fit for thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c223-l4|zai-small|Stuut", "prompt": "c223-l4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Stuut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Many mid-market tools (like **Kolleno** or **Stuut**) advertise per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|HighRadius", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here's where enterprise tools like HighRadius, Esker, Kolleno, Emagia, and Gaviti differ"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|Esker", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise tools like HighRadius, Esker, Kolleno, Emagia, and Gaviti differ"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|Kolleno", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise tools like HighRadius, Esker, Kolleno, Emagia, and Gaviti differ"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|Emagia", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "enterprise tools like HighRadius, Esker, Kolleno, Emagia, and Gaviti differ"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|Gaviti", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise tools like HighRadius, Esker, Kolleno, Emagia, and Gaviti differ"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|deepseek-small|Stuut", "prompt": "c223-l5", "model": "deepseek-small", "cat": "cash-application", "variant": "scale", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "specific enterprise vendors (HighRadius, Esker, Kolleno, Emagia, Gaviti, Stuut)"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|meta-small|Fazeshift", "prompt": "c223-l5", "model": "meta-small", "cat": "cash-application", "variant": "scale", "raw": "Fazeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular cash application software options for large companies with SSO and SOC 2 requirements include Fazeshift, Emagia, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c223-l5|meta-small|Emagia", "prompt": "c223-l5", "model": "meta-small", "cat": "cash-application", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "options ... include Fazeshift, Emagia, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|meta-small|HighRadius", "prompt": "c223-l5", "model": "meta-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "options ... include Fazeshift, Emagia, and HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|mistral-small|HighRadius", "prompt": "c223-l5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look at market leaders like HighRadius, BlackLine, Versapay, Billtrust, and others."}, {"id": "mai-20260917-1752-baseline-2|c223-l5|mistral-small|BlackLine", "prompt": "c223-l5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look at market leaders like HighRadius, BlackLine, Versapay, Billtrust, and others."}, {"id": "mai-20260917-1752-baseline-2|c223-l5|mistral-small|Versapay", "prompt": "c223-l5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look at market leaders like HighRadius, BlackLine, Versapay, Billtrust, and others."}, {"id": "mai-20260917-1752-baseline-2|c223-l5|mistral-small|Billtrust", "prompt": "c223-l5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look at market leaders like HighRadius, BlackLine, Versapay, Billtrust, and others."}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|HighRadius", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Billtrust", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Versapay", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Emagia", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|BlackLine", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Esker", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Tesorio", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l5|xai-small|Stuut", "prompt": "c223-l5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Common vendors to shortlist: HighRadius, Billtrust, Versapay, Emagia, BlackLine, Esker, Tesorio, and Stuut"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|alibaba-small|QuickBooks Online Advanced", "prompt": "c223-l6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to Avoid: These tools lack the infrastructure to handle high-volume bank file parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|alibaba-small|Xero", "prompt": "c223-l6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "small-business-friendly ERPs (like QuickBooks Online Advanced, Xero, or NetSuite core bundles)... Why to Avoid"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|alibaba-small|NetSuite core bundles", "prompt": "c223-l6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "NetSuite core bundles", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to Avoid: These tools lack the infrastructure to handle high-volume bank file parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|alibaba-small|Esker", "prompt": "c223-l6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Esken is known for implementation complexity and high costs. Avoid Esker if you are looking for a quick win or standalone cash application tool"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|alibaba-small|BlackLine", "prompt": "c223-l6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Buying it as a standalone cash matching tool may result in limited functionality compared to purpose-built AR specialists."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|anthropic-small|Xero", "prompt": "c223-l6", "model": "anthropic-small", "cat": "cash-application", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Products like Xero are designed primarily for small businesses and lack the enterprise-grade capabilities necessary for large-scale operations."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|anthropic-small|HighRadius", "prompt": "c223-l6", "model": "anthropic-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "HighRadius implementations typically run 3 to 6 months, with complex environments running longer, require dedicated IT support, and carry enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|challenger-small|BlackLine", "prompt": "c223-l6", "model": "challenger-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the comparison warns it is strongest as part of the broader BlackLine platform, not standalone"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|challenger-small|Billtrust", "prompt": "c223-l6", "model": "challenger-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its value concentrates in the Billtrust ecosystem and payment network"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|challenger-small|Esker", "prompt": "c223-l6", "model": "challenger-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "buying only the matching module undersells what it is designed to do"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|challenger-small|HighRadius", "prompt": "c223-l6", "model": "challenger-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it comes with **suite-scale implementation and configuration effort**, so the caution there is project complexity rather than fit"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|deepseek-small|HighRadius", "prompt": "c223-l6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful at scale, but go in expecting a costly, lengthy rollout and strong internal support. Not a quick win."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|deepseek-small|Billtrust", "prompt": "c223-l6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Billtrust is strong for check/lockbox but weak on complex deductions"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|deepseek-small|Esker", "prompt": "c223-l6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High implementation complexity and cost for large/multinational deployments"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|deepseek-small|Rules-based / legacy OCR tools", "prompt": "c223-l6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Rules-based / legacy OCR tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "This is the category to most actively avoid"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|deepseek-small|BlackLine", "prompt": "c223-l6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many enterprise tools (HighRadius, Esker, BlackLine) were built for structured remittance... They underperform in variable-billing"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|meta-small|HighRadius", "prompt": "c223-l6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "HighRadius being the incumbent to beat for large enterprises... However, it is also mentioned that HighRadius requires a suite-scale implementation and configuration effort."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|meta-small|BlackLine", "prompt": "c223-l6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HighRadius and BlackLine are the established enterprise cash application tools"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|moonshot-small|BlackLine Cash Application", "prompt": "c223-l6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution areas:** - **Long implementation timelines** — requires substantial ramp-up time"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|moonshot-small|NetSuite", "prompt": "c223-l6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generic ERP-Native Cash Application (e.g., basic NetSuite, SAP standard) ... Minimal support for unstructured or inconsistent remittance data"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|moonshot-small|SAP standard", "prompt": "c223-l6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "SAP standard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generic ERP-Native Cash Application (e.g., basic NetSuite, SAP standard) ... High reliance on manual exception handling"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Gaviti", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Narrow-focus matchers like some Gaviti or Kolleno configs"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Kolleno", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Kolleno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Narrow-focus matchers like some Gaviti or Kolleno configs"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|NetSuite", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ERP-native tools (e.g., NetSuite, SAP Cash Application) requiring heavy manual tweaks"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|SAP Cash Application", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "SAP Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Lowest vibes:** SAP Cash App (G2 4.1/5) for clunky manual needs"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|HighRadius", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**When to avoid:** If fast go-live (<4 weeks) or reliable support is critical"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Versapay", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "limited backend automation for complex cash posting... scalability friction for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|BlackLine", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**When to avoid:** Standalone cash app needs; non-BlackLine shops face integration overhead."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Esker", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "flagged for complex implementations, lacking native autonomous deduction engines, and \"suite-scale\" config/cost"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Billtrust", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprise reviews mention implementation heaviness and better for \"billing-led\" than pure high-volume cash app"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|xai-small|Rex", "prompt": "c223-l6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Prioritize HighRadius/Rex/Billtrust for volume, but POC with your payment mix."}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|HighRadius", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Implementation drag** ... **Support gaps** – verified users repeatedly complain about unreliable support and slow resolution of critical issues"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|Billtrust", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Process‑heavy UI** – the interface prioritizes auditability and control, which can feel cumbersome"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|Quadient AR (formerly YayPay)", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**No consolidated reporting** ... some users report slower support response times"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|BlackLine (AR/Cash Application module)", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine (AR/Cash Application module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the platform can feel over‑engineered and less cost‑effective"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|Legacy ERP‑built cash apps** (e.g., older SAP/Oracle AR modules)", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Legacy ERP‑built cash apps** (e.g., older SAP/Oracle AR modules)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Manual work disguised as automation** – decades‑old architecture often reorganizes manual work rather than eliminating it"}, {"id": "mai-20260917-1752-baseline-2|c223-l6|zai-small|Stripe‑style payment processors with no reconciliation", "prompt": "c223-l6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Stripe‑style payment processors with no reconciliation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "lack the depth needed for cash application, exception workflows, or AI‑assisted remittance parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|HighRadius", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader (Best All-Around): HighRadius ... If you need the most aggressive improvement to cash flow: **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|Trintech", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Specialist (Best for Pure Automation): Trintech"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|BlackLine", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to fix your Month End Close speed: **BlackLine**."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|AtoBi", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "AtoBi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex, messy unstructured data from customers: **AtoBi**."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|FIS / Fiserv", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "FIS / Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies looking for a lower-cost entry point who don't need advanced machine learning."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|alibaba-small|Kofax", "prompt": "c223-m1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Kofax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy tools (like older Trintech or Kofax implementations) often require rigid templates from customers."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|anthropic-small|Versapay", "prompt": "c223-m1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market B2B companies wanting cash application bundled with payment rails and a collaborative customer portal"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|anthropic-small|Upflow", "prompt": "c223-m1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good fit for mid-sized and scaling companies (typically $10M-$500M revenue)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|anthropic-small|Paystand", "prompt": "c223-m1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excels in cash application by using AI and machine learning to automatically match incoming payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|anthropic-small|Billtrust", "prompt": "c223-m1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market US distributors and wholesalers with high lockbox volumes."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|anthropic-small|Quadient AR", "prompt": "c223-m1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cash application is part of a broader O2C bundle"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|challenger-small|HighRadius", "prompt": "c223-m1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|challenger-small|Upflow", "prompt": "c223-m1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upflow** and **Kolleno** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|challenger-small|Kolleno", "prompt": "c223-m1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upflow** and **Kolleno** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|challenger-small|Billtrust", "prompt": "c223-m1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Billtrust** if you want a broader **AR platform**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|challenger-small|Esker", "prompt": "c223-m1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Esker** is repeatedly framed as a fit for **mid-market** order-to-cash teams"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|deepseek-small|HighRadius", "prompt": "c223-m1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Esker** or **HighRadius** are the safest bets if you want a proven, scalable platform"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|deepseek-small|Esker", "prompt": "c223-m1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Esker** or **HighRadius** are the safest bets if you want a proven, scalable platform"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|deepseek-small|Versapay", "prompt": "c223-m1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If customer self-service portals are a priority, **Versapay** is worth a look."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|deepseek-small|Gaviti", "prompt": "c223-m1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Monk** or **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|deepseek-small|Monk", "prompt": "c223-m1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "want faster ROI with a lighter footprint, consider **Monk**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|HighRadius", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are generally **not recommended** for the typical mid-market company ... **Why to avoid them in the mid-market:**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Quadient AR (Formerly YayPay)", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR (Formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best Overall for All-in-One Order-to-Cash (O2C)**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Versapay", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Portal-First Collaboration & Mid-Market NetSuite Teams"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Stuut", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best AI-Native Platform for Rapid Implementation & Messy Remittances"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Upflow", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tight Collections Loop & \"Accuracy Over Automation\""}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Tesorio", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Treasury & Cash Flow Forecasting Focus"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|google-small|Billtrust", "prompt": "c223-m1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "generally **not recommended** for the typical mid-market company"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|meta-small|Upflow", "prompt": "c223-m1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upflow - Good fit for mid-sized and scaling companies (typically $10M-$500M revenue) that need cash application to feed directly into AR and collections"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|meta-small|Cashbook", "prompt": "c223-m1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for mid-sized and enterprise organisations looking for broader finance and Order-to-Cash automation."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|meta-small|Chaser", "prompt": "c223-m1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market and enterprise companies whose primary cash application challenge is matching a high volume of payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|meta-small|Bluecopa", "prompt": "c223-m1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market to enterprise B2B finance teams processing high volumes of invoices and payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|meta-small|Lunos", "prompt": "c223-m1", "model": "meta-small", "cat": "cash-application", "variant": "direct", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market B2B finance teams that want fast ROI on collections and cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|minimax-small|HighRadius", "prompt": "c223-m1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I'd recommend **HighRadius** due to its proven ROI, quick implementation, and outcome-based pricing model."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|minimax-small|Monk", "prompt": "c223-m1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Monk** is an excellent alternative."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|minimax-small|Upflow", "prompt": "c223-m1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Upflow** - Great for companies wanting direct integration between cash application and collections workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|minimax-small|Billtrust", "prompt": "c223-m1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Billtrust** - Strong for B2B payment processing and invoice matching"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|minimax-small|Tipalti", "prompt": "c223-m1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti** - Good for companies with complex international payment needs"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|mistral-small|Upflow", "prompt": "c223-m1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upflow** is often recommended as the best overall solution due to its seamless integration with collections and AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|mistral-small|Cashbook", "prompt": "c223-m1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need more comprehensive Order-to-Cash automation, **Cashbook** or **Bluecopa** may be better fits"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|mistral-small|Bluecopa", "prompt": "c223-m1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market to enterprise B2B finance teams processing high volumes of invoices and payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|mistral-small|Chaser", "prompt": "c223-m1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chaser** is ideal if your main challenge is high-volume, multi-channel payment matching."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|moonshot-small|HighRadius", "prompt": "c223-m1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** – Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|moonshot-small|Billtrust", "prompt": "c223-m1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** – Best for AP Portal-Intensive Environments"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|moonshot-small|Versapay", "prompt": "c223-m1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** – Best for Customer Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|moonshot-small|Chaser", "prompt": "c223-m1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chaser** – Best for Full Financial O2C Cycle"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|moonshot-small|Stuut", "prompt": "c223-m1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Industrial manufacturing/distribution focus | **Stuut** |"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|HighRadius", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|BlackLine", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if your focus is tightly tied to **financial close / reconciliation**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|Sidetrade", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want an AI-native AR platform with strong cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|Billtrust", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often considered depending on whether your main need is **payments, customer-facing workflows, or AR automation breadth**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|Esker", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often considered depending on whether your main need is **payments, customer-facing workflows, or AR automation breadth**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|openai-small|VersaPay", "prompt": "c223-m1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "VersaPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often considered depending on whether your main need is **payments, customer-facing workflows, or AR automation breadth**"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|xai-small|Esker", "prompt": "c223-m1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Esker** (G2: 4.3–4.5/5; Gartner Leader in Invoice-to-Cash 2024) ... Enterprise-grade AI automation for cash matching"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|xai-small|HighRadius", "prompt": "c223-m1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "90%+ autonomous matching for complex remittances; quick go-live (4 weeks)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|xai-small|Gaviti", "prompt": "c223-m1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for B2B collections + cash app; zero-fee ACH portals"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|xai-small|Quadient AR (formerly YayPay)", "prompt": "c223-m1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast time-to-value, ML forecasting (94% accurate), AI matching"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|xai-small|Billtrust", "prompt": "c223-m1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Payment network standardizes remittances for easier matching; full O2C"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Kolleno", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kolleno** and **Esker** are strong, mid‑market‑focused all‑rounders."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Esker", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kolleno** and **Esker** are strong, mid‑market‑focused all‑rounders."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|HighRadius", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but heavier implementation and more complex than needed for simpler setups"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Gaviti", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HighRadius** and **Gaviti** excel for high‑volume, AI‑driven cash application and collections."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Quadient AR", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "great for fast implementation, flexibility, and modern stacks"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Versapay", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Versapay** (customer portal, dispute management)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Billtrust", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best when you already use Billtrust for billing or need a large payment network."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Monk", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Monk** (AI‑native, exception‑level audit trails)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Stuut", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Serrala** and **Stuut** are ideal for SAP‑centric or operationally intensive environments."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Transparency / Transformance", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Transparency / Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Transparency / Transformance** (agent‑based, no ERP change)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Bluecopa", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Good for organizations wanting end‑to‑end automation."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Upflow", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Simpler integration path, good for lean finance teams."}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Serrala", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Serrala** (native SAP integration)"}, {"id": "mai-20260917-1752-baseline-2|c223-m1|zai-small|Chaser", "prompt": "c223-m1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Chaser** (pre‑payment context capture)"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|alibaba-small|SAP Ariba", "prompt": "c223-m2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not enough budget/resources for a massive custom build or high-end enterprise platforms like SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|alibaba-small|Bill.com", "prompt": "c223-m2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best All-Around Solution: Bill.com ... is the industry leader for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|alibaba-small|Kounture", "prompt": "c223-m2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Kounture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Pure\" Inbound Matching (Automating Remittance): Kounture"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|alibaba-small|Tipalti", "prompt": "c223-m2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global/Cross-Border B2B: Tipalti ... is the top tier choice."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|alibaba-small|Dovetail (now Payflow)", "prompt": "c223-m2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Dovetail (now Payflow)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "NetSuite users often prefer Dovetail (now Payflow) due to the deep integration"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|AvidXchange", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best general fit for mid-market AP + payments: **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|Tipalti", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global, high-volume vendor payments: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|BILL", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best if you mainly need simple, affordable AP automation: **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|Nexus AP", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Nexus AP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Nexus AP** is the strongest fit when you want **AI-powered matching and reconciliation**."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|HighRadius", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HighRadius** is a strong choice when you need **AI-powered payment matching** plus broader AR automation"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|Melio", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Compared with SMB tools like BILL or Melio, it is better aligned to firms that have **outgrown basic AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|challenger-small|Adra", "prompt": "c223-m2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Adra** is another mid-sized-company option if you\\u2019ve outgrown spreadsheets and need **high-volume transaction matching**."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|deepseek-small|Lunos", "prompt": "c223-m2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lunos (backed by GoCardless/General Catalyst) is the strongest fit for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|deepseek-small|Versapay", "prompt": "c223-m2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Versapay is the best choice, achieving 90%+ auto-match rates and 80%+ portal adoption"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|deepseek-small|HighRadius", "prompt": "c223-m2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid HighRadius for mid-market unless you have a dedicated IT team and 3–6 months to implement"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|deepseek-small|GauVti", "prompt": "c223-m2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "GauVti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lowest invoice-matching accuracy score (6.9/10) among major peers. If matching is your core problem, look elsewhere."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Quadient AR (formerly YayPay)", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-Rounder for Mid-Market B2B ... widely recognized as one of the fastest and most user-friendly accounts receivable suites for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Upflow", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Connecting Cash Matching to Collections"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Versapay", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Collaborative AR & Customer Portals"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|HighRadius (Mid-Market Edition)", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius (Mid-Market Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume, Highly Complex Cash App"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Monk", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best AI-Native Up-and-Comers"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Stuut", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These platforms are AI-first and can go live in under a week"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Stampli", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for mid-sized teams that require collaboration"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|Ramp Bill Pay", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for companies that want corporate card spend and AP matching under one roof"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|google-small|BILL (formerly Bill.com)", "prompt": "c223-m2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The standard for lower-mid-market companies needing robust, straightforward AP workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|Loopfour", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Loopfour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Loopfour - A payment automation platform that sits on top of existing payment infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|HighRadius", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HighRadius - A cash application solution that automates cash posting"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|Rillion", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rillion - A B2B payment automation software"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|Coupa", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Coupa - A total spend management platform"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|SINGOA", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "SINGOA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SINGOA - An AI-powered payment matching solution that achieves 99.2% accuracy"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|meta-small|Upflow", "prompt": "c223-m2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Upflow - A cash application software that matches payments to invoices automatically"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|minimax-small|Upflow", "prompt": "c223-m2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Upflow** (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|minimax-small|HighRadius", "prompt": "c223-m2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** (Strong Enterprise Features)"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|minimax-small|Versapay", "prompt": "c223-m2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** (AI-Powered)"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|minimax-small|Billtrust", "prompt": "c223-m2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** (Specialized for B2B)"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|mistral-small|AvidXchange", "prompt": "c223-m2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a comprehensive, all-in-one AP and payment matching solution: **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|mistral-small|Nexus AP", "prompt": "c223-m2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Nexus AP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If matching and reconciliation are your top priorities, Nexus AP is highly recommended for mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c223-m2|mistral-small|Bill.com", "prompt": "c223-m2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For ease of use and payment processing: **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|mistral-small|Loop4", "prompt": "c223-m2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Loop4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For fee reduction and workflow automation: **Loop4 or Paystand**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|mistral-small|Paystand", "prompt": "c223-m2", "model": "mistral-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Loop4 and Paystand are strong options"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|moonshot-small|Tipalti", "prompt": "c223-m2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** stands out as the best overall choice for payment matching automation"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|moonshot-small|Stampli", "prompt": "c223-m2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** – Best for AI-First Invoice Management"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|moonshot-small|BILL", "prompt": "c223-m2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** – Best if You're Already on QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|moonshot-small|HighRadius", "prompt": "c223-m2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "*Caveat:* Better suited for larger mid-market ($500M+ revenue) due to implementation complexity and cost"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|openai-small|Versapay", "prompt": "c223-m2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Versapay** if your main goal is **payment matching / cash application automation**"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|openai-small|HighRadius", "prompt": "c223-m2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|openai-small|Billtrust", "prompt": "c223-m2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** is also worth considering"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|xai-small|Versapay", "prompt": "c223-m2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Versapay as the top payment matching automation solution"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|xai-small|Quadient AR (formerly YayPay)", "prompt": "c223-m2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fast ROI, predictive forecasting | 94% accurate ML cash matching"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|xai-small|Billtrust", "prompt": "c223-m2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume invoicing + matching ... Can feel more enterprise-oriented"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|xai-small|HighRadius", "prompt": "c223-m2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Longer implementation for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|xai-small|Gaviti", "prompt": "c223-m2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collections + zero-fee payments | Simple matching with ACH portal"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|zai-small|HighRadius", "prompt": "c223-m2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** or **Versapay** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|zai-small|Versapay", "prompt": "c223-m2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** or **Versapay** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|zai-small|Billtrust", "prompt": "c223-m2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Billtrust** if: You need end-to-end invoice-to-delivery-to-payment-to-reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|zai-small|Stuut", "prompt": "c223-m2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Stuut** if: You want an AI-native solution that posts directly to your AR subledger"}, {"id": "mai-20260917-1752-baseline-2|c223-m2|zai-small|Loopfour", "prompt": "c223-m2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Loopfour", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Loopfour** if: You want to keep your existing ERP and payment infrastructure intact"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|HighRadius", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** or **Serrala** if you run on SAP and have massive transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Esker", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Esker excels at capturing unstructured data."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|BlackLine", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine brings that same \"close mindset\" to cash app."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Lunos", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Lunos** or **Rex** if you struggle with **deductions**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Ledge", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Ledge** or **LedgerUp** if you have a modern tech stack"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Rex", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rex positions itself as an \"agent\" that runs the whole cycle autonomously"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|LedgerUp", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tailored to the specific nuances of subscription billing"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Versapay", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Versapay encourages customers to pay directly through an interface"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Billtrust", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best For:** Companies moving away from checks and lockboxes."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|alibaba-small|Serrala", "prompt": "c223-m3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Choose **HighRadius** or **Serrala** if you run on SAP and have massive transaction volumes."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|HighRadius", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise incumbents like HighRadius, Sidetrade, Serrala, and Billtrust continue to deliver depth at scale"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Sidetrade", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "enterprise tools like HighRadius, BlackLine, or Sidetrade get auto-match rates above 85%"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Serrala", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most cash application tools, including Serrala, were built on OCR plus regex templates that need manual configuration per remittance format and break when documents change."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Billtrust", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise incumbents like HighRadius, Sidetrade, Serrala, and Billtrust continue to deliver depth at scale"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Versapay", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine provide strong all-in-one AR capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Quadient AR", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Esker", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mid-market platforms like Versapay, Quadient AR, Esker, and BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|BlackLine", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BlackLine offers cash application as part of its full financial close, reconciliation and accounting automation capabilities, with strong financial controls, reporting"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Monk", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy bring purpose-built capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Emagia", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|OpenEnvoy", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "OpenEnvoy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-native platforms including Monk, Emagia, and OpenEnvoy"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Lunos", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Lunos handles the messy side of the ledger, such as when a customer pays the wrong amount or forgets to send a remittance advice"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Transformance ClearMatch", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Transformance ClearMatch uses vision language models... improves match rates from around 85% to 95%+ within 90 days, with 4 to 8 week deployment versus 3 to 6 months for incumbents"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|anthropic-small|Kolleno", "prompt": "c223-m3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Kolleno is a straightforward matching tool for organizations that want automation and doesn't have much complex data."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|HighRadius", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HighRadius** is positioned as the best option for **large enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Billtrust", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Billtrust** is strongest for **check-heavy and lockbox-heavy** operations"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Versapay", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Versapay** is a good fit when customers pay through a **portal**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Esker", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Esker** is typically chosen by teams that want cash application as part of a **broader order-to-cash suite**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|BlackLine", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BlackLine** is best for **controller-led close and reconciliation** workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Serrala", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Serrala** is often recommended for **SAP-centric organizations**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Tesorio", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tesorio** is more attractive to teams that want cash application tied to **forecasting and collections**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Ledge", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ledge** emphasizes cash application as a **continuous workflow inside close**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Rex", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Rex** is aimed at teams that want cash application to be a **connected part of order-to-cash**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|challenger-small|Paystand", "prompt": "c223-m3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Paystand** is usually positioned as a **payments-first** platform"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|HighRadius", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HighRadius** — *Best for enterprise-scale volume*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Billtrust", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Billtrust** — *Best for billing-led AR and check/lockbox-heavy books*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Esker", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Esker** — *Best for document capture/OCR and global order-to-cash suites*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|BlackLine", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. BlackLine** — *Best for controller-led teams tied to the month-end close*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Versapay", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Versapay** — *Best for payments collected through a customer portal*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Serrala", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Serrala** — *Best for SAP-centric environments*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Rex", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. Rex** — *Newer autonomous pick*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|deepseek-small|Tipalti", "prompt": "c223-m3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**8. Tipalti** — *Runner-up for automation workflows*"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|HighRadius", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with HighRadius or BlackLine if you are a massive, multi-billion-dollar enterprise looking to standardize cash flow and compliance across multiple ERPs globally."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Billtrust", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Billtrust if your biggest bottleneck is logging into dozens of different customer AP portals"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|BlackLine", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with HighRadius or BlackLine if you are a massive, multi-billion-dollar enterprise"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Versapay", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Versapay if you run on NetSuite and want to make payment resolution a collaborative experience"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Esker", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Esker or Cashbook if your primary headache is parsing unstructured PDF/check remittances"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Serrala", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highly rigid; not ideal for organizations with non-SAP systems"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Cashbook", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with Esker or Cashbook if ... you need deep treasury connectivity."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Stuut", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modern Mid-Market/AI Tools (e.g., Stuut, Transformance)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|google-small|Transformance", "prompt": "c223-m3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Modern Mid-Market/AI Tools (e.g., Stuut, Transformance)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Cashbook", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top cash application tools include:\n1. Cashbook"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|HighRadius", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HighRadius is considered the best overall for mid-market and enterprise cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Lunos", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Lunos"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Serrala", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Serrala is best for SAP-centric environments"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Esker", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Esker is best for document capture and OCR"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Billtrust", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Billtrust is best for billing and invoicing networks"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Ledge", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Ledge"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Versapay", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Versapay"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|BlackLine", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Paystand", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Paystand"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|LedgerUp", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. LedgerUp"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Tipalti", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Nanonets", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Nanonets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "13. Nanonets"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|inxeption", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "inxeption", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "14. inxeption"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|JPMorgan Payments", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "JPMorgan Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "15. JPMorgan Payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Kofax", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Kofax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "16. Kofax"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Uptown", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Uptown", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "17. Uptown"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|meta-small|Codat", "prompt": "c223-m3", "model": "meta-small", "cat": "cash-application", "variant": "comparative", "raw": "Codat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "18. Codat"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|HighRadius Cash Application Software", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius Cash Application Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius leads in AI-driven automation"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Serrala", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Organizations running SAP landscapes."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Esker", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker excels in document capture"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Billtrust", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Billing and invoicing networks, especially where customers use AP portals."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Versapay", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versapay for real-time buyer-seller portals."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|BlackLine", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BlackLine for close management"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Upflow", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Upflow and Gaviti for ease of use and quick setup."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Gaviti", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Focuses on ease of use and quick implementation"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|mistral-small|Rex", "prompt": "c223-m3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Rex for mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|HighRadius", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose HighRadius** if you're a large enterprise with complex, high-volume AR across multiple systems."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Esker", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Esker** if your pain point is extracting data from diverse document types and global operations."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Emagia", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**90-95% auto-match rates** across many formats, languages, and currencies"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Serrala", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Serrala** if you're all-in on SAP."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Billtrust", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Billtrust** if checks and lockboxes dominate your payment mix."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Versapay", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Portal-first approach**; automates extraction when payments flow through shared customer portals."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|BlackLine", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cash application embedded within a **broader reconciliation and close suite**"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Tesorio", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Choose Tesorio or Cashbook** if you want fast time-to-value with strong cloud ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Cashbook", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Choose Tesorio or Cashbook** if you want fast time-to-value with strong cloud ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Lunos", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Lunos** if your bottleneck is customer communication and dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|moonshot-small|Rex", "prompt": "c223-m3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Cash application as one **autonomous step** connected to collections and disputes"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|openai-small|SAP Cash Application", "prompt": "c223-m3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "SAP Cash Application", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for organizations already on SAP. It uses machine learning to match incoming bank statement items or lockbox files to open receivables"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|openai-small|BlackLine Cash Application", "prompt": "c223-m3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine Cash Application", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong fit for finance teams already using BlackLine for broader accounting automation."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|openai-small|HighRadius Cash Application", "prompt": "c223-m3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius Cash Application", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often chosen for high-volume AR automation."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|openai-small|Quadient Accounts Receivable / cash application tools", "prompt": "c223-m3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient Accounts Receivable / cash application tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Usually attractive for invoice-to-cash workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|HighRadius", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** (G2 ~4.3/5; Best overall for enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Billtrust", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** (G2 4.4/5; AR Automation leader for 21+ quarters)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|BlackLine", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best as add-on; not standalone leader."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Cashbook", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in quick automation, up to 95% match rates"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Serrala", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Native SAP auto-matching (up to 99% on clean data)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Gaviti", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gaviti (mid-market)... Less enterprise-scale."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Esker", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Esker/Quadient (O2C suites)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Quadient", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Esker/Quadient (O2C suites)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Versapay", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Versapay (portal-based)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Bluecopa", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bluecopa (unified finance)"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|xai-small|Transformance", "prompt": "c223-m3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Newer AI natives like Transformance emphasize no-config LLMs for messy docs."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|zai-small|HighRadius", "prompt": "c223-m3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the market leader for enterprise cash application."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|zai-small|Billtrust", "prompt": "c223-m3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have messy remittance data: Choose **Billtrust** for its confidence-based matching"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|zai-small|Serrala", "prompt": "c223-m3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are an SAP Shop: Choose **Serrala** to keep everything inside your ERP."}, {"id": "mai-20260917-1752-baseline-2|c223-m3|zai-small|Esker", "prompt": "c223-m3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Esker** for its document capture"}, {"id": "mai-20260917-1752-baseline-2|c223-m3|zai-small|BlackLine", "prompt": "c223-m3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If audit trails are your priority: Choose **BlackLine**."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|Lunos", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Pay-As-You-Go Solution: **Lunos** ... \"I want zero monthly risk.\" | **Lunos**"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|QuickBooks Payments / QBO Advanced", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments / QBO Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Built-in Solution (if you use QuickBooks) ... It may struggle with \"blind\" payments or complex multi-invoice deductions."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|Gaviti", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Dedicated Standalone Platform: **Gaviti** ... priced significantly lower than enterprise giants"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|HighRadius", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced significantly lower than enterprise giants like HighRadius or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|SAP Ariba", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced significantly lower than enterprise giants like HighRadius or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|alibaba-small|Versapay", "prompt": "c223-m4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Versapay combines Invoicing, Collections, and Cash Application into one platform"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|Xero", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a native connection to your ledger (Xero or QuickBooks Online) that reads open invoices and posts payments back"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|Wave", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wave, which is a free cloud-based software ... making it ideal for freelancers and startups looking to track income and expenses without monthly fees."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|FreshBooks", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FreshBooks, starting at $19/month, is ideal for service-based businesses with strong invoicing and expense tracking features."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|QuickBooks Online", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Online offers a basic plan at $35/month with robust cash flow management."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|HighRadius", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "smaller businesses benefit from SaaS-style solutions rather than enterprise platforms like HighRadius or Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|anthropic-small|Billtrust", "prompt": "c223-m4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "smaller businesses benefit from SaaS-style solutions rather than enterprise platforms like HighRadius or Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|challenger-small|QuickBooks Payments", "prompt": "c223-m4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **QuickBooks Payments** if you already use QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|challenger-small|Gaviti", "prompt": "c223-m4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Gaviti** if you need a standalone AR tool with cash application included at a lower cost"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|challenger-small|HighRadius", "prompt": "c223-m4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** the usual enterprise leaders like **HighRadius**, **Billtrust**, and **Esker** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|challenger-small|Billtrust", "prompt": "c223-m4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** the usual enterprise leaders like **HighRadius**, **Billtrust**, and **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|challenger-small|Esker", "prompt": "c223-m4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** the usual enterprise leaders like **HighRadius**, **Billtrust**, and **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Lunos", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lunos** – Best overall for a free/very low-cost start"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Monk", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **flat, predictable pricing** and despise percentage-based models: **Monk**."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Gaviti", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good standalone AR automation for simple needs"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|QuickBooks Payments", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Auto-match for straightforward payments (ACH/card with clean reference numbers)."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Zoho Books", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Include basic payment reconciliation in their low-cost plans ($15–$45/month)."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|FreshBooks", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Books / FreshBooks:** Include basic payment reconciliation in their low-cost plans"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Versapay", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid on a limited budget - **Versapay** ... Definitely not budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|HighRadius", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise-class, custom-priced, typically six figures annually."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Esker", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise-class, custom-priced, typically six figures annually."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|deepseek-small|Billtrust", "prompt": "c223-m4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise-class, custom-priced, typically six figures annually."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|HighRadius", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "For a company with a limited budget, these enterprise suites are a mismatch."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Billtrust", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For a company with a limited budget, these enterprise suites are a mismatch."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Esker", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically require five-to-six-figure implementation budgets"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|BlackLine", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these enterprise suites are a mismatch"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|QuickBooks Online", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks Online & Xero (Built-In Bank Feeds & Rules): Cost: Included in your accounting software subscription"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Xero", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both platforms feature automated bank feeds and \"matching engines.\""}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|BILL (formerly Bill.com)", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Smaller businesses that want to manage both Accounts Payable (AP) and Accounts Receivable (AR) in one centralized, low-cost platform."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Chaser", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Chaser automatically reconciles the payment against your ledger"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Upflow", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Upflow features an advanced \"Cash App Agent\" built for high-accuracy reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|AccountsReceivable.ai / RemitClear", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "AccountsReceivable.ai / RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Specifically designed to be an \"enterprise-style\" cash application tool but built for mid-market and small businesses using QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Quadient AR (formerly YayPay)", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Known as one of the best mid-market tools. It offers predictive cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|google-small|Gaviti", "prompt": "c223-m4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Uses a modular pricing structure without per-user licensing fees."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|meta-small|QuickBooks Payments", "prompt": "c223-m4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cash application software for a company with a limited budget is QuickBooks Payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|meta-small|HighRadius", "prompt": "c223-m4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for mid-market and enterprise AR teams, but may be too expensive for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|meta-small|Billtrust", "prompt": "c223-m4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be too expensive for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|meta-small|Esker", "prompt": "c223-m4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be too expensive for companies with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|minimax-small|QuickBooks Payments", "prompt": "c223-m4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **QuickBooks Payments** if you need basic cash application functionality"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|minimax-small|Wave", "prompt": "c223-m4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Wave** if you need complete free cash management"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|minimax-small|Zoho Books", "prompt": "c223-m4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Zoho Books** (Good free tier) - Free tier available; paid plans from $15/month"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|minimax-small|Gaviti", "prompt": "c223-m4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "AI-powered cash application, but may be overkill for very small budgets"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|mistral-small|QuickBooks Payments", "prompt": "c223-m4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you need a simple, integrated solution and are already using QuickBooks, QuickBooks Payments is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|mistral-small|Wave", "prompt": "c223-m4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're looking for a completely free option, Wave or Zoho Books are excellent starting points."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|mistral-small|Zoho Books", "prompt": "c223-m4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books also has a free tier, and its entry-level paid plans are affordable."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|mistral-small|Melio", "prompt": "c223-m4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "free tiers from Wave, Zoho Books, or Melio are sufficient"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|QuickBooks Payments / QuickBooks Online", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments / QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **QuickBooks Payments / QuickBooks Online** (~$22-80/month) - **Best for:** Small businesses already using QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|Wave", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Wave** (FREE) - **Best for:** Very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|Zoho Books", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier covers basic payment matching and AR reporting"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|Lunos", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you may need a dedicated solution like Lunos"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|Melio", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Melio** (FREE) - **Best for:** Bill pay and basic cash management"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|moonshot-small|InvoiceSherpa", "prompt": "c223-m4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "InvoiceSherpa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lunos (free tier) or QuickBooks + InvoiceSherpa"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|openai-small|BILL AP/AR", "prompt": "c223-m4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget-friendly all-around option:** **BILL AP/AR**"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|openai-small|Due.com", "prompt": "c223-m4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "Due.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need simple, low-cost AR automation: consider **Due.com** or similar SMB-focused AR tools"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|openai-small|HighRadius", "prompt": "c223-m4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong, but they are generally aimed at mid-market/enterprise use rather than tight-budget teams"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|openai-small|Emagia Cash Application", "prompt": "c223-m4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "Emagia Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strong, but they are generally aimed at mid-market/enterprise use rather than tight-budget teams"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|HighRadius", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than pricey dedicated enterprise tools (like HighRadius or Billtrust, which start at thousands per year)"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|Billtrust", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "rather than pricey dedicated enterprise tools (like HighRadius or Billtrust, which start at thousands per year)"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|Wave", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Wave** if your volume is tiny (zero risk/cost)."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|Zoho Books", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Switch to **Zoho Books** free plan for more automation/features."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|QuickBooks Online", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Growing SMBs with Predictable Payments"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|BILL", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Starts at $49/user/mo; ... Good for scaling but not the cheapest."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|xai-small|Lunos AI", "prompt": "c223-m4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free Starter (0.3% fee on collections); AI matches payments... Niche for email-heavy AR."}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Wave", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Zoho Books free tier** or **Wave** if you're under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Zoho Books (Free Tier)", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books (Free Tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Zoho Books free tier** or **Wave** if you're under $50K revenue"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Melio", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free for invoice payment collection with no monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Plooto", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then upgrade to **Plooto** at $24/month if you need more advanced cash application features"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|QuickBooks Payments", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$38/month for QuickBooks Online users (Simple Start plan) with basic auto-match functionality"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|BILL", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$49 per user/month for growing businesses managing both AP and AR"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Centime", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Custom pricing for SMB finance teams needing collections and cash visibility"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Upflow", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free analytics plan available, with custom pricing for full automated collections workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-m4|zai-small|Kolleno", "prompt": "c223-m4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-tier option for payment matching and exception management"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|Versapay", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Mid-Market Specialists:** *Versapay*, *Quadient AR (formerly YayPay)*, and *Chaser*. These offer fast implementations and great UI."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|Quadient AR (formerly YayPay)", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid-Market Specialists:** *Versapay*, *Quadient AR (formerly YayPay)*, and *Chaser*. These offer fast implementations and great UI."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|Chaser", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-Market Specialists:** *Versapay*, *Quadient AR (formerly YayPay)*, and *Chaser*. These offer fast implementations and great UI."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|HighRadius (RadiusOne)", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius (RadiusOne)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are highly robust but may have longer implementation times and higher price points."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|Billtrust", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are highly robust but may have longer implementation times and higher price points."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|BlackLine", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are highly robust but may have longer implementation times and higher price points."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|google-small|Esker", "prompt": "c223-m5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These are highly robust but may have longer implementation times and higher price points."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|HighRadius", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong AI, multi-ERP; longer setup."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Billtrust", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AR leader; great collections sync."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Versapay", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Customer portal focus; quick deploy."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Stuut.ai", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Stuut.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI precision, mid-market | 98%+ | Usage-based"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|SINGOA", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "SINGOA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "2-4 wk impl.; mid-market optimized."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Bluecopa", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-native; multi-ERP."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Gaviti", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gaviti (collections)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|BlackLine", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BlackLine (compliance)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|xai-small|Emagia", "prompt": "c223-m5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emagia (global)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|HighRadius", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors (e.g., HighRadius, BlackLine, Esker, Versapay, Billtrust, SINGOA, or newer AI-native platforms like Transformance)."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|BlackLine", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3–5 vendors (e.g., HighRadius, BlackLine, Esker, Versapay, Billtrust, SINGOA...)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|Esker", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3–5 vendors (e.g., HighRadius, BlackLine, Esker, Versapay, Billtrust, SINGOA...)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|Versapay", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3–5 vendors (e.g., HighRadius, BlackLine, Esker, Versapay, Billtrust, SINGOA...)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|Billtrust", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3–5 vendors (e.g., HighRadius, BlackLine, Esker, Versapay, Billtrust, SINGOA...)"}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|SINGOA", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "SINGOA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3–5 vendors (e.g., ... Billtrust, SINGOA, or newer AI-native platforms like Transformance)."}, {"id": "mai-20260917-1752-baseline-2|c223-m5|zai-small|Transformance", "prompt": "c223-m5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "or newer AI-native platforms like Transformance"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|HighRadius", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many mid-market teams find it \"overbuilt\" and \"unpredictable in cost.\"... Avoid if: You're a mid-market team wanting quick ROI"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Esker", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong in AP but has documented gaps in its cash application module."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Versapay", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews highlight limited backend automation, lack of native credit or deduction management, and weak integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Billtrust", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Primarily optimized for invoice presentment and payment acceptance—not deep cash application matching."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Rex", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tools like Rex, Monk, or Stuut tend to receive fewer complaints about implementation friction and pricing transparency"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Monk", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "tend to receive fewer complaints about implementation friction and pricing transparency in recent reviews"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|alibaba-small|Stuut", "prompt": "c223-m6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tend to receive fewer complaints about implementation friction and pricing transparency in recent reviews"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|HighRadius", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution Level: High (for mid-market or under-resourced teams)... too heavy and complex to implement.. Poor customer support"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Billtrust", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution Level: Medium-High (for complex deductions and smaller teams)... cash application for complex deductions is weak."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Versapay", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution Level: Medium (for ERP integration and reporting)... integration is a beast... rules-based logic can misfire"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|SAP FSCM", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "SAP FSCM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy ERP modules (like SAP FSCM or Oracle AR) with generic OCR or RPA... often fail on remittance parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Oracle AR", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Oracle AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy ERP modules (like SAP FSCM or Oracle AR) with generic OCR or RPA... often fail on remittance parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|UiPath", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generic OCR or RPA (UiPath, Automation Anywhere) instead of purpose-built tools... often fail on remittance parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Automation Anywhere", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generic OCR or RPA (UiPath, Automation Anywhere) instead of purpose-built tools... often fail on remittance parsing"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Invoiced", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For mid-market (under $100M AR): Look at Invoiced (highest user satisfaction on G2)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Lunos", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "or Lunos (AI-driven follow-up) if you want quick ROI without heavy implementation"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|deepseek-small|Serrala", "prompt": "c223-m6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For enterprises on SAP: Serrala is native and avoids the integration nightmares"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|google-small|Cash App", "prompt": "c223-m6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "funds sitting in Venmo, Cash App, or PayPal are not automatically protected by federal deposit insurance"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|google-small|Venmo", "prompt": "c223-m6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avoid Keeping High Balances in P2P Apps ... funds sitting in Venmo, Cash App, or PayPal are not automatically protected"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|google-small|Zelle", "prompt": "c223-m6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Extremely Cautious of Zelle with Strangers ... Never use Zelle to purchase goods or services from someone you do not know personally."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|google-small|PayPal", "prompt": "c223-m6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "funds sitting in Venmo, Cash App, or PayPal are not automatically protected by federal deposit insurance"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|mistral-small|HighRadius", "prompt": "c223-m6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-level tools like HighRadius or BlackLine often require significant implementation and configuration effort."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|mistral-small|BlackLine", "prompt": "c223-m6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-level tools like HighRadius or BlackLine often require significant implementation and configuration effort."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|mistral-small|Billtrust", "prompt": "c223-m6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Some tools, such as Billtrust, provide the most value within their own ecosystem... the benefits may be limited, and you could end up with siloed data."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Cash App (by Block, Inc.)", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App (by Block, Inc.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with consumer-facing cash apps like Cash App (by Block, Inc.), especially for P2P transfers or holding significant balances, due to high fraud risks and poor support."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|PayPal", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Instant/irreversible payments with no buyer protection (unlike PayPal)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|EarnIn", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "EarnIn", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tip pressure (e.g., some EarnIn/Dave complaints)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Dave", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Dave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tip pressure (e.g., some EarnIn/Dave complaints)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Chime MyPay", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Chime MyPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize no-fee options like Chime MyPay or Varo Advance"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Varo Advance", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Varo Advance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize no-fee options like Chime MyPay or Varo Advance"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|HighRadius", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like HighRadius face complaints on slow support, integration delays, and high config effort"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|BlackLine", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Others (BlackLine, Billtrust) shine in ecosystems but falter standalone."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Billtrust", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Others (BlackLine, Billtrust) shine in ecosystems but falter standalone."}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Rex", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Demo shortlisted tools (HighRadius, Rex, Cashbook top-rated 2026 guides)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|xai-small|Cashbook", "prompt": "c223-m6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Demo shortlisted tools (HighRadius, Rex, Cashbook top-rated 2026 guides)"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|Cash App", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Cash App — Proceed with Caution ... Key Red Flags"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|Stripe", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No reconciliation support for external payment processors, banks, or billing systems"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|NetSuite Cash Application", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "NetSuite Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Struggles with complex/multi-source matching scenarios"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|BlackLine", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Architecture is process-heavy and can require significant implementation effort"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|Cashbook", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Cashbook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited scope — automation only within finance and receivables management"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|HighRadius", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "HighRadius — Agentic AI, real-time integration, strong exception handling"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|AutoRek / Gresham Technologies", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "AutoRek / Gresham Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong rule-based cash reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|Tellermate / Volumatic Insight", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Tellermate / Volumatic Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Hardware-integrated, audit-ready reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-m6|zai-small|FloQast / Chaser", "prompt": "c223-m6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "FloQast / Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Good for mid-market teams needing credit control + collections"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|alibaba-small|QuickBooks Online Advanced", "prompt": "c223-s1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Most Small Businesses (Built-in & Low Cost)**QuickBooks Online Advanced / Xero**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|alibaba-small|Xero", "prompt": "c223-s1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both **QuickBooks Online Advanced** and **Xero** include native cash application features"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|alibaba-small|Lunos", "prompt": "c223-s1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lunos** (Best balance of power and ease)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|alibaba-small|Versapay (now part of Navan)", "prompt": "c223-s1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay (now part of Navan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Payment Collection & Self-Service ... Requires customer buy-in"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|alibaba-small|Billtrust", "prompt": "c223-s1", "model": "alibaba-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Billtrust** (Best for heavy volume)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|anthropic-small|Upflow", "prompt": "c223-s1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Upflow is recommended for B2B finance teams... It's a good fit for mid-sized and scaling companies (typically $10M-$500M revenue)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|anthropic-small|Billtrust", "prompt": "c223-s1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for B2B companies and distributors interested in automating several aspects of the accounts receivable process"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|anthropic-small|Chaser", "prompt": "c223-s1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Chaser is lightweight, fast to deploy, and well-suited to small finance teams that need workflow automation without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|anthropic-small|Gaviti", "prompt": "c223-s1", "model": "anthropic-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gaviti is an autonomous invoice-to-cash software that automates repetitive tasks prone to errors"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|challenger-small|Gaviti", "prompt": "c223-s1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best budget-friendly standalone AR option: Gaviti"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|challenger-small|QuickBooks Payments", "prompt": "c223-s1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for very small businesses with basic needs: QuickBooks Payments"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|challenger-small|Upflow", "prompt": "c223-s1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose Upflow for the best overall small B2B fit"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|challenger-small|Cashbook", "prompt": "c223-s1", "model": "challenger-small", "cat": "cash-application", "variant": "direct", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cashbook is recommended for teams prioritizing specialist cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|RemitClear", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemitClear** is the strongest fit purely for cash application \\u2013 it\\u2019s purpose-built, cloud-native, and priced for SMB volume"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for combined AP + AR in one login"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|Chaser", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need collections, start with **Chaser** (best ROI for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|Upflow", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Upflow** if budget allows"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|Billtrust", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip these for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|HighRadius", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip these for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|deepseek-small|Esker", "prompt": "c223-s1", "model": "deepseek-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip these for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|HighRadius", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "designed for massive companies running heavy ERPs ... six-figure implementation costs and months-long setup times"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|Billtrust", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "designed for massive companies running heavy ERPs ... six-figure implementation costs and months-long setup times"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|BlackLine", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed for massive companies running heavy ERPs ... six-figure implementation costs and months-long setup times"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|RemitClear", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small B2B companies with high-volume, multi-invoice payments on QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|Upflow", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Overall cash collection, AR automation, and conservative cash matching."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|Versapay", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: B2B companies that want a customer-facing payment portal."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|google-small|Quadient AR (formerly YayPay)", "prompt": "c223-s1", "model": "google-small", "cat": "cash-application", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Scaling, mid-market B2B companies looking for fast time-to-value."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|minimax-small|Rex", "prompt": "c223-s1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Rex** if you need simplicity"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|minimax-small|Billtrust", "prompt": "c223-s1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Billtrust** if you have more complex payment channels"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|minimax-small|Highradius", "prompt": "c223-s1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "Highradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A comprehensive solution that offers features like remittance capture, payment matching accuracy, ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|minimax-small|BlueCopa", "prompt": "c223-s1", "model": "minimax-small", "cat": "cash-application", "variant": "direct", "raw": "BlueCopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Appears to have a list of 8 best cash application software solutions"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|mistral-small|QuickBooks Payments", "prompt": "c223-s1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Payments** or **Gaviti** are the best starting points"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|mistral-small|Gaviti", "prompt": "c223-s1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **QuickBooks Payments** or **Gaviti** are the best starting points"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|mistral-small|BluecopA", "prompt": "c223-s1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "BluecopA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a list of cash application tools suitable for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|mistral-small|HighRadius", "prompt": "c223-s1", "model": "mistral-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may be more suitable for companies expecting to scale up"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|moonshot-small|RemitClear", "prompt": "c223-s1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**RemitClear** – Best for QuickBooks/Xero Users ... Purpose-built for small businesses, no middleware needed, easy setup"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|moonshot-small|Gaviti", "prompt": "c223-s1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Gaviti** if you want full AR automation (collections + cash application)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|moonshot-small|QuickBooks Payments", "prompt": "c223-s1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with QuickBooks Payments** if you're on QBO and have simple payment matching needs ... Cons: Limited to simple scenarios"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|moonshot-small|Billtrust", "prompt": "c223-s1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise Options (Likely Overkill for Small B2B)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|moonshot-small|HighRadius", "prompt": "c223-s1", "model": "moonshot-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large Enterprise | Custom (expensive)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|Billtrust", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B if you want dedicated AR/cash application automation:** **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|Paystand", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want modern payment collection plus cash application:** **Paystand**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|SAP Cash Application", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "SAP Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Probably too much for most small B2B firms:** **SAP Cash Application**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|BILL AP/AR", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "highlights tools like **BILL AP/AR**, **QuickBooks Bill Pay**, and **Kolleno** among small-business-oriented options"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|QuickBooks Bill Pay", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "highlights tools like **BILL AP/AR**, **QuickBooks Bill Pay**, and **Kolleno**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|openai-small|Kolleno", "prompt": "c223-s1", "model": "openai-small", "cat": "cash-application", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "among small-business-oriented options"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Gaviti", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### Top Pick: **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Chaser", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chaser** (Great for lean teams)"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|QuickBooks Payments", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basic auto-match for ACH/card payments on single invoices. No extra cost if already on QuickBooks Online."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|eBizCharge", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "eBizCharge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Upgrade to add-ons like eBizCharge for advanced matching."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Upflow", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Upflow | Fast-setup SMB AR + auto cash app | Free entry plan"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Kolleno", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kolleno | Exception-heavy matching | Affordable tiers | Emerging for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Billtrust", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Billtrust/Esker | If scaling to mid-market | Custom/enterprise (~$2k+/mo) | 4.5+ but overkill/costly"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|Esker", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Billtrust/Esker | If scaling to mid-market | Custom/enterprise (~$2k+/mo) | 4.5+ but overkill/costly"}, {"id": "mai-20260917-1752-baseline-2|c223-s1|xai-small|HighRadius", "prompt": "c223-s1", "model": "xai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise tools like HighRadius (long setup, $50M+ revenue fit)."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|QuickBooks Payments", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Simplest & lowest cost:** QuickBooks Payments (if you use QuickBooks)."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|Gaviti", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best standalone AR platform for SMBs:** Gaviti."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|Upflow", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for analytics and cash flow visibility:** Upflow."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|Esker", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for mid\\u2011market with higher volumes:** Esker."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|Lunos", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for email\\u2011driven remittance handling:** Lunos."}, {"id": "mai-20260917-1752-baseline-2|c223-s1|zai-small|HighRadius", "prompt": "c223-s1", "model": "zai-small", "cat": "cash-application", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "rather than one that locks you into enterprise pricing (e.g., Esker, HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|alibaba-small|Chaser", "prompt": "c223-s2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Chaser** or **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|alibaba-small|Gaviti", "prompt": "c223-s2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Chaser** or **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|alibaba-small|QuickBooks Payments", "prompt": "c223-s2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 1: If You Use QuickBooks Online**\n**QuickBooks Payments** (or **Intuit Money**)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|alibaba-small|NetSuite's Native Cash Application", "prompt": "c223-s2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "NetSuite's Native Cash Application", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite has some native automation, but it often requires significant configuration"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|alibaba-small|Billtrust", "prompt": "c223-s2", "model": "alibaba-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More expensive and often overkill for very small businesses (<$5M revenue)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|anthropic-small|Bill.com", "prompt": "c223-s2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com** or **Melio** if you want a solution specifically built for small businesses with straightforward pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|anthropic-small|Melio", "prompt": "c223-s2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bill.com** or **Melio** if you want a solution specifically built for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|anthropic-small|Ramp", "prompt": "c223-s2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ramp** is another alternative mentioned"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|anthropic-small|Sage Intacct", "prompt": "c223-s2", "model": "anthropic-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** if you're growing and want room to scale without switching platforms later"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|BILL", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation without more context, **BILL** is the safest SMB choice for a B2B company"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|Versapay", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Versapay** is a stronger fit because it focuses on **cash application automation** and matches payments to invoices regardless of how customers remit."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|Xero", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Xero or QuickBooks Online** if you want the simplest small-business accounting-native matching and your volume is low."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|QuickBooks Online", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use Xero or QuickBooks Online** if you want the simplest small-business accounting-native matching and your volume is low."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|MineralTree", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "MineralTree", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "heavier enterprise tools like MineralTree or HighRadius, which are more often aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|challenger-small|HighRadius", "prompt": "c223-s2", "model": "challenger-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "heavier enterprise tools like MineralTree or HighRadius, which are more often aimed at larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|BILL (Bill.com)", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is the most sensible payment matching automation"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|HighRadius", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Skip HighRadius/Billtrust unless you scale up... pricing and setup are overkill for most small operations."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|Billtrust", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more geared to mid-market, quote-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|QuickBooks Payments auto-match", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "QuickBooks Payments auto-match", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built-in, no extra cost, handles basic cases"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|Versapay", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative AR portal model, strong integrations with NetSuite/Sage"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|Gaviti", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Standalone AR platforms priced for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|deepseek-small|Upflow", "prompt": "c223-s2", "model": "deepseek-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Standalone AR platforms priced for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|HighRadius", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While enterprise-level tools (like HighRadius or BlackLine) exist, they are too complex and expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|BlackLine", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While enterprise-level tools (like HighRadius or BlackLine) exist, they are too complex and expensive for a small business."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|Bill360", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "1. Bill360 (Best Overall for QuickBooks & Xero Users)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|Upflow", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Upflow** is an outstanding mid-market solution."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|Monk", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Monk** is a great choice."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|google-small|Kolleno", "prompt": "c223-s2", "model": "google-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kolleno** is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|BILL", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BILL – Financial operations platform for invoices and automated billing"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|Loopfour", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Loopfour", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Loopfour – Payment automation platform that sits on top of existing payment infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|Melio", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Melio – Best for small to mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|Collatio by Scry AI", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Collatio by Scry AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Collatio by Scry AI – AI-led account and payment reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|Tesorio", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tesorio or Kolleno – Best for SMB and mid-market"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|meta-small|Kolleno", "prompt": "c223-s2", "model": "meta-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tesorio or Kolleno – Best for SMB and mid-market"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|minimax-small|Lunos", "prompt": "c223-s2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "for a small B2B business looking for payment matching automation, I'd recommend **Lunos**."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|minimax-small|BILL", "prompt": "c223-s2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** — good for AP/AR management with extensive vendor network"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|minimax-small|Stampli", "prompt": "c223-s2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** — procure-to-pay automation with collaborative invoice management"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|minimax-small|Atlar", "prompt": "c223-s2", "model": "minimax-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Atlar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Atlar** — API-first connection between banks and ERP"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|moonshot-small|QuickBooks Online", "prompt": "c223-s2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value for Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|moonshot-small|Xero", "prompt": "c223-s2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|moonshot-small|Zoho Books", "prompt": "c223-s2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Growing SMBs"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|moonshot-small|Versapay", "prompt": "c223-s2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Versapay** or **Levers** for more specialized AR automation"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|moonshot-small|Levers", "prompt": "c223-s2", "model": "moonshot-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Levers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Versapay** or **Levers** for more specialized AR automation"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|openai-small|BILL AP/AR", "prompt": "c223-s2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one for a typical small B2B business, I'd start with **BILL AP/AR** for breadth and ease"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|openai-small|Kolleno", "prompt": "c223-s2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose **Kolleno** instead if your top priority is **cash application/payment matching** specifically"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|openai-small|Billtrust", "prompt": "c223-s2", "model": "openai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It's more often positioned as an enterprise AR/invoice-to-cash platform than a small-business-first tool."}, {"id": "mai-20260917-1752-baseline-2|c223-s2|xai-small|BILL (formerly Bill.com)", "prompt": "c223-s2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL (formerly Bill.com)** as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|xai-small|Xero", "prompt": "c223-s2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (if you're already using it or want full accounting bundled)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|xai-small|Zoho Books", "prompt": "c223-s2", "model": "xai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (budget pick)"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|zai-small|Bill.com", "prompt": "c223-s2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"All-Rounder\" for Small Business: **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|zai-small|RemitClear", "prompt": "c223-s2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "RemitClear", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Accountant-First\" Tool: **RemitClear**"}, {"id": "mai-20260917-1752-baseline-2|c223-s2|zai-small|Yonovo", "prompt": "c223-s2", "model": "zai-small", "cat": "cash-application", "variant": "paraphrase", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Automated Collections: **Yonovo**"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|Kolleno", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kolleno (Best Overall for Growing SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|Gaviti", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Kolleno or Gaviti if you are a product-based or wholesale business dealing with large, complex remittance files"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|Versapay", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Versapay if your main problem is customers paying late or disputing invoices"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|BILL", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose QuickBooks/BILL if you are a smaller service business with straightforward payments and a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|QuickBooks Payments", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose QuickBooks/BILL if you are a smaller service business with straightforward payments and a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|alibaba-small|Upflow", "prompt": "c223-s3", "model": "alibaba-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms like **Gaviti** or **Upflow** may require you to define your \"success criteria.\""}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Upflow", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Upflow is designed for mid-sized and scaling companies ... that need cash application connected directly to AR and collections"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Tidely", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Tidely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tidely simplifies cash management for businesses of all sizes ... from small teams to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Commitly", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Commitly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Commitly is cash management software tailored for SMEs and startups"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Transformance ClearMatch", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Transformance ClearMatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top tools in 2026 are Transformance ClearMatch, HighRadius, Esker, VersaPay, BlackLine AR Intelligence, and SAP Cash Application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|HighRadius", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise tools like HighRadius, BlackLine, or Sidetrade get auto-match rates above 85%"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Esker", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top tools in 2026 are Transformance ClearMatch, HighRadius, Esker, VersaPay, BlackLine AR Intelligence, and SAP Cash Application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|VersaPay", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "VersaPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top tools in 2026 are ... VersaPay, BlackLine AR Intelligence, and SAP Cash Application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|BlackLine AR Intelligence", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine AR Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise tools like HighRadius, BlackLine, or Sidetrade get auto-match rates above 85%"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|SAP Cash Application", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "SAP Cash Application", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "The top tools in 2026 are ... and SAP Cash Application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Sidetrade", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprise tools like HighRadius, BlackLine, or Sidetrade get auto-match rates above 85%"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|anthropic-small|Lunos", "prompt": "c223-s3", "model": "anthropic-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Lunos handles the unstructured part without requiring a six-figure implementation"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Kolleno", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Kolleno** if you want a clean, fast-to-implement tool with minimal complexity"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Upflow", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Upflow** if you want cash application plus collections visibility and stronger workflow integration"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Versapay", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Versapay** if customer collaboration and dispute resolution are part of the pain point"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|QuickBooks Payments", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose QuickBooks Payments** if you want the cheapest basic option and your payments are simple and predictable"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Billtrust", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more enterprise-oriented options"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|HighRadius", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More enterprise-focused, with AI agents for remittance extraction and deduction coding rather than simple small-team matching"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Esker", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically positioned for broader enterprise cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Serrala", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "typically positioned for broader enterprise cash application, SAP-centric workflows"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|challenger-small|Cforia", "prompt": "c223-s3", "model": "challenger-small", "cat": "cash-application", "variant": "comparative", "raw": "Cforia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "typically positioned for broader enterprise cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|QuickBooks Online / Xero", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Online / Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're a tiny bookkeeper-only setup: Start with QuickBooks Online or Xero — no new tool needed."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Versapay", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upflow** or **Versapay** are realistic mid-market picks that feed collections"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Upflow", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upflow** or **Versapay** are realistic mid-market picks that feed collections"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Rex", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Rex** is the standout for connected, autonomous cash application."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Billtrust", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|BlackLine", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid** HighRadius, Esker, and most of Billtrust/BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|HighRadius", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid** HighRadius, Esker"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Esker", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid** HighRadius, Esker"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Cashbook", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "multi-channel (Esker, Cashbook)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|FreshBooks", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "$23–100/mo (QBO, FreshBooks)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|deepseek-small|Invoiced", "prompt": "c223-s3", "model": "deepseek-small", "cat": "cash-application", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "~$100+/mo (Upflow, Invoiced)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|HighRadius", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "complex enterprise-level cash application software like HighRadius, BlackLine, or Billtrust is usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|BlackLine", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like HighRadius, BlackLine, or Billtrust is usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Billtrust", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like HighRadius, BlackLine, or Billtrust is usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Upflow", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Upflow: Best for collections-aligned reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Quadient AR", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quadient AR (formerly YayPay): Best for quick ROI and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Versapay", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for collaborative, customer-facing reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Stuut", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for ultra-fast setup and high autonomous matching"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Gaviti", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for workflow and task-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|google-small|Forwardly", "prompt": "c223-s3", "model": "google-small", "cat": "cash-application", "variant": "comparative", "raw": "Forwardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for micro-teams on QuickBooks Online or Xero"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|QuickBooks Payments", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team with straightforward payment patterns, **QuickBooks Payments** or **RemitClear** are typically best."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|Lunos", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Lunos** offers a freemium model that's accessible for small teams"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|RemitClear", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**QuickBooks Payments** or **RemitClear** are typically best"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|Kolleno", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fast Setup"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|YayPay (Quadient)", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "YayPay (Quadient)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Lightweight Option"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|HighRadius", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "need more robust tools like HighRadius or Billtrust (though these are more expensive)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|minimax-small|Billtrust", "prompt": "c223-s3", "model": "minimax-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "need more robust tools like HighRadius or Billtrust (though these are more expensive)"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|mistral-small|QuickBooks Payments", "prompt": "c223-s3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Payments** is the simplest and most cost-effective for very small teams with basic needs."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|mistral-small|Gaviti", "prompt": "c223-s3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gaviti** is a good standalone AR platform for small to mid-sized B2B companies wanting more automation and integration options."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|mistral-small|HighRadius", "prompt": "c223-s3", "model": "mistral-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More enterprise-focused; may be overkill for very small teams, but scalable as your business grows."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Lunos", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Lunos** - **Best for**: Small teams wanting AI-powered automation with minimal setup"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|AccountsReceivable.ai", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "AccountsReceivable.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Only tool that combines cash application with proactive collections on a flat fee"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Bill.com", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one solution for both payables and receivables; easy to use"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|QuickBooks Payments", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Very small businesses already using QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|HighRadius", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Small Teams - **HighRadius, Billtrust, Serrala**: Enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Billtrust", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Small Teams - **HighRadius, Billtrust, Serrala**: Enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Serrala", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Small Teams - **HighRadius, Billtrust, Serrala**: Enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Esker", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Esker, Versapay**: Mid-market tools typically requiring $10M+ in annual receivables"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|moonshot-small|Versapay", "prompt": "c223-s3", "model": "moonshot-small", "cat": "cash-application", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Esker, Versapay**: Mid-market tools typically requiring $10M+ in annual receivables"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|openai-small|Gaviti", "prompt": "c223-s3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mainly need to match payments to invoices: start with **Gaviti** or **Quadient AR**."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|openai-small|Quadient Accounts Receivable (YayPay)", "prompt": "c223-s3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "Quadient Accounts Receivable (YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Gaviti** or **Quadient AR**"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|openai-small|BILL AP/AR", "prompt": "c223-s3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need AP and AR together: look at **BILL AP/AR**."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|openai-small|Paystand", "prompt": "c223-s3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broader platform, may be overkill"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|openai-small|Emagia Cash Application", "prompt": "c223-s3", "model": "openai-small", "cat": "cash-application", "variant": "comparative", "raw": "Emagia Cash Application", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it reads as more **enterprise-scale automation** than a lightweight small-team tool"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|QuickBooks Payments", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team on QuickBooks, begin with built-in Payments (zero cost)."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|Gaviti", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If needing more (e.g., 20%+ manual matching), demo Gaviti or RemitClear"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|Kolleno", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrade to Gaviti/Kolleno as volume/complexity grows"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|RemitClear", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "RemitClear", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "demo Gaviti or RemitClear—request pricing based on your payment volume/ERP"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|Lunos", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cons: Less emphasis on high-volume structured data."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|xai-small|HighRadius", "prompt": "c223-s3", "model": "xai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-leaning ones (e.g., HighRadius) overkill/too pricey for small teams"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|zai-small|Invoiced", "prompt": "c223-s3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Invoiced is widely considered the entry-level choice for automated cash application."}, {"id": "mai-20260917-1752-baseline-2|c223-s3|zai-small|Upflow", "prompt": "c223-s3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Upflow if: Your team is struggling because collections staff and accounting staff are not communicating well"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|zai-small|HighRadius", "prompt": "c223-s3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is overkill for a team of two or three processing <100 payments a month"}, {"id": "mai-20260917-1752-baseline-2|c223-s3|zai-small|Cforia", "prompt": "c223-s3", "model": "zai-small", "cat": "cash-application", "variant": "comparative", "raw": "Cforia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cforia consistently appears in \"best overall\" lists for AR automation."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|HighRadius", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you typically do not need enterprise-grade software (like HighRadius or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|Billtrust", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you typically do not need enterprise-grade software (like HighRadius or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|Lunos", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. Best Modern Value (Performance-Based): Lunos ... You can start for **$0/month**."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|QuickBooks Online Payments", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best \"Built-In\" Solution: QuickBooks Online Payments ... If you are already paying for QuickBooks, you likely do not need to buy separate software."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|Zoho Books", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best \"Zero Monthly Fee\" Option: Zoho Books ... It offers a robust free tier for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|Wave", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "much faster than older platforms like Wave"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|alibaba-small|Xero", "prompt": "c223-s4", "model": "alibaba-small", "cat": "cash-application", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While **Xero** is popular, the newer users often find their **\"Early\" plan** limits invoices to **20 per month**. This is often too restrictive"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|Monk", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Monk** is well-suited for SMB and lower mid-market companies on QuickBooks, Xero, or Sage with relatively clean payment patterns and modest invoice volume."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|Helu", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Helu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Helu** is a cash management software designed for startups and small to mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|Finban", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Finban", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Finban** is a financial planning software designed to assist agencies, SMEs, startups, and SaaS companies, offering flexible pricing plans with a 14-day free trial"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|HighRadius", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built for large organizations running enterprise ERPs... implementation budget measured in months and six figures"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|Billtrust", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built for large organizations running enterprise ERPs... implementation budget measured in months and six figures"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|anthropic-small|BlackLine", "prompt": "c223-s4", "model": "anthropic-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "built for large organizations running enterprise ERPs... implementation budget measured in months and six figures"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|challenger-small|QuickBooks Payments", "prompt": "c223-s4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **QuickBooks Payments** if you already use QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|challenger-small|Gaviti", "prompt": "c223-s4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gaviti** is the strongest budget-friendly option in the results"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|challenger-small|Cashbook", "prompt": "c223-s4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "Cashbook", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "are stronger, but the results suggest they are better fit for larger budgets and more complex operations"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|challenger-small|HighRadius", "prompt": "c223-s4", "model": "challenger-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better fit for larger budgets and more complex operations"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|deepseek-small|Zoho Books", "prompt": "c223-s4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books — Best for tightest budgets / free tier ... Start with **Zoho Books' free plan**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|deepseek-small|QuickBooks Payments", "prompt": "c223-s4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "at zero added cost it's the cheapest option if you're already in the QuickBooks ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|deepseek-small|BILL (formerly Bill.com)", "prompt": "c223-s4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL (~$45–$49/user) is the best value entry"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|deepseek-small|Monk", "prompt": "c223-s4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "check whether it's overkill if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|deepseek-small|Gaviti", "prompt": "c223-s4", "model": "deepseek-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Still the cheapest true standalone cash-application platform, but pricier than the accounting-bundled options above"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|HighRadius", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "typical enterprise-grade \"cash application\" software (such as *HighRadius, Billtrust, or BlackLine*) is not a viable option"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|Billtrust", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "such as *HighRadius, Billtrust, or BlackLine*) is not a viable option"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|BlackLine", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as *HighRadius, Billtrust, or BlackLine*) is not a viable option"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|QuickBooks Online (QBO)", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a zero-dollar budget: Spend a day setting up **Bank Feed Rules** directly inside QuickBooks Online or Xero to automate matching."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|Xero", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both platforms have robust, built-in **Bank Feed Rules** and auto-matching engines."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|RemitClear", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "RemitClear", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If your customers pay via complex, bundled checks/ACH and send messy remittance sheets:** Use **RemitClear**."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|Plooto", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Plooto** (for a flat $32/mo)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|Melio", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or **Melio** (mostly free)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|BILL (formerly Bill.com)", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pricing: Starts around **$45 to $79 per user/month**."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|google-small|Chaser", "prompt": "c223-s4", "model": "google-small", "cat": "cash-application", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "their \"Compact\" tier for companies with under $5M in revenue starts at **$259/month**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|meta-small|QuickBooks Payments", "prompt": "c223-s4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cash application software for a small company with a tight budget is QuickBooks Payments"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|meta-small|Wave", "prompt": "c223-s4", "model": "meta-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Wave, which offers a free Starter plan"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|minimax-small|QuickBooks Payments", "prompt": "c223-s4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Wave** if you need completely free software, or **QuickBooks Payments** if you're already using QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|minimax-small|Wave", "prompt": "c223-s4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a tight budget, I'd start with **Wave** if you need completely free software"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|minimax-small|QuickBooks Online Simple Start", "prompt": "c223-s4", "model": "minimax-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Includes payment processing and basic cash application features"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|mistral-small|QuickBooks Payments", "prompt": "c223-s4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Payments** is often recommended for small businesses because it integrates well with QuickBooks Online and includes basic auto-match"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|mistral-small|Wave", "prompt": "c223-s4", "model": "mistral-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include free or low-cost cash management tools like **Wave**, which offers a free Starter plan"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|QuickBooks Payments", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**QuickBooks Payments** (Best for QuickBooks Users)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Wave", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My recommendation:** Start with **Wave (free)** or **Zoho Books (free tier)**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Zoho Books", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Wave (free)** or **Zoho Books (free tier)** if you're truly budget-constrained"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Melio", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Melio** (Simple & Affordable)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Invoice Fly", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Invoice Fly** (Ultra-Affordable)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|HighRadius", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid: Enterprise solutions like **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Billtrust", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "are overkill for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|moonshot-small|Gaviti", "prompt": "c223-s4", "model": "moonshot-small", "cat": "cash-application", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Gaviti** ($1,500+/month) are designed for companies processing thousands of payments monthly"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|openai-small|Plooto", "prompt": "c223-s4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Plooto** being the most budget-friendly starting point"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|openai-small|BILL AP/AR", "prompt": "c223-s4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the published starting price is higher, so it may be overkill for a very tight budget"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|openai-small|Invoiced", "prompt": "c223-s4", "model": "openai-small", "cat": "cash-application", "variant": "budget", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if your main pain is receivables / cash application automation:** **Invoiced**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|HighRadius", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "dedicated enterprise tools (like HighRadius or Billtrust) are too pricey (often $1,000+/month)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|Billtrust", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dedicated enterprise tools (like HighRadius or Billtrust) are too pricey"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|Wave", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Wave (Best Free Overall)**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|Zoho Books", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Try Wave or Zoho's free tiers first—no credit card needed."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|QuickBooks Online", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**QuickBooks Online (Reliable Paid Starter)**"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|xai-small|BILL", "prompt": "c223-s4", "model": "xai-small", "cat": "cash-application", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BILL (~$45/user/mo) adds stronger AR/AP sync but isn't free"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|QuickBooks Payments", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the absolute cheapest cash application feature: QuickBooks Payments auto-match (if you're already on QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Wave Accounting", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Wave Accounting** (if you want free bookkeeping and will do manual matching)"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Lunos", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lunos offers a truly free entry point for cash application automation."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Odoo Accounting", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Odoo Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Odoo Accounting provides cash application features at a reasonable price."}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Clear Books", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Clear Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best-in-class cashbook + bank reconciliation + VAT-ready reporting for small businesses; modest monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Tabs", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Tabs", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Launch plan starts around $1,500/month (more than the options above"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Billtrust", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "pricing is typically $1,000+/month ... overkill for a very small, tight-budget shop"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|HighRadius", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "pricing is typically $1,000+/month ... overkill for a very small, tight-budget shop"}, {"id": "mai-20260917-1752-baseline-2|c223-s4|zai-small|Esker", "prompt": "c223-s4", "model": "zai-small", "cat": "cash-application", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "pricing is typically $1,000+/month ... overkill for a very small, tight-budget shop"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|alibaba-small|BlackLine", "prompt": "c223-s5", "model": "alibaba-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely not enough complex infrastructure to support heavy enterprise platforms like BlackLine or SAP"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|alibaba-small|SAP", "prompt": "c223-s5", "model": "alibaba-small", "cat": "cash-application", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "likely not enough complex infrastructure to support heavy enterprise platforms like BlackLine or SAP"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|alibaba-small|Reconcil.ai", "prompt": "c223-s5", "model": "alibaba-small", "cat": "cash-application", "variant": "scale", "raw": "Reconcil.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When speaking to reps from companies like **Reconcil.ai, Vena, HighRadius, or generic fintechs**"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|alibaba-small|Vena", "prompt": "c223-s5", "model": "alibaba-small", "cat": "cash-application", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When speaking to reps from companies like **Reconcil.ai, Vena, HighRadius, or generic fintechs**"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|alibaba-small|HighRadius", "prompt": "c223-s5", "model": "alibaba-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When speaking to reps from companies like **Reconcil.ai, Vena, HighRadius, or generic fintechs**"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|HighRadius", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like HighRadius, Billtrust, and BlackLine) built their reputations serving massive enterprises... For a 30-person company, these are overkill."}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|Billtrust", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "For a 30-person company, these are overkill."}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|BlackLine", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For a 30-person company, these are overkill."}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|RemitClear", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "RemitClear", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look for a lightweight, specialized tool (such as **RemitClear** or similar) that simply reads remittances and applies them"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|Upflow", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "you will get more value from an Accounts Receivable (AR) suite that includes cash application (such as **Upflow, Quadient AR, Gaviti, or Tesorio**)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|Quadient AR", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "you will get more value from an AR suite that includes cash application (such as **Upflow, Quadient AR, Gaviti, or Tesorio**)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|Gaviti", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "such as **Upflow, Quadient AR, Gaviti, or Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|google-small|Tesorio", "prompt": "c223-s5", "model": "google-small", "cat": "cash-application", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "such as **Upflow, Quadient AR, Gaviti, or Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|Lockstep", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Lockstep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Lockstep** (popular with SMBs, strong automation)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|Versapay", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Versapay** (collaborative AR platform)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|Bill.com", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bill.com** (AP/AR automation, good for smaller teams)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|BlackLine", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BlackLine** (enterprise-grade, but may be overkill)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|HighRadius", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HighRadius** (AI-driven, scalable)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|Chaser", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Chaser** (focused on AR automation and customer communication)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|mistral-small|Tipalti", "prompt": "c223-s5", "model": "mistral-small", "cat": "cash-application", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Tipalti** (global payments and supplier management)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|SINGOA", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "SINGOA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **SINGOA** | Fast AI matching | 99% | $1-3/invoice | High |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Rex", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Rex** | Exception handling | 95%+ | Subscription | 4.8+ |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Transformance", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Transformance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Transformance** | Quick deploy (4-8wks) | 95%+ | Mid-market | Emerging |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|HighRadius", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **HighRadius** | ERP depth (NetSuite/Sage) | 90-98% | Per-invoice | 4.5 |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Billtrust", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Billtrust** | B2B payments | 90%+ | Subscription | 4.6 |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Versapay", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Versapay** | Portals/remittances | 92% | Mid-tier | 4.7 |"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Stuut", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others: Stuut, Emagia, Quadient AR (YayPay), Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Emagia", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others: Stuut, Emagia, Quadient AR (YayPay), Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Quadient AR (YayPay)", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others: Stuut, Emagia, Quadient AR (YayPay), Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Tesorio", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others: Stuut, Emagia, Quadient AR (YayPay), Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|xai-small|Cashbook", "prompt": "c223-s5", "model": "xai-small", "cat": "cash-application", "variant": "scale", "raw": "Cashbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "From recent guides (HighRadius, Cashbook, Rex, SINGOA)"}, {"id": "mai-20260917-1752-baseline-2|c223-s5|zai-small|HighRadius", "prompt": "c223-s5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI\\u2011native systems (e.g., HighRadius, SINGOA) report 90\\u201399% STP."}, {"id": "mai-20260917-1752-baseline-2|c223-s5|zai-small|SINGOA", "prompt": "c223-s5", "model": "zai-small", "cat": "cash-application", "variant": "scale", "raw": "SINGOA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI\\u2011native systems (e.g., HighRadius, SINGOA) report 90\\u201399% STP."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|alibaba-small|SAP S/4HANA", "prompt": "c223-s6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should generally avoid or exercise extreme caution regarding solutions that fall into three main categories... Full-Suite ERP Modules (e.g., Standard SAP S/4HANA or Oracle Modules)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|alibaba-small|Oracle NetSuite", "prompt": "c223-s6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "even robust ERPs like NetSuite often require frequent, tedious manual intervention to handle real-world payment discrepancies compared to agile, dedicated tools"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|alibaba-small|Microsoft Dynamics GP", "prompt": "c223-s6", "model": "alibaba-small", "cat": "cash-application", "variant": "negative", "raw": "Microsoft Dynamics GP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "built-in accounts receivable (AR) modules found in massive ERPs like SAP, Oracle NetSuite (the core module), or Microsoft Dynamics GP... Why to avoid/caution"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|anthropic-small|Venmo", "prompt": "c223-s6", "model": "anthropic-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Apps like Venmo and PayPal should only be used personally and never for business purposes"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|anthropic-small|PayPal", "prompt": "c223-s6", "model": "anthropic-small", "cat": "cash-application", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Apps like Venmo and PayPal should only be used personally and never for business purposes"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Cash App Business", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Avoid running your core receivables through these."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Venmo Business", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Cash App Business, Venmo Business, Zelle** top this list."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Zelle", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Verdict:** Avoid running your core receivables through these."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|HighRadius", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "HighRadius targets mid-market & enterprise with enterprise pricing... Implementation is slow"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Billtrust", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Billtrust is \"significantly overbuilt and overpriced\" for companies under ~200 customer invoices per month."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|BlackLine", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent — but built for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Sidetrade", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent — but built for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Esker", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "excellent — but built for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|QuickBooks Payments", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for tools that natively integrate there — **QuickBooks Payments, FreshBooks, BILL, Froze, or Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|FreshBooks", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**QuickBooks Payments, FreshBooks, BILL, Froze, or Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|BILL", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**QuickBooks Payments, FreshBooks, BILL, Froze, or Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Froze", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Froze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**QuickBooks Payments, FreshBooks, BILL, Froze, or Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|deepseek-small|Gaviti", "prompt": "c223-s6", "model": "deepseek-small", "cat": "cash-application", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Gaviti** (one of few standalone AR platforms priced for smaller companies)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|HighRadius", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While these are industry giants and technically excellent for Fortune 500 companies, they are generally a poor fit for businesses with under $50 million to $100 million in revenue."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|Billtrust", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-Scale \"Goliaths\" (e.g., HighRadius, Billtrust, BlackLine, Esker) ... generally a poor fit for businesses with under $50 million to $100 million in revenue."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|BlackLine", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Prohibitive Cost & Hidden Fees: These platforms operate on enterprise-level pricing"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|Esker", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they are generally a poor fit for businesses with under $50 million to $100 million in revenue"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|Cash App", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Personal Peer-to-Peer Apps used as Ad-hoc Business Tools (e.g., Consumer \"Cash App\", Venmo, Zelle) ... Why to avoid: Zero Cash Application Capability"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|Venmo", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Why to avoid: Zero Cash Application Capability: Consumer P2P apps do not tie deposits to invoice IDs or customer profiles."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|google-small|Zelle", "prompt": "c223-s6", "model": "google-small", "cat": "cash-application", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Using a personal account for business transactions violates terms of service."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|meta-small|HighRadius", "prompt": "c223-s6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "built for mid-market and enterprise AR teams processing hundreds or thousands of payments per month"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|meta-small|Billtrust", "prompt": "c223-s6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for mid-market and enterprise AR teams processing hundreds or thousands of payments per month"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|meta-small|Esker", "prompt": "c223-s6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for mid-market and enterprise AR teams processing hundreds or thousands of payments per month"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|meta-small|QuickBooks Payments", "prompt": "c223-s6", "model": "meta-small", "cat": "cash-application", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For smaller businesses, QuickBooks Payments is a viable option, offering basic auto-match functionality"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|minimax-small|Cash App Business", "prompt": "c223-s6", "model": "minimax-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some tools like Cash App Business have higher transaction fees than traditional processors"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|minimax-small|BILL Spend & Expense", "prompt": "c223-s6", "model": "minimax-small", "cat": "cash-application", "variant": "negative", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "One review mentioned a platform (BILL Spend & Expense) with confusing billing cycles and unexpected fund withdrawals"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|mistral-small|Venmo", "prompt": "c223-s6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many of these apps are designed for personal use and explicitly prohibit business transactions... small businesses should avoid using personal payment apps for business transactions"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|mistral-small|Cash App Personal", "prompt": "c223-s6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App Personal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "designed for personal use and explicitly prohibit business transactions. Using them for business can result in account freezes, higher fees, or loss of funds."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|mistral-small|Cash App Business Account", "prompt": "c223-s6", "model": "mistral-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App Business Account", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is not ideal for those completing more than a handful of sales daily. Its transaction fees can add up... less scalable for growing businesses."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Venmo", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Never use P2P apps (Zelle, Venmo, Cash App) for customer payments**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Zelle", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Never use P2P apps (Zelle, Venmo, Cash App) for customer payments**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Cash App", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Never use P2P apps (Zelle, Venmo, Cash App) for customer payments**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Apple Cash", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Apple Cash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These peer-to-peer apps are **convenient but dangerous for business use**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Square", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Square, Stripe, or dedicated merchant accounts** with buyer protection"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Stripe", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Square, Stripe, or dedicated merchant accounts** with buyer protection"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|HighRadius", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**AI-powered AR automation** (HighRadius, Versapay, Lunos)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Versapay", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**AI-powered AR automation** (HighRadius, Versapay, Lunos)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Lunos", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Lunos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**AI-powered AR automation** (HighRadius, Versapay, Lunos)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Helcim", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Interchange-plus processors** like Helcim or Stax"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|moonshot-small|Stax", "prompt": "c223-s6", "model": "moonshot-small", "cat": "cash-application", "variant": "negative", "raw": "Stax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Interchange-plus processors** like Helcim or Stax"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|HighRadius", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Extreme Caution:\n1. **HighRadius, Billtrust, and BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|Billtrust", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid or Approach with Extreme Caution:\n1. **HighRadius, Billtrust, and BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|BlackLine", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "BlackLine criticized for \"high administrative overhead and long onboarding\""}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|Cash App Business", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "fees add up fast... Lacks robust AR cash application"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|QuickBooks Payments", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**QuickBooks Payments or BILL:** Built-in basic auto-matching, $45–$89/user/month, seamless with QB/Xero."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|BILL", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**QuickBooks Payments or BILL:** Built-in basic auto-matching"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|Chaser", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chaser, Gaviti, or Versapay:** SMB-focused AR suites ($95–$1,000/month) with cash app, collections, and easy setup."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|Gaviti", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SMB-focused AR suites ($95–$1,000/month) with cash app, collections, and easy setup"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|xai-small|Versapay", "prompt": "c223-s6", "model": "xai-small", "cat": "cash-application", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-focused AR suites ($95–$1,000/month) with cash app, collections, and easy setup"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|HighRadius", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "\"Cash Application\" can refer to B2B accounting software (like HighRadius or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|Billtrust", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "B2B accounting software (like HighRadius or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|Cash App", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It should **not** be used for business transactions."}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|Melio", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has received significant negative feedback regarding its support infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|Ledge", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Ledge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users report that the platform has a \"steep learning curve\" and a \"long onboarding timeline\""}, {"id": "mai-20260917-1752-baseline-2|c223-s6|zai-small|Mint", "prompt": "c223-s6", "model": "zai-small", "cat": "cash-application", "variant": "negative", "raw": "Mint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Intuit shut down the popular free budgeting app Mint in 2024"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|alibaba-small|HighRadius", "prompt": "c224-l1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the market leader for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|alibaba-small|Billtrust", "prompt": "c224-l1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Structured Invoice-to-Cash Workflows: Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|alibaba-small|Tesorio", "prompt": "c224-l1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Treasury Visibility & Cash Forecasting: Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|alibaba-small|Creditsafe (formerly CreditSafe International)", "prompt": "c224-l1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe (formerly CreditSafe International)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard here is **Creditsafe (formerly CreditSafe International)** or **Dun & Bradstreet (D&B)**."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|alibaba-small|Dun & Bradstreet (D&B)", "prompt": "c224-l1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These providers supply the raw data ... that feeds into the decisioning engines"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|anthropic-small|HighRadius", "prompt": "c224-l1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "best suited for large global organizations with shared service centers and high transaction volumes... recognized as a Leader in the Gartner Magic Quadrant"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|anthropic-small|Sidetrade", "prompt": "c224-l1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best suited for enterprises that want AI to actively guide collections prioritization and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|anthropic-small|Gaviti", "prompt": "c224-l1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market B2B companies with 5-to-50-person finance teams"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|anthropic-small|Billtrust", "prompt": "c224-l1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for mid-market and enterprise B2B companies looking to improve payment experience"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|challenger-small|HighRadius", "prompt": "c224-l1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|challenger-small|Billtrust", "prompt": "c224-l1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often selected by **enterprise teams** for credit and collections workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|challenger-small|Esker", "prompt": "c224-l1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want **credit management inside a broader order-to-cash suite**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|challenger-small|Bectran", "prompt": "c224-l1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for **credit application workflow** and intake automation."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|challenger-small|Rex", "prompt": "c224-l1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **monitoring existing accounts** and tying credit risk to actual payment behavior."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|HighRadius", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large enterprise B2B companies, **HighRadius** and **Bectran** are the two names that come up most consistently"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Bectran", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **Bectran** are the two names that come up most consistently as leading enterprise-grade options"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Esker", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good if you want credit embedded inside a wider AR/order-to-cash suite"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Quadient", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if you want credit embedded inside a wider AR/order-to-cash suite"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Billtrust", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if you want credit embedded inside a wider AR/order-to-cash suite"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Creditsafe", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need a bureau-data-driven scoring engine** → **Creditsafe / D&B**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|D&B Finance Analytics", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "best for bureau-led risk scoring and ongoing monitoring at onboarding"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Rex", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Monitoring existing accounts against live payment behavior** → **Rex**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|deepseek-small|Nuvo", "prompt": "c224-l1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best for fast onboarding with real-time bank verification and agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|google-small|HighRadius Autonomous Credit Cloud", "prompt": "c224-l1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius Autonomous Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the gold standard for Fortune 500 companies with complex, high-volume credit operations."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|google-small|Serrala (Credit & Risk Management)", "prompt": "c224-l1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Serrala (Credit & Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Serrala if your finance IT infrastructure is deeply native to SAP"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|google-small|Bectran", "prompt": "c224-l1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your main enterprise pain point is the bottleneck of onboarding hundreds of new clients, Bectran is a market leader."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|google-small|Esker (Credit Management Suite)", "prompt": "c224-l1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker (Credit Management Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Esker if you are looking to modernize your entire credit-to-cash workflow"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|google-small|Billtrust", "prompt": "c224-l1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Billtrust is a massive player in the AR automation market."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|meta-small|HighRadius Credit Cloud", "prompt": "c224-l1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B credit management software for an enterprise B2B company is HighRadius Credit Cloud, which is considered the most comprehensive enterprise O2C platform."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|meta-small|Creditpulse", "prompt": "c224-l1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditpulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Creditpulse, Nuvo, Tesorio, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|meta-small|Nuvo", "prompt": "c224-l1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Creditpulse, Nuvo, Tesorio, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|meta-small|Tesorio", "prompt": "c224-l1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Creditpulse, Nuvo, Tesorio, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|meta-small|Guideflow", "prompt": "c224-l1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top contenders include Creditpulse, Nuvo, Tesorio, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|HighRadius", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **Billtrust** are the most commonly selected by large teams. Choose **HighRadius** if you need deep enterprise-scale AR automation"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Billtrust", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **Billtrust** are the most commonly selected by large teams."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Nuvo", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nuvo** (Best for Unified Risk Management)"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Esker", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Esker** (Best for Integrated AR/Credit)"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Creditsafe", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Creditsafe:** Excellent for credit risk assessment and business credit monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Resolve Pay", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Resolve Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Resolve Pay:** Ideal for suppliers offering B2B net terms"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|minimax-small|Upflow", "prompt": "c224-l1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Upflow:** Modern collections with free plan available"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|HighRadius Credit Cloud", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius Credit Cloud** is widely regarded as the best B2B credit management software for enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|Nuvo", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nuvo**: Best for fast customer onboarding with real-time bank verification"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|Bectran", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bectran**: Ideal for high-volume credit application processing."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|Credit Pulse", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Credit Pulse**: Tailored for distributors and manufacturers extending trade credit."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|Billtrust", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Billtrust**: Strong for billing-led AR with payment facilitation."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|mistral-small|Bluecopa", "prompt": "c224-l1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bluecopa**: Best for finance teams needing unified O2C, P2P, and R2R on a single AI-native data layer."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|moonshot-small|HighRadius", "prompt": "c224-l1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the most consistently recommended platform for large organizations."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|moonshot-small|Esker", "prompt": "c224-l1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Evaluate HighRadius or Esker for their integration depth"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|moonshot-small|Bectran", "prompt": "c224-l1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more focused credit-specific solution rather than broad O2C automation, evaluate **Bectran** or **Credit Pulse**."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|moonshot-small|Billtrust", "prompt": "c224-l1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Billtrust** | AR and collections focus | Combines credit management with receivables and payments |"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|moonshot-small|Credit Pulse", "prompt": "c224-l1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "evaluate **Bectran** or **Credit Pulse**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|openai-small|SAP Credit Management", "prompt": "c224-l1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "SAP Credit Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single answer is usually **SAP Credit Management** if you already run SAP"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|openai-small|Oracle Credit Management", "prompt": "c224-l1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Oracle Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Credit Management** is the main alternative to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|openai-small|SAP Commerce B2B Credit Management", "prompt": "c224-l1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "SAP Commerce B2B Credit Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(more e-commerce-specific than enterprise credit-risk management)"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|HighRadius", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with **HighRadius** often emerging as a leader for comprehensive enterprise use"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|Billtrust", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises focused on credit + AR/collections in mid-to-large B2B"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|Tesorio", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "May lack depth for ultra-complex global ops compared to HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|Esker", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broader platform; credit is one module, not standalone."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|Bectran", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Less suited for massive multinational enterprises."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|xai-small|Nuvo", "prompt": "c224-l1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Less suited for massive multinational enterprises."}, {"id": "mai-20260917-1752-baseline-2|c224-l1|zai-small|HighRadius", "prompt": "c224-l1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Enterprise Solution: **HighRadius** ... widely considered the market leader for Order-to-Cash (O2C) automation, making it the top choice for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|zai-small|Serrala (FS² Credit)", "prompt": "c224-l1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Serrala (FS² Credit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SAP Users: **Serrala (FS² Credit)**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|zai-small|Esker", "prompt": "c224-l1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Microsoft Dynamics & Oracle: **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|zai-small|Tesorio", "prompt": "c224-l1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for NetSuite & Salesforce: **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c224-l1|zai-small|Gaviti", "prompt": "c224-l1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Collections-Heavy Organizations: **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|alibaba-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **HighRadius Credit Cloud**."}, {"id": "mai-20260917-1752-baseline-2|c224-l2|alibaba-small|SAS Credit Risk Manager", "prompt": "c224-l2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "SAS Credit Risk Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Alternative 1: SAS Credit Risk Manager"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|alibaba-small|Moody’s Analytics CreditLens", "prompt": "c224-l2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Moody’s Analytics CreditLens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### Alternative 2: Moody’s Analytics CreditLens"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|anthropic-small|Dun & Bradstreet", "prompt": "c224-l2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular enterprise-level B2B credit risk solutions include platforms from providers like Dun & Bradstreet, Equifax, Experian"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|anthropic-small|Equifax", "prompt": "c224-l2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Equifax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms from providers like Dun & Bradstreet, Equifax, Experian"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|anthropic-small|Experian", "prompt": "c224-l2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms from providers like Dun & Bradstreet, Equifax, Experian, and specialized software vendors"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|challenger-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HighRadius Credit Cloud** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|challenger-small|Dun & Bradstreet / D&B Finance Analytics", "prompt": "c224-l2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet / D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want the strongest **bureau-led credit data** for onboarding and limit-setting"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|challenger-small|Creditsafe", "prompt": "c224-l2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it is generally less enterprise-centric than HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|challenger-small|Moody's Analytics", "prompt": "c224-l2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Moody's Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your team is more focused on **traceable portfolio reporting, stress testing, and analytical rigor**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|challenger-small|Billtrust", "prompt": "c224-l2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if your main need is **invoice-to-cash automation** across a complex billing environment"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: HighRadius Credit Cloud"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|Dun & Bradstreet Finance Analytics", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair **D&B Finance Analytics** (or Creditsafe) as your data foundation"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|Esker Credit Management", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Esker Credit Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Credit is one module, not a dedicated platform"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|Bectran", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Credit application and approval workflow automation | Narrower scope on monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|Rex", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rex** is a strong complement"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|deepseek-small|Creditsafe", "prompt": "c224-l2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "pair **D&B Finance Analytics** (or Creditsafe) as your data foundation"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|google-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the most defensible enterprise choice"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|google-small|Bectran", "prompt": "c224-l2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bectran is a market leader"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|google-small|Dun & Bradstreet (D&B) Finance Analytics", "prompt": "c224-l2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B) Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "D&B Finance Analytics (built on the Dun & Bradstreet Data Cloud) is unmatched"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|google-small|Esker", "prompt": "c224-l2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker is a major player"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|meta-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best customer credit risk tool for a large B2B company with thousands of employees would be HighRadius Credit Cloud"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|meta-small|Dun and Bradstreet", "prompt": "c224-l2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun and Bradstreet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Dun and Bradstreet, Coface, Atradius, and Experian Business"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|meta-small|Coface", "prompt": "c224-l2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Coface", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Dun and Bradstreet, Coface, Atradius, and Experian Business"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|meta-small|Atradius", "prompt": "c224-l2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Atradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Dun and Bradstreet, Coface, Atradius, and Experian Business"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|meta-small|Experian Business", "prompt": "c224-l2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Dun and Bradstreet, Coface, Atradius, and Experian Business"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|minimax-small|HighRadius", "prompt": "c224-l2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HighRadius**\n- AI-powered credit management designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|minimax-small|CreditPulse", "prompt": "c224-l2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "CreditPulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. CreditPulse**\n- Specifically mentioned in recent searches as enterprise-ready"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|minimax-small|Resolve Pay", "prompt": "c224-l2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Resolve Pay**\n- Focuses on B2B credit risk management"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|mistral-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HighRadius Credit Cloud** or **Dun & Bradstreet** as the top customer credit risk tools."}, {"id": "mai-20260917-1752-baseline-2|c224-l2|mistral-small|Dun & Bradstreet", "prompt": "c224-l2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Dun & Bradstreet** is another excellent choice, especially if your company requires comprehensive, global credit data."}, {"id": "mai-20260917-1752-baseline-2|c224-l2|moonshot-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius Credit Cloud** stands out as the most comprehensive solution"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|moonshot-small|D&B ERAM (Enterprise Risk Assessment Manager)", "prompt": "c224-l2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B ERAM (Enterprise Risk Assessment Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose D&B ERAM** if your priority is accessing the world's largest B2B credit database"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|moonshot-small|SAP Credit Management", "prompt": "c224-l2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "SAP Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your organization runs **SAP ERP**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|moonshot-small|Oracle Fusion Cloud Credit Management", "prompt": "c224-l2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're in the **Oracle ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|openai-small|Dun & Bradstreet's enterprise credit-risk stack", "prompt": "c224-l2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet's enterprise credit-risk stack", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Dun & Bradstreet’s enterprise credit-risk stack**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|openai-small|Creditsafe", "prompt": "c224-l2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong alternative is **Creditsafe**, which also offers enterprise credit-risk automation and no-code decisioning"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|xai-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend HighRadius Credit Cloud as the top credit risk management tool."}, {"id": "mai-20260917-1752-baseline-2|c224-l2|xai-small|Dun & Bradstreet (D&B ERAM or Credit Intelligence)", "prompt": "c224-l2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B ERAM or Credit Intelligence)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... Data-rich enterprises needing global intelligence"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|xai-small|Experian Business (Ascend Commercial)", "prompt": "c224-l2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business (Ascend Commercial)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US-heavy operations with payment trend analysis | Intelliscore, real-time reports/alerts"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|zai-small|HighRadius Credit Cloud", "prompt": "c224-l2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation is **HighRadius Credit Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|zai-small|Dun & Bradstreet (D&B) Finance Analytics", "prompt": "c224-l2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B) Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "D&B is the industry standard for commercial credit intelligence"}, {"id": "mai-20260917-1752-baseline-2|c224-l2|zai-small|Esker Credit Management", "prompt": "c224-l2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Esker Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary pain point is the sheer volume of paperwork ... Esker is a superior choice"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|alibaba-small|HighRadius", "prompt": "c224-l3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** if you already use SAP/Oracle and want the industry-standard solution for automating credit *and* collections."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|alibaba-small|Esker", "prompt": "c224-l3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Esker** if you are looking to consolidate your entire finance stack (Procurement + AP + AR) into one vendor."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|alibaba-small|EFILOS (SCREDIT)", "prompt": "c224-l3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "EFILOS (SCREDIT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **EFILOS** if your main pain point is calculating accurate credit limits for complex, high-risk customers."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|alibaba-small|Bectran", "prompt": "c224-l3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bectran is highly regarded for its robust application and approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|alibaba-small|D&B Finance Analytics (Creditsafe / D&B)", "prompt": "c224-l3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B Finance Analytics (Creditsafe / D&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is ideal for new-customer onboarding where you have no historical payment data yet."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|HighRadius", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the most comprehensive enterprise Order-to-Cash platform, with its dedicated Credit Cloud module"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|Emagia", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emagia stands out as an AI-native Credit Management and Autonomous Finance platform"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|Sidetrade", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "global enterprises often look at HighRadius or Sidetrade for AI-led automation"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|SAS", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "SAS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise platforms like HighRadius and SAS offer comprehensive automation for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|Esker", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Esker provides cloud-based credit management as one module within its broader AR automation platform"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|Pega", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Pega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pega provides enterprise-grade AI-powered decisioning that extends beyond credit risk"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|CreditPoint", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "CreditPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CreditPoint offers dedicated credit management for mid-market and enterprise businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|anthropic-small|Onguard", "prompt": "c224-l3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Onguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For European mid-market and enterprise teams, Onguard is a top choice due to its smart collections workflows"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|HighRadius", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often positioned as the strongest fit for enterprise finance teams"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|Billtrust", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Billtrust** if your priority is tying credit to collections and payments."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|Esker", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Esker** if you want credit embedded in a broader finance workflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|Tesorio", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Tesorio** or **Quadient** if collections workflow is the main pain point."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|Quadient", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Quadient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More focused on intelligent collections, outreach, and promise tracking than on credit underwriting itself."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|CGI Credit Studio", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "CGI Credit Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **CGI Credit Studio** if you are replacing older credit infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|Creditsafe", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "primarily **data and risk-intelligence providers**, not full workflow suites"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|challenger-small|D&B Finance Analytics", "prompt": "c224-l3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "used when the goal is to enrich underwriting or monitoring with external risk data"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|HighRadius", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises with high transaction volume and complex ERP environments... Deepest end-to-end automation and predictive analytics"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Esker Credit Management", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Less comprehensive as a standalone credit-only tool than HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Tesorio", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern, fast-deploying (2–6 weeks vs. 8–16 for the legacy suites), API-friendly"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Billtrust", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strengths in e-invoicing and B2B payment experience rather than deep credit modeling."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Versapay", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Versapay on collaborative AR and payment portals"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Quadient AR", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Quadient AR as a solid mid-market option"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Sidetrade", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sidetrade is strong on AI-driven credit and predictive analytics"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Emagia", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Widely deployed AR/collections suites."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Nuvo", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "A newer, modern application-first platform built around branded credit intake"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Wolters Kluwer OneSumX for Risk / Credit Risk", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Wolters Kluwer OneSumX for Risk / Credit Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strongest for model governance and audit traceability... Top-rated in several 2026 rankings."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Experian PowerCurve", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Experian PowerCurve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A top alternative for those wanting credit signals quickly integrated into lending decisions."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|SAS Risk & Fraud / Credit Scoring", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "SAS Risk & Fraud / Credit Scoring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "More of a modeling environment than a turnkey decisioning system — requires more analytical expertise."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Oracle Financial Services Analytical Applications (OFSAA)", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Oracle Financial Services Analytical Applications (OFSAA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Best for: Large banks already on Oracle"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|CRIF", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "CRIF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Often chosen by lenders requiring bureau-backed scoring plus workflow."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Baker Hill", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Baker Hill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Traceable credit decision workflows tied to portfolio monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Abrigo", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Abrigo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Abrigo: SMB-focused lending and risk."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Provenir", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Provenir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "API-first, explainable underwriting automation — a cheaper, faster alternative for rule-driven decisioning."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Dun & Bradstreet", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Not full management platforms, but feed the decisions"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Experian Business", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Experian Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "supply business credit reports, scores, trade data, and real-time monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Creditsafe", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Creditsafe claims 430M+ company reports across 200+ countries"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|Equifax", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Equifax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "supply business credit reports, scores, trade data, and real-time monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|deepseek-small|RapidRatings", "prompt": "c224-l3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "RapidRatings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "supply business credit reports, scores, trade data, and real-time monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|HighRadius", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large, global enterprises looking for end-to-end order-to-cash (O2C) automation."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Esker", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global enterprises that need credit management embedded in a broader, highly compliant AR/AP platform."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Bectran", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bectran is laser-focused on the upfront decisioning and onboarding phase."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Credit Pulse", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Credit Pulse covers the full credit lifecycle, offering digital applications, automated trade reference checking"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Dun & Bradstreet Finance Analytics", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose a Bureau-Led Tool (D&B Finance Analytics) if you require highly standardized risk models"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Rex", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose a Continuous Monitoring Tool (Rex) if your biggest problem isn't onboarding new clients"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|google-small|Sidetrade", "prompt": "c224-l3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise O2C Suites (HighRadius, Esker, Sidetrade)"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|meta-small|HighRadius", "prompt": "c224-l3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - Best for enterprise credit risk control in order-to-cash, automating scoring, approvals, and monitoring at scale."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|meta-small|Esker", "prompt": "c224-l3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Esker - Best for teams that want credit tied to broader AR"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|meta-small|Nuvo", "prompt": "c224-l3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo - Best for a modern, workflow-first application experience"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|meta-small|Billtrust", "prompt": "c224-l3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Billtrust - Best for complex B2B invoice-to-cash workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|meta-small|Tesorio", "prompt": "c224-l3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tesorio - Highly rated for user satisfaction, customer support, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|HighRadius", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need AI-led automation at scale** → HighRadius leads in AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Esker", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Credit tied to source-to-pay and O2C workflows"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Billtrust", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want credit + payments + AR unified** → Billtrust or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Tesorio", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prioritize user experience & ease of use** → Tesorio scores highest in G2 satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Nuvo", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Branded application intake and verification, high G2 rating (4.7/5)"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|SAP Credit Management", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "SAP Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on SAP/Oracle?** → Use embedded credit management for tight integration"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Oracle Fusion Cloud Credit Management", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle ERP users needing policy-driven credit governance"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|minimax-small|Microsoft Dynamics Credit Management", "prompt": "c224-l3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Microsoft Dynamics Credit Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Native integration with Dynamics 365 finance modules"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|mistral-small|HighRadius", "prompt": "c224-l3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the most comprehensive enterprise O2C platform, covering credit, collections, cash application, and deductions management."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|mistral-small|Esker", "prompt": "c224-l3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Esker connects credit lifecycle automation to adjacent O2C processes, providing a unified view of customer risk"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|mistral-small|Nuvo", "prompt": "c224-l3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo's AI agents handle repeatable tasks across the customer lifecycle, providing continuous context and reducing manual handoffs."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|mistral-small|Bectran", "prompt": "c224-l3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bectran's platform is highly customizable, with policy-driven approvals and built-in collaboration across teams."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|SAP Credit Management", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "SAP Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Tight ERP integration** with minimal tech stack change | **SAP** or **Oracle** native modules"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Oracle Credit Management (Cloud)", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Oracle Credit Management (Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "End-to-end **Credit-to-Cash** solution with native credit profiles, scoring, exposure monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|HighRadius", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**End-to-end O2C automation** at massive scale | **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Esker", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Credit + broader finance automation** (AP, procurement) | **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Billtrust", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Credit + invoicing/payments/collections** in one B2B suite | **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Versapay", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heavy emphasis on **collaborative AR automation** and customer portals"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Creditsafe", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best external risk data & monitoring** | **Creditsafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Credit Pulse / EFILOS (SCREDIT)", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse / EFILOS (SCREDIT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized platforms focused purely on **automated credit scoring, limit recommendations**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Nuvo", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Modern digital onboarding & user experience** | **Nuvo**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|moonshot-small|Tesorio", "prompt": "c224-l3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Strict policy enforcement & auditability** | **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|openai-small|SAP Credit Management", "prompt": "c224-l3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "SAP Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP** if your credit process should live as close as possible to SAP order-to-cash."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|openai-small|Oracle Credit Management", "prompt": "c224-l3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Oracle Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle** if you want robust policy-driven review workflows inside Oracle Financials."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|openai-small|HighRadius Credit Management", "prompt": "c224-l3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius Credit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HighRadius** if you need more automation, predictive monitoring, and a unified credit layer across different ERPs."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|HighRadius", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leader in AI-driven order-to-cash (O2C) suites."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Esker", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for integrated AR automation."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Billtrust", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "G2 leader in enterprise credit/collections) – Top for AR and invoicing-focused workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Dun & Bradstreet (D&B) Finance Analytics Credit Intelligence", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet (D&B) Finance Analytics Credit Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gold-standard data depth; reliable for new customers."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Creditsafe", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global business credit data and monitoring."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Tesorio", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "G2 top enterprise pick) – Modern AR with credit risk features."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Nuvo", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "4.7/5; workflow-first."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Serrala", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other notables: Serrala, Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Bectran", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bectran (application processing)"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Rex", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Rex (payment behavior monitoring)"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|xai-small|Moody’s CreditLens", "prompt": "c224-l3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Moody’s CreditLens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Moody’s CreditLens (financial services focus)"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|HighRadius", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"Heavy Hitter\" for large-scale O2C automation... Best For: Global enterprises with complex ERP landscapes"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Esker", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Office of the CFO\" automation platform."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Billtrust", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Cash Generation Platform.\""}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Nuvo", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Branded Credit Onboarding... Best For: High-volume B2B sales teams"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Tesorio", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note that Tesorio lacks native credit limit management; it is primarily a collections and cash application tool."}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Creditsafe", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global Business Credit Intelligence... Known for covering thousands of companies globally"}, {"id": "mai-20260917-1752-baseline-2|c224-l3|zai-small|Dun & Bradstreet (D&B) Finance Analytics", "prompt": "c224-l3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet (D&B) Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Industry Standard for Risk Data."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|alibaba-small|Credit Pulse", "prompt": "c224-l4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Credit Pulse**"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|alibaba-small|HighRadius", "prompt": "c224-l4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⚠️ **Mixed.** New model offers $0 upfront if ROI is met... requires strict performance tracking and negotiation."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|alibaba-small|Esker", "prompt": "c224-l4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "❌ **Low.** Complex multi-module quotes make true predictability difficult; often incurs significant professional services fees."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|alibaba-small|Serrala", "prompt": "c224-l4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Serrala", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "❌ **Low.** Scales directly with invoice volume... variable costs can be hard to forecast"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|alibaba-small|CreditDevice", "prompt": "c224-l4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "CreditDevice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "✅ **High.** Offers a flat fee for unlimited users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|anthropic-small|Credit Pulse", "prompt": "c224-l4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pricing is based on portfolio size and features, not per-seat licenses... This portfolio-based model provides the predictability you need"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|anthropic-small|CGI Credit Studio", "prompt": "c224-l4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "CGI Credit Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CGI Credit Studio offers a cloud-based SaaS model that provides predictable pricing and pay-as-you-go flexibility."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|anthropic-small|HighRadius", "prompt": "c224-l4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It offers custom enterprise pricing that can be negotiated for thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|challenger-small|HighRadius", "prompt": "c224-l4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **HighRadius**—specifically for enterprise credit management inside a broader order-to-cash suite."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|challenger-small|Esker", "prompt": "c224-l4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want credit management embedded in a broader O2C suite, though the results do not provide the same pricing-predictability signal."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|challenger-small|Billtrust", "prompt": "c224-l4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the provided results do not establish it as the best choice for predictable total cost at massive user scale."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|Kolleno", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Kolleno | $650/user/month | Catastrophic cost at 1,000+ users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|HighRadius (Credit Cloud)", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius (Credit Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary pick: HighRadius Credit Cloud — the outcome-based model means you only pay when value is delivered"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|Credit Pulse", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative: Credit Pulse — if you prefer a more traditional fixed-rate model"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|Esker", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ERP-native enterprises wanting a fixed enterprise contract"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|Chaser", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for this specific requirement ... Unpredictable as user counts grow"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|deepseek-small|Nuvo", "prompt": "c224-l4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nuvo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "~$5,000/user/month (enterprise tier) | Not viable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|Esker", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Esker is a global leader in AI-driven O2C automation... has built its entire licensing framework around **unlimited user access**."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|Quadient AR (by YayPay)", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Quadient AR (by YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quadient AR explicitly lists **unlimited user licenses** as a standard feature in all of its enterprise packages."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|HighRadius", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius is the most dominant player in the enterprise O2C space... HighRadius can scale across the entire company with zero per-user fees."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|Sidetrade", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sidetrade explicitly uses an **unlimited-user licensing model**."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|Gaviti", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Gaviti is an excellent alternative."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|google-small|Billtrust", "prompt": "c224-l4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "competes directly with HighRadius and Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|meta-small|HighRadius", "prompt": "c224-l4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B credit management software for a large company that needs predictable total cost across thousands of users is HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|HighRadius", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **HighRadius** (Best for Outcome-Based Predictability)"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|Credit Pulse", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "One of the few that explicitly avoids per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|SAP S/4HANA Cloud", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "SAP S/4HANA Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable per-user cost, but scales linearly with users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|Trove", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Trove", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most predictable cost but may not scale to your needs"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|Onguard", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Onguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Negotiate a fixed enterprise agreement with any vendor (HighRadius, Onguard, Sidetrade)"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|minimax-small|Sidetrade", "prompt": "c224-l4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "with any vendor (HighRadius, Onguard, Sidetrade)"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|mistral-small|HighRadius Credit Cloud", "prompt": "c224-l4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius Credit Cloud** is widely regarded as the best B2B credit management software for large companies"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|mistral-small|Sidetrade", "prompt": "c224-l4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives** like Sidetrade, Esker, and Versapay are also enterprise-grade but typically require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|mistral-small|Esker", "prompt": "c224-l4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Alternatives** like Sidetrade, Esker, and Versapay are also enterprise-grade but typically require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|mistral-small|Versapay", "prompt": "c224-l4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternatives** like Sidetrade, Esker, and Versapay are also enterprise-grade but typically require custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|Quadient AR", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Quadient AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Quadient AR** ... **Quadient AR** is the clearest choice because its unlimited-user model eliminates the scaling penalty"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|Gaviti", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|HighRadius", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low — complex scoping by module and integration"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|Billtrust", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Medium — seat-based model hurts at thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|Esker", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Low — enterprise contracts with IT-heavy implementation"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|Kolleno", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Poor** — prohibitively expensive at scale"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|moonshot-small|CGI Credit Studio", "prompt": "c224-l4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "CGI Credit Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tightest budget control | CGI Credit Studio (cloud-native, claims 70% cost reduction)"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|Bectran", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best pick is **Bectran** if your priority is **credit management specifically**"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|Billtrust", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** if you need a broader **credit + collections + invoice-to-cash** platform"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|HighRadius", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "G2's current enterprise rankings put **Billtrust, HighRadius, and Tesorio** at the top"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|Tesorio", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "put **Billtrust, HighRadius, and Tesorio** at the top for enterprise credit and collections"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|SCREDIT", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "SCREDIT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit if flat, predictable pricing is the top priority:** **SCREDIT** or **Nuvo**"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|openai-small|Nuvo", "prompt": "c224-l4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Nuvo** advertises **unlimited user seats**, which can be attractive for very large deployments"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|HighRadius Credit Cloud", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius Credit Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius Credit Cloud stands out as the best option for a large company prioritizing predictable total cost across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Credit Pulse", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong (up to $50B revenue) | Portfolio-based (not per-seat) | Less emphasis on full O2C; pricing not as explicitly risk-free."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Esker", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavier for pure credit; costs can vary with modules/users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Billtrust", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usage/module-tied; less predictable at thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Kolleno", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Per-user ($545-650/user/mo) | Costs explode with thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|MaxCredible/CreditDevice", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "MaxCredible/CreditDevice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Smaller scale; less global/ERP depth for massive enterprises."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Tesorio", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Others (Tesorio, Nuvo) | Mid-market | Custom/usage-based | Not optimized for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|Nuvo", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nuvo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Others (Tesorio, Nuvo) | Mid-market | Custom/usage-based | Not optimized for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|DebtAgent", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "DebtAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Pure flat-fee options like DebtAgent or AccountsReceivable.ai are AR-automation lite, not full B2B credit management."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|xai-small|AccountsReceivable.ai", "prompt": "c224-l4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "AccountsReceivable.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Pure flat-fee options like DebtAgent or AccountsReceivable.ai are AR-automation lite, not full B2B credit management."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|zai-small|Gaviti", "prompt": "c224-l4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best solution is **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-l4|zai-small|HighRadius", "prompt": "c224-l4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius is the industry leader for Order-to-Cash (O2C) automation at the global scale level."}, {"id": "mai-20260917-1752-baseline-2|c224-l4|zai-small|Chaser", "prompt": "c224-l4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chaser is a popular solution that focuses on the AR side of credit management."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|deepseek-small|HighRadius", "prompt": "c224-l5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Full order-to-cash suite, native SAP integration, AI agent ecosystem, enterprise track record"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|deepseek-small|Serrala", "prompt": "c224-l5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for SAP-centric enterprises, treasury + AR automation"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|deepseek-small|Billtrust", "prompt": "c224-l5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Complex B2B invoice-to-cash workflows, large finance team focus"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|deepseek-small|Sidetrade", "prompt": "c224-l5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-powered order-to-cash, collections automation"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|deepseek-small|Credit Pulse", "prompt": "c224-l5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated credit management with bidirectional ERP sync"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|meta-small|SCREDIT", "prompt": "c224-l5", "model": "meta-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "SCREDIT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Offers a comprehensive order-to-cash platform with automated credit decisions"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|meta-small|MY DSO MANAGER", "prompt": "c224-l5", "model": "meta-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "MY DSO MANAGER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides a powerful cash collection and credit management solution with SOC 2 compliance"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|meta-small|Nuvo", "prompt": "c224-l5", "model": "meta-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a coordinated system for onboarding, credit, risk, AR, and collections"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|meta-small|HighRadius", "prompt": "c224-l5", "model": "meta-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Ranks highly for enterprise B2B finance teams needing end-to-end AI cash application"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|meta-small|Credit Pulse", "prompt": "c224-l5", "model": "meta-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for distributors and manufacturers extending trade credit"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|CreditSafe", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "CreditSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Suggested Vendors to Evaluate:**\n- **CreditSafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|Dun & Bradstreet", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Dun & Bradstreet**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|Experian", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Experian**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|HighRadius", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|Atradius", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Atradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Atradius**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|Cortera", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Cortera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Cortera**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|mistral-small|CreditPoint Software", "prompt": "c224-l5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "CreditPoint Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **CreditPoint Software**"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|moonshot-small|HighRadius", "prompt": "c224-l5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** — Best for enterprise order-to-cash integration"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|moonshot-small|D&B Finance Analytics", "prompt": "c224-l5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**D&B Finance Analytics / Creditsafe** — Best for bureau-led scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|moonshot-small|Creditsafe", "prompt": "c224-l5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**D&B Finance Analytics / Creditsafe** — Best for bureau-led scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|moonshot-small|Bectran", "prompt": "c224-l5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bectran** — Strong credit application workflows"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|moonshot-small|Esker", "prompt": "c224-l5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Esker** — Good for integrated order-to-cash suites"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|xai-small|HighRadius", "prompt": "c224-l5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HighRadius, Billtrust, Versapay, Chaser, Nuvo (top enterprise picks from 2024-2026 reviews; all tout SSO/SOC 2)."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|xai-small|Billtrust", "prompt": "c224-l5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "HighRadius, Billtrust, Versapay, Chaser, Nuvo (top enterprise picks from 2024-2026 reviews; all tout SSO/SOC 2)."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|xai-small|Versapay", "prompt": "c224-l5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HighRadius, Billtrust, Versapay, Chaser, Nuvo (top enterprise picks..."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|xai-small|Chaser", "prompt": "c224-l5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius, Billtrust, Versapay, Chaser, Nuvo (top enterprise picks..."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|xai-small|Nuvo", "prompt": "c224-l5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HighRadius, Billtrust, Versapay, Chaser, Nuvo (top enterprise picks from 2024-2026 reviews; all tout SSO/SOC 2)."}, {"id": "mai-20260917-1752-baseline-2|c224-l5|zai-small|HighRadius", "prompt": "c224-l5", "model": "zai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look for solutions that sit at the intersection of **ERP-First** (like HighRadius, Esker, or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|zai-small|Esker", "prompt": "c224-l5", "model": "zai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ERP-First** (like HighRadius, Esker, or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|zai-small|Billtrust", "prompt": "c224-l5", "model": "zai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ERP-First** (like HighRadius, Esker, or Billtrust)"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|zai-small|D&B Finance Analytics", "prompt": "c224-l5", "model": "zai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Data-Rich** (like D&B Finance Analytics or Creditsafe) if you need external data"}, {"id": "mai-20260917-1752-baseline-2|c224-l5|zai-small|Creditsafe", "prompt": "c224-l5", "model": "zai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Data-Rich** (like D&B Finance Analytics or Creditsafe) if you need external data"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|alibaba-small|Excel", "prompt": "c224-l6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on disjointed spreadsheets (Excel) or email chains... **Why to Avoid:** They lack centralized data integrity"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|challenger-small|HighRadius", "prompt": "c224-l6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "global enterprises typically fit platforms like HighRadius or Sidetrade"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|challenger-small|Sidetrade", "prompt": "c224-l6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "global enterprises typically fit platforms like HighRadius or Sidetrade"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|challenger-small|Payt", "prompt": "c224-l6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Payt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "simpler tools such as Payt, CreditDevice, or TKB are better for smaller businesses with basic reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|challenger-small|CreditDevice", "prompt": "c224-l6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "CreditDevice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "simpler tools such as Payt, CreditDevice, or TKB are better for smaller businesses with basic reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|challenger-small|TKB", "prompt": "c224-l6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "TKB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "simpler tools such as Payt, CreditDevice, or TKB are better for smaller businesses with basic reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|HighRadius", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You should be cautious if your organization lacks a massive dedicated IT team and a long runway."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|Native SAP Credit Management (ECC / S/4HANA FSCM)", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Native SAP Credit Management (ECC / S/4HANA FSCM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "large enterprises should be highly cautious about relying *exclusively* on SAP's native credit modules"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|Oracle", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious about credit modules that are deeply proprietary and locked into a single ERP ecosystem (e.g., Oracle, Infor, or Microsoft Dynamics native modules)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|Infor", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Infor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be cautious about credit modules that are deeply proprietary and locked into a single ERP ecosystem (e.g., Oracle, Infor, or Microsoft Dynamics native modules)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|Microsoft Dynamics", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious about credit modules that are deeply proprietary and locked into a single ERP ecosystem (e.g., Oracle, Infor, or Microsoft Dynamics native modules)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|Credit Pulse", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "evaluate **best-of-breed credit-specific platforms** (e.g., Credit Pulse, MaxCredible, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|deepseek-small|MaxCredible", "prompt": "c224-l6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "MaxCredible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "evaluate **best-of-breed credit-specific platforms** (e.g., Credit Pulse, MaxCredible, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|google-small|HighRadius", "prompt": "c224-l6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize unified O2C suites (e.g., HighRadius, Sidetrade, Esker) where credit risk, billing, and collections live in the same ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|google-small|Sidetrade", "prompt": "c224-l6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize unified O2C suites (e.g., HighRadius, Sidetrade, Esker)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|google-small|Esker", "prompt": "c224-l6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Prioritize unified O2C suites (e.g., HighRadius, Sidetrade, Esker)"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|meta-small|HighRadius", "prompt": "c224-l6", "model": "meta-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While it's a popular choice for large enterprises, it may be too broad and complex for smaller businesses. Additionally, its pricing may be skewed towards enterprise budgets."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|meta-small|Esker", "prompt": "c224-l6", "model": "meta-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Esker is geared towards enterprises with complex order-to-cash operations. It may not be suitable for smaller businesses or those with simpler credit management needs."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|minimax-small|SAP's Built-In Credit Management", "prompt": "c224-l6", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "SAP's Built-In Credit Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While SAP is ubiquitous in large enterprises, its built-in credit management has well-documented limitations"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|minimax-small|HighRadius", "prompt": "c224-l6", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The best enterprise credit management platforms in 2026 (like HighRadius, Esker, or Rex) emphasize real-time data"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|minimax-small|Esker", "prompt": "c224-l6", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like HighRadius, Esker, or Rex) emphasize real-time data, AI-driven decisioning, and full lifecycle coverage"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|minimax-small|Rex", "prompt": "c224-l6", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(like HighRadius, Esker, or Rex) emphasize real-time data, AI-driven decisioning, and full lifecycle coverage"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|mistral-small|SAP's built-in credit management", "prompt": "c224-l6", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "SAP's built-in credit management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Native ERP Credit Management Modules (e.g., SAP's built-in credit management) - These tools often lack the automation, real-time monitoring, and advanced features required"}, {"id": "mai-20260917-1752-baseline-2|c224-l6|moonshot-small|SAP's native AI credit management", "prompt": "c224-l6", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "SAP's native AI credit management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP's native AI credit management has been criticized for being **too rigid and generic** for complex enterprise needs."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|xai-small|HighRadius", "prompt": "c224-l6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Seen in broad O2C suites (e.g., some HighRadius critiques for enterprises not already invested); rigid workflows misaligned with internal policies."}, {"id": "mai-20260917-1752-baseline-2|c224-l6|xai-small|Billtrust", "prompt": "c224-l6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "G2 and Capterra ratings for enterprise options like HighRadius, Billtrust, and others generally hover around 4.3–4.7/5"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|alibaba-small|Gaviti", "prompt": "c224-m1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gaviti is frequently cited as the leading choice for the core mid-market segment"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|alibaba-small|Billtrust", "prompt": "c224-m1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Order-to-Cash (O2C): **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|alibaba-small|HighRadius", "prompt": "c224-m1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is significantly more expensive than Gaviti or standard accounting tools."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|alibaba-small|Credit-Pulse", "prompt": "c224-m1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit-Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Dedicated Credit Scoring Tool: **Credit-Pulse**"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|anthropic-small|Gaviti", "prompt": "c224-m1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Gaviti first given its top G2 rating and mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|anthropic-small|Quadient AR", "prompt": "c224-m1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aimed at mid-market and enterprise organizations that want a unified credit to cash platform"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|anthropic-small|Chaser", "prompt": "c224-m1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gives mid-market finance teams complete visibility and control over credit management"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|anthropic-small|Nuvo", "prompt": "c224-m1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for fast onboarding with real-time bank verification"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|challenger-small|Tesorio", "prompt": "c224-m1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice in the results is **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|challenger-small|HighRadius", "prompt": "c224-m1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is the stronger heavyweight option"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|challenger-small|Gaviti", "prompt": "c224-m1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **fast time-to-value** and simpler deployment for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|challenger-small|Quadient AR (YayPay)", "prompt": "c224-m1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want **invoice delivery, customer portals, and collections** together in one AR workflow"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Nuvo", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nuvo — Best overall for a modern, standalone credit workflow"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Creditsafe", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nuvo for the onboarding/approval workflow + Creditsafe for the underlying risk data"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Bectran", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for high-volume credit application processing"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Gaviti", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for fast time-to-value with collections included"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Tesorio", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-powered O2C + cash flow forecasting"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|HighRadius", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "built more for large enterprises / Fortune 500 teams — pricing skews enterprise ... can be overkill for a lean mid-market credit team"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|deepseek-small|Esker", "prompt": "c224-m1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "built more for large enterprises / Fortune 500 teams — pricing skews enterprise"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|google-small|Bectran", "prompt": "c224-m1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bectran is the industry gold standard."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|google-small|Tesorio", "prompt": "c224-m1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tesorio is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|google-small|Esker", "prompt": "c224-m1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker offers an enterprise-grade credit risk management module packaged in a way that is highly accessible and scalable for mid-market teams."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|google-small|Quadient AR (formerly YayPay)", "prompt": "c224-m1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quadient AR sits right in the sweet spot for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|google-small|Resolve Pay", "prompt": "c224-m1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Resolve is a unique alternative."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|meta-small|Tesorio", "prompt": "c224-m1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "includes Tesorio, Nuvio, CreditPulse, Paraglide, and Onguard"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|meta-small|Nuvio", "prompt": "c224-m1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "includes Tesorio, Nuvio, CreditPulse, Paraglide, and Onguard"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|meta-small|CreditPulse", "prompt": "c224-m1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "CreditPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "includes Tesorio, Nuvio, CreditPulse, Paraglide, and Onguard"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|meta-small|Paraglide", "prompt": "c224-m1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paraglide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "includes Tesorio, Nuvio, CreditPulse, Paraglide, and Onguard"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|meta-small|Onguard", "prompt": "c224-m1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Onguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "includes Tesorio, Nuvio, CreditPulse, Paraglide, and Onguard"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|minimax-small|Tesorio", "prompt": "c224-m1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** — Best Overall for Mid-Market B2B"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|minimax-small|Credit Pulse", "prompt": "c224-m1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Credit Pulse** — Best for Distributors & Manufacturers"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|minimax-small|Nuvo", "prompt": "c224-m1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nuvo** — Best for Fast Onboarding"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|minimax-small|YayPay (Quadient)", "prompt": "c224-m1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "YayPay (Quadient)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**YayPay (Quadient)** — Best for Portals & Collections"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|minimax-small|Gaviti", "prompt": "c224-m1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Gaviti** — Best for Fast Time-to-Value"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|mistral-small|Gaviti", "prompt": "c224-m1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gaviti** is widely regarded as the best B2B credit management software for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|mistral-small|Quadient AR (YayPay)", "prompt": "c224-m1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Quadient AR (YayPay)** and **Billtrust**, which are also well-suited for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|mistral-small|Billtrust", "prompt": "c224-m1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **Quadient AR (YayPay)** and **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Tesorio", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gaviti** or **Tesorio** tend to offer the best balance of credit management depth and rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Gaviti", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gaviti** or **Tesorio** tend to offer the best balance of credit management depth and rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Billtrust", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** or **Quadient AR** may provide better workflow continuity"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Quadient AR (formerly YayPay)", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** or **Quadient AR** may provide better workflow continuity"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Nuvo", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Nuvo** — Best for Replacing Fragmented Processes"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|moonshot-small|Chaser/Access Group", "prompt": "c224-m1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser/Access Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chaser/Access Group in the UK"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|openai-small|Quadient Accounts Receivable", "prompt": "c224-m1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient Accounts Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for mid-market B2B credit management:** **Quadient Accounts Receivable"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|openai-small|D&B Finance Analytics Credit Intelligence", "prompt": "c224-m1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "D&B Finance Analytics Credit Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your main need is credit risk data and decisioning"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|openai-small|Nuvo", "prompt": "c224-m1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo is geared toward modern B2B trade credit workflows and self-serve credit review requests"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|openai-small|Bectran", "prompt": "c224-m1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bectran consolidates credit management, AR, collections, and payments into one platform"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Gaviti", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If fast time-to-value (weeks, not months) & collections focus**: Gaviti (top G2-rated for mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Tesorio", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**NetSuite/Salesforce-heavy & forecasting**: Tesorio."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Nuvo", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Credit onboarding bottleneck**: Nuvo or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Billtrust", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Full O2C with payments**: Billtrust or HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|HighRadius", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex implementation (2–6 months)."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Bectran", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nuvo or Bectran (strong apps/approvals)"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|CreditPulse", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "CreditPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CreditPulse (niche but emerging)"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Oracle", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-heavy tools like Oracle/Esker unless you're scaling fast; they add overhead."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|xai-small|Esker", "prompt": "c224-m1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise-heavy tools like Oracle/Esker unless you're scaling fast; they add overhead."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Tesorio", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** is often the best all‑in‑one choice for mid‑market B2B companies that want AI‑driven analytics plus integrated credit monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Gaviti", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gaviti** is a strong, cost‑effective option for teams focused on collections workflow and dunning."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Quadient AR (YayPay)", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quadient AR (YayPay)** is ideal if you need a customer‑facing portal alongside collections automation."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Chaser", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if: Your priority is collections workflow and dispute management within a smaller, leaner team."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|HighRadius", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise pricing; not mid‑market (custom contracts)."}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Billtrust", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for Complex O2C Workflows (Mid‑Market & Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c224-m1|zai-small|Nuvo", "prompt": "c224-m1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Nuvo – Best for Unified Credit Processing & Monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|alibaba-small|Tesorio", "prompt": "c224-m2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|alibaba-small|Nuvo", "prompt": "c224-m2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|alibaba-small|HighRadius", "prompt": "c224-m2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "willing to handle a more complex implementation. Best if you have a larger finance team (50+ people)"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|alibaba-small|Gaviti", "prompt": "c224-m2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong choice if you want to transition quickly from **manual/spreadsheet-based processes**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|alibaba-small|Slope", "prompt": "c224-m2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Slope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if your primary focus is **cash flow underwriting**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|anthropic-small|Gaviti", "prompt": "c224-m2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Option: **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|anthropic-small|Chaser", "prompt": "c224-m2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chaser is a credit management and AR automation platform built specifically for small and mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|anthropic-small|Resolve Pay", "prompt": "c224-m2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Resolve Pay takes a structurally different approach by removing credit risk entirely through non-recourse financing"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|challenger-small|HighRadius", "prompt": "c224-m2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, it would be **HighRadius** for most mid-sized B2B teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|challenger-small|Creditsafe", "prompt": "c224-m2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Creditsafe** if your main need is fast bureau-led credit screening and monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|challenger-small|Bectran", "prompt": "c224-m2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bectran** if your biggest pain point is **credit application and approval workflow**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|challenger-small|Rex", "prompt": "c224-m2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Rex** if you care most about **monitoring existing accounts**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Creditsafe", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Creditsafe** is the strongest all-around starting point for pure customer credit risk assessment"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Dun & Bradstreet (D&B)", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as the runner-up if you need deep enterprise-grade data"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|HighRadius", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "evaluate HighRadius or Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Tesorio", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specifically recommended for mid-market ($25M–$500M ARR) teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Experian Business", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best for US-focused, structured bureau snapshots"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Gaviti", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good for mid-market teams wanting fast time-to-value"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|deepseek-small|Nuvo", "prompt": "c224-m2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "unified onboarding + risk management in one workflow"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Tesorio", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for SaaS, Tech, & High-Growth Companies: **Tesorio** or **Kolleno**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Kolleno", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both **Tesorio** and **Kolleno** are AI-powered Accounts Receivable (AR) and credit risk platforms."}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Resolve Pay", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Manufacturers, Wholesalers, & Distributors: **Resolve Pay**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Gaviti", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Standard Mid-Market with Rapid Time-to-Value: **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|HighRadius", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bridges the gap between massive, slow-to-implement enterprise systems (like HighRadius) and basic, manual processes"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Experian Business CreditScore Pro", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Small-to-Mid-Market on a Lean Budget (<$500/Mo): **Experian Business CreditScore Pro** or **Chaser**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|google-small|Chaser", "prompt": "c224-m2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Chaser** is a lean AR automation tool that offers credit checking and monitoring on a highly affordable tier."}, {"id": "mai-20260917-1752-baseline-2|c224-m2|meta-small|Tesorio", "prompt": "c224-m2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top credit risk management software platforms for B2B companies, including Tesorio, HighRadius, Merclex, and others"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|meta-small|HighRadius", "prompt": "c224-m2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Tesorio, HighRadius, Merclex, and others"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|meta-small|Merclex", "prompt": "c224-m2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Tesorio, HighRadius, Merclex, and others"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|minimax-small|HighRadius", "prompt": "c224-m2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I recommend HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|minimax-small|Kolleno", "prompt": "c224-m2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kolleno — Best for UK/European Companies or Those Prioritizing Quick Deployment"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|minimax-small|Atradius", "prompt": "c224-m2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Atradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atradius — Best for Trade Credit Expertise"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|minimax-small|Tesorio", "prompt": "c224-m2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you prioritize quick setup | Kolleno or Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|mistral-small|CreditSafe", "prompt": "c224-m2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "CreditSafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **CreditSafe** or **Gaviti** as the top customer credit risk tools"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|mistral-small|Gaviti", "prompt": "c224-m2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gaviti** is ideal if you need a fast time-to-value solution that combines credit management with invoice-to-cash automation"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Tesorio", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Tesorio** or **Nuvo**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Nuvo", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Tesorio** or **Nuvo**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|HighRadius", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Order-to-Cash Integration ... Enterprise-grade solutions that handle the full credit-to-cash lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Esker", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius / Esker — Best for Order-to-Cash Integration"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Nav Business", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Nav Business | From $50/month | Basic credit monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Experian Business CreditScore Pro", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If budget is tight** ... **Experian Business CreditScore Pro** or **D&B Credit Reporter** are solid starting points."}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|Merclex", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Merclex | Free starter tier | Cost-conscious teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|moonshot-small|D&B Credit Reporter", "prompt": "c224-m2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**D&B Credit Reporter** are solid starting points"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|openai-small|D&B Finance Analytics / D&B Credit Intelligence", "prompt": "c224-m2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B Finance Analytics / D&B Credit Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **D&B Finance Analytics / D&B Credit Intelligence** as the safest default choice."}, {"id": "mai-20260917-1752-baseline-2|c224-m2|openai-small|Creditsafe", "prompt": "c224-m2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Creditsafe** — good if you want **straightforward B2B credit risk scoring and real-time monitoring**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|openai-small|Kolleno", "prompt": "c224-m2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kolleno** — better if you want a broader **order-to-cash** workflow"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|openai-small|CreditRiskMonitor", "prompt": "c224-m2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "CreditRiskMonitor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth a look if you care most about **supplier/customer financial distress monitoring**"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Creditsafe", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Creditsafe as a strong starting point for customer credit risk assessment"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Dun & Bradstreet (D&B)", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive global data (D-U-N-S system, supply chain focus) ... enterprise-leaning but scalable"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Experian Business", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US-focused with payment trends & stability ratings (IntelliScore)"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Gaviti", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full AR automation + credit scoring ... #1 in credit/collections"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Bectran", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable all-in-one (credit + AR workflows for distributors)"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|xai-small|Tesorio", "prompt": "c224-m2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated with AR/ERP (e.g., NetSuite/Salesforce)**: Gaviti or Tesorio."}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Tesorio", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Tesorio** if you run NetSuite or Salesforce and want an integrated order-to-cash platform"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|HighRadius", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is a strong second choice"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Gaviti", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Gaviti** (invoice-to-cash with built-in credit scoring) ... are viable alternatives"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Experian Business CreditScore Pro", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Experian Business CreditScore Pro** (bureau-focused, under $500/month) are viable alternatives"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Moody's", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Moody's", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise platforms (HighRadius, Moody's, full D&B Finance Analytics): Typically start around $1,000+/month, better suited for larger portfolios"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|D&B Finance Analytics", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Typically start around $1,000+/month, better suited for larger portfolios and enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|D&B Credit Reporter", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market/under $500/month: D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, Nav Business, and Bectran's entry tiers"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Merclex", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market/under $500/month: D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Nav Business", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Merclex, Nav Business, and Bectran's entry tiers"}, {"id": "mai-20260917-1752-baseline-2|c224-m2|zai-small|Bectran", "prompt": "c224-m2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bectran's entry tiers. These work well for SMBs or lower mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|QuickBooks Online", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you are an SMB with multiple clients:** Start with **QuickBooks/Xero**, then add **Chaser**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|Xero", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is known for a cleaner interface and better real-time collaboration"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|FreshBooks", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are a freelancer:** Stick with **FreshBooks**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|Chaser", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add **Chaser** if you find yourself spending too much time emailing people about late bills"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|Dun & Bradstreet (D&B)", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you sell on credit terms to other large companies:** You need **Dun & Bradstreet** services to vet their creditworthiness"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|alibaba-small|Curb", "prompt": "c224-m3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Curb", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An API that allows merchants to perform instant background checks on customers at checkout."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|anthropic-small|HighRadius", "prompt": "c224-m3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HighRadius offers an AI-powered credit management system as part of its broader order-to-cash suite designed for high-volume operations"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|anthropic-small|Billtrust", "prompt": "c224-m3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Billtrust's credit management solution connects credit application intake directly to invoice delivery and payment collection workflows"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|anthropic-small|Nuvo", "prompt": "c224-m3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Nuvo is best for mid-market and enterprise B2B companies wanting to replace fragmented credit processes with one platform"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|anthropic-small|Upflow", "prompt": "c224-m3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Upflow is a modern accounts receivable platform designed for B2B finance teams"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|anthropic-small|Kolleno", "prompt": "c224-m3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kolleno is a receivables and collections automation platform that centralizes dispute management, dunning workflows, and payment reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|HighRadius", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** or **Esker** if you want a **full enterprise credit-to-cash suite**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Esker", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **HighRadius** or **Esker** if you want a **full enterprise credit-to-cash suite**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Sidetrade", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large organizations needing policy-driven collections and forecasting"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Billtrust", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines credit with invoicing, collections, and payments for invoice-to-cash workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Nuvo", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Nuvo** if your biggest pain is **fast, auditable credit application intake and approvals**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Creditsafe", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Creditsafe** or **Experian** if you mainly need **credit intelligence and monitoring data**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Experian", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "strong bureau/data layer rather than end-to-end credit workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Chaser", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Better for post-approval receivables follow-up than for credit underwriting."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Satago", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Focuses on credit checks plus monitoring and collections in one workflow."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Credit Hound", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "credit-control/collections-focused tools include **Chaser**, **Satago**, **Credit Hound**, **Paidnice**, and **Access Collect**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Paidnice", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "collections-focused tools include ... **Paidnice**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Access Collect", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Access Collect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "collections-focused tools include ... **Access Collect**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|challenger-small|Onguard", "prompt": "c224-m3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Onguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Strong ERP-agnostic setup and configurable collections for multi-entity environments."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|HighRadius", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Watch out for: Priced and built for large organizations—you may pay for depth you won't use if your bottleneck is just onboarding-to-approval."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Esker", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Teams that want credit embedded in a broader AR/demand-to-cash platform."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Bectran", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Watch out for: Less about monitoring live payment behavior unless paired with other data."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Nuvo", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An AI-native order-to-cash platform built around customer onboarding."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Credit Pulse", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Distributors and manufacturers extending trade credit."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Rex", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Watch out for: Not a bureau—you need to pair it with external data for brand-new customers."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Chaser", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Small and mid-market businesses reducing late payments."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|NetNow", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "NetNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NetNow — simple, entry-level credit intake."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Paidnice", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "light credit control with invoice chasing and optional late-fee application"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Satago", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "light credit control with invoice chasing and optional late-fee application"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|ezyCollect", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "light credit control with invoice chasing and optional late-fee application"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Kolleno", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "light credit control with invoice chasing and optional late-fee application"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Dun & Bradstreet (D&B Finance Analytics)", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet (D&B Finance Analytics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Watch out for: Strongest at onboarding; your ledger's live payment signals stay outside the score."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|deepseek-small|Creditsafe", "prompt": "c224-m3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for: Affordable business credit reports and monitoring across international books."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|Rex", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rex**\n   * **Best for:** Continuous ledger monitoring and tracking payment behavior."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|Dun & Bradstreet (D&B) Finance Analytics", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Dun & Bradstreet (D&B) Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "D&B operates the world\\u2019s largest commercial credit database. Their platform is highly reliable for onboarding brand-new accounts"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|HighRadius Credit Management", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius Credit Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**HighRadius** and **Esker** are massive, expensive enterprise resource planning (ERP) suites"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|Bectran", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a standalone, focused tool like Bectran or Creditsafe is much faster to implement"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|Creditsafe", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "unmatched for broad global data coverage"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|google-small|Esker", "prompt": "c224-m3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**HighRadius** and **Esker** are massive, expensive enterprise resource planning (ERP) suites"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Paidnice", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Satago", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Credit Hound", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Credit Pulse", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|HighRadius", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Bectran", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Nuvo", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Chaser", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|meta-small|Billtrust", "prompt": "c224-m3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the top tools include Paidnice, Satago, Credit Hound, Credit Pulse, HighRadius, Bectran, Nuvo, Chaser, and Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|HighRadius", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For enterprise needs, **HighRadius** is strongest."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|Esker", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For mid-market teams wanting broader AR integration, **Esker** or **Chaser** work well."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|Nuvo", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies prioritizing fast onboarding and modern UX, **Nuvo** is ideal."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|Chaser", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For mid-market teams wanting broader AR integration, **Esker** or **Chaser** work well."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|Credit Pulse", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Distributors and manufacturers extending trade credit"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|minimax-small|Bectran", "prompt": "c224-m3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** High-volume credit application processing"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|mistral-small|HighRadius", "prompt": "c224-m3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise credit risk control in order-to-cash processes."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|mistral-small|Esker", "prompt": "c224-m3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Teams that want credit management tightly integrated with broader accounts receivable (AR) workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|mistral-small|Nuvo", "prompt": "c224-m3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Modern, workflow-first applications with a focus on collaboration and customer experience."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|mistral-small|Billtrust", "prompt": "c224-m3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: AR-forward receivables teams needing integrated credit and collections."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|mistral-small|CGI Credit Studio", "prompt": "c224-m3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "CGI Credit Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Organizations replacing legacy credit systems and needing flexible, cloud-native solutions."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|HighRadius", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best for:** Enterprise credit risk control in order-to-cash"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|Esker", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Teams wanting credit tied to broader AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|D&B Finance Analytics", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**New customer onboarding** → D&B Finance Analytics or Creditsafe"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|Creditsafe", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Bureau-led risk scoring (similar to D&B)"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|Bectran", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Application workflow automation** → Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|Rex", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ongoing account monitoring** → Rex"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|moonshot-small|Nuvo", "prompt": "c224-m3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Unified AI-powered platform** → Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|D&B Finance Analytics Credit Intelligence", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B Finance Analytics Credit Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want to **approve customers and set credit limits**: start with **D&B Finance Analytics** or **Creditsafe**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Creditsafe", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **D&B Finance Analytics** or **Creditsafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Billtrust", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want **a broader order-to-cash stack**: look at **Billtrust, Invoiced, or Kolleno**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Quadient Accounts Receivable", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Quadient Accounts Receivable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for **automating reminders, follow-up, and cash-flow processes** across the AR cycle."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Tesorio", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for **getting paid faster** with prioritization, forecasting, and collections operations."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Upflow", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Emphasizes **dunning, payment follow-up, and customer-friendly collections**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Invoiced (by Flywire)", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Strong if you need **billing + collections + payment processing** in one AI-native workflow."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Gaviti", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good for **collections management, cash application, and credit-related workflows**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Kolleno", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stands out for combining **collections, payments, cash application, credit risk, disputes, and forecasting**."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|openai-small|Chaser", "prompt": "c224-m3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best for **automated reminders and debtor follow-up** with a lighter-weight setup."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Chaser", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Automated invoicing/chasing; credit control dashboards; AR analytics... SMB AR/collections automation."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|HighRadius", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI credit scoring; O2C suite... Complex/expensive for small biz."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Nuvo", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Credit onboarding apps; automated decisions... Newer; limited collections depth."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Rex", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time payment behavior monitoring; ledger-linked risk; portfolio dashboards."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Bectran", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Application workflows; bureau data scoring; limit setting; compliance reporting."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Creditsafe", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Data-focused (D&B, Creditsafe) provide external risk intel but need workflow add-ons."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|D&B", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Data-focused (D&B, Creditsafe) provide external risk intel but need workflow add-ons."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|xai-small|Esker", "prompt": "c224-m3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Full suites (HighRadius, Esker) integrate credit into invoicing/ERP for end-to-end O2C."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|HighRadius", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Complexity and cost: it's a full O2C suite, not just a credit module. It may be overkill for teams that only need credit workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Esker", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Credit-specific features (like advanced limit monitoring) are not as deep as dedicated credit platforms"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Credit Pulse", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Purpose-built for trade credit—not a module inside an O2C suite"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Nuvo", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentic AI that runs across the full customer-to-cash lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Bectran", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Historically slower processing and weaker ERP integrations; modern users sometimes need IT involvement for advanced workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Rex", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Watches every account on the ledger in real time... Not a bureau; best paired with external data"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|D&B Finance Analytics", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bureau-led scoring and portfolio risk built on Dun & Bradstreet data. Strongest at onboarding"}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Creditsafe", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "More of a data and reports service than a workflow system."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Moody's CreditLens", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Moody's CreditLens", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Targeted at institutional or very large enterprise users; not a practical choice for most mid-market or SMB credit teams."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|S&P Global Market Intelligence", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "S&P Global Market Intelligence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Targeted at institutional or very large enterprise users; not a practical choice for most mid-market or SMB credit teams."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|FICO", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "FICO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Not optimized for B2B trade credit workflows; more appropriate for consumer-credit environments."}, {"id": "mai-20260917-1752-baseline-2|c224-m3|zai-small|Tesorio", "prompt": "c224-m3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Monitoring & collections: Rex, HighRadius, Esker, Tesorio."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|alibaba-small|Chaser", "prompt": "c224-m4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best All-in-One Workflow Tool: **Chaser** ... Chaser is widely considered the best value for small-to-medium enterprises."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|alibaba-small|LexisNexis", "prompt": "c224-m4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "LexisNexis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike expensive competitors (like LexisNexis), Chaser allows you to set custom payment terms"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|alibaba-small|Paidnice", "prompt": "c224-m4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Ultra-Low Cost Option: **Paidnice** ... offers a specialized solution focused on real-time credit monitoring."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|alibaba-small|Nav Business", "prompt": "c224-m4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best US-Focused Risk Data: **Nav Business** or **Merclex**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|alibaba-small|Merclex", "prompt": "c224-m4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these two platforms are noted for staying under the $500/month threshold"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|anthropic-small|Chaser", "prompt": "c224-m4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser and Upflow excel for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|anthropic-small|Upflow", "prompt": "c224-m4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Chaser and Upflow excel for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|anthropic-small|Gaviti", "prompt": "c224-m4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Gaviti offers a good balance for mid-market companies seeking affordable rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|anthropic-small|My DSO Manager", "prompt": "c224-m4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "My DSO Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "credit management and cash collection software that is affordable for all businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|Upflow", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Upflow** if you want a modern credit/collections tool with a publicly available free plan"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|My DSO Manager", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "My DSO Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **My DSO Manager** if you want a low starting price and straightforward credit/cash collection features"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|Paidnice", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "aimed at small businesses, with pricing around **£49/month** and strong automation"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|Satago / Credit Hound", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago / Credit Hound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "small-business pricing in the roughly **£20–£49 per user/month** range"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|Creditsafe", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more suited to onboarding and scoring than to the cheapest overall budget option"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|D&B Finance Analytics", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more suited to onboarding and scoring than to the cheapest overall budget option"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|HighRadius", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise suites like **HighRadius** or **Esker** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|challenger-small|Esker", "prompt": "c224-m4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise suites like **HighRadius** or **Esker** if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Bectran (SMB tier)", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran (SMB tier)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Full credit management on a budget:** **Bectran's SMB tier** (get a quote, but it's designed for your size)."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|HighRadius", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "most enterprise options like HighRadius or full Moody's/D&B run $1,000+/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Moody's", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Moody's", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "most enterprise options like HighRadius or full Moody's/D&B run $1,000+/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|D&B", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "most enterprise options like HighRadius or full Moody's/D&B run $1,000+/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Experian Business CreditScore Pro", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "~$124/month for bureau-driven credit scores if you just need risk data and scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Merclex", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free-to-low-cost business credit monitoring options under $500/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Nav", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free-to-low-cost business credit monitoring options under $500/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Paidnice", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Just collections/chasing on a tight budget:** **Paidnice** or **Satago**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Satago", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best value if you want credit reports + chasing + invoice finance in one tool"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Credit Hound", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit Hound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Budget option for Sage-based teams."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Chaser", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "from ~£199/month (under £4m turnover)... Tools price by turnover (Chaser)"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Kolleno", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Kolleno runs ~$650/user/month—cheap-sounding at first, but it scales badly for small teams."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|deepseek-small|Upflow", "prompt": "c224-m4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "by ARR/invoice value (Upflow, quote-only)"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Satago", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Satago** (Best All-in-One Risk + Chasing Tool)... If you need to pull credit scores AND run automated email chasing inside the same interface, go with **Satago**."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Creditsafe", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Raw Credit Data & International Coverage... you can buy affordable business credit report bundles or monitoring alerts that fit your volume"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Nuvo", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo is built to be highly configurable and accessible for growing mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Bectran", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While enterprise tools like Bectran or HighRadius target major corporations"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|HighRadius", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While enterprise tools like Bectran or HighRadius target major corporations"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|ezyCollect", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Many affordable collections platforms (like ezyCollect) also offer cheap, pay-as-you-go Creditsafe integrations."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Chaser", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Market favorites like **Chaser** have moved upmarket with plans starting at $259/month, making these alternatives much more attractive"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Trove", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Trove", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If you are a very small business using QuickBooks or Xero... go with **Trove**."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|Paidnice", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you want to stop late payments by charging interest fees... go with **Paidnice**."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|google-small|DueTrail", "prompt": "c224-m4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "DueTrail", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best \"Review-First\" Tool for B2B Services... flat-rate workspace pricing starting at €49"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|meta-small|Bectran", "prompt": "c224-m4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B credit management software for a company with a limited budget includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|meta-small|D&B Credit Reporter", "prompt": "c224-m4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business. These platforms are available for under $500 per month."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|meta-small|Experian Business CreditScore Pro", "prompt": "c224-m4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|meta-small|Merclex", "prompt": "c224-m4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|meta-small|Nav Business", "prompt": "c224-m4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "includes Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|minimax-small|Chaser", "prompt": "c224-m4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick for Limited Budget: Chaser**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|minimax-small|Paidnice", "prompt": "c224-m4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chaser** and **Paidnice** appear to offer the best value"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|minimax-small|Merclex", "prompt": "c224-m4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mentioned as an option for around $500/month"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|mistral-small|Chaser", "prompt": "c224-m4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** and **Paidnice** are the top recommendations for small businesses with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|mistral-small|Paidnice", "prompt": "c224-m4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Chaser** and **Paidnice** are the top recommendations for small businesses with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|mistral-small|Merclex", "prompt": "c224-m4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need basic credit monitoring specifically, **Merclex** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Chaser", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Chaser** - Best for Small Businesses on Lean Budgets"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Paidnice", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Paidnice** - Most Affordable Entry Point"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Trove", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Trove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Trove** - Fixed Price Option"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|D&B Credit Reporter", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "these platforms offer B2B credit risk software under $500/month:\n\n- **D&B Credit Reporter**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Experian Business CreditScore Pro", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Experian Business CreditScore Pro**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Nav Business", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Nav Business**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|moonshot-small|Merclex", "prompt": "c224-m4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Merclex**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|openai-small|Experian Business Credit Advantage / Business Credit Monitoring", "prompt": "c224-m4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business Credit Advantage / Business Credit Monitoring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the best fit is usually **Experian Business Credit Advantage / Business Credit Monitoring**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|openai-small|Bectran", "prompt": "c224-m4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bectran** is a stronger all-in-one option, but it is **not clearly budget-tier priced**"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|xai-small|Merclex", "prompt": "c224-m4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Merclex (Top Pick for Truly Limited Budgets – Free Starter Tier)"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|xai-small|Satago", "prompt": "c224-m4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Satago (Cheapest Paid Option – From £45/mo or ~$59 USD)"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|xai-small|Paidnice", "prompt": "c224-m4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paidnice (Best Value Fixed Low Cost – From $69/£49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|xai-small|Nav Business", "prompt": "c224-m4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free basic monitoring ... US-focused, great for credit health tracking but lighter on collections."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|xai-small|Creditsafe/Experian", "prompt": "c224-m4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe/Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solid for B2B credit reports/monitoring. Free reports/trials available, but full features quote-based."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|zai-small|Merc", "prompt": "c224-m4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Merclex** — it combines onboarding, monitoring, and collections in one platform with a genuine free tier."}, {"id": "mai-20260917-1752-baseline-2|c224-m4|zai-small|Upflow", "prompt": "c224-m4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow's free Discover tier is a genuine differentiator"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|zai-small|Nav Business", "prompt": "c224-m4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need credit score visibility: Use **Nav Business** for free"}, {"id": "mai-20260917-1752-baseline-2|c224-m4|zai-small|Paidnice", "prompt": "c224-m4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paidnice** at $69/month is one of the lowest flat-rate options for Xero/QuickBooks users."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|alibaba-small|Tesorio", "prompt": "c224-m5", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top tiers to research: **Tesorio, Credit Pulse, Onguard, Nuvo, Billtrust**."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|alibaba-small|Credit Pulse", "prompt": "c224-m5", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credit Pulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top tiers to research: **Tesorio, Credit Pulse, Onguard, Nuvo, Billtrust**."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|alibaba-small|Onguard", "prompt": "c224-m5", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top tiers to research: **Tesorio, Credit Pulse, Onguard, Nuvo, Billtrust**."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|alibaba-small|Nuvo", "prompt": "c224-m5", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top tiers to research: **Tesorio, Credit Pulse, Onguard, Nuvo, Billtrust**."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|alibaba-small|Billtrust", "prompt": "c224-m5", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top tiers to research: **Tesorio, Credit Pulse, Onguard, Nuvo, Billtrust**."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|deepseek-small|Esker", "prompt": "c224-m5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Given your size, Esker, Nuvo, and Onguard are strong starting points"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|deepseek-small|Nuvo", "prompt": "c224-m5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Given your size, Esker, Nuvo, and Onguard are strong starting points"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|deepseek-small|Onguard", "prompt": "c224-m5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Given your size, Esker, Nuvo, and Onguard are strong starting points"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|deepseek-small|HighRadius", "prompt": "c224-m5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise suites (HighRadius, Sidetrade) are powerful but may be overbuilt/pricier than you need"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|deepseek-small|Sidetrade", "prompt": "c224-m5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise suites (HighRadius, Sidetrade) are powerful but may be overbuilt/pricier than you need"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Quadient/YayPay", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Quadient/YayPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Mid-Market with strong CRM/ERP ties: Quadient AR (formerly YayPay), Tesorio, Chaser, Peakflo."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|HighRadius", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "For larger mid-market moving to enterprise (deep automation): HighRadius, BlackLine, Esker, Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Tesorio", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For Mid-Market with strong CRM/ERP ties: Quadient AR (formerly YayPay), Tesorio, Chaser, Peakflo."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Chaser", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Mid-Market with strong CRM/ERP ties: Quadient AR (formerly YayPay), Tesorio, Chaser, Peakflo."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Peakflo", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Peakflo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For Mid-Market with strong CRM/ERP ties: ... Peakflo."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|BlackLine", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For larger mid-market moving to enterprise (deep automation): HighRadius, BlackLine, Esker, Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Esker", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For larger mid-market moving to enterprise (deep automation): HighRadius, BlackLine, Esker, Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|google-small|Billtrust", "prompt": "c224-m5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For larger mid-market moving to enterprise (deep automation): HighRadius, BlackLine, Esker, Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|minimax-small|HighRadius", "prompt": "c224-m5", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "demo 3-4 leading platforms (e.g., HighRadius, Credictiq, AWS Credit Checker, or others)"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|minimax-small|Credictiq", "prompt": "c224-m5", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credictiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "demo 3-4 leading platforms (e.g., HighRadius, Credictiq, AWS Credit Checker, or others)"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|minimax-small|AWS Credit Checker", "prompt": "c224-m5", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "AWS Credit Checker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "demo 3-4 leading platforms (e.g., HighRadius, Credictiq, AWS Credit Checker, or others)"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|Experian", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Experian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with a long list (e.g., Experian, Dun & Bradstreet, CreditSafe, HighRadius, Atradius, Euler Hermes, FICO, Onguard, YayPay)."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|Dun & Bradstreet", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with a long list (e.g., Experian, Dun & Bradstreet, CreditSafe, HighRadius..."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|CreditSafe", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "CreditSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "long list (e.g., Experian, Dun & Bradstreet, CreditSafe, HighRadius, Atradius..."}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|HighRadius", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CreditSafe, HighRadius, Atradius, Euler Hermes, FICO, Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|Atradius", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Atradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HighRadius, Atradius, Euler Hermes, FICO, Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|Euler Hermes", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Euler Hermes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Atradius, Euler Hermes, FICO, Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|FICO", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "FICO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Euler Hermes, FICO, Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|Onguard", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "FICO, Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|mistral-small|YayPay", "prompt": "c224-m5", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "YayPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Onguard, YayPay"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|HighRadius", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "tools like HighRadius excel for enterprise-like scale at mid-market prices"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Billtrust", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Nuvo", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Esker", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Creditsafe", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Onguard", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m5|xai-small|Bectran", "prompt": "c224-m5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Prioritize platforms like HighRadius, Billtrust, Nuvo, Esker, Creditsafe, Onguard, or Bectran"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|alibaba-small|AnnualCreditReport.com", "prompt": "c224-m6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "AnnualCreditReport.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Check Your Report for Free:** Go to **[AnnualCreditReport.com](https://www.annualcreditreport.com)** (the official site authorized by US law)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|alibaba-small|National Foundation for Credit Counseling (NFCC)", "prompt": "c224-m6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "National Foundation for Credit Counseling (NFCC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "seek a certified **non-profit credit counselor** through the National Foundation for Credit Counseling (NFCC)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|anthropic-small|Credit Sesame", "prompt": "c224-m6", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Sesame", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Credit Sesame earns an \"F\" rating from the Better Business Bureau and is not recommended for anyone serious about protecting their financial information"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Credit Glory", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Glory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC halted this sprawling network of 17 companies that scammed consumers out of nearly **$200 million**"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Lexington Law / Progrexion", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Lexington Law / Progrexion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The CFPB found they charged fees before services were performed, in violation of the Credit Repair Organizations Act"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Credit Karma", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Karma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Exercise Caution \\u2014 Not Scams, But Problematic ... Unreliable scores"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Credit Sesame", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Sesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consumer Reports investigated **Credit Karma, Credit Sesame, Experian, myFICO, and TransUnion** and found ... Privacy risks"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Experian", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Hidden costs ... Unnecessary charges for info you can get free."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|myFICO", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "myFICO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "4 of 5 give you scores that *differ* from what lenders actually use."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|TransUnion", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "TransUnion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most collect and share far more personal data than you'd expect"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|AnnualCreditReport.com", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "AnnualCreditReport.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The safer approach: get your **free annual reports from AnnualCreditReport.com**"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|deepseek-small|Equifax", "prompt": "c224-m6", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Equifax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Dispute inaccuracies for free with the three bureaus (Equifax, Experian, TransUnion)."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|Lexington Law", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Lexington Law", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the CFPB has cracked down heavily on major industry giants (such as Lexington Law) for collecting hundreds of millions in illegal fees"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|Discover", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Discover", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "opt for a **secured credit card** from a mainstream, reputable bank (like Discover, Capital One, or U.S. Bank)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|Capital One", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "opt for a **secured credit card** from a mainstream, reputable bank (like Discover, Capital One, or U.S. Bank)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|U.S. Bank", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "opt for a **secured credit card** from a mainstream, reputable bank (like Discover, Capital One, or U.S. Bank)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|National Foundation for Credit Counseling", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "National Foundation for Credit Counseling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "seek out a **non-profit credit counseling agency** (such as those certified by the National Foundation for Credit Counseling, or NFCC)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|Credit Karma", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Karma", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Legitimate credit monitoring is offered completely free by most major credit card issuers, banks, and trusted platforms like Credit Karma or Experian."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|Experian", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "trusted platforms like Credit Karma or Experian"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|google-small|AnnualCreditReport.com", "prompt": "c224-m6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "AnnualCreditReport.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Go to [AnnualCreditReport.com] to get your official credit reports from Equifax, Experian, and TransUnion for free."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Financial Education Services", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Financial Education Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FTC has shut down operations like Financial Education Services (scammed $200M+) and others for deception."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|AnnualCreditReport.com", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "AnnualCreditReport.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Better alternative: Dispute errors yourself for free at AnnualCreditReport.com or via the bureaus' sites."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Experian", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "High CFPB complaints (e.g., 8K+ each against Experian, Equifax, TransUnion) for unwanted enrollments, hard-to-cancel subscriptions, hidden fees"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Equifax", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Equifax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "High CFPB complaints (e.g., 8K+ each against Experian, Equifax, TransUnion) for unwanted enrollments"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|TransUnion", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "TransUnion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High CFPB complaints (e.g., 8K+ each against Experian, Equifax, TransUnion) for unwanted enrollments"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Credit Karma", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Karma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "set free alerts via Credit Karma or bureau apps (but verify no hidden subs)"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|TomoCredit", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "TomoCredit", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Complaints (e.g., BBB on apps like TomoCredit, Albert) about cancellation traps, unexpected charges, and poor service."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Albert", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Albert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Complaints (e.g., BBB on apps like TomoCredit, Albert) about cancellation traps, unexpected charges, and poor service."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|Mint", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Mint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Stick to established free tools like Mint (now Credit Karma), YNAB for budgeting, or bureau apps."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|xai-small|YNAB", "prompt": "c224-m6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "YNAB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Stick to established free tools like Mint (now Credit Karma), YNAB for budgeting, or bureau apps."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|Credit Karma", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Karma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Apps to be cautious about** (based on the Consumer Reports investigation):  Credit Karma, Credit Sesame, TransUnion Score & Report, myFICO, Experian Credit Report"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|Credit Sesame", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Sesame", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Apps to be cautious about**: Credit Karma, Credit Sesame, TransUnion Score & Report, myFICO, Experian Credit Report"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|TransUnion Score & Report", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "TransUnion Score & Report", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Apps to be cautious about**: ... TransUnion Score & Report"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|myFICO", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "myFICO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Apps to be cautious about**: ... myFICO"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|Experian Credit Report", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian Credit Report", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Apps to be cautious about**: ... Experian Credit Report"}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|Identity Guard", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Identity Guard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use reputable, well-reviewed monitoring services (e.g., Identity Guard, LifeLock, Experian's official offerings)."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|LifeLock", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "LifeLock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use reputable, well-reviewed monitoring services (e.g., Identity Guard, LifeLock, Experian's official offerings)."}, {"id": "mai-20260917-1752-baseline-2|c224-m6|zai-small|AnnualCreditReport.com", "prompt": "c224-m6", "model": "zai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "AnnualCreditReport.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Request your free credit reports annually at AnnualCreditReport.com."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|TradeCredit", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "TradeCredit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TradeCredit** is widely considered the top choice for SMEs because it bridges the gap between simple data checking and complex workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|Zepel", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Zepel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your biggest pain point is administrative work, **Zepel** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|Creditsafe Business", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Creditsafe Business:** Excellent for quick \"health checks\" on new prospects."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|Dun & Bradstreet (D&B)", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While often seen as expensive, D&B is the industry standard for credit risk."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|RiskAdvisor", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "RiskAdvisor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a lighter version called **RiskAdvisor** which may be more accessible for smaller budgets"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|alibaba-small|Beacon", "prompt": "c224-s1", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Beacon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like **Beacon** (for D&B integration within QBO)... these are usually the cheapest option, but they lack advanced decision-making features."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|anthropic-small|Chaser", "prompt": "c224-s1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, Chaser offers the best balance of affordability, ease of implementation, and functionality."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|anthropic-small|Nav", "prompt": "c224-s1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nav provides comprehensive free options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|anthropic-small|Credit Pulse", "prompt": "c224-s1", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Credit Pulse runs live web research across 21 configurable risk domains"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Chaser", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** is the best all-around choice for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Paidnice", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paidnice** is the most clearly positioned option for very small businesses on Xero or QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Satago", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want **credit reports plus chasing** in one workflow, especially for UK small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|HighRadius", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally better suited to larger or more complex teams than a typical small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Bectran", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally better suited to larger or more complex teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|D&B Finance Analytics", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally better suited to larger or more complex teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Creditsafe", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally better suited to larger or more complex teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|challenger-small|Rex", "prompt": "c224-s1", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generally better suited to larger or more complex teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|deepseek-small|Chaser", "prompt": "c224-s1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best overall for small B2B: **Chaser**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|deepseek-small|Paidnice", "prompt": "c224-s1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small businesses on Xero/QuickBooks: **Paidnice**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|deepseek-small|Satago", "prompt": "c224-s1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for UK SMEs wanting credit reports + chasing: **Satago**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|deepseek-small|Credit-IQ", "prompt": "c224-s1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for US-based small B2B teams: **Credit-IQ**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|deepseek-small|Equisettle", "prompt": "c224-s1", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Equisettle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-powered forecasting: **Equisettle**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|google-small|Resolve Pay", "prompt": "c224-s1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Resolve Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Outsourcing Credit Risk & Cash Flow: **Resolve Pay**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|google-small|Credit Pulse", "prompt": "c224-s1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Pulse", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for Proactive Risk Monitoring: **Credit Pulse** ... is a leading option."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|google-small|NetNow", "prompt": "c224-s1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "NetNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Digitsing Credit Applications: **NetNow**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|google-small|Chaser", "prompt": "c224-s1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Credit Control & Automated Chasing: **Chaser** or **Satago**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|google-small|Satago", "prompt": "c224-s1", "model": "google-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Satago** offers similar dunning features but also includes built-in credit searching"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|meta-small|Chaser", "prompt": "c224-s1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B credit management software for a small B2B company is Chaser"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|meta-small|Creditpulse", "prompt": "c224-s1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditpulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Creditpulse, Nuvo, Resolvepay, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|meta-small|Nuvo", "prompt": "c224-s1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Creditpulse, Nuvo, Resolvepay, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|meta-small|Resolvepay", "prompt": "c224-s1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Resolvepay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Creditpulse, Nuvo, Resolvepay, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|meta-small|Guideflow", "prompt": "c224-s1", "model": "meta-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Creditpulse, Nuvo, Resolvepay, and Guideflow."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|minimax-small|Chaser", "prompt": "c224-s1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** (Best Overall for Small Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|minimax-small|Paidnice", "prompt": "c224-s1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Paidnice** if you're budget-conscious and need basic automation quickly"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|minimax-small|Upflow", "prompt": "c224-s1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upflow** (Best for B2B SaaS Companies)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|minimax-small|Rex", "prompt": "c224-s1", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rex** (Best for Credit Monitoring)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|mistral-small|Paidnice", "prompt": "c224-s1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paidnice** and **Chaser** are top recommendations due to their affordability, ease of integration"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|mistral-small|Chaser", "prompt": "c224-s1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Paidnice** and **Chaser** are top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|mistral-small|Upflow", "prompt": "c224-s1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upflow** is also a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|mistral-small|Equifax Business", "prompt": "c224-s1", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Equifax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers specialized credit scores and monitoring for small businesses and startups"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|moonshot-small|Chaser", "prompt": "c224-s1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Chaser** – Best Overall for Small Businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|moonshot-small|Paidnice", "prompt": "c224-s1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Paidnice** if you use Xero or QuickBooks Online – it's affordable, highly rated, and quick to implement."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|moonshot-small|Nav Business", "prompt": "c224-s1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Nav Business** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|moonshot-small|Tesorio", "prompt": "c224-s1", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Look at Tesorio** only if you're a growing B2B SaaS company with more complex needs and budget for a mid-market solution."}, {"id": "mai-20260917-1752-baseline-2|c224-s1|openai-small|D&B Finance Analytics", "prompt": "c224-s1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B credit management: _D&B Finance Analytics_"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|openai-small|Bectran", "prompt": "c224-s1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for full B2B credit lifecycle / finance teams:** **Bectran**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|openai-small|Gaviti", "prompt": "c224-s1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collections + AR automation:** **Gaviti**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|openai-small|Resolve", "prompt": "c224-s1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for embedded net terms / B2B payments:** **Resolve**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|openai-small|Creditsafe", "prompt": "c224-s1", "model": "openai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for credit monitoring and business credit data:** **Creditsafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|Paidnice", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paidnice** (Best overall for very small Xero/QuickBooks users)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|Chaser", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chaser** (Best balanced for growing small-mid B2B)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|Satago", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Satago** (Best for credit checks on a budget)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|Creditsafe", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Creditsafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notables:** Creditsafe (4.5/5 G2, real-time B2B risk scoring)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|Credit Hound", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Credit Hound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Credit Hound (\\u00a320/user/mo for Sage)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|xai-small|ezyCollect", "prompt": "c224-s1", "model": "xai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ezyCollect (AU/NZ focus)"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|zai-small|Chaser", "prompt": "c224-s1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Chaser if: You want a mature, revenue-banded solution with credit checks, letters, and multi-channel chasing"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|zai-small|Paidnice", "prompt": "c224-s1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Paidnice if: You're on Xero or QuickBooks, have a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c224-s1|zai-small|Kolleno", "prompt": "c224-s1", "model": "zai-small", "cat": "b2b-credit-management", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More feature-rich, but steeper learning curve and higher minimum seat count."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Chaser", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** (Best for AR Automation & Collections) ... built specifically for SMBs and mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Equifax Business Credit Bureau Reports", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Equifax Business Credit Bureau Reports", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Equifax offers specialized credit scores and monitoring tailored for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Trantor", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Trantor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trantor automates credit and supplier risk analysis using tax documents and financial statements."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Atradius", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Atradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Atradius is a leading global trade credit insurer that offers accessible credit reports and risk assessments even for smaller firms."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Dun & Bradstreet", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dun & Bradstreet (via basic plans)** or **Experian Business**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|alibaba-small|Experian Business", "prompt": "c224-s2", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Dun & Bradstreet (via basic plans)** or **Experian Business**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|anthropic-small|Gaviti", "prompt": "c224-s2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gaviti offers scalable solutions for credit risk assessment workflows... comprehensive accounts receivable platform with sophisticated credit scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|anthropic-small|Resolve Pay", "prompt": "c224-s2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for B2B businesses offering net 30/60/90 terms who want to eliminate credit risk"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|anthropic-small|Creditsafe", "prompt": "c224-s2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "most commonly referenced for credit assessment and approvals"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|anthropic-small|Global Database Risk Intelligence", "prompt": "c224-s2", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Global Database Risk Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Creditsafe and Global Database Risk Intelligence are most commonly referenced for credit assessment and approvals"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|challenger-small|Chaser", "prompt": "c224-s2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** is the best fit for a small B2B seller because the source explicitly calls it best for SMBs on a lean budget"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|challenger-small|Creditsafe", "prompt": "c224-s2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Creditsafe** is a strong alternative because it is repeatedly positioned as a good option for B2B credit risk management"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|challenger-small|Capitalise", "prompt": "c224-s2", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Capitalise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Capitalise** if you are a UK SME and want a low-friction option with basic credit information"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|deepseek-small|Creditsafe", "prompt": "c224-s2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Creditsafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|deepseek-small|Nav", "prompt": "c224-s2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Creditsafe or Nav"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|deepseek-small|Experian Business", "prompt": "c224-s2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for U.S. \"Lender-Grade\" Scoring: **Experian Business**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|deepseek-small|eCredable Business", "prompt": "c224-s2", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "eCredable Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Per-Small-Portfolio Option: **eCredable Business**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Dun & Bradstreet", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "highly effective, but they can be incredibly expensive and require complex, multi-year contracts that don't make sense for a small business's budget"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Resolve (Resolve Pay)", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve (Resolve Pay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your cash flow is tight and you can't afford to get burned: Go with Resolve."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Creditsafe", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Creditsafe. It is the most robust, cost-effective platform to protect your business without enterprise-level pricing."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Moody's Analytics Pulse", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Moody's Analytics Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you only onboard 1 or 2 clients a month: Go with Moody's Analytics Pulse."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Command Credit", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Command Credit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Portals like Command Credit allow you to pull reports from any of the \"Big Three\" bureaus on demand"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|google-small|Nav Business", "prompt": "c224-s2", "model": "google-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nav Business is another excellent option that merges business and personal credit monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|meta-small|Experian", "prompt": "c224-s2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include:\n\n1. Experian - Offers business credit reports and scores, as well as tools to help lower the risk of customers defaulting"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|meta-small|Dun and Bradstreet", "prompt": "c224-s2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun and Bradstreet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides comprehensive data and credit risk management software."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|meta-small|Capitalise", "prompt": "c224-s2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Capitalise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers credit risk management tools for UK SMEs, including customer credit checks and alerts on customer changes."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|meta-small|Resolve", "prompt": "c224-s2", "model": "meta-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a Business Credit Check that combines credit checking with non-recourse financing"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|minimax-small|Merclex", "prompt": "c224-s2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Merclex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Merclex** (Best Overall for Small B2B)"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|minimax-small|Nav Business", "prompt": "c224-s2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nav Business** (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|minimax-small|Chaser", "prompt": "c224-s2", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chaser** (Best for AR Automation)"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|mistral-small|Chaser", "prompt": "c224-s2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Chaser** as a customer credit risk tool"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|mistral-small|Dun & Bradstreet (D&B Credit Reporter)", "prompt": "c224-s2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B Credit Reporter)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're looking for options under $500/month, consider **Dun & Bradstreet (D&B Credit Reporter)**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|mistral-small|Experian Business CreditScore Pro", "prompt": "c224-s2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also well-suited for small businesses needing basic credit monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|mistral-small|Merclex", "prompt": "c224-s2", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Merclex**, which are also well-suited for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|Experian Business Credit Reports", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business Credit Reports", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I recommend starting with **Experian Business Credit Reports**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|D&B Credit Reporter", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**D&B Credit Reporter** (Dun & Bradstreet). Many vendors and lenders default to D&B scores"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|Nuvo", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nuvo adds real-time bank verification and fraud prevention"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|NetNow", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "NetNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetNow is often recommended as the best entry-level option for simple credit intake"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|Bectran", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bectran**. Good if you're growing fast and need to automate approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|Atradius", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Atradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Atradius** or **Moody’s Trade Credit**. These combine credit assessments with trade credit insurance"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|moonshot-small|Moody’s Trade Credit", "prompt": "c224-s2", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Moody’s Trade Credit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Atradius** or **Moody’s Trade Credit**. These combine credit assessments with trade credit insurance"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|openai-small|Creditsafe", "prompt": "c224-s2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Creditsafe** is often the best starting point because it's relatively easy to implement"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|openai-small|Dun & Bradstreet", "prompt": "c224-s2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want the most recognized business credit data"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|openai-small|Experian Business", "prompt": "c224-s2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "useful for business credit checks and risk insights"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|openai-small|Bectran", "prompt": "c224-s2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want credit application, approval, and AR workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|openai-small|Apruve", "prompt": "c224-s2", "model": "openai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Apruve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "useful if you want to offer net terms and manage credit/collections more actively"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|xai-small|Dun & Bradstreet (D&B) Credit Insights Basic", "prompt": "c224-s2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B) Credit Insights Basic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with Dun & Bradstreet (D&B) Credit Insights Basic ($49/month) or Nav Prime Track ($39.99/month)"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|xai-small|Nav Prime Track", "prompt": "c224-s2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav Prime Track", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend starting with Dun & Bradstreet (D&B) Credit Insights Basic ($49/month) or Nav Prime Track ($39.99/month). Both are affordable, user-friendly options tailored for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|xai-small|Experian Business CreditScore Pro", "prompt": "c224-s2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "US-only, higher volume needs (less ideal for tiny SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|xai-small|Creditsafe", "prompt": "c224-s2", "model": "xai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Real-time scores, global | Variable volume, international trade"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|zai-small|Dun & Bradstreet (D&B)", "prompt": "c224-s2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Dun & Bradstreet (D&B)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most standard industry solution is **Dun & Bradstreet (D&B)**"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|zai-small|Nav", "prompt": "c224-s2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Nav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Bureau Monitoring: Nav ... Nav is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c224-s2|zai-small|Experian Business CreditScore Pro", "prompt": "c224-s2", "model": "zai-small", "cat": "b2b-credit-management", "variant": "paraphrase", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High Volume: Experian Business CreditScore Pro"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|alibaba-small|Chaser", "prompt": "c224-s3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser is widely considered the top choice for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|alibaba-small|Satago", "prompt": "c224-s3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Credit Checks & Financing) If your small team struggles with giving credit to risky clients, Satago is the stronger choice."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|alibaba-small|Paidnice", "prompt": "c224-s3", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paidnice (Best for Late Fee Automation)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|anthropic-small|Chaser", "prompt": "c224-s3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Chaser is a credit management and AR automation platform built specifically for small and mid-market businesses."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|anthropic-small|Gaviti", "prompt": "c224-s3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "rated #1 in Credit and Collections Software on G2 in 2026... deployment model designed for mid-market teams that cannot afford a multi-month implementation"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|anthropic-small|Credit Pulse", "prompt": "c224-s3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller teams with simpler portfolios that need to digitize a paper-based credit application process are the best fit for this tool."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|anthropic-small|Esker", "prompt": "c224-s3", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams that need credit visibility inside a broader AR workflow... will find the integration value compelling."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Chaser", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Combines **credit checks** with **automated invoice chasing** and is positioned as a strong all-in-one option for small teams."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Satago", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Satago** if your biggest need is **credit reporting/monitoring**."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Paidnice", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Paidnice** if you mainly want **late fees, reminders, and quick setup**."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Credit Hound", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Credit Hound** if you are a **Sage** shop focused on chasing overdue invoices."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|HighRadius", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **HighRadius** unless your team is large enough to need enterprise-grade O2C automation."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Esker", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More of an **office-of-the-CFO / order-to-cash** platform than a lightweight SMB collections tool."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|challenger-small|Billtrust", "prompt": "c224-s3", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AR teams needing credit plus payments and collections"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|HighRadius", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they're massive overkill. If you're a small team, avoid them"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Esker", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "enterprise-grade ... avoid them unless you're a $50M+ company"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Onguard", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Onguard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these are usually overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Chaser", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Chaser – Best Overall for Established SMBs"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Paidnice", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Xero/QuickBooks on a Budget (With Legal Late Fees)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Satago", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Hybrid for Small UK Businesses (Credit Reports + Chasing + Financing)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Upflow", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricey for a small team. No credit risk reports built in."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|ezyCollect", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're in Australia/NZ, pick ezyCollect first."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|deepseek-small|Tesorio", "prompt": "c224-s3", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Not Recommended for Small Teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|Chaser", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Chaser** if your small team is tired of manually chasing late invoices and wants polite, automated follow-ups."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|Upflow", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team wants deep insights into customer payment behavior and highly professional payment portals, Upflow is the preferred choice."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|Paidnice", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Paidnice is incredibly simple. It doesn't have complex dashboards; instead, it is designed for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|NetNow", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "NetNow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **NetNow** if you are a distributor/wholesaler who needs an easy, digitized way to approve customer net terms."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|Nuvo", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nuvo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Nuvo focuses heavily on *speed* and real-time bank data. It is ideal for teams that need to approve terms in minutes"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|Nav (Nav Prime)", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Nav (Nav Prime)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nav is the most comprehensive platform for navigating the lending market"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|google-small|FairFigure", "prompt": "c224-s3", "model": "google-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "FairFigure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FairFigure is highly built-in around reporting your subscription fees and credit card usage as multiple distinct tradelines"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|meta-small|Paidnice", "prompt": "c224-s3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Paidnice is best for small Xero or QuickBooks businesses wanting automatic late fees and Stripe payments."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|meta-small|Satago", "prompt": "c224-s3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Satago is best for small UK businesses wanting credit reports and invoice finance alongside chasing."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|meta-small|Chaser", "prompt": "c224-s3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Chaser provides automated invoice chasing, credit control, debt collection, and receivables analytics."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|meta-small|Paraglide", "prompt": "c224-s3", "model": "meta-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paraglide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paraglide focuses on improving visibility and coordination between AR teams and customers"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|minimax-small|Chaser", "prompt": "c224-s3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: SMBs wanting automated credit monitoring and collections on a lean budget"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|minimax-small|Paidnice", "prompt": "c224-s3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For very small teams (under 5 people), **Paidnice** or **Satago** offer affordable entry points"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|minimax-small|Satago", "prompt": "c224-s3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paidnice** or **Satago** offer affordable entry points"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|minimax-small|Kolleno", "prompt": "c224-s3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pricing: $650/user/month (or $545 annually)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|minimax-small|Upflow", "prompt": "c224-s3", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies wanting analytics-focused credit control"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|mistral-small|Chaser", "prompt": "c224-s3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Chaser** - **Best for:** Credit teams needing traceable, workflow-driven credit decisions and automated invoice chasing."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|mistral-small|Satago", "prompt": "c224-s3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Small UK businesses wanting credit reports and invoice finance alongside chasing."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|mistral-small|Paidnice", "prompt": "c224-s3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple, affordable, and tightly integrated with Xero and QuickBooks, making it ideal for very small teams or startups."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|mistral-small|Credit Hound", "prompt": "c224-s3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small teams needing straightforward credit administration and receivables tracking."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|mistral-small|Rex", "prompt": "c224-s3", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not a bureau; best paired with external data for new customers, but excels at ongoing account monitoring."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|moonshot-small|Chaser", "prompt": "c224-s3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Chaser**\n**Best for:** Teams wanting comprehensive credit checks + multi-channel chasing in one system"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|moonshot-small|Paidnice", "prompt": "c224-s3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Paidnice if:** You want to automate late fees/interest with minimal ongoing effort and use Xero/QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|moonshot-small|Satago", "prompt": "c224-s3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Satago if:** You're UK-based, want integrated credit reports, and may need invoice finance options."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|moonshot-small|Credit Hound", "prompt": "c224-s3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Credit Hound if:** You're on Sage 50 and have a tight budget with simple reminder needs."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|moonshot-small|ezyCollect", "prompt": "c224-s3", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Australian trade/wholesale businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Kolleno", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Kolleno** — best for teams that want a **more complete collections/receivables platform**"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Creditsafe", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your biggest problem is **“Can we trust this customer’s credit?”** → **Creditsafe**"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Chaser", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team needs **automated collections and reminder workflows**"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Bectran", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Bectran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want to centralize **credit management, AR, collections, and payments** in one system"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Invoiced", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for teams that want **invoicing plus collections automation**"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Billtrust", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It’s usually more than a small team strictly needs, but it can be a fit if you expect growth."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|openai-small|Resolve", "prompt": "c224-s3", "model": "openai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Resolve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best if you want a **collections-focused workflow tool**"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|HighRadius", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise tools like Kolleno (£650/user) or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Paidnice", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Paidnice/Satago are lightest (no turnover gates)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Satago", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Paidnice/Satago excel in simple automation (fees, reports) for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Chaser", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chaser adds advanced workflows/escalation for mid-small growth"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Credit Hound", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Credit Hound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Credit Hound is task-oriented for manual-ish processes"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Upflow", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Scaling SaaS/modern teams (US-friendly) | Customer-friendly collections, free tier"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|Kolleno", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise tools like Kolleno (£650/user)"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|QuickBooks", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "QuickBooks/FreshBooks offer basic AR ... but lack auto-fees/credit scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|xai-small|FreshBooks", "prompt": "c224-s3", "model": "xai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "QuickBooks/FreshBooks offer basic AR ... but lack auto-fees/credit scoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|zai-small|Chaser", "prompt": "c224-s3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser is widely considered the \"best overall\" platform for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|zai-small|Paidnice", "prompt": "c224-s3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paidnice is better if you are strictly on Xero/QuickBooks and want the AI to handle the nuance of customer replies."}, {"id": "mai-20260917-1752-baseline-2|c224-s3|zai-small|Satago", "prompt": "c224-s3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Satago. ... integrates credit bureau reports directly into the dashboard"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|zai-small|Kolleno", "prompt": "c224-s3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Kolleno. Kolleno's AI agents handle the reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c224-s3|zai-small|Rex", "prompt": "c224-s3", "model": "zai-small", "cat": "b2b-credit-management", "variant": "comparative", "raw": "Rex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Rex. Rex focuses on analytics."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Chaser", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser (Best Overall Value) ... gold standard for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|GetPaid.io", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "GetPaid.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GetPaid.io (Best for Payment Collection) ... the top contender"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Loop", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Loop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Loop (Simplest UI/Lowest Cost) ... It is extremely affordable compared to competitors"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|QuickBooks Online", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often, QuickBooks itself handles aging reports well enough for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Bill.com", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look for apps like *Bill.com* or *A2X*"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|A2X", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "A2X", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look for apps like *Bill.com* or *A2X* (for bank feeds)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Xero", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Xero has a dedicated section called \"Apps Marketplace\""}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|CreditSafe", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "CreditSafe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Need specific Risk Checks | **CreditSafe** | Pay-per-report"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Zoho Books", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Want all-in-one | **Zoho Books** | Free (up to 3 invoices/day)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|alibaba-small|Dun & Bradstreet", "prompt": "c224-s4", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid paying for **Credit Reporting Data** (like Dun & Bradstreet reports) until you are dealing with large contracts."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|anthropic-small|Chaser", "prompt": "c224-s4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the most accessible option for teams running QuickBooks or Xero as their primary system of record."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|anthropic-small|Upflow", "prompt": "c224-s4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow is a modern AR platform with competitive pricing for small B2B teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|anthropic-small|Kolleno", "prompt": "c224-s4", "model": "anthropic-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kolleno uses tiered per user pricing with different plans for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|challenger-small|Chaser", "prompt": "c224-s4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** is the strongest fit overall because it is explicitly positioned for SMBs needing credit monitoring and collections on a lean budget"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|challenger-small|Paidnice", "prompt": "c224-s4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paidnice** is also a very budget-friendly option for small Xero/QuickBooks businesses"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|challenger-small|Satago", "prompt": "c224-s4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Credit reports plus invoice finance from the same screen"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|challenger-small|Nectarine Credit", "prompt": "c224-s4", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nectarine Credit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Straightforward digital application and decisioning workflow for small teams"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Paidnice", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Paidnice** is the standout choice"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Satago", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small UK businesses wanting **credit reports** + invoice finance alongside chasing"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Chaser", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you specifically need **credit checking/monitoring** of customers ... **Chaser** is the better tool, but budget for at least ~$259/month"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Credit-IQ", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simple AR automation with debt collection escalation"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Creditsafe", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Creditsafe** also offers very affordable per-check credit reports"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|deepseek-small|Nav", "prompt": "c224-s4", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider **Nav** (free for small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|HighRadius", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade credit management software (like HighRadius, Billtrust, or Sidetrade) is generally out of reach due to five-figure price tags"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Billtrust", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade credit management software (like HighRadius, Billtrust, or Sidetrade) is generally out of reach"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Sidetrade", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade credit management software (like HighRadius, Billtrust, or Sidetrade) is generally out of reach"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Paidnice", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Paidnice** is the standout option... Go with Paidnice ($69/mo) if you want the absolute cheapest tool"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Trove", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Trove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Trove** solves this issue by offering a fixed-price model."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Chaser", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Chaser** is the most robust, small-business-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Resolve Pay", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Resolve Pay** is a game-changer"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|google-small|Upflow", "prompt": "c224-s4", "model": "google-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Upflow** is worth looking into... completely free tier called **Discover**"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|Chaser", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B credit management software for a small company with a tight budget is Chaser"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|Bectran", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Bectran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|D&B Credit Reporter", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Credit Reporter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|Experian Business CreditScore Pro", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|Merclex", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Bectran, D&B Credit Reporter, Experian Business CreditScore Pro, Merclex, and Nav Business"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|meta-small|Nav Business", "prompt": "c224-s4", "model": "meta-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "available for under $500/month"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|minimax-small|Paidnice", "prompt": "c224-s4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Paidnice** if you're using Xero or QuickBooks (at £49/month it's very affordable)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|minimax-small|Nav", "prompt": "c224-s4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Nav's free plan** if you primarily need credit monitoring and reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|minimax-small|Chaser", "prompt": "c224-s4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Starting price**: £199/month (~$259 USD) for companies under £4M revenue"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|minimax-small|Merclex", "prompt": "c224-s4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Merclex** (Best Free Starter)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|minimax-small|Experian Business CreditScore Pro", "prompt": "c224-s4", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Experian Business CreditScore Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Starting price**: $124/month - **Best for**: Basic credit risk capabilities"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|mistral-small|Chaser", "prompt": "c224-s4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** is consistently recommended as the best B2B credit management software"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|mistral-small|Paidnice", "prompt": "c224-s4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include **Paidnice** (starting at £49/month)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|mistral-small|Creditsafe", "prompt": "c224-s4", "model": "mistral-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Creditsafe** for those who rely on bureau-sourced risk checks"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|moonshot-small|Chaser", "prompt": "c224-s4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** – Best Overall Value for Small Businesses ... offers the best balance of features, ease of use, and dedicated credit management tools"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|moonshot-small|My DSO Manager", "prompt": "c224-s4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "My DSO Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your budget is **under $100/month**: Start with **My DSO Manager** ($59/mo)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|moonshot-small|D&B Credit Insights", "prompt": "c224-s4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Credit Insights", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**D&B Credit Insights** (free tier, then $49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|moonshot-small|Upflow", "prompt": "c224-s4", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Upflow** – Free Analytics Tier"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|openai-small|Chaser", "prompt": "c224-s4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Chaser** because it focuses on automating follow-ups, collections workflows, and cash-flow visibility"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|openai-small|Creditsafe", "prompt": "c224-s4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Creditsafe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Creditsafe** if your priority is **checking customer credit risk before you extend terms**"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|openai-small|D&B Finance Analytics", "prompt": "c224-s4", "model": "openai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "D&B Finance Analytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for smaller businesses needing credit management, but it may be more than you need if budget is the main constraint"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|Paidnice", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paidnice stands out as one of the best B2B credit management software options"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|Satago", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Budget Alternatives ... UK small businesses needing credit reports + chasing + invoice finance"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|Merclex", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Merclex's free tier or Nav's free plan for monitoring"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|Nav Business", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free basic; $40/mo (Track/Boost) | Simple credit monitoring & reports"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|Chaser", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but pricier minimum ... scales up steeply"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|xai-small|HighRadius", "prompt": "c224-s4", "model": "xai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise tools like HighRadius are overkill/expensive"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Merclex", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Value: Merclex ... Choose **Merclex** to test the system without upfront costs."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Paidnice", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Low Invoice Volume: Paidnice"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Satago", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Credit Reports & Alerts: Satago"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Nav Business", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Nav Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nav is a cost-effective credit bureau monitoring tool."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Chaser", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **Chaser** or **HighRadius** for now."}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|Kolleno", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "significantly cheaper than per-user software like Chaser or Kolleno"}, {"id": "mai-20260917-1752-baseline-2|c224-s4|zai-small|HighRadius", "prompt": "c224-s4", "model": "zai-small", "cat": "b2b-credit-management", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid **Chaser** or **HighRadius** for now."}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Chaser", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **Chaser** | SMB credit control & chasing | ~£199/mo | Xero, QuickBooks, Sage |"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Kolleno", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Kolleno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Kolleno at $650/user/month — likely overkill for your size"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Paidnice", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Paidnice** | Small businesses on Xero/QuickBooks | ~$69/mo | Xero, QuickBooks, Stripe |"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|My DSO Manager", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "My DSO Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **My DSO Manager** | Affordable credit management | ~$59/mo | Multi-ledger |"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Satago", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Satago** | SMB credit checking & financing | ~£45/mo |"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Esker", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Esker** | More full-featured automation | Higher end | SAP, Oracle, NetSuite |"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|HighRadius", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip the enterprise platforms (HighRadius, Sidetrade, Quadient)"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Sidetrade", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Sidetrade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip the enterprise platforms (HighRadius, Sidetrade, Quadient)"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|deepseek-small|Quadient", "prompt": "c224-s5", "model": "deepseek-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Quadient", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Skip the enterprise platforms (HighRadius, Sidetrade, Quadient)"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|HighRadius", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Level Platforms (Likely Avoid) ... Typically too heavy and expensive for a 30-person company. | *HighRadius, Sidetrade, Onguard*"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Sidetrade", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Sidetrade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level Platforms (Likely Avoid)... *HighRadius, Sidetrade, Onguard*"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Resolve Pay", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Resolve Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If cash flow is tight and you want to completely outsource the credit risk and collection burden, evaluate **Resolve**."}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Kolleno", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Kolleno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you just need to automate payment chasing and monitor existing customer risk profiles without adding headcount, look at **Kolleno** or **Upflow**."}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Chaser", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Kolleno**, **Chaser**, **Upflow**, **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Upflow", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "look at **Kolleno** or **Upflow**"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Tesorio", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Kolleno**, **Chaser**, **Upflow**, **Tesorio**"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Nuvo", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If sales is waiting too long on finance to approve net terms for new accounts, prioritize **Nuvo** or **Credit Pulse**."}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Credit Pulse", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize **Nuvo** or **Credit Pulse**"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|google-small|Onguard", "prompt": "c224-s5", "model": "google-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Enterprise-Level Platforms (Likely Avoid) ... *HighRadius, Sidetrade, Onguard*"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|Chaser", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser**: Built specifically for SMBs/smaller mid-market; rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|Credit Pulse", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Credit Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Credit Pulse**: Strong on thin-file/SMB account intelligence"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|Payt", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Payt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payt/CreditDevice/TKB**: Agile tools for simpler reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|CreditDevice", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "CreditDevice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payt/CreditDevice/TKB**: Agile tools for simpler reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|TKB", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "TKB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Payt/CreditDevice/TKB**: Agile tools for simpler reminder needs"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|Resolve", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Resolve/Equifax Business**: If focused on credit checks for small business customers"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|moonshot-small|Equifax Business", "prompt": "c224-s5", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Equifax Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Resolve/Equifax Business**: If focused on credit checks for small business customers"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|xai-small|Onguard", "prompt": "c224-s5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Onguard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Aim for tools like Onguard, Payt, Billtrust, HighRadius, or Nuvo—many offer demos tailored to SMBs."}, {"id": "mai-20260917-1752-baseline-2|c224-s5|xai-small|Payt", "prompt": "c224-s5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Payt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Aim for tools like Onguard, Payt, Billtrust, HighRadius, or Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|xai-small|Billtrust", "prompt": "c224-s5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Aim for tools like Onguard, Payt, Billtrust, HighRadius, or Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|xai-small|HighRadius", "prompt": "c224-s5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aim for tools like Onguard, Payt, Billtrust, HighRadius, or Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-s5|xai-small|Nuvo", "prompt": "c224-s5", "model": "xai-small", "cat": "b2b-credit-management", "variant": "scale", "raw": "Nuvo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Aim for tools like Onguard, Payt, Billtrust, HighRadius, or Nuvo"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|Mint", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Mint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools meant for individuals (like Mint or standard personal credit apps) often do not capture B2B (Business-to-Business) trade lines. Do not rely on a personal dashboard"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|Grainger", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Grainger", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Opening \"Net-30\" accounts with major vendors (like Grainger, Uline, or Office Depot)... However, you should be cautious about how you use them."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|Uline", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Uline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opening \"Net-30\" accounts with major vendors (like Grainger, Uline, or Office Depot)... you should be cautious about how you use them."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|Office Depot", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Office Depot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Opening \"Net-30\" accounts with major vendors (like Grainger, Uline, or Office Depot)... you should be cautious about how you use them."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|QuickBooks", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "When granting access to third-party applications (via OAuth) on platforms like QuickBooks or Xero, review the permissions."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|alibaba-small|Xero", "prompt": "c224-s6", "model": "alibaba-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "When granting access to third-party applications (via OAuth) on platforms like QuickBooks or Xero, review the permissions."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Chaser", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "smaller businesses are usually better served by agile tools like Chaser, Satago, Credit Hound, Paidnice, Payt, or similar products"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Satago", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Satago", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "agile tools like Chaser, Satago, Credit Hound, Paidnice, Payt"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Credit Hound", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Credit Hound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "agile tools like Chaser, Satago, Credit Hound, Paidnice, Payt"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Paidnice", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "agile tools like Chaser, Satago, Credit Hound, Paidnice, Payt"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Payt", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Payt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "agile tools like Chaser, Satago, Credit Hound, Paidnice, Payt"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|HighRadius", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "platforms such as HighRadius, Sidetrade, and other enterprise suites are more appropriate for larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|challenger-small|Sidetrade", "prompt": "c224-s6", "model": "challenger-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms such as HighRadius, Sidetrade, and other enterprise suites are more appropriate for larger or more complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|google-small|Brex", "prompt": "c224-s6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Use legitimate fintech business cards (like Brex or Ramp) or net-30 vendor accounts that report directly under your EIN."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|google-small|Ramp", "prompt": "c224-s6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use legitimate fintech business cards (like Brex or Ramp) or net-30 vendor accounts that report directly under your EIN."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|google-small|Dun & Bradstreet", "prompt": "c224-s6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Apply for your free D-U-N-S number directly on the D&B website and build credit organically by paying your bills on time."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|google-small|Experian Business", "prompt": "c224-s6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Credit bureaus (Dun & Bradstreet, Experian Business, Equifax Business) ... have sophisticated, automated fraud-detection systems"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|google-small|Equifax Business", "prompt": "c224-s6", "model": "google-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Equifax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Credit bureaus (Dun & Bradstreet, Experian Business, Equifax Business) ... have sophisticated, automated fraud-detection systems"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|minimax-small|In-House Spreadsheets", "prompt": "c224-s6", "model": "minimax-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "In-House Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While simple spreadsheets might seem cost-effective, they have significant limitations: - No automatic refresh of data - No audit trail"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|moonshot-small|Dun & Bradstreet", "prompt": "c224-s6", "model": "moonshot-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Dun & Bradstreet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The FTC charged D&B with deceptive practices in 2022 and again in 2025 ($5.7M settlement)... charged hundreds or thousands annually for CreditBuilder products with questionable value"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Oracle NetSuite", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Designed for large companies ($10M+ revenue), they're overkill for SMBs... NetSuite reviews highlight \"predatory pricing,\" hidden fees, and unsuitability for small ops"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|SAP", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Level ERP Systems with Credit Modules (e.g., Oracle NetSuite, SAP, Oracle ERP) ... they're overkill for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Oracle ERP", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Level ERP Systems with Credit Modules (e.g., Oracle NetSuite, SAP, Oracle ERP)"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|BILL.com/Divvy", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "BILL.com/Divvy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "BILL also faces Trustpilot flak for poor support, fraud risks, and clunky UI."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|HighRadius", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools with Poor Integration and High Setup Friction (e.g., BILL.com/Divvy, HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Creditsafe", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Creditsafe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "G2 users report outdated/inaccurate data, inefficient searches, and limited functionality for smaller firms... Fine for alerts but unreliable for core decisions."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Chaser", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pricing jumps with revenue/users (Chaser: $259–$1,169+/mo), making it unsustainable as you grow."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Bectran", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Bectran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overpriced or Scalability-Tiered Tools Without SMB Plans (e.g., Chaser's higher tiers, Bectran)"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Paidnice", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Stick to SMB-Focused Options: Tools like Paidnice (£49/mo, Xero integration)... get high marks for ease/affordability."}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Satago", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Satago", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Satago (£45/mo, credit reports)... get high marks for ease/affordability"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Capitalise", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Capitalise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or free tiers (e.g., Capitalise basic) get high marks for ease/affordability"}, {"id": "mai-20260917-1752-baseline-2|c224-s6|xai-small|Experian", "prompt": "c224-s6", "model": "xai-small", "cat": "b2b-credit-management", "variant": "negative", "raw": "Experian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "A credit policy + spreadsheet + free credit checks (Experian) often beats fancy software."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Adyen", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "industry analysis consistently identifies **Adyen** as the top contender for pure enterprise-grade payment acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|PayPal", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "cheaper than traditional aggregators (like PayPal or Stripe Basic)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Stripe Basic", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe Basic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "cheaper than traditional aggregators (like PayPal or Stripe Basic)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|TreviPay", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The ERP-Integration Leader: **TreviPay**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|HighRadius", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The End-to-End Orchestrator: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Plooto", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a growing enterprise prioritizing speed, look at **Plooto**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Bill.com", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Newer/Efficiency-Led Enterprises: **Plooto** or **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Serrala", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TreviPay** or **Serrala**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Airwallex", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Cross-Border Vendor Payouts | **Airwallex** or **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|alibaba-small|Payoneer", "prompt": "c225-l1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Cross-Border Vendor Payouts | **Airwallex** or **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|anthropic-small|Adyen", "prompt": "c225-l1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adyen is best suited for enterprise B2B payment processing at global scale."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|anthropic-small|Tipalti", "prompt": "c225-l1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti: Best for mid-market to enterprise companies managing large-scale, complex global payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|anthropic-small|HighRadius", "prompt": "c225-l1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius serves 1,300+ companies including Global 2000 enterprises, offering AI-driven finance automation"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|challenger-small|Adyen", "prompt": "c225-l1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Adyen** is the strongest default choice ... best for enterprise B2B payment processing"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|challenger-small|HighRadius", "prompt": "c225-l1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need **enterprise payment gateway + ERP-native optimization**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|challenger-small|Worldpay", "prompt": "c225-l1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want **orchestrated acceptance, fraud controls, and invoice-linked workflows**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|challenger-small|Stripe", "prompt": "c225-l1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your enterprise prioritizes **developer-friendly APIs and integration speed**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|challenger-small|Airwallex", "prompt": "c225-l1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Airwallex** is the strongest overall option in the results"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|deepseek-small|HighRadius", "prompt": "c225-l1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Large, Complex Enterprises (Global 2000) **HighRadius** ... this is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|deepseek-small|Adyen", "prompt": "c225-l1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Scale & Enterprise Payment Processing"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|deepseek-small|Stripe", "prompt": "c225-l1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer-Friendly Integration & Speed to Market"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|deepseek-small|TreviPay", "prompt": "c225-l1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Trade Credit & Net Terms Management"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|deepseek-small|EBizCharge", "prompt": "c225-l1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mid-Market ERP-Native Processing"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|Billtrust", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Medium-to-large North American enterprises wanting a unified, end-to-end AR platform. ... Billtrust is an industry giant"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|HighRadius", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Massive global enterprises with highly complex cash application, credit scoring, and collections needs."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|Versapay", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: \"Collaborative AR\" and reducing mid-market to enterprise Days Sales Outstanding (DSO)."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|Adyen", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Multinational B2B enterprises processing high transaction volumes across multiple countries."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|Stripe (specifically Stripe Billing & Connect)", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe (specifically Stripe Billing & Connect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe is the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|REPAY", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "REPAY", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "REPAY excels in Level 3 processing."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|google-small|Flywire", "prompt": "c225-l1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flywire specializes in securing high-value transactions across borders"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|meta-small|Worldpay", "prompt": "c225-l1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B payment acceptance platform for an enterprise B2B company is Worldpay"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|minimax-small|Adyen", "prompt": "c225-l1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Adyen** or **HighRadius** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|minimax-small|HighRadius", "prompt": "c225-l1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Adyen** or **HighRadius** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|minimax-small|Stripe", "prompt": "c225-l1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe** (Best for Flexible Integration)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|minimax-small|Payoneer", "prompt": "c225-l1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payoneer** (Best for Cross-Border Payouts)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|mistral-small|Stripe", "prompt": "c225-l1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Stripe** stands out due to its global reach... making it the top choice"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|mistral-small|Worldpay", "prompt": "c225-l1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprise payment processing at scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|mistral-small|Helcim", "prompt": "c225-l1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best overall for general B2B payment processing, known for its flexibility and competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|mistral-small|ConnectPay", "prompt": "c225-l1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your enterprise prioritizes compliance and EU-specific needs, ConnectPay is also a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|Stripe", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **Stripe** or **Adyen** if you need flexible, global payment acceptance with strong APIs"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|HighRadius", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** or **Billtrust** are purpose-built solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|Adyen", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend evaluating **Stripe** or **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|Billtrust", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HighRadius** or **Billtrust** are purpose-built solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|Rho", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rho** offers a compelling unified approach"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|moonshot-small|Bill.com", "prompt": "c225-l1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**AR/AP automation** | Bill.com, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|openai-small|Billtrust", "prompt": "c225-l1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** is a very strong default choice"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|openai-small|Adyen", "prompt": "c225-l1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need a **global unified payments orchestration layer**"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|openai-small|Stripe", "prompt": "c225-l1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it's often stronger in technical flexibility than in enterprise AR workflow depth"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|openai-small|EBizCharge", "prompt": "c225-l1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if your top priority is **ERP/accounting integration** for B2B payments"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|Adyen", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Adyen or Stripe—Adyen if you need bank-grade global acquiring and unified ops"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|Stripe", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Adyen or Stripe—... Stripe if prioritizing fast integration and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|Worldpay (FIS)", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payment orchestration; managed acceptance; B2B optimizations; top-ranked for enterprises. | Legacy feel; integration varies."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|Checkout.com", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High-performance cards; competitive FX; growing global. | Narrower than Adyen/Stripe in some regions."}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|HighRadius", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Alternatives if broader AR/AP needed: HighRadius (AI orchestration)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|TreviPay", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TreviPay (trade credit)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|xai-small|EBizCharge", "prompt": "c225-l1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "EBizCharge (ERP-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|zai-small|HighRadius", "prompt": "c225-l1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|zai-small|Stripe Treasury", "prompt": "c225-l1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Embedded Finance: Stripe Treasury"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|zai-small|Adyen", "prompt": "c225-l1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Scale: Adyen"}, {"id": "mai-20260917-1752-baseline-2|c225-l1|zai-small|Bottomline Technologies", "prompt": "c225-l1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bottomline Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cash Management & Treasury: Bottomline Technologies"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|alibaba-small|Tipalti", "prompt": "c225-l2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall Enterprise Solution: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|alibaba-small|BlackLine", "prompt": "c225-l2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Finance Teams & Reconciliation: BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|alibaba-small|Kyriba", "prompt": "c225-l2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Treasury Integration: Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|alibaba-small|SAP", "prompt": "c225-l2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Can be expensive to license, often require significant customization to make a \"pretty\" customer-facing portal"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|alibaba-small|Oracle", "prompt": "c225-l2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Can be expensive to license, often require significant customization to make a \"pretty\" customer-facing portal"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|anthropic-small|HighRadius", "prompt": "c225-l2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Best Overall: HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|anthropic-small|Flywire", "prompt": "c225-l2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Flywire is best for mid-market to enterprise B2B companies with international customers"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|anthropic-small|Billtrust", "prompt": "c225-l2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust is an established order-to-cash platform used by large accounts receivable teams"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|challenger-small|HighRadius", "prompt": "c225-l2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the first place to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|challenger-small|Billtrust", "prompt": "c225-l2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** is the main alternative to consider for large-scale invoice-to-cash automation"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|challenger-small|Monk", "prompt": "c225-l2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Monk** is also positioned as a strong fit for enterprise-scale teams"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|deepseek-small|HighRadius", "prompt": "c225-l2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|deepseek-small|Billtrust", "prompt": "c225-l2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Billtrust** as the top alternative"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|deepseek-small|Versapay", "prompt": "c225-l2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have heavy customer interaction, dispute-heavy B2B AR"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|deepseek-small|Esker", "prompt": "c225-l2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong pick if you want to automate both receivables ... and payables"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|deepseek-small|Tesorio", "prompt": "c225-l2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "overdue accounts \\u2192 collections (Versapay/Tesorio); forecasting \\u2192 Tesorio"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|google-small|Billtrust", "prompt": "c225-l2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** is widely considered a gold standard for enterprise B2B distributors, manufacturers, and large-scale suppliers."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|google-small|HighRadius", "prompt": "c225-l2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is a major enterprise powerhouse, heavily utilized by Global 2000 organizations."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|google-small|Versapay", "prompt": "c225-l2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Customer Collaboration and NetSuite Ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|google-small|Serrala", "prompt": "c225-l2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your organization is heavily centralized around a massive, global SAP footprint ... **Serrala** is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|meta-small|HighRadius", "prompt": "c225-l2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. HighRadius - Best for large enterprise B2B on SAP, Oracle or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|meta-small|Billtrust", "prompt": "c225-l2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Billtrust - Best for large enterprise finance teams that need invoicing and cash application handled at high volume"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|meta-small|Monk", "prompt": "c225-l2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Monk - Best for most teams consolidating collections, cash application, and payments in one place"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|minimax-small|HighRadius", "prompt": "c225-l2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend looking at **HighRadius** if you're looking for a solution specifically designed for large enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|minimax-small|Billtrust", "prompt": "c225-l2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** is another strong option, particularly if you want to prioritize a robust self-service customer portal"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|mistral-small|HighRadius", "prompt": "c225-l2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically designed for large enterprise B2B organizations... making it ideal for complex, high-volume environments."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|mistral-small|Billtrust", "prompt": "c225-l2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Built around a self-service customer portal, Billtrust is excellent for B2B finance teams that send a high volume of invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|moonshot-small|HighRadius", "prompt": "c225-l2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## **Top Recommendation: HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|moonshot-small|Versapay", "prompt": "c225-l2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Versapay** as a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|moonshot-small|Billtrust", "prompt": "c225-l2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** - Best for High Invoice Volume"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|moonshot-small|Esker", "prompt": "c225-l2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Esker** - Best for Full Order-to-Cash"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|openai-small|Billtrust", "prompt": "c225-l2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|openai-small|HighRadius", "prompt": "c225-l2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** if your priority is broader **autonomous receivables / order-to-cash automation**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|openai-small|Versapay", "prompt": "c225-l2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** if you want a strong **collaborative AR** workspace"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|openai-small|TreviPay", "prompt": "c225-l2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TreviPay** if you need a more **fully managed B2B payments and receivables** model"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|xai-small|Billtrust", "prompt": "c225-l2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Billtrust as the top accounts receivable (AR) payment portal."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|xai-small|HighRadius", "prompt": "c225-l2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need deeper AI across the full AR lifecycle ... More comprehensive but often longer/more complex implementations"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|xai-small|Versapay", "prompt": "c225-l2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For collaborative portals emphasizing buyer-seller interaction and multi-ERP support, though less emphasized for ultra-high volume."}, {"id": "mai-20260917-1752-baseline-2|c225-l2|xai-small|Gaviti", "prompt": "c225-l2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay or Gaviti: For collaborative portals emphasizing buyer-seller interaction and multi-ERP support"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Billtrust Buyer Payment Portal", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust Buyer Payment Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Billtrust Buyer Payment Portal**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|HighRadius E-Invoicing & Payment (EIPP)", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius E-Invoicing & Payment (EIPP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **HighRadius E-Invoicing & Payment (EIPP)**"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Invoiced by Flywire", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "AI-native AR automation with built-in global payments"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Paystand", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agentic B2B payment network with a digital dollar (USDb)"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Versapay", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Collaborative buyer-seller portal with 90% straight-through processing"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Tesorio", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strategic cash flow management with AI forecasting"}, {"id": "mai-20260917-1752-baseline-2|c225-l2|zai-small|Stuut", "prompt": "c225-l2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Autonomous agents for collections and cash application"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|Adyen", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adyen typically offers the lowest blended cost (approx. 0.6% + €0.11) compared to flat-rate competitors"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|Stripe (Enterprise Tier)", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it is generally more expensive than Adyen at scale due to flat-rate pricing structures"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|Worldpay (Mastercard)", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay (Mastercard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Enterprises requiring deep penetration into non-Western markets"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|Thunes", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Thunes excels in \"hard\" corridors where banking infrastructure is weak"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|Wise Business", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market to Enterprise companies paying a regular stream of invoices to suppliers abroad."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|alibaba-small|HighRadius", "prompt": "c225-l3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep ERP Native Integration. It embeds deeply into systems like SAP and Oracle"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|HighRadius", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius stands out by combining embedded payments, ERP-native automation, and AI-driven payment orchestration in a single platform"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Billtrust", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius, Billtrust, or Versapay are recommended"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Versapay", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius, Billtrust, or Versapay are recommended"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Bill.com", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB bill pay solutions (Bill.com, Melio)"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Melio", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB bill pay solutions (Bill.com, Melio)"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Stripe", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SMBs and growing companies that want flexible infrastructure and developer tools"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Paddle", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "developer stacks (Stripe, Paddle)"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Adyen", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Best suited for enterprise B2B payment processing at global scale, with advanced fraud protection tools"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Rapyd", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Adyen, Stripe, and Rapyd provide enterprise-grade solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Tipalti", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Tipalti is ideal for mid-sized to enterprise companies with high invoicing volumes"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|Medius", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Medius is an AP automation solution that streamlines accounts payable processes"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|anthropic-small|MineralTree", "prompt": "c225-l3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "For mid-market companies needing to automate payment processes without enterprise system complexity, MineralTree streamlines invoice capture, approval, and payment execution"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Adyen", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Adyen** and **Worldpay** are the most enterprise-oriented if you need a robust global payments stack for high volumes and complex routing."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Worldpay", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Adyen** and **Worldpay** are the most enterprise-oriented if you need a robust global payments stack for high volumes and complex routing."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|HighRadius", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "leans into **treasury/AP workflow automation and enterprise finance operations**, not just processing"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Tipalti", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strongest fit when the hard problem is **paying many vendors, contractors, or entities across countries**"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Airwallex", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "more of an **all-in-one financial infrastructure layer** for FX, cards, accounts, and payments"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Stripe", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "usually chosen for **integration speed and flexibility**"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|Payoneer", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more specialized for **cross-border receivables and payouts**"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|challenger-small|ConnectPay", "prompt": "c225-l3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "differentiates on **regulated, EU-oriented infrastructure** rather than broad product breadth"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|HighRadius", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Typically ranked as the leader for enterprise/mid-market finance teams... covers both AR (collections, cash application) and AP"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Coupa", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses on **source-to-pay and procurement** spend management."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|JAGGAER", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "JAGGAER", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Similar procurement-centric approach; issues virtual cards"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Tipalti", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global supplier payouts with compliance:** Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Bill.com (BILL)", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simpler than enterprise-native tools; strong for mid-market SMBs, lighter on deep ERP/tax automation."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Melio", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market/SMB options. Melio is invoice-focused"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Ramp", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Ramp and Brex add corporate cards and spend management as their core differentiator rather than full AP automation."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Brex", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ramp and Brex add corporate cards and spend management as their core differentiator"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Stripe", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Developer-friendly payment acceptance:** Stripe (fast to build) \\u2192 Adyen (as you scale to enterprise volume)."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Adyen", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "The top choice for **enterprise-scale B2B payment processing**... *Best for:* large enterprises with high transaction volume and multi-entity/global needs."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Versapay", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ERP-embedded AR acceptance/interchange optimization:** Versapay."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Wise Business", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Not a full AP automation suite, just efficient transfer infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|Payoneer", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Strong for cross-border payouts, especially marketplaces and freelancer ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|deepseek-small|ConnectPay", "prompt": "c225-l3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "EU-regulated, compliance-first infrastructure; solid for European enterprises"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|Adyen", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Because Adyen bypasses third-party legacy processors and connects directly to card schemes and local banking networks, it consistently delivers higher authorization rates and lower transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|Stripe", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "handle highly complex subscription billing, Stripe is the industry gold standard"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|Tipalti", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unrivaled in handling payouts to 200+ countries and territories across multiple payment methods"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|AvidXchange", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AvidXchange excels at automating regional workflow logic"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|HighRadius", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built with a suite of AI agents to manage hyper-complex cash application"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|Billtrust", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Billtrust acts as the automated bridge, ensuring your invoices flow in seamlessly and payments route back cleanly"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|google-small|TreviPay", "prompt": "c225-l3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TreviPay performs instant underwriting to approve corporate buyers for dynamic Net Terms"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|meta-small|ConnectPay", "prompt": "c225-l3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ConnectPay is known for its regulated B2B infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|meta-small|Stripe", "prompt": "c225-l3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stripe is recognized for its flexible B2B payment integration"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|meta-small|Adyen", "prompt": "c225-l3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Adyen is suited for enterprise B2B payment processing at a global scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|meta-small|HighRadius", "prompt": "c225-l3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius offers an AI-powered payment gateway with advanced features"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Adyen", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Global enterprise B2B payment processing at scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Stripe", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Developer-friendly integrations and flexible B2B payment solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|HighRadius", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** AI-driven payment automation and ERP-native solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Worldpay (FIS)", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise payment processing, reconciliation, and risk services"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Serrala", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Enterprises needing unified payment processing across multiple systems"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|ConnectPay", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EU-regulated B2B infrastructure with multi-currency support"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Payoneer", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for cross-border payouts and international business"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Airwallex", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Transparent international transfers with multi-currency accounts"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Bill.com", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Digital invoicing and supplier payment management"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|AvidXchange", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "B2B payment automation for mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|ACI Worldwide", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ACI Worldwide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise payment processing and fraud prevention"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|minimax-small|Flywire", "prompt": "c225-l3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Flywire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Global payments focus, especially for education and healthcare"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|mistral-small|Stripe", "prompt": "c225-l3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Developer-friendly integrations, fast-growing startups, and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|mistral-small|Adyen", "prompt": "c225-l3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Large enterprises with high transaction volumes, global expansion, and complex payment needs."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|mistral-small|HighRadius", "prompt": "c225-l3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "HighRadius leads in AI-driven automation and ERP-native workflows."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|mistral-small|Worldpay", "prompt": "c225-l3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Global merchants needing omnichannel payment acceptance and large-scale B2B payment processing."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|mistral-small|ConnectPay", "prompt": "c225-l3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ConnectPay stands out for EU regulatory compliance."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|moonshot-small|Stripe", "prompt": "c225-l3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Stripe optimizes for speed-to-implement and developer experience."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|moonshot-small|Adyen", "prompt": "c225-l3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Adyen** for customer payment acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|moonshot-small|Worldpay (FIS)", "prompt": "c225-l3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Massive enterprises needing payment orchestration | Acts as a neutral layer to optimize routing across multiple processors"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Stripe", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **software company / marketplace**: look first at **Stripe** or **Adyen**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Adyen", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look first at **Stripe** or **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|PayPal Enterprise / Hyperwallet", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal Enterprise / Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: **enterprise checkout, global payouts, and payee/disbursement workflows**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Payoneer", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your pain is **global payouts**: look at **Payoneer** or **PayPal Hyperwallet**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Corpay", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often a better fit than Stripe/Adyen if the core problem is supplier payments and expense control."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Bill.com", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Best for: **SMB-to-mid-market AP/AR automation** rather than true top-end enterprise."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|openai-small|Braintree / PayPal Checkout stack", "prompt": "c225-l3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Braintree / PayPal Checkout stack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less broad than Adyen/Stripe for embedded financial products."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|Adyen", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gateways like Adyen/Worldpay shine at massive volumes ($10M+/yr) with interchange++ savings; \"global manufacturer \\u2192 Adyen + HighRadius\""}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|Stripe", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fast integration/low barrier (great for mid-to-enterprise growth); less optimized for ultra-high-volume physical POS than Adyen"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|Worldpay", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full-service (managed acceptance); higher scores in enterprise reliability"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|TreviPay", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US distributor \\u2192 TreviPay/AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|HighRadius", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "global manufacturer \\u2192 Adyen + HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|AvidXchange", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Buyer-side AP focus (digitizes vendor payments); strong for US SMB-to-enterprise; less global/AR than TreviPay/Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|Billtrust", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "O2C emphasis (invoicing \\u2192 payments); complements AP tools"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|xai-small|Tipalti", "prompt": "c225-l3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payables-heavy (e.g., payouts to vendors/contractors); strong compliance/FX; less card acceptance than processors"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Adyen", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are a **retailer** with physical locations, look at **Adyen** or **Worldpay**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Worldpay (by FIS)", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay (by FIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The largest global payment processor, specializing in handling high-volume complexity and legacy integration."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Stripe", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **SaaS company** building a custom checkout, look at **Stripe**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Checkout.com", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "High acceptance rates and custom pricing for enterprise merchants."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Bill.com (BILL)", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End-to-end Accounts Payable (AP) and Accounts Receivable (AR) automation."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Coupa Pay", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep integration into the \"Source-to-Pay\" lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Medius", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at **Bill.com** or **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Corefy", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Corefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a **marketplace** needing to route payments to hundreds of sellers, look at **Corefy** or **Stripe Connect**."}, {"id": "mai-20260917-1752-baseline-2|c225-l3|zai-small|Emagia (GiaPay)", "prompt": "c225-l3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Emagia (GiaPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "AI-powered Autonomous Finance platform for Order-to-Cash (O2C)."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|alibaba-small|Adyen", "prompt": "c225-l4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Enterprise Scale: **Adyen** ... widely considered the premier choice for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|alibaba-small|Nickel", "prompt": "c225-l4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Contact **Adyen** and **Nickel** for quotes ... Very High (Same cost for small/large checks)"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|alibaba-small|Stripe Connect (Enterprise)", "prompt": "c225-l4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe Connect (Enterprise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The *standard* Stripe rate is 2.9% + $0.30, which is **not** ideal for large B2B sums."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|alibaba-small|Paystand", "prompt": "c225-l4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "charges flat fees for bank transfers (like **Nickel** or **Paystand**) will yield the most stable bottom line"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|anthropic-small|HighRadius", "prompt": "c225-l4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating HighRadius if cost predictability and interchange recovery are your top priorities"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|anthropic-small|Adyen", "prompt": "c225-l4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or Adyen if you need global scale with enterprise-grade infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|anthropic-small|Tipalti", "prompt": "c225-l4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tipalti is best for mid-market to enterprise companies managing large-scale, complex global payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|challenger-small|Stax", "prompt": "c225-l4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stax** is the strongest fit from the results because it uses a **subscription model** with no percentage markup"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|challenger-small|HighRadius", "prompt": "c225-l4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "point to **HighRadius** as a strong enterprise-focused alternative"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|challenger-small|Helcim", "prompt": "c225-l4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "frames **Helcim** as the default choice for smaller B2B volume bands"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Adyen", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Strong alternative (if you can model, not just fix): **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Checkout.com", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Checkout.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Consider Checkout.com cautiously ... pricing is **opaque**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Finix", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Finix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Interchange\\u2011plus / Interchange++ (e.g., Adyen, Checkout.com, Finix)"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Stripe", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top recommendation: **Stripe (custom enterprise contract)**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Helcim", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "volume\\u2011banded enterprise contracts (e.g., Stripe's custom enterprise tier, Helcim, Stax)"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Stax", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Stripe's custom enterprise tier, Helcim, Stax"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|BILL", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid per-seat platforms (BILL, Tipalti, Melio, etc.) for this use case"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Tipalti", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid per-seat platforms (BILL, Tipalti, Melio, etc.) for this use case"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|deepseek-small|Melio", "prompt": "c225-l4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid per-seat platforms (BILL, Tipalti, Melio, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|google-small|Paystand", "prompt": "c225-l4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Paystand", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Paystand is highly recommended for companies prioritizing absolute cost predictability."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|google-small|Billtrust", "prompt": "c225-l4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust is an enterprise industry standard"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|google-small|HighRadius", "prompt": "c225-l4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius is a dominant player in the enterprise space, specializing in order-to-cash automation"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|meta-small|Airwallex", "prompt": "c225-l4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B payment acceptance platform for a large company that needs predictable total cost across thousands of users is Airwallex."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Bill.com", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-user fees (e.g., Bill.com at $45/user/month)... per-user pricing becomes prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Stax (formerly Fattmerchant)", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax (formerly Fattmerchant)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "1. **Stax (formerly Fattmerchant)** ... You pay a fixed monthly fee rather than per-user or percentage-based fees. This scales predictably regardless of user count."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Helcim", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No per-user fees, no monthly minimums. Costs scale with volume, not headcount."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Airwallex", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: International B2B payments with multi-currency needs"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Stripe", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most major platforms (Stripe, Adyen, Worldpay) offer **enterprise pricing**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Adyen", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Most major platforms (Stripe, Adyen, Worldpay) offer **enterprise pricing**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|minimax-small|Worldpay", "prompt": "c225-l4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Worldpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Most major platforms (Stripe, Adyen, Worldpay) offer **enterprise pricing**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|mistral-small|Stax", "prompt": "c225-l4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stax and Helcim** stand out for their transparent, scalable pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|mistral-small|Helcim", "prompt": "c225-l4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Stax and Helcim** stand out for their transparent, scalable pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|mistral-small|Worldpay (Global Payments)", "prompt": "c225-l4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Worldpay (Global Payments)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Worldpay and Adyen** are better suited for very large enterprises with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|mistral-small|Adyen", "prompt": "c225-l4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers interchange++ pricing (itemized breakdown of costs), which is transparent and can be negotiated at scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|Stax by Fattmerchant", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax by Fattmerchant", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you process high card volume: Choose Stax — the subscription model eliminates percentage markups"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|HighRadius", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need full AR automation with complex workflows: Choose HighRadius — it's built for enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|Gaviti", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Mid-Market Option with Unlimited Users"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|Melio (Unlimited Plan)", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio (Unlimited Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: Less robust for complex enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|BILL", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid platforms like BILL or standard Stripe that charge per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|moonshot-small|Stripe", "prompt": "c225-l4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid platforms like BILL or standard Stripe that charge per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|openai-small|Adyen", "prompt": "c225-l4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if your top priority is **cost predictability**, I'd lean **Adyen first**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|openai-small|Stripe", "prompt": "c225-l4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best all-around enterprise platform if you want broader product depth and are okay negotiating pricing:** **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|openai-small|Worldpay", "prompt": "c225-l4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Worldpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "short vendor comparison table for Adyen vs Stripe vs Worldpay vs GoCardless"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|openai-small|GoCardless", "prompt": "c225-l4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "GoCardless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Adyen vs Stripe vs Worldpay vs GoCardless"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|xai-small|Adyen", "prompt": "c225-l4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adyen stands out as the best option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|xai-small|Stripe", "prompt": "c225-l4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Less optimal for B2B high-vol; enterprise custom needed."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|xai-small|Worldpay", "prompt": "c225-l4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "request RFPs from Adyen/Worldpay—custom contracts for your volume/user count yield locked blended rates"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|xai-small|Checkout.com", "prompt": "c225-l4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Checkout.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Similar to Adyen but more opaque pricing."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|xai-small|Stax", "prompt": "c225-l4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If US-only/steady vol, evaluate Stax for subscription simplicity."}, {"id": "mai-20260917-1752-baseline-2|c225-l4|zai-small|Adyen", "prompt": "c225-l4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best platform is **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|zai-small|Stripe", "prompt": "c225-l4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Runner-Up: Stripe"}, {"id": "mai-20260917-1752-baseline-2|c225-l4|zai-small|Airwallex", "prompt": "c225-l4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specialized Option: Airwallex ... is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|meta-small|HighRadius", "prompt": "c225-l5", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**HighRadius**: Known for its automation capabilities, intelligent interchange optimization, and compliance with PCI-DSS and SOC 2."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|meta-small|ConnectPay", "prompt": "c225-l5", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers EU-regulated B2B infrastructure with support for bank transfers, cards, and multi-currency payments."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|meta-small|Stripe", "prompt": "c225-l5", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides a platform for business financial infrastructure with developer-friendly integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|meta-small|Adyen", "prompt": "c225-l5", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suitable for enterprise B2B payment processing at a global scale with advanced APIs"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|meta-small|PayTrace", "prompt": "c225-l5", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PayTrace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers Level 2 and 3 data support and is known for its payment security and compliance features."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Airwallex", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major platforms that typically meet enterprise requirements include **Airwallex**, **Stripe**, **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Stripe", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major platforms that typically meet enterprise requirements include **Airwallex**, **Stripe**, **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Adyen", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major platforms that typically meet enterprise requirements include **Airwallex**, **Stripe**, **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Gusto", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Payroll**-focused solutions like **Gusto** or **Rippling** (if also considering payments)"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Rippling", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payroll**-focused solutions like **Gusto** or **Rippling** (if also considering payments)"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Checkout.com", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For specific B2B acceptance, **Checkout.com**, **Square for Business**, and **Braintree** also have enterprise offerings."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Square for Business", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Square for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For specific B2B acceptance, **Checkout.com**, **Square for Business**, and **Braintree** also have enterprise offerings."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|minimax-small|Braintree", "prompt": "c225-l5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Braintree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Braintree** also have enterprise offerings"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|openai-small|Adyen", "prompt": "c225-l5", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Adyen and Stripe both explicitly position their platforms around enterprise integrations and multiple payment flows."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|openai-small|Stripe", "prompt": "c225-l5", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Adyen and Stripe both explicitly position their platforms around enterprise integrations and multiple payment flows."}, {"id": "mai-20260917-1752-baseline-2|c225-l5|xai-small|Stripe", "prompt": "c225-l5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors like Stripe, Adyen, HighRadius, TreviPay, or Versapay, which commonly support these"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|xai-small|Adyen", "prompt": "c225-l5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on vendors like Stripe, Adyen, HighRadius, TreviPay, or Versapay"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|xai-small|HighRadius", "prompt": "c225-l5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like Stripe, Adyen, HighRadius, TreviPay, or Versapay"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|xai-small|TreviPay", "prompt": "c225-l5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on vendors like Stripe, Adyen, HighRadius, TreviPay, or Versapay"}, {"id": "mai-20260917-1752-baseline-2|c225-l5|xai-small|Versapay", "prompt": "c225-l5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on vendors like Stripe, Adyen, HighRadius, TreviPay, or Versapay"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Bill.com", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Focused Platforms (e.g., Bill.com, Plooto) ... Why to Avoid/Be Cautious"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Plooto", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **Bill.com** and **Plooto** are excellent for small to mid-market businesses but often lack the sophistication required by large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Stripe", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While **Stripe** and **PayPal** have B2B offerings, their core DNA is retail/consumer e-commerce."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|PayPal", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While **Stripe** and **PayPal** have B2B offerings, their core DNA is retail/consumer e-commerce."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Adyen", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Adyen / Stripe Enterprise:** For those needing robust API-driven infrastructures with strong fraud protection."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|TreviPay", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TreviPay / HighRadius / AvidXchange:** For specialized AP automation, PO matching, and ERP integrations."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|HighRadius", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For specialized AP automation, PO matching, and ERP integrations."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|AvidXchange", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For specialized AP automation, PO matching, and ERP integrations."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Airwallex", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Airwallex / Wise Business (for specific use cases):** For transparent FX and multi-currency accounts at scale."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Wise Business", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Airwallex / Wise Business (for specific use cases): For transparent FX and multi-currency accounts at scale."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|JPMorgan Chase Apex", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "JPMorgan Chase Apex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "primary relationship bank's digital treasury platform (e.g., JPMorgan Chase Apex, Citibank CitiDirect BE)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|alibaba-small|Citibank CitiDirect BE", "prompt": "c225-l6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Citibank CitiDirect BE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "e.g., JPMorgan Chase Apex, Citibank CitiDirect BE"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|anthropic-small|Wirecard", "prompt": "c225-l6", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wirecard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "in 2020, Wirecard collapsed after €1.9 billion was found missing, exposing vulnerabilities in Europe's payment ecosystem and highlighting the dangers of working with inadequately vetted partners."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Bill.com", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "commonly positioned for smaller finance teams and simpler workflows, so it may be less suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|PayPal Business", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often associated with simpler online payment use cases rather than enterprise-grade payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Venmo for Business", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Venmo for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often associated with simpler online payment use cases rather than enterprise-grade payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Wise Business", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the results frame it more as a cost-efficient transfer tool than a full enterprise payments operating model"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Payoneer", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less ideal if you need a full enterprise AP/treasury platform"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Stripe", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best viewed cautiously if you need out-of-the-box enterprise payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Square", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more SMB-oriented than enterprise-oriented; I would treat it cautiously for large, complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Serrala", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the sources consistently point toward platforms like **Serrala**... as more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|HighRadius", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Adyen", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Corpay", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|FIS", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|challenger-small|Tipalti", "prompt": "c225-l6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "more enterprise-aligned alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|PayPal", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "wrong tool for high-value enterprise B2B, especially cross-border"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|Venmo", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Consumer-first platforms used for B2B (highest caution)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|Stenn", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stenn", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the **Stenn** collapse ... a direct B2B payments fraud"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|TaniHub/TaniFund", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "TaniHub/TaniFund", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "as seen with TaniHub/TaniFund's collapse and license revocation"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|Fireblocks Payments", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Fireblocks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "repeatedly described as expensive ... Not \"avoid\" per se, but TCO can be harder to model than advertised"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|deepseek-small|Stripe", "prompt": "c225-l6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "providers like Stripe for the *card and subscription* side"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Melio", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid/be cautious about:** Melio, Plooto, and basic tiers of BILL"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Plooto", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to avoid/be cautious about:** Melio, Plooto, and basic tiers of BILL"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|BILL (formerly Bill.com)", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid/be cautious about:** Melio, Plooto, and basic tiers of BILL (formerly Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Stripe", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stripe and PayPal are global powerhouses, but using their standard out-of-the-box merchant configurations for high-volume B2B enterprise transactions is highly inefficient"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|PayPal", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples to be cautious about:** Standard/Basic Stripe setups, standard PayPal"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Venmo for Business", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Venmo for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Examples to avoid:** Venmo for Business, Cash App ... For a large enterprise, these should be strictly avoided"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Cash App", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples to avoid:** Venmo for Business, Cash App, and standard consumer digital wallets"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Stampli", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look for platforms (like Stampli, Tipalti, or Adyen Enterprise) that allow you to set infinite, complex, multi-tier approval groups"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Tipalti", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for platforms (like Stampli, Tipalti, or Adyen Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|google-small|Adyen Enterprise", "prompt": "c225-l6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look for platforms (like Stampli, Tipalti, or Adyen Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Serrala", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top B2B payment solutions for enterprises include Serrala, TreviPay, HighRadius, Bill.com, Stripe, Payoneer, Airwallex, Flywire, and AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|TreviPay", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top B2B payment solutions for enterprises include Serrala, TreviPay, HighRadius..."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|HighRadius", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top B2B payment solutions for enterprises include Serrala, TreviPay, HighRadius, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Bill.com", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Serrala, TreviPay, HighRadius, Bill.com, Stripe, Payoneer, Airwallex, Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Stripe", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bill.com, Stripe, Payoneer, Airwallex, Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Payoneer", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stripe, Payoneer, Airwallex, Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Airwallex", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payoneer, Airwallex, Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Flywire", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Flywire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Airwallex, Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|AvidXchange", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Flywire, and AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|Worldpay", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "best B2B payment services for 2026 include Worldpay and FIS, which are suitable for large enterprises needing global payments"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|meta-small|FIS", "prompt": "c225-l6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "include Worldpay and FIS, which are suitable for large enterprises needing global payments with reconciliation and settlement controls"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|EnKash", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "EnKash", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Regulatory violations, service suspension"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|Paymate", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Paymate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "were recently instructed by Visa to discontinue certain B2B card-based payment services in India due to violations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|O B Payments (UK)", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "O B Payments (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "had its regulatory permission revoked by the UK Financial Conduct Authority (FCA) for failing to meet suitability and compliance standards"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|Circle", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Circle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Poor user reviews, account freezes, crypto risks"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|Worldpay", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviewers consistently flag issues with opaque fee structures, long-term contracts, and contract complexity"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|mistral-small|Clear Junction", "prompt": "c225-l6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Clear Junction", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Poor customer service, unaddressed complaints"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|BILL (Bill.com / Divvy)", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL (Bill.com / Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: Poor customer support... Documented cases of the platform holding significant company funds"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|Tipalti", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Implementation nightmares: Users report troubled implementations and glitchy ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|Revolut (Business)", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Revolut (Business)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Ranked as the worst UK payment firm for fraud complaints by Which? in 2024"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|Worldpay (FIS)", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise contract terms are repeatedly flagged for opaque fee structures and long-term agreements"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|BlueSnap", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequently cited for high fees, poor customer service, payment processing problems, and unclear contract terms."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|First Data (now Fiserv)", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "First Data (now Fiserv)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Criticized for high overall costs, poor communication, hidden fees, and complicated cancellation procedures."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|Nummuspay", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Nummuspay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "High-Risk Categories to Avoid Entirely... Nummuspay (cited for unclear regulatory status)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|MuchBetter", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "MuchBetter", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Processors with AML Violations | Severe regulatory violations... | MuchBetter"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|iPayTotal", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "iPayTotal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Defunct/Bankrupt Providers | Merchants left with unrecoverable losses | iPayTotal (dissolved after bankruptcy)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|moonshot-small|Finvert", "prompt": "c225-l6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Finvert", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Account Freezers | History of freezing client accounts without warning and demanding high fees to unfreeze | Finvert"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|PayPal", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid**: Severe scalability limits—frequent holds/reserves on high-volume accounts"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Adyen", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize: **Adyen, Stripe (Connect), Worldpay, HighRadius, AvidXchange, TreviPay**"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Stripe Connect", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Alternatives**: Use enterprise gateways like Adyen or Stripe Connect instead."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Melio", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why be cautious/avoid**: ... reviews flag **scalability issues** for larger ops"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Square", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why avoid**: Primarily POS/retail-focused; B2B features are bolted-on and fail at scale"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Bill.com", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why cautious**: ... enterprise users cite **limited customization** for multinational ops"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Checkout.com", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Checkout.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Why cautious**: ... **abrupt terminations**, opaque pricing/contracts, and tiered support frustrate enterprises"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|Worldpay", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize: **Adyen, Stripe (Connect), Worldpay, HighRadius, AvidXchange, TreviPay**"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|HighRadius", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Recommended Enterprise-First Alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|AvidXchange", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Recommended Enterprise-First Alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|xai-small|TreviPay", "prompt": "c225-l6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Recommended Enterprise-First Alternatives"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|Braintree", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Braintree", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid as primary processors: Braintree, PayPal, First Data (high‑risk reviews), BlueSnap, Payza, MoonPay (B2B SDK/API), and Melio"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|PayPal", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Weakest fit for B2B card‑not‑present and should not be a primary processor"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|Melio", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid as primary processors: ... and Melio for large‑scale use."}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|MoonPay (B2B SDK/API)", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "MoonPay (B2B SDK/API)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid as primary processors: ... MoonPay (B2B SDK/API)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|First Data", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "First Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid as primary processors: ... First Data (high‑risk reviews)"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|Payza", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Numerous negative reviews; lack of transparency, payout difficulties, frozen accounts"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|BlueSnap", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid as primary processors: ... BlueSnap"}, {"id": "mai-20260917-1752-baseline-2|c225-l6|zai-small|Stripe", "prompt": "c225-l6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "higher per-transaction fees than Stripe"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|alibaba-small|Versapay", "prompt": "c225-m1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Automation & Workflows: **Versapay** ... widely considered a top choice for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|alibaba-small|EBizCharge", "prompt": "c225-m1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Comprehensive Processing: **EBizCharge**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|alibaba-small|Paystand", "prompt": "c225-m1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cost Savings (Zero Fees): **Paystand** ... is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|alibaba-small|HighRadius", "prompt": "c225-m1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often recommended for larger mid-market companies using **NetSuite**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|alibaba-small|Bill.com", "prompt": "c225-m1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "it remains a dominant player for mid-market companies that want a unified platform"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|anthropic-small|Tipalti", "prompt": "c225-m1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tipalti is recommended for mid-market to enterprise companies managing large-scale, complex global payment operations"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|anthropic-small|MineralTree", "prompt": "c225-m1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MineralTree is best for mid-market payment automation"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|anthropic-small|AvidXchange", "prompt": "c225-m1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AvidXchange is best for mid-market US-based businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|anthropic-small|Versapay", "prompt": "c225-m1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay is an accounts receivable automation platform that includes robust payment processing abilities and is a PayFac"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|anthropic-small|Bill.com", "prompt": "c225-m1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Bill.com provides payment automation tools designed for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|challenger-small|EBizCharge", "prompt": "c225-m1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *payment acceptance* platform is usually **EBizCharge** if your priority is tightly integrated card/ACH acceptance inside your ERP"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|challenger-small|Worldpay Business Solutions", "prompt": "c225-m1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay Business Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worldpay Business Solutions** is the safer all-around alternative"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|challenger-small|HighRadius", "prompt": "c225-m1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when the company's focus is invoice-to-cash automation and embedded customer payment portals"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|challenger-small|Paystand", "prompt": "c225-m1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want governed B2B payment workflows with integration-driven reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Helcim", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Helcim** — Often ranked best overall for payment processing. Transparent interchange-plus pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Stripe", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe** — Best for international B2B payments and if you want an API-first, highly customizable checkout"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Versapay", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best overall for mid-market AR + payments:** **Versapay** (if AR/cash application is the pain)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Paystand", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for lowest predictable processing costs:** **Paystand** (zero-fee network)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|HighRadius", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**HighRadius** (if you want AI automation inside your ERP)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Bill.com", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "easy to use, but better positioned for SMBs than true mid-market/enterprise AR complexity"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Tipalti", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for global/multi-currency:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|deepseek-small|Orchestration platforms (e.g., Wondergate/Airwallex-style)", "prompt": "c225-m1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Orchestration platforms (e.g., Wondergate/Airwallex-style)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Good if you pay/receive in 10+ currencies and want to route local rails to cut FX markups."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|google-small|EBizCharge", "prompt": "c225-m1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EBizCharge **Best for:** Deep ERP integrations and reducing credit card transaction fees."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|google-small|Paystand", "prompt": "c225-m1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Eliminating transaction fees and transitioning buyers to digital bank payments."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|google-small|Versapay", "prompt": "c225-m1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Collaborative AR and cash application."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|google-small|Resolve Pay", "prompt": "c225-m1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Resolve is the standard choice"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|google-small|Stripe", "prompt": "c225-m1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Drawback:** It is not an out-of-the-box solution for legacy ERPs."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|meta-small|HighRadius", "prompt": "c225-m1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - Offers an embedded payment portal with multi-rail support, accessible directly from invoices, with no separate customer login and no IT buildout required."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|meta-small|EBizCharge", "prompt": "c225-m1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EBizCharge - A comprehensively built payment processing solution for mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|meta-small|Worldpay Business Solutions", "prompt": "c225-m1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay Business Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market to enterprise B2B merchants needing integrated and supported payment acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|Helcim", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Helcim is often cited as the best overall B2B processor."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|EBizCharge", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "EBizCharge is frequently highlighted as the \"most comprehensively built\" for that segment."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|Stripe", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stripe is the go\\u2011to for global B2B rails."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|Adyen", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Adyen offers the broadest local\\u2011payment-method coverage."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|Plooto", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Plooto (or Tipalti for payouts) can complement your acceptance platform."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|Tipalti", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Firms that need to pay vendors or contractors globally as well as accept B2B payments."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|minimax-small|PayPal B2B", "prompt": "c225-m1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal B2B", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Smaller mid\\u2011market firms that already use PayPal for consumer sales and want a low\\u2011friction addition for B2B."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|mistral-small|EBizCharge", "prompt": "c225-m1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EBizCharge** is the best B2B payment acceptance platform due to its deep ERP integrations, automation, and strong user satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|mistral-small|HighRadius", "prompt": "c225-m1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company has more complex AR needs, consider **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|mistral-small|Helcim", "prompt": "c225-m1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For cost transparency and flexibility:** Helcim is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|mistral-small|Plooto", "prompt": "c225-m1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AP/AR automation and approval workflows:** Plooto is a solid option."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|EBizCharge", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EBizCharge** — *Best Overall for Mid-Market B2B*"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|Stripe", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe** — *Best for Tech-Forward/International Companies*"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|BILL (Bill.com)", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest **EBizCharge** or **BILL** as the top choices"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|Paystand", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paystand** — *Best for Eliminating Transaction Fees*"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|Melio", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitations:** Less robust ERP integrations compared to BILL"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|Rillion", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High invoice volume (24K+/year)** | Rillion or EBizCharge"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|Resolve", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Resolve", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Need net terms/financing** | Resolve or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|moonshot-small|HighRadius", "prompt": "c225-m1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Need net terms/financing** | Resolve or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|openai-small|EBizCharge", "prompt": "c225-m1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My practical default recommendation:** **EBizCharge**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|openai-small|Paymode (Bottomline)", "prompt": "c225-m1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Paymode (Bottomline)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **business payments network** for AP/AR"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|openai-small|Adyen", "prompt": "c225-m1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need **global, unified payment orchestration**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|openai-small|checkout.com", "prompt": "c225-m1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you're more internationally oriented and care about **multi-region card acceptance**"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|openai-small|Stripe", "prompt": "c225-m1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often a better fit when payments are part of a broader product rather than a pure B2B receivables workflow"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|Stripe (Billing + Connect)", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe (Billing + Connect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If tech-savvy with global needs**: Stripe – Fastest to launch, scales effortlessly"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|EBizCharge", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ERP-heavy (Sage/NetSuite/Dynamics), US-focused volume**: EBizCharge"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|Billtrust", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full AR automation + collections**: Billtrust or HighRadius for reducing DSO."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|HighRadius", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full AR automation + collections**: Billtrust or HighRadius for reducing DSO."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|Versapay", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative payer portals | Shared invoice views for disputes/payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|AvidXchange", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AvidXchange (latter stronger on AP but solid AR acceptance)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|BILL", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "BILL (more SMB but viable for lower mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|Rillion", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Rillion (high-volume vendor payments with AR)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|Helcim", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Helcim (low fees, overall B2B pick)"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|xai-small|PayPal", "prompt": "c225-m1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "avoid generalists like PayPal for complex invoicing"}, {"id": "mai-20260917-1752-baseline-2|c225-m1|zai-small|EBizCharge", "prompt": "c225-m1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EBizCharge** is widely considered the most comprehensive solution for general mid-market B2B needs."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|zai-small|Worldpay (FIS)", "prompt": "c225-m1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your mid-market company is scaling toward enterprise-level complexity or requires a global footprint, Worldpay is the established industry leader."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|zai-small|Plooto", "prompt": "c225-m1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the **administrative burden** of accounts payable and receivable, Plooto is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c225-m1|zai-small|Stripe", "prompt": "c225-m1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a tech-forward company or a SaaS provider selling to other businesses, Stripe is often the default for its flexibility."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|alibaba-small|Nuvo", "prompt": "c225-m2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nuvo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Nuvo** (Best for Comprehensive Growth & Risk Mitigation)"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|alibaba-small|Bill360", "prompt": "c225-m2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up / Alternative: **Bill360** (Best for Simplicity & Speed)"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|alibaba-small|HighRadius", "prompt": "c225-m2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "faster deployments than legacy players like HighRadius, which typically require months of consulting engagement"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|anthropic-small|Billtrust", "prompt": "c225-m2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market and enterprise billers who want a portal on top of solid invoice delivery"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|anthropic-small|Upflow", "prompt": "c225-m2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Helps mid-sized B2B companies modernize collections through a framework that balances aggressive cash collection"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|anthropic-small|Versapay", "prompt": "c225-m2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Uses branded buyer portals to allow customers to view, dispute, and pay invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|anthropic-small|Invoiced", "prompt": "c225-m2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Automates the billing and collections cycle for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|challenger-small|Versapay", "prompt": "c225-m2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Versapay** is the safest fit for a mid-sized B2B company focused on a payment portal"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|challenger-small|Billtrust", "prompt": "c225-m2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** is another strong mid-market option"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|challenger-small|Monk", "prompt": "c225-m2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest if you want collections, cash application, and payments unified in one system"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|challenger-small|Gaviti", "prompt": "c225-m2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you manage multiple ERPs or subsidiaries"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|challenger-small|Chaser", "prompt": "c225-m2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better for smaller mid-sized teams wanting something simpler and fast to deploy"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|deepseek-small|Billtrust", "prompt": "c225-m2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best All-Around: Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|deepseek-small|Versapay", "prompt": "c225-m2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Versapay** if customer disputes are slowing you down"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|deepseek-small|Monk", "prompt": "c225-m2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Monk** is the strongest up-and-coming option"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|deepseek-small|Bill.com", "prompt": "c225-m2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bill.com** worth considering if you also handle AP"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|google-small|Versapay", "prompt": "c225-m2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Versapay is widely regarded as the leader in \"collaborative AR.\""}, {"id": "mai-20260917-1752-baseline-2|c225-m2|google-small|EBizCharge", "prompt": "c225-m2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EBizCharge: Best for Deep, Native ERP Integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|google-small|Paystand", "prompt": "c225-m2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paystand: Best for Eliminating Credit Card Fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|google-small|Quadient AR (formerly YayPay)", "prompt": "c225-m2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quadient AR is highly effective"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|meta-small|Versapay", "prompt": "c225-m2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Versapay - a cloud-based AR platform known for its collaboration tools"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|meta-small|Gaviti", "prompt": "c225-m2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gaviti - an AI-powered AR automation platform built for mid-sized to large B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|meta-small|DualEntry", "prompt": "c225-m2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "DualEntry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DualEntry - built for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|meta-small|Billtrust", "prompt": "c225-m2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Billtrust - suits midsize B2B billers wanting a customer payment portal and cash application"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|minimax-small|Versapay", "prompt": "c225-m2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would specifically recommend **Versapay** or **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|minimax-small|Billtrust", "prompt": "c225-m2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would specifically recommend **Versapay** or **Billtrust**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|minimax-small|Monk", "prompt": "c225-m2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one platform for collections, cash application, and payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|minimax-small|BILL", "prompt": "c225-m2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a simpler all-in-one solution, **BILL** would be ideal."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|minimax-small|Quadient A/R (YayPay)", "prompt": "c225-m2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Quadient A/R (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Upper mid-market companies ($100M–$1B)"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|mistral-small|Gaviti", "prompt": "c225-m2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Gaviti** and **Bill360** are the top recommendations due to their B2B-specific design and scalability"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|mistral-small|Bill360", "prompt": "c225-m2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Gaviti** and **Bill360** are the top recommendations due to their B2B-specific design and scalability"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|mistral-small|Billtrust", "prompt": "c225-m2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For simpler needs or integration with popular mid-tier ERPs, **Billtrust** or **HighRadius** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|mistral-small|HighRadius", "prompt": "c225-m2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Billtrust** or **HighRadius** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Upflow", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Upflow** if you want a modern, mid-market-focused platform that covers the full AR workflow"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Versapay", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Versapay** if customer collaboration and dispute resolution are your biggest pain points"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Billtrust", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Straightforward Portal + Cash Application: Billtrust"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Bill360", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Smaller Mid-Market/Simple Setup: Bill360"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Quadient AR (YayPay)", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Collections/dunning → **Upflow** or **Quadient AR (YayPay)**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|moonshot-small|Invoiced by Flywire", "prompt": "c225-m2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "International customers? If yes, look at **Invoiced by Flywire** instead"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|openai-small|Versapay", "prompt": "c225-m2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Versapay** as the best default choice"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|openai-small|HighRadius", "prompt": "c225-m2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **HighRadius** as the stronger option if you're already operating at higher receivables volume"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|openai-small|BILL AP/AR", "prompt": "c225-m2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be attractive, but it's generally less specialized as a pure B2B receivables portal than Versapay or HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|xai-small|Versapay", "prompt": "c225-m2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Versapay as a strong starting point for an accounts receivable (AR) payment portal."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|xai-small|Billtrust", "prompt": "c225-m2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite/Sage? Versapay or Billtrust."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|xai-small|BILL (bill.com)", "prompt": "c225-m2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL (bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks/Xero? Go BILL (fastest ROI for basics)."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|xai-small|HighRadius", "prompt": "c225-m2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid enterprise-heavy tools like HighRadius if your team is small."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|xai-small|Stripe Billing", "prompt": "c225-m2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tech-savvy teams; low setup, but lighter AR tools."}, {"id": "mai-20260917-1752-baseline-2|c225-m2|zai-small|Billtrust", "prompt": "c225-m2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend: **Billtrust – Buyer Payment Portal**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|zai-small|Versapay", "prompt": "c225-m2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Versapay** if your priority is a **collaborative, customer-facing AR experience**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|zai-small|Upflow", "prompt": "c225-m2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Upflow** if you want **AI-driven collections agents and risk prediction**"}, {"id": "mai-20260917-1752-baseline-2|c225-m2|zai-small|Stripe Invoicing", "prompt": "c225-m2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower for mid-market unless you already rely on Stripe for payments and want a lightweight portal"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|Stripe", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need to receive money globally** and have a dev team: Use **Stripe**."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|Adyen", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are a massive enterprise** needing to unify physical store sales and web sales: Use **Adyen**."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|Wise Business (formerly TransferWise)", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need to pay vendors internationally** cheaply and quickly: Use **Wise**."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|Banking Circle", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for **intermediaries**. It's less of an end-user tool and more of a connectivity solution for other fintechs."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|ConnectPay", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Businesses prioritizing strict compliance and regulatory safety."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If your problem is manual data entry** and chasing signatures for invoices: Use **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|alibaba-small|Coupa Pay", "prompt": "c225-m3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best For:** Enterprise Procurement and Supply Chain."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|HighRadius", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise AR automation (HighRadius, Billtrust, Versapay) automates collections for large finance teams."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Billtrust", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise AR automation (HighRadius, Billtrust, Versapay)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Versapay", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise AR automation (HighRadius, Billtrust, Versapay)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Bill.com", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMB bill pay (Bill.com, Melio) handles paying and getting paid for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Melio", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMB bill pay (Bill.com, Melio)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Stripe", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stripe is best for global card payment acceptance... Stripe is the top choice for developer-friendly integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Paddle", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Developer stacks and merchants of record (Stripe, Paddle) serve software companies."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|EBizCharge", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "EBizCharge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "merchant-account processors (EBizCharge, GivePayments) cut the actual cost of accepting cards and ACH on invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|GivePayments", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "GivePayments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "merchant-account processors (EBizCharge, GivePayments)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Adyen", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Adyen is best suited for enterprise B2B payment processing at global scale"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|Wise Business", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Wise Business works well for transparent international transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|MineralTree", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "MineralTree is best for mid-market payment automation"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|AvidXchange", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "AvidXchange is best for accounts payable automation"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|PayPal", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "PayPal suits small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|anthropic-small|WizPay by WizCommerce", "prompt": "c225-m3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "WizPay by WizCommerce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "WizPay by WizCommerce is ideal for wholesalers and distributors needing specialized workflows"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Stripe", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Stripe if you want the most flexible developer-centric API stack and need to embed B2B payments into software or workflows."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Adyen", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Adyen or Worldpay if you are an enterprise and need global processing"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Payoneer", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Payoneer or Wise Business if your main need is international business transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Wise Business", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on transparent FX and bank transfers rather than full payment orchestration."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|PayPal Business", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Easiest to deploy, with wallet-based reach and invoicing, but less enterprise customization."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Airwallex", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Combines transfers, FX, cards, and API/dashboard tooling for global operations."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Tipalti", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed for AP automation, supplier onboarding, and high-volume payout workflows."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Checkout.com", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "API-driven card and digital payment processing, tuned for scaling merchants."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Worldpay", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Adyen or Worldpay if you are an enterprise"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Bill.com", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose Tipalti, Bill.com, Rillion, or Coupa if your real problem is automating invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Rillion", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AP/AR and spend automation"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|Coupa", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "broader finance workflow platforms, not just payment rails"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|challenger-small|HighRadius", "prompt": "c225-m3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "accounts payable/receivable automation suites (Tipalti, Bill.com, Rillion, Coupa, HighRadius)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|BILL", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**SMB AP automation:** BILL"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Tipalti", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise global payables:** Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|AvidXchange", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**US mid-market AP with deep integrations:** AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Stripe", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Developer-led platform or marketplace:** Stripe or Adyen"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Adyen", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Developer-led platform or marketplace:** Stripe or Adyen"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Braintree", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Braintree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Braintree** — best for subscription-based B2B billing."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Wise", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cross-border / import-export:** Wise, Airwallex, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Airwallex", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Cross-border / import-export:** Wise, Airwallex, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Payoneer", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "cross-border payouts (Payoneer)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Worldpay", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Large-scale acquiring and routing (Worldpay, FIS, Fiserv, ACI)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|FIS", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Large-scale acquiring and routing (Worldpay, FIS, Fiserv, ACI)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Fiserv", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Large-scale acquiring and routing (Worldpay, FIS, Fiserv, ACI)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|ACI", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ACI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Large-scale acquiring and routing (Worldpay, FIS, Fiserv, ACI)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Helcim", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**High-volume card processing on transparent pricing:** Stax or Helcim"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Stax", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**High-volume card processing on transparent pricing:** Stax or Helcim"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|PaymentCloud", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PaymentCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**PaymentCloud** — best for high-risk merchants."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|deepseek-small|Authorize.net", "prompt": "c225-m3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Authorize.net** — best for integrations."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Melio", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Small businesses looking for a simple, low-cost bill-payment tool."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|BILL (formerly Bill.com)", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BILL is the industry standard for traditional AP automation."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Tipalti", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tipalti is a heavyweight platform built for complex, high-volume global payouts."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Ramp", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp positions itself as an expense-optimization expert."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Brex", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Brex operates as a robust global financial platform."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Wise Business", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wise is built around transparent, low-cost international transfers using the real mid-market exchange rate"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Airwallex", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airwallex features a **payment gateway**, allowing you to directly accept multi-currency customer payments on your website"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|Stripe (Stripe Billing & Payments)", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe (Stripe Billing & Payments)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Best For:** B2B SaaS, recurring subscriptions, and developer-heavy marketplaces... Unmatched API customization for developers"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|google-small|TreviPay", "prompt": "c225-m3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "TreviPay specializes in **B2B trade credit**... underwrites your business buyers in seconds, extends them credit"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|ConnectPay", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include ConnectPay, Stripe, Wise Business, Payoneer, Adyen"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Stripe", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include ConnectPay, Stripe, Wise Business"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Wise Business", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ConnectPay, Stripe, Wise Business, Payoneer, Adyen, Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Payoneer", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wise Business, Payoneer, Adyen, Airwallex, BILL"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Adyen", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Payoneer, Adyen, Airwallex, BILL, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Airwallex", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Adyen, Airwallex, BILL, Tipalti, Ramp"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|BILL", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Airwallex, BILL, Tipalti, Ramp, Melio"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Tipalti", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BILL, Tipalti, Ramp, Melio, Worldpay"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Ramp", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti, Ramp, Melio, Worldpay, FIS"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Melio", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ramp, Melio, Worldpay, FIS, ACI Worldwide"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Worldpay", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Melio, Worldpay, FIS, ACI Worldwide, Skrill"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|FIS", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Worldpay, FIS, ACI Worldwide, Skrill, PayPal"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|ACI Worldwide", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ACI Worldwide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "FIS, ACI Worldwide, Skrill, PayPal"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|Skrill", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Skrill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "ACI Worldwide, Skrill, PayPal"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|meta-small|PayPal", "prompt": "c225-m3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Skrill, PayPal, Deloitte"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Stripe", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Stripe** – Best for developer-friendly integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Adyen", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adyen** – Best for enterprise-scale global processing"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|ConnectPay", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**ConnectPay** – Best for EU-regulated infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Wise Business", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wise Business** – Best for transparent international transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Payoneer", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Payoneer** – Best for cross-border collections"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|BILL", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**BILL** – Best for accounts payable/receivable automation"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Airwallex", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Airwallex** – Best for global financial operations"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Tipalti", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tipalti** – Best for complex global payables"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Ramp", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ramp** – Best for corporate cards and procurement"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|Coupa", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMB vs enterprise (Adyen, Coupa for enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|minimax-small|SAP Concur", "prompt": "c225-m3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "API-first (Stripe) vs ERP-native (SAP Concur)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Stripe", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Stripe** - **Best for:** Global B2B payment processing, SaaS, platforms, and marketplaces."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Tipalti", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Covers payments across 196 countries, most complete global B2B payments platform."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|BILL (Bill.com)", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SMBs and finance teams seeking ease of use."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Melio", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free ACH transfers, no monthly subscription fee"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Helcim", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Overall B2B payment processing."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Adyen", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More complex and enterprise-focused, may exceed SME needs."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|PayPal (incl. Braintree)", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal (incl. Braintree)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less specialized for complex B2B payments compared to others."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Wise (formerly TransferWise)", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focused on cross-border payments and currency exchange."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Coupa Pay", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Coupa Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Part of a larger procurement ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|Authorize.net", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Authorize.net is strong on integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|mistral-small|PaymentCloud", "prompt": "c225-m3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PaymentCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PaymentCloud specializes in high-risk industries."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Stripe", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Developer-friendly integrations, international B2B payments, SaaS and marketplace platforms"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Adyen", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Enterprise B2B payment processing at global scale"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Helcim", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best for:** Overall B2B payment processing (rated best overall)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Bill.com (BILL)", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Accounts payable automation and vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Wise Business", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Transparent international transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Payoneer", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Cross-border payouts and global commerce"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Stax", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for:** High-volume B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Braintree (PayPal)", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Braintree (PayPal)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for:** Subscription B2B billing"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|Authorize.net", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Authorize.net = 250+ pre-built integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|ConnectPay", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EU-regulated platforms like ConnectPay for strict compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|moonshot-small|PaymentCloud", "prompt": "c225-m3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PaymentCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PaymentCloud specializes in high-risk merchant categories"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Stripe", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Stripe** if you want the most flexible all-around payments infrastructure."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Adyen", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Adyen** if you're an enterprise with complex global/omnichannel needs."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Payoneer", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Payoneer** if cross-border collections/payouts are the core need."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Airwallex", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Airwallex** if multi-currency treasury and FX matter a lot."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Tipalti", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Not primarily a customer-facing checkout product"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Bill.com", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Less suited to advanced global payments infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|openai-small|Modern Treasury", "prompt": "c225-m3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not a front-end payment acceptance platform"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Stripe", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Stripe for startups/SaaS (easy APIs)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|BILL (Bill.com)", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BILL for US SMB accounting sync"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Adyen", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Adyen for enterprises (omnichannel, custom contracts)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|PayPal", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good (200+ markets, but B2C-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Helcim", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Overall affordability (SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Stax", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High-volume businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Authorize.net", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Authorize.net wins on 100s of plugins"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Airwallex", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cross-border/multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|xai-small|Wise", "prompt": "c225-m3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Airwallex/Adyen/Wise (not tabled but notable) for low-FX/multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Stripe", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a SaaS or platform business → Stripe (or Airwallex for global multi-currency needs) is likely the right fit."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Bill.com (BILL)", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to automate AP/AR and integrate with QuickBooks/Xero → Bill.com."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Tipalti", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're an enterprise with global suppliers and complex compliance → Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Melio", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a small business just wanting to pay vendors easily → Melio."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Airwallex", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you operate across borders and need multi-currency accounts, FX, and cards → Airwallex."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|PayPal (including Braintree)", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal (including Braintree)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a widely recognized payment method for customers/suppliers → PayPal."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Adyen", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you're a large enterprise needing unified online & in‑person acquiring → Adyen."}, {"id": "mai-20260917-1752-baseline-2|c225-m3|zai-small|Wise Business", "prompt": "c225-m3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you prioritize low-cost international transfers → Wise Business."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|alibaba-small|Melio", "prompt": "c225-m4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is frequently cited as the best option for companies with strict budget constraints"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|alibaba-small|Stripe", "prompt": "c225-m4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe is the industry standard for pay-as-you-go processing"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|alibaba-small|Helcim", "prompt": "c225-m4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it is highly recommended for budget-conscious businesses because it eliminates hidden costs"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|alibaba-small|BILL", "prompt": "c225-m4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Platforms like BILL or Plooto** (initially) if budget is your *only* concern"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|alibaba-small|Plooto", "prompt": "c225-m4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Platforms like BILL or Plooto** (initially) if budget is your *only* concern"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|anthropic-small|Nickel", "prompt": "c225-m4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Nickel** - Best for Low-Cost ACH Payments ... unlimited ACH transfers with no per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|anthropic-small|Square", "prompt": "c225-m4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Square provides free POS software and mobile card readers with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|anthropic-small|PayPal Business", "prompt": "c225-m4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "PayPal Business offers small businesses easy setup, low fees, and flexible payment methods"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|anthropic-small|Bill (Bill.com)", "prompt": "c225-m4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Bill (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bill is best for SMBs seeking an easy-to-use platform focused primarily on domestic US payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|anthropic-small|Wise", "prompt": "c225-m4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wise if you need affordable international payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|challenger-small|Melio", "prompt": "c225-m4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is the best budget pick"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|challenger-small|Helcim", "prompt": "c225-m4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Helcim is another strong low-cost option"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|challenger-small|Stripe", "prompt": "c225-m4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need **international payments**"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|deepseek-small|Helcim", "prompt": "c225-m4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Helcim is the clear winner"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|deepseek-small|Paystand", "prompt": "c225-m4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Paystand** is worth a look"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|deepseek-small|Stripe", "prompt": "c225-m4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stripe is the most accessible starting point"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|deepseek-small|Stax", "prompt": "c225-m4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Can be the cheapest option, but only makes sense if your volume justifies the monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|Nickel", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Nickel (Best for Absolute Lowest Cost & Free ACH)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|Melio", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Melio (Best for Free Invoicing & Easy Cash-Flow Management)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|Stripe", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Stripe (Best for High-Value Transactions & Capped ACH Fees)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|Helcim", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Helcim (Best if Your Clients Must Pay by Card)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|Square", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "standard flat-rate processors (like Square or PayPal) will overcharge you"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|google-small|PayPal", "prompt": "c225-m4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "standard flat-rate processors (like Square or PayPal) will overcharge you"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|meta-small|Helcim", "prompt": "c225-m4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Helcim, Nuvei"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|meta-small|Nuvei", "prompt": "c225-m4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nuvei", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some of the top options include Helcim, Nuvei"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|minimax-small|Helcim", "prompt": "c225-m4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|minimax-small|Stripe", "prompt": "c225-m4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe** (Best for Online B2B)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|minimax-small|Melio", "prompt": "c225-m4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** (Best for Simple B2B Payments)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|minimax-small|Plooto", "prompt": "c225-m4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Plooto** (Best for Automation)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|mistral-small|Helcim", "prompt": "c225-m4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** is frequently recommended as the best overall B2B payment acceptance platform for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|mistral-small|Stripe", "prompt": "c225-m4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe**: Ideal for online B2B businesses, with competitive rates and a user-friendly interface."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|mistral-small|QuickBooks Payments", "prompt": "c225-m4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use QuickBooks for accounting, as it integrates seamlessly and offers simple pricing."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|mistral-small|BILL", "prompt": "c225-m4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL** is a strong contender, especially if you want a single platform for both AP and AR automation."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|moonshot-small|Melio", "prompt": "c225-m4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** if you primarily need to pay vendors and want a completely free starting option"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|moonshot-small|Helcim", "prompt": "c225-m4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Helcim** \\u2013 Best Overall Value ... if you process significant volume and want the lowest overall costs"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|moonshot-small|Stripe", "prompt": "c225-m4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe** if you need robust API integration and process large ACH transactions"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|moonshot-small|Square", "prompt": "c225-m4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Square** \\u2013 Best for Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|openai-small|Stripe", "prompt": "c225-m4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Stripe** if you want a lightweight, pay-as-you-go platform with no monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|openai-small|PayPal Invoicing", "prompt": "c225-m4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**PayPal Invoicing** if you want something even simpler to launch quickly"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|openai-small|ACHQ", "prompt": "c225-m4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "ACHQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a platform like **ACHQ** may be more budget-friendly because its pricing is volume-based"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|xai-small|Helcim", "prompt": "c225-m4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Helcim** (Best Overall for Budget B2B)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|xai-small|Melio", "prompt": "c225-m4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternative: **Melio** (Best for Pure ACH/Invoicing Focus)"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|xai-small|Stripe", "prompt": "c225-m4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "close third if you need developer-friendly APIs/global reach, but its flat rates cost more on high-value B2B transactions. Avoid if cards dominate."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|xai-small|Square", "prompt": "c225-m4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Square** | $0 | Cards 2.9%+$0.30, ACH 1% ($1 min) | Simple invoices/new startups | 4.2/5 |"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|xai-small|PayPal", "prompt": "c225-m4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **PayPal** | $0 | Similar to Stripe, ACH 1% | Quick setup, but higher intl fees | 3.8/5 |"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Helcim", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most B2B businesses with a limited budget, **Helcim** is the best all‑around choice due to zero monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Melio", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you mainly need simple AP/bill pay with free ACH, **Melio** is an excellent low‑cost option."}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Nickel", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for unlimited free ACH** – **Nickel**"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Coastal Pay", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Coastal Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "B2B platforms needing a robust gateway with no gateway fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Stripe", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For online B2B/SaaS with recurring billing, **Stripe** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Square", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best all‑in‑one POS + online** – **Square**"}, {"id": "mai-20260917-1752-baseline-2|c225-m4|zai-small|Authorize.net", "prompt": "c225-m4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Authorize.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "monthly fees from $25/mo; gateway may have separate fee | No free plan"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|alibaba-small|Stripe Treasury/Connect", "prompt": "c225-m5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe Treasury/Connect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Given your size, I would prioritize platforms like **Stripe Treasury/Connect**, **Checkout.com**, **Wells Fargo Digital Payments**"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|alibaba-small|Checkout.com", "prompt": "c225-m5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I would prioritize platforms like **Stripe Treasury/Connect**, **Checkout.com**"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|alibaba-small|Wells Fargo Digital Payments", "prompt": "c225-m5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Wells Fargo Digital Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wells Fargo Digital Payments**, or specialized B2B players"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|alibaba-small|Bill.com", "prompt": "c225-m5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specialized B2B players like **Bill.com** or **Thriday** depending on whether you need heavy invoicing features"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|alibaba-small|Thriday", "prompt": "c225-m5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Thriday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialized B2B players like **Bill.com** or **Thriday**"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|anthropic-small|Stripe", "prompt": "c225-m5", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Get demos from 3-5 vendors (e.g., Stripe, Square, PayPal, Adyen, Bill.com) to compare"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|anthropic-small|Square", "prompt": "c225-m5", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Get demos from 3-5 vendors (e.g., Stripe, Square, PayPal, Adyen, Bill.com) to compare"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|anthropic-small|PayPal", "prompt": "c225-m5", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Get demos from 3-5 vendors (e.g., Stripe, Square, PayPal, Adyen, Bill.com) to compare"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|anthropic-small|Adyen", "prompt": "c225-m5", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Get demos from 3-5 vendors (e.g., Stripe, Square, PayPal, Adyen, Bill.com) to compare"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|anthropic-small|Bill.com", "prompt": "c225-m5", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Get demos from 3-5 vendors (e.g., Stripe, Square, PayPal, Adyen, Bill.com) to compare"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Melio", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Run a pilot with 2-3 platforms (e.g., Melio + Bill.com + Stripe)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Bill.com", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Run a pilot with 2-3 platforms (e.g., Melio + Bill.com + Stripe)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Stripe", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Run a pilot with 2-3 platforms (e.g., Melio + Bill.com + Stripe)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Tipalti", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global payments, supplier payments, compliance"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Axe", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Axe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "B2B payments, virtual cards, expense management"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Checkout.com", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global scale, strong fraud protection"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|minimax-small|Kyriba", "prompt": "c225-m5", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-grade, treasury management (higher cost)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|moonshot-small|Stripe", "prompt": "c225-m5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Stripe** – Developer-friendly, strong API, global reach"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|moonshot-small|Bill.com", "prompt": "c225-m5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bill.com** – Strong AP/AR automation for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|moonshot-small|HighRadius", "prompt": "c225-m5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**HighRadius** – ERP-native with AI-driven features"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|moonshot-small|Paystand", "prompt": "c225-m5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Paystand** – Zero-fee bank-to-bank network"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|moonshot-small|Tipalti", "prompt": "c225-m5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tipalti** – Strong for cross-border/high-growth companies"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|Stripe", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Stripe** | Integrations | API-flexible, global invoicing |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|HighRadius/Billtrust", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius/Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **HighRadius/Billtrust** | AR Automation | DSO reduction, AI forecasting |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|Tipalti", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Tipalti** | Global Scale | 196 countries, tax compliance |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|Melio/BILL", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Melio/BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Melio/BILL** | SMB-Mid | Free ACH, QuickBooks sync |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|Adyen/Helcim", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen/Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Adyen/Helcim** | High-Volume | Low fees, enterprise processing |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|xai-small|Stax", "prompt": "c225-m5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Stax** | Volume Discounts | Custom pricing for large txns |"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|zai-small|HighRadius", "prompt": "c225-m5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "leading B2B payment platforms (HighRadius, Billtrust, Stripe, Airwallex, PhotonPay, etc.) emphasize"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|zai-small|Billtrust", "prompt": "c225-m5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "leading B2B payment platforms (HighRadius, Billtrust, Stripe, Airwallex, PhotonPay, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|zai-small|Stripe", "prompt": "c225-m5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "leading B2B payment platforms (HighRadius, Billtrust, Stripe, Airwallex, PhotonPay, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|zai-small|Airwallex", "prompt": "c225-m5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "leading B2B payment platforms (HighRadius, Billtrust, Stripe, Airwallex, PhotonPay, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c225-m5|zai-small|PhotonPay", "prompt": "c225-m5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PhotonPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "leading B2B payment platforms (HighRadius, Billtrust, Stripe, Airwallex, PhotonPay, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Bill.com", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Approach with High Caution or Avoid ... **Bill.com**: ... the unexpected holding of funds or delays in payouts"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Razorpay", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the volume of complaints indicates severe operational instability"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Dodo Payments", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Dodo Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviewers frequently mention **sudden account closures** and \"locked funds.\""}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Instamojo", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Instamojo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Ratings are exceptionally low (approx. 1.4/5), indicating fundamental flaws"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Stripe", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you should be cautious about how you interact with the major market leaders (like **Stripe**, **PayPal Business**, and **Square**)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|PayPal Business", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "you should be cautious about how you interact with the major market leaders"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|alibaba-small|Square", "prompt": "c225-m6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "you should be cautious about how you interact with the major market leaders (like **Stripe**, **PayPal Business**, and **Square**)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|BlueSnap, Inc.", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the **FTC sued BlueSnap** and its former CEO for knowingly processing payments for fraudulent companies"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Nuvei Corp. / SafeCharge Digital", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Nuvei Corp. / SafeCharge Digital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the FTC charged Nuvei with processing **$30+ million** for tech-support scammers"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Humboldt Merchant Services", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Humboldt Merchant Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "The FTC accused this processor of facilitating unauthorized billing for **1,000+ shell merchant accounts**"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|First American Payment Systems / Eliot Management / Think Point Financial", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "First American Payment Systems / Eliot Management / Think Point Financial", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The FTC found they **tricked small business owners** ... into 3-year contracts with hidden $495 termination fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Yellowstone Capital / Fundry / RCG Advances", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Yellowstone Capital / Fundry / RCG Advances", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The FTC and the NY Attorney General obtained judgments against these merchant cash advance providers."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Bitty Advance", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bitty Advance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "flag this provider for **predatory practices**... Proceed only with extreme caution."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Stripe", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**High caution** | Over **1,799 BBB complaints in 3 years**"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Square / Block", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square / Block", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**High caution** | BBB rating of **1.06/5**... poor fit for irregular B2B invoicing"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|PayPal / Braintree", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal / Braintree", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Medium-high caution** | Long history of freezing funds"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Melio Payments", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Medium caution** | 104 BBB complaints in 3 years"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|deepseek-small|Stax Payments", "prompt": "c225-m6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stax Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Medium caution** | 54 BBB complaints in 3 years; mix of fund holds and unexpected fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Synapse Financial Technologies", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Synapse Financial Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "collapsed in a chaotic bankruptcy... Avoid any fintech or B2B payment app that relies on fragile third-party \"Banking-as-a-Service\" (BaaS) middlemen"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Yotta", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Yotta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "locked up over $90–$265 million in customer funds across several platforms (like Yotta and Juno)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Juno", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Juno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "locked up over $90–$265 million in customer funds across several platforms (like Yotta and Juno)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Solid", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Solid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the B2B infrastructure platform Solid filed for bankruptcy"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Parker", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Parker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "abruptly filed for Chapter 7 bankruptcy. Cards and payment services went dark overnight"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Plastiq", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Plastiq (Exercise Caution)... filed for Chapter 11 bankruptcy"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Stripe", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notorious in the B2B space for **sudden account freezes and withheld funds**"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Square", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "notorious in the B2B space for **sudden account freezes and withheld funds**"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|PayPal", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "notorious in the B2B space for **sudden account freezes and withheld funds**"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|google-small|Helcim", "prompt": "c225-m6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Choose processors (like Helcim or specialized high-risk merchant providers) that perform manual underwriting *before* you process payments"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|meta-small|ConnectPay", "prompt": "c225-m6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ConnectPay is noted for its EU-regulated infrastructure and scalable solutions"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|meta-small|Stripe", "prompt": "c225-m6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stripe is praised for its developer-friendly integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|meta-small|Wise Business", "prompt": "c225-m6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wise Business is recommended for transparent international transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|meta-small|Payoneer", "prompt": "c225-m6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Payoneer is highlighted for its cross-border payout capabilities"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|meta-small|Adyen", "prompt": "c225-m6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Adyen is considered suitable for enterprise-level B2B payment processing on a global scale"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Clear Junction", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Clear Junction", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Has multiple negative reviews and fraud complaints on Trustpilot, with users reporting being victims of fraud after using their services"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Nuvei", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Nuvei", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Recently settled with the FTC for $4.85 million for processing payments for scammers"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Stripe", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Major established players like Stripe, Adyen, Wise Business, Payoneer, and ConnectPay generally have stronger track records"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Adyen", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Major established players like Stripe, Adyen, Wise Business, Payoneer, and ConnectPay generally have stronger track records"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Wise Business", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Major established players like Stripe, Adyen, Wise Business, Payoneer, and ConnectPay generally have stronger track records"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|Payoneer", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Major established players like Stripe, Adyen, Wise Business, Payoneer, and ConnectPay generally have stronger track records"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|minimax-small|ConnectPay", "prompt": "c225-m6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Major established players like Stripe, Adyen, Wise Business, Payoneer, and ConnectPay generally have stronger track records"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|Worldpay", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "make it a platform to be cautious about, especially for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|BlueSnap", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "numerous complaints about high fees, poor customer service, unclear contract terms, and problems with payment processing"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|Payza", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Known for a lack of transparency and difficulties with payouts, Payza has many negative reviews"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|First Data", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "First Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "First Data has many dissatisfied customers... high costs, poor communication, hidden fees"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|Melio", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Melio has received feedback about payment holds, account suspensions, and slow customer support"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|PingPong", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PingPong", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "very low Trustpilot rating (2.0/5) due to technical issues... difficulties withdrawing funds"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|mistral-small|Clear Junction", "prompt": "c225-m6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Clear Junction", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Rated \"Poor\" (1.9/5) on Trustpilot... criticized for not acknowledging complaints and poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Bill.com (BILL)", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being an established market leader, user reviews indicate serious operational issues"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Melio", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While popular for its free tier and clean interface, operational friction is common"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Airwallex", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mixed reviews highlight concerning operational patterns"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Checkout.com", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Checkout.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reviews suggest extreme reliability concerns: Arbitrary terminations"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|B2Bpay", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "B2Bpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Described as the \"most incompetent service\" with a \"prehistoric verification process\""}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Clear Junction", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Clear Junction", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Trustpilot reviews raise fraud-related concerns: Allegedly used by criminals and scammers"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Plastiq", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Chapter 11 bankruptcy (2023) after failed de-SPAC deal"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Hokodo", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Hokodo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Shut down (2026) after €50M raised"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Behalf", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Behalf", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Shut down after raising $462M"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Resolve Pay", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Resolve Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Shut down lending operations (2023)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|moonshot-small|Openpay", "prompt": "c225-m6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Openpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Shut down after raising $299.6M"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Airwallex", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious with these B2B payment platforms... Airwallex: Frequent reports of sudden account freezes/holds"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|BlueSnap", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "High fees, poor customer service, unclear contracts, reserves on funds (up to 180 days)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Fiserv (formerly First Data)", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Fiserv (formerly First Data)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Hidden fees, deceptive billing, complicated cancellations, and excessive charges"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Worldpay", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Opaque fees/contracts, account holds requiring endless documentation, high-risk assessments, and poor support"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Razorpay", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Account holds/freezes on verified accounts, unhelpful support, transaction failures"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Stripe", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prefer established ones like Stripe or Adyen for B2B (high Gartner/G2 ratings, transparent pricing)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|xai-small|Adyen", "prompt": "c225-m6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prefer established ones like Stripe or Adyen for B2B (high Gartner/G2 ratings, transparent pricing)"}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|BlueSnap", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BlueSnap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BlueSnap** | High fees, poor support, unclear contracts."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|First Data", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "First Data", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "First Data is criticized for high costs, poor communication, hidden fees, and complicated cancellation procedures."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|eMerchantBrokers", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "eMerchantBrokers", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Listed among the \"10 Worst-Rated High-Risk Payment Processors\""}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|BillDesk", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BillDesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"Never ever choose BillDesk – poor email handling, unfriendly staff, ineffective support system, terrible documentation.\""}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|Worldpay", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise contracts that can be complex and opaque; reviewers frequently flag fee structures and long-term lock-ins."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|AvidXchange", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Aggressive sales tactics, delayed vendor payments, poor service."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|Dodo Payments", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Dodo Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Sudden account closures, payout delays, unhelpful support."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|Humboldt Merchant Services", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Humboldt Merchant Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "FTC-fined for enabling unauthorized consumer charges."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|Payza", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payza", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Frozen accounts, payout delays, lack of transparency."}, {"id": "mai-20260917-1752-baseline-2|c225-m6|zai-small|Stripe", "prompt": "c225-m6", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "**Stripe** (for complex B2B use) | Limited depth of support for enterprise-level issues."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|alibaba-small|Helcim", "prompt": "c225-s1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around & Transparent Pricing: **Helcim** ... frequently cited as the top choice for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|alibaba-small|Plooto", "prompt": "c225-s1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Accounts Payable & Receivable Automation: **Plooto** ... a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|alibaba-small|Stripe", "prompt": "c225-s1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global / International Clients: **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|alibaba-small|PayPal Business", "prompt": "c225-s1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Transaction fees can be higher than dedicated B2B providers ... may not be ideal for very large invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|alibaba-small|Square Invoicing", "prompt": "c225-s1", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Square Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Square Invoicing if you are already using Square for retail POS"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|Bill.com", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bill.com provides payment automation tools designed for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|Melio", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio is a B2B payment platform for small businesses with flexible pricing options including a free starter plan."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|Nickel", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Nickel has earned the top spot by solving the biggest pain point for B2B businesses: transaction fees on ACH payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|PayPal Business", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like PayPal Business or Square offer small businesses easy setup, low fees, and flexible payment methods"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|Square", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PayPal Business or Square offer small businesses easy setup, low fees, and flexible payment methods"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|anthropic-small|Stripe", "prompt": "c225-s1", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stripe's developer-friendly API enables custom payment integrations across web and mobile platforms"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|challenger-small|Helcim", "prompt": "c225-s1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Helcim** if you want straightforward, low-cost pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|challenger-small|Stripe", "prompt": "c225-s1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Stripe** is the best pick if you need flexible online payment acceptance and strong integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|challenger-small|Melio", "prompt": "c225-s1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your main pain point is paying vendors/AP simply"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|challenger-small|Wise Business", "prompt": "c225-s1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if international transfers are the main need"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|challenger-small|PayPal", "prompt": "c225-s1", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it is not as specialized for B2B workflows"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|Helcim", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** is the most consistently recommended \"best overall\" for small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|Stripe", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe — Best for Online-First B2B"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|Square", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Square — Best for Simple Setup / In-Person"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|Melio", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you mainly just need **simple invoicing and bill pay** with minimal setup, consider **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|BILL (Bill.com)", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More comprehensive AP/AR, approvals, and 130+ country support—better if you have a larger finance workflow"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|deepseek-small|Plooto", "prompt": "c225-s1", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Plooto** (~$9+/mo): Flat-rate AP/AR automation with QuickBooks integration"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|Melio", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Simplicity & Service-Based Businesses: **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|Nickel", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Value & Margin-Sensitive Businesses: **Nickel** or **Helcim**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|Helcim", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helcim: Known for its transparent \"interchange-plus\" pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|Stripe", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech, SaaS, and Subscription Models: **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|Resolve Pay", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Businesses That Must Offer Net Terms: **Resolve Pay**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|google-small|QuickBooks Payments", "prompt": "c225-s1", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Direct Integration: **QuickBooks Payments**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|meta-small|Melio", "prompt": "c225-s1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best B2B payment acceptance platform for a small B2B company is Melio, as it is considered the easiest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|meta-small|Helcim", "prompt": "c225-s1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Helcim, Plooto, and Factura"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|meta-small|Plooto", "prompt": "c225-s1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Helcim, Plooto, and Factura"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|meta-small|Factura", "prompt": "c225-s1", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Factura", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Helcim, Plooto, and Factura"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|minimax-small|Helcim", "prompt": "c225-s1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Helcim**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|minimax-small|Stripe", "prompt": "c225-s1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe** - Best for International B2B Payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|minimax-small|QuickBooks Payments", "prompt": "c225-s1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing QuickBooks Users"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|minimax-small|Authorize.net", "prompt": "c225-s1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Authorize.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for POS-Based Transactions"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|minimax-small|Plooto", "prompt": "c225-s1", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Plooto** - Best for Automation"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|mistral-small|Helcim", "prompt": "c225-s1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently cited as the best overall B2B payment solution for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|mistral-small|Stripe", "prompt": "c225-s1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your business is primarily online, Stripe is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|mistral-small|QuickBooks Payments", "prompt": "c225-s1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For those using QuickBooks, QuickBooks Payments is the natural fit."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|mistral-small|Plooto", "prompt": "c225-s1", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on automating accounts payable and receivable"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Helcim", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, I'd recommend starting with **Helcim** or **Nickel**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Stripe", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe – Best for Online/International B2B"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Melio", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Free ACH transfers may be limited on lower tiers (some alternatives now offer better free ACH deals)"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Nickel", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd recommend starting with **Helcim** or **Nickel**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|QuickBooks Payments", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're already using QuickBooks, **QuickBooks Payments** offers the smoothest integration despite potentially higher fees."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Bill.com", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-user and per-transaction fees can add up"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|Stax", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High-volume transactions | Stax or Helcim"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|moonshot-small|PaymentCloud", "prompt": "c225-s1", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "PaymentCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High-risk industries | PaymentCloud"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|openai-small|Stripe", "prompt": "c225-s1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Stripe** if you're a small B2B company and want the best balance of ease, flexibility, and broad payment-method support."}, {"id": "mai-20260917-1752-baseline-2|c225-s1|openai-small|BILL", "prompt": "c225-s1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if your business is heavily AR/AP and invoice-driven:** **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|openai-small|EBizCharge", "prompt": "c225-s1", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need B2B-specific ERP/accounting/payment links:** **EBizCharge**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|xai-small|Helcim", "prompt": "c225-s1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Helcim** if you're cost-sensitive and handle mixed payments—it's frequently rated #1 for small B2B"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|xai-small|Stripe", "prompt": "c225-s1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe (Best for Online/Digital B2B)**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|xai-small|Melio", "prompt": "c225-s1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio (Best for Simple ACH Bill Pay/Invoicing on a Budget)**"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c225-s1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$45+/user/mo; great QuickBooks sync but pricier for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|xai-small|QuickBooks Payments", "prompt": "c225-s1", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "QuickBooks Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Seamless if you're already on QuickBooks (~2.9% cards)"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Helcim", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Helcim – Best Overall B2B Payment Processor"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Melio", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio – Best for Very Small Businesses (Free Core)"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Plooto", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plooto – Best for AP/AR Automation"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Nickel", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nickel – Best for Unlimited Free ACH"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Stripe", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe – Best for Online/Developer‑First B2B"}, {"id": "mai-20260917-1752-baseline-2|c225-s1|zai-small|Adyen", "prompt": "c225-s1", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though pricing is custom and better suited for midsize+"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|alibaba-small|Gaviti", "prompt": "c225-s2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gaviti** if your primary goal is a high-quality, customizable customer portal"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|alibaba-small|BILL", "prompt": "c225-s2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** if you want the best overall platform to manage your entire accounts receivable (and payable) workflow"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|alibaba-small|Bill360", "prompt": "c225-s2", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Built for B2B\" Solution: **Bill360**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|anthropic-small|Square Invoices", "prompt": "c225-s2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Square Invoices** or **Square Payments** - Good for small businesses with simple invoicing needs"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|anthropic-small|FreshBooks", "prompt": "c225-s2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**FreshBooks** - Comprehensive with strong B2B features and payment portal"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|anthropic-small|PayPal Business Payments", "prompt": "c225-s2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "PayPal Business Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**PayPal Business Payments** - Familiar and accessible for many B2B customers"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|anthropic-small|Bill.com", "prompt": "c225-s2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bill.com** - Designed specifically for B2B payments with strong AP/AR features"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|anthropic-small|Stripe Billing", "prompt": "c225-s2", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stripe Billing** - Excellent for recurring invoicing and customization"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|challenger-small|BILL Accounts Receivable", "prompt": "c225-s2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL Accounts Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd **start with BILL Accounts Receivable** if you want the simplest, most mainstream option for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|challenger-small|Monk", "prompt": "c225-s2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Monk** or **Bill360** are better fits: Monk is described as the strongest fit for teams consolidating collections"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|challenger-small|Bill360", "prompt": "c225-s2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want the *best* B2B payment portal experience, **Bill360** is the more specialized choice"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|challenger-small|Upflow", "prompt": "c225-s2", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Upflow** if your main pain is overdue invoice collection"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **BILL (formerly Bill.com)**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|QuickBooks Payments", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already run QuickBooks Online, this is the lowest-friction option"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|Stripe Invoicing", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if you want per-invoice payment links your customers click"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|Paystand", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Paystand** (lowest overall cost)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|Monk", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these are great too, but skew toward mid-market/enterprise and higher volume; usually more than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|Versapay", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "skew toward mid-market/enterprise and higher volume; usually more than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|deepseek-small|Billtrust", "prompt": "c225-s2", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "skew toward mid-market/enterprise and higher volume; usually more than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|google-small|Bill360", "prompt": "c225-s2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Dedicated AR Automation: **Bill360**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|google-small|Nickel", "prompt": "c225-s2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Value Invoices (Wholesale, Manufacturing, Construction): **Nickel**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|google-small|BILL (formerly Bill.com)", "prompt": "c225-s2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your average invoice is **under $2,000** and you want a standard, set-and-forget solution: Go with **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|google-small|Upflow", "prompt": "c225-s2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Tech, SaaS, and Digital Agencies: **Upflow**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|google-small|Chaser", "prompt": "c225-s2", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Persistent Collections (The \"Chaser\" App): **Chaser**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|meta-small|Nickel", "prompt": "c225-s2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nickel is a B2B payments tool built for small businesses that want to collect on invoices without handing a cut to a processor."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|meta-small|BILL", "prompt": "c225-s2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL, Zoho Books, and FreshBooks are also great options for SMBs and startups"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|meta-small|Zoho Books", "prompt": "c225-s2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL, Zoho Books, and FreshBooks are also great options for SMBs and startups"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|meta-small|FreshBooks", "prompt": "c225-s2", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL, Zoho Books, and FreshBooks are also great options for SMBs and startups"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|minimax-small|Bill360", "prompt": "c225-s2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small business selling to other businesses, I'd recommend **Bill360**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|minimax-small|Nickel", "prompt": "c225-s2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nickel** (Best for Avoiding Processing Fees)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|minimax-small|BILL", "prompt": "c225-s2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** (Best for Simple Setup)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|minimax-small|Zenskar", "prompt": "c225-s2", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zenskar** (Best Free Option)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|mistral-small|Bill360", "prompt": "c225-s2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill360** and **BILL** are the top recommendations due to their B2B focus, automation features"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|mistral-small|BILL", "prompt": "c225-s2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bill360** and **BILL** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|mistral-small|Nickel", "prompt": "c225-s2", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If minimizing transaction fees is a priority, consider **Nickel**."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Melio", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Melio"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Bill.com (BILL)", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Bill.com (BILL)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Stripe", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Developer-friendly, but card fees (2.9% + $0.30) are high for large B2B invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Bill360", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Bill360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built specifically for SMB B2B (not adapted from consumer tools)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Square Invoices", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Flat-rate pricing, easy to start, but less robust for recurring B2B workflows"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|moonshot-small|Nickel", "prompt": "c225-s2", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lets you collect invoice payments without giving a cut to card processors"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|openai-small|Stripe Invoicing", "prompt": "c225-s2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Stripe Invoicing** if you want a flexible, modern AR payment portal"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|openai-small|QuickBooks Payments", "prompt": "c225-s2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Payments** is a strong choice, since it's tightly integrated with QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|openai-small|BILL", "prompt": "c225-s2", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** is also worth a look; its AR features include custom invoices, reminders"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|xai-small|BILL (formerly Bill.com)", "prompt": "c225-s2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BILL (formerly Bill.com) as a top accounts receivable (AR) payment portal for a small B2B business."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|xai-small|Nickel", "prompt": "c225-s2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Nickel** (Best Low/No-Cost Option)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|xai-small|Stripe Invoicing", "prompt": "c225-s2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe Invoicing** (Best for Online/Tech-Savvy B2B)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|xai-small|QuickBooks Payments", "prompt": "c225-s2", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Payments** (If You're Already on QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Stripe Invoicing", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Stripe Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Stripe Invoicing** is the best starting point for most small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Chaser", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**You want deep AR automation** ...: **Chaser** or **Invoiced by Flywire**."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|BILL AP/AR", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**You need to manage both AP and AR together**: **BILL AP/AR**."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Invoiced by Flywire", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chaser** or **Invoiced by Flywire**"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Monk", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**You want a dedicated payments hub** with strong analytics and autopay: **Monk**."}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Versapay", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Versapay** | Collaborative AR and workflow | Self-service portal"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|Billtrust", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Billtrust** | Larger SMBs needing robust portal"}, {"id": "mai-20260917-1752-baseline-2|c225-s2|zai-small|PayPal Invoicing", "prompt": "c225-s2", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "paraphrase", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**You're already using PayPal for other payments**: **PayPal Invoicing**."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|MELIO", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "MELIO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MELIO (Best for Accounts Payable / Paying Vendors)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stronger than Melio because it handles both incoming invoices from vendors and sending invoices to customers."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|STRIPE", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "STRIPE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "STRIPE (Best for Online/Contract-Based Revenue) ... Unmatched flexibility."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|QUICKBOOKS PAYMENTS", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QUICKBOOKS PAYMENTS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QUICKBOOKS PAYMENTS (Best for Simplicity)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|HELCIM", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "HELCIM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HELCIM (Best for High-Volume/Traditional Business Models)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|Square", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "low credit card processing rates compared to competitors like Stripe or Square"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|alibaba-small|Plooto", "prompt": "c225-s3", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SaaS Hybrids (BILL, Melio, Plooto)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|anthropic-small|Bill.com (BILL)", "prompt": "c225-s3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bill.com provides payment automation tools designed for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|anthropic-small|PayPal Business", "prompt": "c225-s3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "It's often the first step into digital B2B payments because of its simplicity and global reach"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|anthropic-small|Square", "prompt": "c225-s3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Square offers small businesses easy setup, low fees, and flexible payment methods"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|anthropic-small|Melio", "prompt": "c225-s3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Melio offers a free plan with ACH transfers, integrating with QuickBooks, Xero, and FreshBooks."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|anthropic-small|Stampli", "prompt": "c225-s3", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stampli works well for small to mid-sized businesses that are outgrowing basic AP tools"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|Bill.com", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Bill.com** if your team spends a lot of time on invoices, approvals, and AP/AR workflows."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|Melio", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Melio** if you mainly need to pay vendors easily and want flexible payment methods."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|Stripe", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Stripe and PayPal** focus on *payment acceptance*"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|PayPal Business", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Easiest for simple online payments, invoicing, and international clients."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|QuickBooks Payments", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when accounting sync matters more than advanced payment features."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|challenger-small|Wise Business", "prompt": "c225-s3", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Better for transparent cross-border transfers and multi-currency payments."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|Melio", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Melio** is the easiest starting point"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|BILL (Bill.com)", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you'd outgrow it toward **BILL** once you need advanced AP/AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|Stripe", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for accepting B2B payments online (receivables/build) with developer flexibility"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|Wise Business", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for cross-border payments and holding multiple currencies"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|Plooto", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AP/AR automation with a strong focus on accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|QuickBooks Payments / Bill Pay", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QuickBooks Payments / Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you already run your books in QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|deepseek-small|Ramp", "prompt": "c225-s3", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when you want bill pay combined with spend management and corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|google-small|Melio", "prompt": "c225-s3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio (Best for Simple, Domestic AP) ... highly popular among small teams due to its \"dead simple\" interface"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|google-small|BILL", "prompt": "c225-s3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL (Best for Growing Teams with Approval Workflows)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|google-small|Wise Business", "prompt": "c225-s3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wise Business is the go-to platform for small teams that prioritize low transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|google-small|Airwallex", "prompt": "c225-s3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airwallex (Best for All-in-One Global Spending & Expense Cards)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|google-small|Stripe", "prompt": "c225-s3", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe is the premier platform if you run a SaaS, digital agency, or e-commerce business"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|BILL", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The most widely adopted B2B payment automation tool for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|Melio", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "offers free ACH transfers and check payments, with no monthly subscription fee"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|Helcim", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best overall B2B payments solution, offering transparent pricing and automated fee optimization features."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|Stripe", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The top choice for developer-friendly integrations"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|PayPal Enterprise Payments (Braintree)", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal Enterprise Payments (Braintree)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for large-volume SaaS and subscriptions."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|QuickBooks Payments", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2Bs using QuickBooks accounting."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|Authorize.net", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for POS-based B2B transactions."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|PaymentCloud", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PaymentCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for high-risk B2B merchants."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|ConnectPay", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "The best EU-regulated B2B payment platform"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|meta-small|Wise Business", "prompt": "c225-s3", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Works well for transparent international transfers."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|minimax-small|BILL", "prompt": "c225-s3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** | Full AP/AR automation | $49/user/mo | Most widely adopted for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|minimax-small|Melio", "prompt": "c225-s3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Melio** if: Budget is primary concern, need basic ACH payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|minimax-small|Plooto", "prompt": "c225-s3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Plooto** if: Need both payables and receivables with international payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|minimax-small|Helcim", "prompt": "c225-s3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** B2B companies needing transparent processing"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|minimax-small|Stripe", "prompt": "c225-s3", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cons:** Not specialized for B2B AP/AR"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|Melio", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Very small businesses needing free ACH payments and check options."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|BILL (formerly Bill.com)", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small to mid-sized businesses wanting a one-stop-shop for AP/AR and payment automation."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|Helcim", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Standout Feature: Automated fee optimization and transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|Stripe", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Online B2B businesses and those needing developer-friendly integrations."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|QuickBooks Payments", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: B2Bs already using QuickBooks accounting."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|mistral-small|Wise Business (formerly TransferWise)", "prompt": "c225-s3", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: International transfers and transparent currency exchange."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|moonshot-small|Melio", "prompt": "c225-s3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Just paying bills domestically?** → **Melio** (simplest, free)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c225-s3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Growing Teams Needing More Control"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|moonshot-small|Wise Business", "prompt": "c225-s3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Paying global contractors?** → **Wise Business** (best FX rates)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|moonshot-small|Stripe", "prompt": "c225-s3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Building custom checkout?** → **Stripe** (most flexible)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|moonshot-small|Helcim", "prompt": "c225-s3", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Minimizing all fees?** → **Helcim** (interchange-plus savings)"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|openai-small|Melio", "prompt": "c225-s3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1–5 people, mostly domestic vendors:** **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|openai-small|BILL", "prompt": "c225-s3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small team that wants stronger approvals/AP controls:** **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|openai-small|Ramp", "prompt": "c225-s3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Startup already using cards/expense software:** **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|openai-small|Brex", "prompt": "c225-s3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Brex if: You want cards, cash accounts, and bill pay together"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|openai-small|Tipalti", "prompt": "c225-s3", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually overkill for a tiny local-only team; custom pricing/implementation is more involved"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|Helcim", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** - Best overall for cost savings and B2B features."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|Stripe", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stripe** - Best for online/digital B2B invoicing and international."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|Melio", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** - Best free/low-cost AP-focused for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|BILL (formerly Bill.com)", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for combined AP/AR automation"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|QuickBooks Payments", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if already using QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|Authorize.net", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Authorize.net", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Authorize.net (POS-heavy) or Plooto appear occasionally but are less universal for pure small-team B2B."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|xai-small|Plooto", "prompt": "c225-s3", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "appear occasionally but are less universal for pure small-team B2B"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|Stripe", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stripe is the industry standard for online businesses... **If you need to receive payments online:** Choose **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|Square", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Square", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Stripe** (if you are a developer/SaaS) or **Square** (if you want a simple website)."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|Helcim", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are worried about high processing fees:** Switch to **Helcim**."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|Melio", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you are paying your vendors and hate checks:** Choose **Melio**."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|Wise", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you are sending money to Europe or Asia:** Use **Wise**."}, {"id": "mai-20260917-1752-baseline-2|c225-s3|zai-small|PayPal", "prompt": "c225-s3", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you would typically use Stripe or PayPal to get the money into Wise"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|alibaba-small|Nickel", "prompt": "c225-s4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Cost Savings: Nickel ... **Nickel** is currently the standout option."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|alibaba-small|Melio", "prompt": "c225-s4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Melio** is widely considered the easiest-to-use platform for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|alibaba-small|Helcim", "prompt": "c225-s4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Credit Card Acceptance: Helcim ... generally superior to giants like Stripe for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|alibaba-small|Stripe", "prompt": "c225-s4", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "whereas Stripe charges a flat 2.9% + $0.30"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|anthropic-small|PayPal Business", "prompt": "c225-s4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "PayPal and Square are ideal for accepting payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|anthropic-small|Square", "prompt": "c225-s4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Square provides free POS software and mobile card readers with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|anthropic-small|Melio", "prompt": "c225-s4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio offers a free plan with ACH transfers"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|anthropic-small|Bill.com", "prompt": "c225-s4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for SMBs seeking an easy-to-use platform focused primarily on domestic US payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|anthropic-small|Nickel", "prompt": "c225-s4", "model": "anthropic-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like Nickel offering unlimited free ACH transfers with no monthly caps"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|challenger-small|Melio", "prompt": "c225-s4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is **Melio** if you're in the U.S. ... it offers a **free tier**"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|challenger-small|PayPal Business", "prompt": "c225-s4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**PayPal Business** is often the more budget-friendly, easy-to-start option for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|challenger-small|Helcim", "prompt": "c225-s4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you expect **growing volume** and want **transparent interchange-plus pricing**"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|challenger-small|Stripe", "prompt": "c225-s4", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually a better fit for workflow flexibility than for the absolute lowest-cost starter option"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|deepseek-small|Helcim", "prompt": "c225-s4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best B2B payment acceptance platform for a small company on a tight budget is **Helcim**"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|deepseek-small|Square", "prompt": "c225-s4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also look closely at **Melio** (free ACH) or **Square** (simple, free, flat 1% ACH)"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|deepseek-small|Stripe", "prompt": "c225-s4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Stripe** | Online/B2B SaaS | $0 | Strong API and international payments, ACH capped ~$5 |"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|deepseek-small|Melio", "prompt": "c225-s4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also look closely at **Melio** (free ACH)"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|deepseek-small|GoCardless", "prompt": "c225-s4", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "GoCardless", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **GoCardless** | International bank transfers | $0 | Low ACH rates, capped fees |"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|Stripe", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "typical consumer payment processors (like standard Stripe or PayPal) can quickly become expensive"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|PayPal", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typical consumer payment processors (like standard Stripe or PayPal) can quickly become expensive"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|Helcim", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Combined Credit Card & ACH Acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|Nickel", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Unlimited, Completely Free ACH"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|Forwardly", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Forwardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast Cash Flow (Instant/Real-Time Payments)"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|google-small|Melio (Get Paid)", "prompt": "c225-s4", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio (Get Paid)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for simple AP/AR syncing & Accounting Platforms"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|meta-small|Helcim", "prompt": "c225-s4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Helcim: Offers transparent pricing and automated fee optimization features, making it a great choice for small to mid-sized B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|meta-small|Melio", "prompt": "c225-s4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio: A simple B2B payments platform that supports ACH, wires, checks, card-funded vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|meta-small|Plooto", "prompt": "c225-s4", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plooto: Provides a payment automation platform that streamlines accounts payable and receivable processes for small and midsize businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Square (Square for Business)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square (Square for Business)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, **Square**, **Stripe**, or **PayPal** (all with no monthly fee) are usually the most cost-effective for card acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Stripe Payments", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe Payments", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Square** or **Stripe** (both no monthly fee, simple invoicing) | Easy to set up, free online invoicing, flat-rate card fees."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|PayPal Business", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Square**, **Stripe**, or **PayPal** (all with no monthly fee) are usually the most cost-effective for card acceptance"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Braintree (a PayPal service)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Braintree (a PayPal service)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Requires a bit of dev work for full feature set<br>• Less built-in invoicing than some competitors"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Authorize.net", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Authorize.net", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Authorize.net** (~$25/mo) + a compatible processor ... Solid gateway with built-in virtual terminal"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|GoCardless (Direct Debit)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "GoCardless (Direct Debit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**GoCardless** or **Stripe ACH** keep ACH-based B2B payments cheap"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Wave (Free invoicing & payments)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Wave (Free invoicing & payments)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need free invoicing and simple accounting, **Wave** is a good fit—provided you're okay with only card payments."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Bill.com (B2B payments & AP/AR)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Bill.com (B2B payments & AP/AR)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Higher cost – better suited when you need the full AP/AR workflow<br>• May be overkill for very low-volume, tight-budget use"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|minimax-small|Tipalti (B2B payments)", "prompt": "c225-s4", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Tipalti (B2B payments)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not a \"payment acceptance\" platform for receiving money – more for outgoing payments; cost can be high for small firms"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|mistral-small|Helcim", "prompt": "c225-s4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** and **Melio** are the top recommendations for small businesses with tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|mistral-small|Melio", "prompt": "c225-s4", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Helcim** and **Melio** are the top recommendations for small businesses with tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|Helcim", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Helcim** is consistently the top recommendation from recent reviews"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|Melio", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simplest and cheapest for ACH-only / net-30 style payments:** Melio"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|Plooto", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** or **Plooto** | Simple ACH for paying bills/getting paid"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|QuickBooks Payments", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Native invoicing/payment links, though card rates may be slightly higher"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|Stripe", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Very flexible, but typically flat-rate pricing (2.9% + 30¢) unless you negotiate custom rates"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|moonshot-small|Square", "prompt": "c225-s4", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "No monthly fee for basic processing, but less optimized for B2B interchange rates"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|openai-small|Helcim", "prompt": "c225-s4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most tight-budget small B2B businesses, I'd start with **Helcim**."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|openai-small|Square", "prompt": "c225-s4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is **ease of use over fee optimization**, pick **Square**."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|openai-small|Paystand", "prompt": "c225-s4", "model": "openai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Paystand", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Choose Paystand** only if... it's usually more of a fit for companies that can justify a dedicated B2B payments system."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Melio", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio stands out as the best B2B payment acceptance platform for a small company on a tight budget.**"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Helcim", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your volume grows or you need cards/POS, switch to Helcim."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Stripe", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher % fees eat into margins on large invoices"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Square Invoices", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ACH capped poorly for big B2B payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Wave", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited B2B depth; slower for complex AR"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|BILL", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Platforms like BILL ($45+/user/mo) or Stax ($99/mo) add subscriptions too soon for tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|xai-small|Stax", "prompt": "c225-s4", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Stax ($99/mo) add subscriptions too soon for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c225-s4|zai-small|Helcim", "prompt": "c225-s4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Helcim is the best overall B2B payment acceptance platform for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|zai-small|Stripe", "prompt": "c225-s4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Online B2B businesses and developers who need flexible APIs."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|zai-small|Payment Depot", "prompt": "c225-s4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "Payment Depot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trade-off: Higher monthly cost, which may not be ideal if you're very low volume."}, {"id": "mai-20260917-1752-baseline-2|c225-s4|zai-small|National Processing", "prompt": "c225-s4", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "budget", "raw": "National Processing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Very small businesses looking for a low-cost, entry-level solution."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Stripe", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "often cheaper than a \"flat rate\" model (like Stripe/Square basic tiers) at higher volumes"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Square", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a \"flat rate\" model (like Stripe/Square basic tiers)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Adyen", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When comparing vendors (e.g., Stripe, Adyen, Bill.com, Tipalti, Domo), score them on these top 5 metrics"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Bill.com", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When comparing vendors (e.g., Stripe, Adyen, Bill.com, Tipalti, Domo)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Tipalti", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "When comparing vendors (e.g., Stripe, Adyen, Bill.com, Tipalti, Domo)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|alibaba-small|Domo", "prompt": "c225-s5", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When comparing vendors (e.g., Stripe, Adyen, Bill.com, Tipalti, Domo)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|Stripe", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Want me to dig into specific vendors (e.g., Stripe, Adyen, PayPal, Bill, HighRadius, or all-in-one SMB platforms like Nickel/Bill.com)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|Adyen", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Stripe, Adyen, PayPal, Bill, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|PayPal", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Stripe, Adyen, PayPal, Bill, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|Bill", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stripe, Adyen, PayPal, Bill, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|HighRadius", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stripe, Adyen, PayPal, Bill, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|deepseek-small|Nickel", "prompt": "c225-s5", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Nickel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "all-in-one SMB platforms like Nickel/Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|google-small|EBizCharge", "prompt": "c225-s5", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Highly rated for its deep native integrations with QuickBooks, Sage, and SAP, along with automated Level 3 processing."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|google-small|Paystand", "prompt": "c225-s5", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Uses a fee-free digital payment network to incentivize bank-to-bank payments, bypassing credit card fees entirely."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|google-small|Stripe / Stripe Billing", "prompt": "c225-s5", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe / Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, you may need some developer support to implement it fully."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|google-small|Melio", "prompt": "c225-s5", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very popular for its simple, plug-and-play QuickBooks integration and highly cost-effective (often free) ACH bank transfers."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|google-small|Helcim", "prompt": "c225-s5", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for \"interchange-plus\" pricing with transparent rates and built-in Level 3 optimization for B2B card payments"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|Stripe", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms based on your needs (e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti)."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|Adyen", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|PayPal", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|Square", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|Melio", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|mistral-small|Tipalti", "prompt": "c225-s5", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Stripe, Adyen, PayPal, Square, Melio, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Stripe Checkout", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe Checkout", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "B2B buyers expect options that consumer-grade tools (like Stripe Checkout) don’t always support well."}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Melio", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some platforms like Melio or Nickel offer unlimited free ACH"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Nickel", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Nickel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some platforms like Melio or Nickel offer unlimited free ACH"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|BILL", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SMB-focused** | Melio, BILL, Square, Forwardly"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Square", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SMB-focused** | Melio, BILL, Square, Forwardly"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Forwardly", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Forwardly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SMB-focused** | Melio, BILL, Square, Forwardly"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Resolve Pay", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Resolve Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Growth/Scale-up** | Resolve Pay, Tipalti, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|Tipalti", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Growth/Scale-up** | Resolve Pay, Tipalti, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|moonshot-small|HighRadius", "prompt": "c225-s5", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Growth/Scale-up** | Resolve Pay, Tipalti, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Stripe", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 platforms: Stripe (dev-friendly, global)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Airwallex", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Airwallex/Modern Treasury (B2B-focused, low FX)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Modern Treasury", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Modern Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airwallex/Modern Treasury (B2B-focused, low FX)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Billtrust", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Billtrust/HighRadius (AR-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|HighRadius", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Billtrust/HighRadius (AR-heavy)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Helcim", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Helcim/Stax (low fees for volume)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|xai-small|Stax", "prompt": "c225-s5", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Helcim/Stax (low fees for volume)"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Helcim", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Helcim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Helcim** | Small to mid-sized B2B, transparent pricing | All-in pricing, fee optimization, strong AP/AR features"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Stripe", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Stripe** | Developer-friendly, global B2B, SaaS, subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Bill.com", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Bill.com** | SMB AP/AR automation"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Wise Business", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Wise Business** | International business transfers, transparent FX"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Airwallex", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Airwallex** | All-in-one global business finance"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|PhotonPay", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "PhotonPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**PhotonPay** | Global B2B, fiat + stablecoins"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Stax", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Stax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stax** | High-volume B2B | Higher limits, flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Authorize.net", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Authorize.net", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Authorize.net** | Integrations, PCI compliance"}, {"id": "mai-20260917-1752-baseline-2|c225-s5|zai-small|Braintree", "prompt": "c225-s5", "model": "zai-small", "cat": "b2b-payment-acceptance", "variant": "scale", "raw": "Braintree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Braintree** | Subscription B2B billing"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|Checkout.com", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Checkout.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why Avoid:** There are documented reports of abrupt merchant account terminations without clear recourse."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|Airwallex", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms with Aggressive \"Risk Controls\" (e.g., Airwallex, Razorpay) ... **Why Be Cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|Razorpay", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms heavily focused on international trade or emerging markets (like **Airwallex** and **Razorpay**) often utilize automated risk algorithms"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|BILL", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Extensive negative reviews cite \"extremely poor customer service,\" ... **Why Be Cautious:**"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|Intuit QuickBooks", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Intuit QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "legacy accounting software providers (like older versions of Intuit QuickBooks or desktop Sage products) ... **Why Avoid:** On a large B2B invoice, these fees are unsustainable."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|alibaba-small|Sage", "prompt": "c225-s6", "model": "alibaba-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "older versions of Intuit QuickBooks or desktop Sage products ... **Why Avoid:** On a large B2B invoice, these fees are unsustainable."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|challenger-small|PayPal", "prompt": "c225-s6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**PayPal Business**: convenient, but often carries higher fees than bank-transfer-based options, so it can be expensive as a primary B2B rail."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|challenger-small|Stripe", "prompt": "c225-s6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Stripe**: strong infrastructure, but small businesses should verify whether its card-first model and fee structure match their B2B payment mix."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|challenger-small|Payoneer", "prompt": "c225-s6", "model": "challenger-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Payoneer**: useful for cross-border and marketplace-connected businesses, but fees and FX costs can be material."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|PayPal Business", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Great as a payment *option* at checkout, but it's risky to build your entire B2B payments infrastructure on PayPal."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|Square", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Random account freezes and fund holds without warning...Better suited to in-person retail than invoice-heavy B2B operations."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|Stripe", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not ideal for invoice-heavy B2B needing deep accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|QuickBooks Payments", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Convenient but costly... Drains money on high-volume B2B."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|Bill.com", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "subscription fees (from ~$45/month) plus slow international payments (7+ days)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|deepseek-small|Melio", "prompt": "c225-s6", "model": "deepseek-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ACH limits and per-transaction costs that make it impractical as you scale"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Stripe", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Payment Aggregators (Stripe, Square, PayPal) ... Why B2B businesses should be cautious: Aggregators utilize automated, AI-driven underwriting."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Square", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Payment Aggregators (Stripe, Square, PayPal) ... The Risk: Sudden, automated account freezes."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|PayPal", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Payment Aggregators (Stripe, Square, PayPal) ... freeze your funds for up to 120–180 days"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Melio", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like Melio are highly popular and integrate well with accounting software, but ... complaints about the platform holding funds."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Bill.com", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Digital Bill Pay / Accounts Payable Platforms (e.g., Melio, Bill.com) ... The Risk: Unannounced payment delays and vendor friction."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Fiserv/First Data", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Fiserv/First Data", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy Merchant Service Providers (Fiserv/First Data, Worldpay, Global Payments, TSYS) ... notorious for sales tactics that target busy small business owners"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Worldpay", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "The Risk: Deceptive contracts, hidden fees, and predatory exit terms."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Global Payments", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Global Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "They frequently lock businesses into 3-to-5-year contracts with heavy \"Early Termination Fees\""}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|TSYS", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "TSYS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Legacy Merchant Service Providers (Fiserv/First Data, Worldpay, Global Payments, TSYS)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|google-small|Bank of America Merchant Services", "prompt": "c225-s6", "model": "google-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Bank of America Merchant Services", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "often resold by local banks under a different, trusted name (e.g., \"Bank of America Merchant Services\")"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|meta-small|Traditional banks", "prompt": "c225-s6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Traditional banks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While traditional banks are still an option for B2B payments, they may have higher fees and slower settlement speeds compared to alternative platforms."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|meta-small|BILL", "prompt": "c225-s6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A popular platform for SMB accounts payable and receivable, with features like AP/AR workflows and accounting sync."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|meta-small|Melio", "prompt": "c225-s6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "A platform that offers domestic bill payment and AP solutions for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|meta-small|Wise Business", "prompt": "c225-s6", "model": "meta-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A platform that specializes in international transfers and offers competitive exchange rates and low fees."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|minimax-small|BILL (Bill.com)", "prompt": "c225-s6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"the worst payment provider our business has ever worked with\"; poor customer service and unresponsive support"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|minimax-small|Stripe", "prompt": "c225-s6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complaints about high fees ... Funds holding issues with abrupt account holds"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|minimax-small|Razorpay", "prompt": "c225-s6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "described their experience as \"a complete disaster\" ... Horrendous customer support"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|minimax-small|Square", "prompt": "c225-s6", "model": "minimax-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While generally popular, some merchants have experienced account freezes"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|mistral-small|AvidXchange", "prompt": "c225-s6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms that small businesses should approach with caution or avoid... AvidXchange pressuring suppliers to join its payment network, delayed or missed vendor payments, and poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|mistral-small|BILL (formerly Bill.com)", "prompt": "c225-s6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While BILL is praised for scalability and ease of use, numerous users complain of poor customer service, challenges integrating with accounting systems, and limited international payment capabilities"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|mistral-small|Razorpay", "prompt": "c225-s6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Razorpay has received a high volume of negative reviews, with users citing unhelpful customer support, unexpected holds on funds, transaction errors, and recurring payment failures"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|mistral-small|Worldpay", "prompt": "c225-s6", "model": "mistral-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the lack of fee transparency and potential for unexpected costs make it a risky choice for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|AvidXchange", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**AvidXchange** ⚠️ **Why be cautious:** - **Poor customer support** ... **Not ideal for small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Leaders Merchant Services", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Leaders Merchant Services", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Hidden fees (internet fee, fraud management fee, batch header fee, PCI fees), double-charging, poor chargeback support"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Global Payments", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Global Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Unexpected hidden fees, expensive cancellation charges, sudden rate increases"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Adyen", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "€1,000 monthly minimums, 4-8 week onboarding for higher-risk accounts, pricing opacity"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Clover", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Clover", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional processors (Clover, Square for B2B) | Higher rates for B2B transactions, lack of Level 2/3 processing optimization"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Square", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional processors (Clover, Square for B2B) | Higher rates for B2B transactions, lack of Level 2/3 processing optimization"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Helcim", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Helcim** - Interchange-plus pricing, no monthly minimums, month-to-month"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Stripe", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Stripe** - Clear pricing (though can be expensive for manually entered cards)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|moonshot-small|Melio", "prompt": "c225-s6", "model": "moonshot-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Melio** - Simple ACH ($0.50/transaction), good for basic AP needs"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Stripe", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "notorious for suddenly freezing funds ... Fine for low-risk, high-volume if you read terms closely, but risky for newer SMBs."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Melio Payments", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Melio Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BBB rates it 2.21/5 ... Good for simple ACH if volumes are low, but test small first."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|BILL (Bill.com)", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Extremely low BBB rating (1.09/5 from 108 reviews) ... support failures amplify problems."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Authorize.net", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Authorize.net", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "flooded with \"worst support ever\" rants ... complaints say it suits enterprises more than SMBs."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Global Payments", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Global Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Reddit calls it a \"scam\" for gradual fee creep eroding small margins."}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Helcim", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Helcim", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer alternatives ... Helcim (transparent interchange-plus, Level 2/3 for B2B discounts)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Stax", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Stax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stax (high-volume)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|QuickBooks Payments", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "QuickBooks Payments (if you're in their ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Nickel", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "free-ACH options like Nickel/Plooto"}, {"id": "mai-20260917-1752-baseline-2|c225-s6|xai-small|Plooto", "prompt": "c225-s6", "model": "xai-small", "cat": "b2b-payment-acceptance", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "free-ACH options like Nickel/Plooto"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|Kyriba", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For pure treasury excellence & risk: Start with **Kyriba** or **ION Treasury**."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|ION Treasury (formerly Wallstreet Suite)", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury (formerly Wallstreet Suite)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For pure treasury excellence & risk: Start with **Kyriba** or **ION Treasury**."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|HighRadius", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B operational efficiency & AI forecasting: Evaluate **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|GTreasury (part of Ripple)", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury (part of Ripple)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises needing flexibility and comprehensive global cash management."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|TIS (Treasury Intelligence Solutions)", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For extreme global bank complexity: Look at **TIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|Trovata", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud-native (Kyriba, Trovata) vs. On-premise/Hybrid"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|alibaba-small|SAP", "prompt": "c227-l1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "On-premise/Hybrid (some GTreasury or SAP setups)"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|anthropic-small|Kyriba", "prompt": "c227-l1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Established providers like Kyriba, GTreasury, Fintech (formerly Indus), and Reval tend to have strong market presence"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|anthropic-small|GTreasury", "prompt": "c227-l1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Established providers like Kyriba, GTreasury, Fintech (formerly Indus), and Reval tend to have strong market presence"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|anthropic-small|Fintech (formerly Indus)", "prompt": "c227-l1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Fintech (formerly Indus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Established providers like Kyriba, GTreasury, Fintech (formerly Indus), and Reval tend to have strong market presence"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|anthropic-small|Reval", "prompt": "c227-l1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Reval", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Established providers like Kyriba, GTreasury, Fintech (formerly Indus), and Reval tend to have strong market presence"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|challenger-small|Kyriba", "prompt": "c227-l1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most defensible default choice is **Kyriba**"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|challenger-small|GTreasury", "prompt": "c227-l1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest alternative if you want enterprise treasury breadth"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|challenger-small|SAP S/4HANA Treasury", "prompt": "c227-l1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP S/4HANA Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is already standardized on SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|challenger-small|HighRadius", "prompt": "c227-l1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your enterprise B2B priority is automating order-to-cash, AP, and treasury workflows together"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|Kyriba", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Kyriba** is the safest \"best overall\" pick"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|GTreasury", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is a concern, **GTreasury** delivers nearly equivalent capability for less."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|FIS Quantum", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Won Best Treasury Management Software at the 2025 Global Finance awards"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|ION Treasury", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ION** if FX/hedge accounting is your dominant pain point"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|SAP Treasury and Risk Management", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP/Oracle treasury** if you want deep ERP-native integration"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|Oracle Treasury", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Oracle Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you run on SAP or Oracle ERP and want tight, native integration"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|TIS (Treasury Intelligence Solutions)", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**TIS (Treasury Intelligence Solutions)** has the broadest connectivity (11,000+ banking options)"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|HighRadius", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "if full suite is overkill and you just need automated cash positioning, **HighRadius** and **Trovata** ... are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|Trovata", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Trovata also has published pricing from ~$24K/year) are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|deepseek-small|Coupa Treasury", "prompt": "c227-l1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Coupa Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Coupa Treasury** integrates well with its broader business spend platform"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|Kyriba", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the gold standard for dedicated cloud-native enterprise treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SAP-Native Ecosystems... often the preferred choice"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|FIS (Quantum & Integrity)", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS (Quantum & Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FIS is highly suited for very large B2B corporations with complex capital markets"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|ION Treasury (Reval, Wallstreet Suite, IT2)", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury (Reval, Wallstreet Suite, IT2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best-in-class for corporations dealing with extreme currency volatility"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|HighRadius", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AR-Heavy, Order-to-Cash B2B Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|google-small|Trovata", "prompt": "c227-l1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trovata is a top choice... Best for Rapid, API-First Multi-Bank Visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|meta-small|HighRadius", "prompt": "c227-l1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best treasury management system for an enterprise B2B company is HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|meta-small|Ripple Treasury (powered by GTreasury)", "prompt": "c227-l1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ripple Treasury (powered by GTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Ripple Treasury (powered by GTreasury), Kyriba, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|meta-small|Kyriba", "prompt": "c227-l1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Ripple Treasury (powered by GTreasury), Kyriba, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|meta-small|SAP Treasury", "prompt": "c227-l1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Ripple Treasury (powered by GTreasury), Kyriba, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|HighRadius", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** would be my top recommendation due to its specific focus on B2B workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|Kyriba", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kyriba** is another top contender, widely used by large multinational organizations."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recently recognized as \"Best Treasury Management Software\" in industry awards"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|Trovata", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "AI-native platform with strong multibank connectivity"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|GTreasury", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Full-suite treasury management for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|SAP Treasury and Risk Management", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ideal if you're already in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|minimax-small|Oracle Treasury", "prompt": "c227-l1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for organizations using Oracle infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|mistral-small|Kyriba", "prompt": "c227-l1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** – Best for large global enterprises managing complex liquidity, FX risk, and payments across multiple entities."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|mistral-small|GTreasury (Ripple Treasury)", "prompt": "c227-l1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury (Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for centralized enterprise treasury and payments, with strong AI forecasting and enterprise-grade controls."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|mistral-small|HighRadius", "prompt": "c227-l1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise B2B companies looking to automate order-to-cash, accounts payable, and treasury workflows."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|moonshot-small|Kyriba", "prompt": "c227-l1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Kyriba** - Best for Complex Global Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|moonshot-small|HighRadius", "prompt": "c227-l1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "### 2. **HighRadius** - Best for B2B Automation ... **Best for:** Enterprise B2B companies automating AR, AP, and treasury workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|moonshot-small|GTreasury (Ripple Treasury)", "prompt": "c227-l1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury (Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value Enterprise Option"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|moonshot-small|FIS Quantum", "prompt": "c227-l1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for High-Volume Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|moonshot-small|Trovata", "prompt": "c227-l1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best AI-Native Alternative"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|openai-small|Kyriba", "prompt": "c227-l1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is usually **Kyriba**"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|openai-small|SAP Treasury and Risk Management", "prompt": "c227-l1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you are already heavily standardized on SAP and want tighter ERP-native integration"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|openai-small|GTreasury / Ripple Treasury", "prompt": "c227-l1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury / Ripple Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a strong choice for complex treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|openai-small|FIS Integrity", "prompt": "c227-l1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Integrity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly used by group treasury teams managing multiple entities, banks, debt, investments, and FX"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|openai-small|Coupa", "prompt": "c227-l1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if treasury is part of a broader spend/procure-to-pay transformation"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|xai-small|Kyriba", "prompt": "c227-l1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Kyriba or GTreasury if you're a large B2B enterprise focused on core treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|xai-small|GTreasury", "prompt": "c227-l1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Kyriba or GTreasury if you're a large B2B enterprise focused on core treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|xai-small|HighRadius Autonomous Treasury", "prompt": "c227-l1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius Autonomous Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B-heavy AR/cash application, prioritize **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|xai-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-l1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprises with heavy FX, derivatives, or commodity risk"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|xai-small|FIS (Quantum/Integrity)", "prompt": "c227-l1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS (Quantum/Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Ultra-large globals ($50B+ revenue) with complex multi-currency ops."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|Kyriba", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** offers the broadest feature set, deepest bank connectivity, and proven scale for global corporations."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|FIS Integrity / Quantum Cloud", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Integrity / Quantum Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FIS Integrity** or **HighRadius** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|HighRadius", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies with heavy AR/AP automation needs, **HighRadius** provides a tightly integrated order-to-cash and treasury suite."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|Modern Treasury", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "API-first, developer-friendly; ideal if your treasury team is tech-savvy"}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|Ripple Treasury (GTreasury)", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ripple Treasury (GTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for centralized treasury across many entities/currencies, with governed AI for FX and hedge analytics."}, {"id": "mai-20260917-1752-baseline-2|c227-l1|zai-small|SAP Treasury & Risk Management", "prompt": "c227-l1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you already run SAP S/4HANA, **SAP Treasury & Risk Management** is a natural fit."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|alibaba-small|Oracle OTM Cloud (Oracle Transportation Management)", "prompt": "c227-l2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle OTM Cloud (Oracle Transportation Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Oracle OTM Cloud ... widely considered the gold standard for large, global organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|alibaba-small|SAP Transportation Management (SAP TM)", "prompt": "c227-l2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP Transportation Management (SAP TM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: SAP Transportation Management (SAP TM)"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|alibaba-small|Smartling", "prompt": "c227-l2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Smartling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: Smartling ... frequently rated #1 on G2 for enterprise TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|alibaba-small|Phrase (by Memsource)", "prompt": "c227-l2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Phrase (by Memsource)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: Phrase (by Memsource)"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|anthropic-small|Trados (SDL Trados Cloud)", "prompt": "c227-l2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Trados (SDL Trados Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Industry leader with strong enterprise support"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|anthropic-small|Smartling", "prompt": "c227-l2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Smartling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-based, scalable, good for content-heavy companies"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|anthropic-small|Phrase (formerly Memsource)", "prompt": "c227-l2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Phrase (formerly Memsource)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong automation and integration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|anthropic-small|Lokalise", "prompt": "c227-l2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Lokalise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for software/app localization"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|anthropic-small|Crowdin", "prompt": "c227-l2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Crowdin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong community features, good for software projects"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|challenger-small|Oracle Transportation Management (Oracle OTM)", "prompt": "c227-l2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management (Oracle OTM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would generally recommend **Oracle Transportation Management (Oracle OTM)** as the first TMS to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|challenger-small|SAP TM", "prompt": "c227-l2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP TM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP TM** is a strong option if you are deeply invested in SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|challenger-small|Blue Yonder", "prompt": "c227-l2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you need stronger **planning + execution** integration at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|challenger-small|e2open", "prompt": "c227-l2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "e2open", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also relevant for large B2B supply-chain organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|Oracle Transportation Management (OTM)", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management (OTM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Oracle TM** is the safest \"enterprise-grade default,\""}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|Blue Yonder TMS", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Blue Yonder** is the strongest multi-capability supply-chain choice"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|SAP Transportation Management (TM)", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP Transportation Management (TM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP TM** wins if you're on SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|Manhattan Active TMS", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Manhattan Active TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Manhattan Active** is best for modern cloud-native operations with WMS synergy"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|MercuryGate/Infios", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate/Infios", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "also excellent for mid-to-large shippers at lower cost and much faster implementation"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|deepseek-small|3Gtms (Descartes)", "prompt": "c227-l2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms (Descartes)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "3Gtms (Descartes) are also excellent for mid-to-large shippers at lower cost"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|google-small|Kyriba", "prompt": "c227-l2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is the undisputed market leader in enterprise cloud treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|google-small|FIS Integrity", "prompt": "c227-l2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FIS Integrity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: High-complexity treasury departments requiring deep risk analysis, debt management, and rigorous regulatory compliance."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|google-small|Trovata", "prompt": "c227-l2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Modern, tech-forward finance teams that want to bypass lengthy traditional SWIFT implementations in favor of faster, API-first multi-bank connectivity."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|meta-small|Oracle OTM", "prompt": "c227-l2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle OTM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large global enterprises with complex logistics networks, offering enterprise-scale orchestration, scalability, and multi-entity support."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|meta-small|SAP TM", "prompt": "c227-l2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP TM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Suitable for companies already operating within the SAP ecosystem, providing deep integration with SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|meta-small|GoFreight", "prompt": "c227-l2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "GoFreight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-native TMS ideal for enterprise freight forwarders, offering a 4 to 8 week deployment"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|meta-small|CargoWise", "prompt": "c227-l2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "CargoWise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A global enterprise TMS with a strong rating on G2, suitable for large freight forwarders."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|minimax-small|Workday", "prompt": "c227-l2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** is consistently the most recommended solution for large enterprises with thousands of employees."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|minimax-small|SAP SuccessFactors", "prompt": "c227-l2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Large organizations needing global rollouts and multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|minimax-small|Oracle HCM Cloud / Oracle Talent Management Cloud", "prompt": "c227-l2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle HCM Cloud / Oracle Talent Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Large enterprises needing end-to-end talent management"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|minimax-small|Cornerstone", "prompt": "c227-l2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cornerstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Key strengths:** Highly adaptable, extensive features, strong learning management"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|minimax-small|Betterworks", "prompt": "c227-l2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Betterworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Companies wanting continuous performance management"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|mistral-small|Workday", "prompt": "c227-l2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workday** – A full HCM suite designed for large, often global organizations. It is highly scalable"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|mistral-small|SAP SuccessFactors", "prompt": "c227-l2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP SuccessFactors", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another leading HCM suite for large enterprises, particularly those already using SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|mistral-small|Oracle HCM Cloud", "prompt": "c227-l2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle HCM Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is a comprehensive solution for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|mistral-small|Ceridian Dayforce HCM", "prompt": "c227-l2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Ceridian Dayforce HCM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "all-in-one HCM platform built for large-scale, global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|mistral-small|Cornerstone OnDemand", "prompt": "c227-l2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cornerstone OnDemand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its adaptability and scalability, Cornerstone is a good fit for companies with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|Oracle Transportation Management (OTM)", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management (OTM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall ... If you don't have a strong ERP preference, **Oracle OTM** offers the most comprehensive enterprise capabilities"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|SAP Transportation Management (TM)", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP Transportation Management (TM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Companies already running SAP ERP"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|Blue Yonder Transportation Management", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder Transportation Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**General Pick: Oracle OTM or Blue Yonder**"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|Manhattan Active Transportation Management", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Manhattan Active Transportation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Companies wanting a broader supply chain suite (WMS + TMS)"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|Descartes TMS", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tier 2: Strong Alternatives ... Best for:** Global companies with complex international, multi-modal supply chains"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|moonshot-small|MercuryGate (now Infios)", "prompt": "c227-l2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate (now Infios)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Multi-modal 3PLs and managed transportation providers"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|openai-small|Smartling", "prompt": "c227-l2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Smartling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one **default recommendation for a very large B2B company**, I'd say **Smartling**"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|openai-small|Phrase TMS", "prompt": "c227-l2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Phrase TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Phrase** if product localization and marketing localization both matter"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|openai-small|memoQ TMS", "prompt": "c227-l2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "memoQ TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose memoQ** if your team is very process-driven, language-ops-heavy"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|xai-small|Oracle Transportation Management (OTM)", "prompt": "c227-l2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management (OTM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Oracle Transportation Management (OTM) as a top choice"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|xai-small|SAP TM", "prompt": "c227-l2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP TM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tight ERP integration, but steeper for non-SAP setups"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|xai-small|Blue Yonder", "prompt": "c227-l2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-heavy; suits very large freight spends."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|xai-small|Manhattan Associates", "prompt": "c227-l2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Manhattan Associates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Manhattan Active TMS | You need unified TMS + WMS for warehouse-heavy ops."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|xai-small|e2open", "prompt": "c227-l2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "e2open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leaders like Oracle, SAP, Blue Yonder, Manhattan Associates, and e2open all excel here"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|Phrase TMS", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Phrase TMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large B2B organizations with thousands of employees, **Phrase TMS** or **Smartling** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|Smartling", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Smartling", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Phrase TMS** or **Smartling** are the strongest starting points"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|TransPerfect GlobalLink", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "TransPerfect GlobalLink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full managed service; ideal if you want vendor-managed localization without building a complex internal workflow."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|Translated", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Translated", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Organizations that want a managed service with AI-assisted translation and a fully outsourced approach."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|RWS Trados Enterprise", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "RWS Trados Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong enterprise governance, on-prem / hybrid options, and deep integrations with SAP, Oracle"}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|XTM", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "XTM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Businesses that need a flexible platform that can scale from simple projects to full-blown enterprise programs."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|Lokalise", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Lokalise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If software/UI is your main focus → Phrase, Lokalise, or Crowdin."}, {"id": "mai-20260917-1752-baseline-2|c227-l2|zai-small|Crowdin", "prompt": "c227-l2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Crowdin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If software/UI is your main focus → Phrase, Lokalise, or Crowdin."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|Kyriba", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the market leader in pure-play treasury management."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|ION Treasury (formerly Wallstreet Suite)", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury (formerly Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ION Treasury has historically been the gold standard for **Financial Risk Management**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|FIS (Treasury Management / Integrity Quantum Cloud)", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS (Treasury Management / Integrity Quantum Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For:** High-volume global enterprises needing robust back-office processing and customization."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|Ripple Treasury", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Ripple** if you need to replace a legacy system quickly"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|GTreasury", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "often viewed as the closest peer to Kyriba in terms of feature set, but it frequently undercuts them on price"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|alibaba-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Choose SAP TRM** only if you are already married to the SAP S/4HANA ecosystem... generally lacks the \"best-of-breed\" banking connectivity"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Kyriba", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "an enterprise TMS like Kyriba or GTreasury earns its quote-based price"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|ION", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "large enterprise platforms (Kyriba, ION, FIS Quantum)"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|FIS Quantum", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "large enterprise platforms (Kyriba, ION, FIS Quantum) with deep instrument coverage"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|SAP", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP TRM is a deeply embedded module within the SAP S/4HANA ERP suite... designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Oracle", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ERP-native modules (SAP, Oracle) that eliminate integration complexity"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|GTreasury", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "an enterprise TMS like Kyriba or GTreasury earns its quote-based price"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|HighRadius", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "HighRadius is a software platform that offers AI-powered solutions designed to automate and streamline financial operations, including treasury management"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Coupa", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Coupa offers a cloud-based spend management platform with treasury capabilities designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Rho", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "built-in treasury products (Rho, Mercury, Brex \\u2014 the platform holds and invests the cash"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Mercury", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "built-in treasury products (Rho, Mercury, Brex"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Brex", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "built-in treasury products (Rho, Mercury, Brex"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|anthropic-small|Atlar", "prompt": "c227-l3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Atlar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some, including Atlar, also integrate payment capabilities, often referred to as a \"payment factory.\""}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|Kyriba", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** is the broadest \"enterprise default\" for global treasury teams"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|GTreasury", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often described as a strong alternative for teams focused on **centralized treasury operations**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|ION Treasury", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more attractive for organizations with **complex financial instruments**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|FIS Treasury/Quantum", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury/Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FIS** is highlighted for enterprise-scale cash management"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|SAP Treasury and Risk Management", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest when treasury must be tightly embedded in **SAP finance and ERP processes**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|Oracle Treasury Management", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "typically selected by organizations already standardized on Oracle"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|TIS", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stands out when the bottleneck is **bank connectivity and global payments execution**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|challenger-small|Coupa Treasury", "prompt": "c227-l3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "fits organizations that want treasury connected to **spend management and procurement**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|Kyriba", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** for the broadest global enterprise suite ... the overall graded market leader"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|GTreasury", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GTreasury** for strong capabilities at a more competitive price point"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|ION Treasury", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ION** for complex financial risk"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|FIS", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FIS (Quantum / Integrity Edition) - Best for: Banks and large corporates needing scalable, high-volume transaction processing"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|SAP Treasury", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP/Oracle** when you want a single ERP vendor"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|Oracle Treasury", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SAP/Oracle** when you want a single ERP vendor"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|TIS", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**TIS** when bank connectivity is the challenge"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|Trovata", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GTreasury and Trovata offer more accessible tiers"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|HighRadius", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "newer entrants (Concourse, HighRadius) are pushing autonomous forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|Modern Treasury", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "API/niche challengers — TIS, Trovata, HighRadius, Modern Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|deepseek-small|Concourse", "prompt": "c227-l3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Concourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer entrants (Concourse, HighRadius) are pushing autonomous forecasting and reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|google-small|Kyriba", "prompt": "c227-l3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the gold standard for global, multi-tenant SaaS treasury management."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|google-small|Ripple Treasury (formerly GTreasury)", "prompt": "c227-l3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury (formerly GTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is the first enterprise TMS with **native digital asset capabilities**."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|google-small|ION Treasury", "prompt": "c227-l3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unmatched capability in complex financial instruments, commodity trading, and highly specialized hedge accounting"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|google-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP TRM** has no equal if you want zero-latency synchronization."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|google-small|FIS (Quantum & Integrity)", "prompt": "c227-l3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS (Quantum & Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Highly regulated industries and massive global enterprises that prefer established, conservative, and deeply stable software architecture."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|meta-small|Kyriba", "prompt": "c227-l3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top systems include Kyriba, GTreasury, Trovata, and Concourse."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|meta-small|GTreasury", "prompt": "c227-l3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top systems include Kyriba, GTreasury, Trovata, and Concourse."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|meta-small|Trovata", "prompt": "c227-l3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top systems include Kyriba, GTreasury, Trovata, and Concourse."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|meta-small|Concourse", "prompt": "c227-l3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Concourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top systems include Kyriba, GTreasury, Trovata, and Concourse."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Kyriba", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large multinationals with complex global treasury operations - Key strengths: Most feature-complete platform, 9,000+ bank connections"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Ripple Treasury", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Fortune 500 companies seeking centralized treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|FIS Quantum", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large enterprises requiring comprehensive treasury capabilities"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|SAP Treasury", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Organizations already embedded in SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|TIS (Treasury Intelligence Solutions)", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Global enterprises focused on bank connectivity and payments automation"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Nomentia", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-sized to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|HighRadius Treasury", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Companies seeking AI-driven forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Coupa Treasury", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Organizations with strong procurement ties"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Trovata", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Modern, API-first organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|minimax-small|Nilus", "prompt": "c227-l3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Trovata & Nilus ... Cloud-native architecture"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|Kyriba", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the leader in graded capability breadth across cash, payments, risk, and debt management."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|FIS Treasury (Quantum/Integrity SaaS)", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury (Quantum/Integrity SaaS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: The largest global multinationals ($50B+ revenue) with complex, multi-entity, multi-currency treasury operations."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading in financial-risk management and trading lifecycle workflows."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|SAP Treasury and Risk Management", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Natural choice for SAP-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|GTreasury", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Enterprises seeking a strong alternative to Kyriba, often at a lower cost."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|mistral-small|Nomentia", "prompt": "c227-l3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excels in bank connectivity and intercompany processes."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|moonshot-small|Kyriba", "prompt": "c227-l3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market-leading cloud-native platform with 9,900+ bank connections"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|moonshot-small|FIS Quantum / Treasury and Risk Manager", "prompt": "c227-l3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum / Treasury and Risk Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose FIS Quantum if you're in a highly regulated industry requiring deep risk management and compliance"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|moonshot-small|ION Treasury", "prompt": "c227-l3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ION Treasury if you have complex derivatives, hedge accounting, and sophisticated investment management needs"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|moonshot-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose SAP TRM if you're already invested in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|moonshot-small|GTreasury", "prompt": "c227-l3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose GTreasury if you need strong real-time liquidity management at a competitive price point"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|openai-small|Kyriba", "prompt": "c227-l3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Kyriba** if you want **best-of-breed cloud treasury** with strong connectivity and liquidity optimization."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|openai-small|SAP Treasury and Risk Management", "prompt": "c227-l3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strongest when treasury should be deeply embedded into **SAP finance and accounting processes**"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|openai-small|FIS Treasury and Risk Manager (Integrity Edition)", "prompt": "c227-l3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury and Risk Manager (Integrity Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FIS** if you need a **traditional enterprise treasury workstation** with deep treasury operations support."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|openai-small|Coupa Treasury Management System", "prompt": "c227-l3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa Treasury Management System", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Coupa** if treasury is being aligned to **spend control and working capital**."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|Kyriba", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** - Often ranked #1 for comprehensive enterprise use."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|GTreasury", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close peer to Kyriba, strong in usability and value."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|FIS Quantum", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in risk and payments."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|ION Treasury", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leader in complex FX/risk."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|TIS", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Others frequently mentioned**: TIS (bank connectivity)"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|SAP Treasury and Risk Management", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Treasury and Risk Management (ERP-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|xai-small|Oracle Treasury", "prompt": "c227-l3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others frequently mentioned ... Oracle Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|Kyriba", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the \"all-around\" enterprise leader."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|SAP S/4HANA Treasury and Risk Management", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP S/4HANA Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company runs on SAP, this is often the default choice"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|FIS Quantum", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose FIS Quantum if you are a massive enterprise with complex banking relationships"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|ION Treasury", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ION Treasury if your core business is commodities or derivatives trading"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|GTreasury", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-to-upper market companies looking for a Kyriba alternative"}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|Modern Treasury", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "This is an API-first platform... the standard for companies moving money for third-party end-users."}, {"id": "mai-20260917-1752-baseline-2|c227-l3|zai-small|Trovata", "prompt": "c227-l3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market companies ($50M–$2B revenue) that need rapid implementation and published pricing."}, {"id": "mai-20260917-1752-baseline-2|c227-l4|alibaba-small|BlackLine", "prompt": "c227-l4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Fit for Predictability: BlackLine ... For the lowest administrative headache and most predictable bill:** Go with **BlackLine**"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|alibaba-small|Kyriba", "prompt": "c227-l4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kyriba** remains the industry gold standard, though you must negotiate carefully regarding licensing"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|alibaba-small|FIS", "prompt": "c227-l4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unlike competitors like Kyriba or FIS (which often tie costs to the number of *bank connections* or require massive custom-development fees)"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|alibaba-small|Gensuite", "prompt": "c227-l4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Gensuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Flexible Cloud Native: Gensuite ... highly configurable, no-code/low-code environment designed for compliance and treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|anthropic-small|Kyriba", "prompt": "c227-l4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** stands out as \nthe leading global enterprise treasury management platform"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|anthropic-small|Ripple Treasury (GTreasury)", "prompt": "c227-l4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Ripple Treasury (GTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is another strong choice, particularly if you want \ncentralized enterprise treasury with a modern payments future"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|anthropic-small|FIS Quantum", "prompt": "c227-l4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FIS Quantum** and **SAP Treasury** are also significant players for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c227-l4|anthropic-small|SAP Treasury", "prompt": "c227-l4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies already standardized on SAP, SAP S/4HANA Treasury offers deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|challenger-small|Kyriba", "prompt": "c227-l4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall fit:** **Kyriba** — strongest choice for large global enterprises needing broad treasury functionality"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|challenger-small|GTreasury", "prompt": "c227-l4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "positioned as Kyriba's closest peer and often **10–15% cheaper** in annual contract value"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|challenger-small|SAP Treasury", "prompt": "c227-l4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are SAP-standardized:** **SAP Treasury** — best when ERP integration is the priority"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|challenger-small|ION Treasury", "prompt": "c227-l4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if FX/hedge accounting is the core pain point:** **ION Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|Kyriba", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start your evaluation with **Kyriba** (best overall capability and industry benchmark) and **GTreasury** (comparable, cheaper)"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|GTreasury", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GTreasury** (comparable, cheaper) — both price by scope, not seats"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|FIS Quantum", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the choice for the very largest global multinationals ($50B+ revenue)"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|SAP Treasury & Risk Management", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the natural default if your ERP is already SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|Finmo (Enterprise plan)", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Finmo (Enterprise plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "put **Finmo's Enterprise tier** on your shortlist, while confirming it can match your functional complexity"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|deepseek-small|Trovata", "prompt": "c227-l4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more transparent, but mid-market focused with a base user cap"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|google-small|Cegid Allmybanks", "prompt": "c227-l4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Cegid Allmybanks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "natively includes **unlimited users** across all of its SaaS packages... allows you to onboard them with **zero marginal seat cost**"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|google-small|Trovata", "prompt": "c227-l4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "charges based on **connected bank accounts, transaction volumes, and premium modules**... It allows **unlimited users** across all enterprise tiers."}, {"id": "mai-20260917-1752-baseline-2|c227-l4|google-small|Kyriba", "prompt": "c227-l4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "By negotiating an ELA, Kyriba's pricing becomes a predictable, locked-in flat annual fee"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|google-small|SAP S/4HANA Treasury and Risk Management", "prompt": "c227-l4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP S/4HANA Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Enterprises already fully committed to the SAP S/4HANA ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c227-l4|google-small|FIS", "prompt": "c227-l4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional TMS deployments (Kyriba, SAP, FIS) can take 12 to 18 months and cost hundreds of thousands of dollars"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|meta-small|Kyriba", "prompt": "c227-l4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be a cloud-native treasury management system such as Kyriba, which is widely recognized and used by many large multinational organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|minimax-small|Treasury4 TMS", "prompt": "c227-l4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Treasury4 TMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Treasury4 TMS** or **Palm** would be your best bet for predictable costs"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|minimax-small|Palm Treasury", "prompt": "c227-l4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Palm Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Treasury4 TMS** or **Palm** would be your best bet for predictable costs"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|minimax-small|Trovata", "prompt": "c227-l4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More predictable than pure per-user models"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|minimax-small|Kyriba", "prompt": "c227-l4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate an **enterprise license** with GTreasury or Kyriba—but expect to pay $300K+ annually"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|minimax-small|GTreasury", "prompt": "c227-l4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GTreasury is typically 10-15% cheaper than Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|mistral-small|Kyriba", "prompt": "c227-l4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** stands out as the most widely deployed enterprise solution and the default choice for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|mistral-small|ION (Reval)", "prompt": "c227-l4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "ION (Reval)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options like ION (Reval) and Cobase are also used by large corporates"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|mistral-small|Cobase", "prompt": "c227-l4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Cobase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options like ION (Reval) and Cobase are also used by large corporates"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|moonshot-small|Kyriba", "prompt": "c227-l4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need true enterprise TMS with global scale | **Kyriba** or **GTreasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|moonshot-small|GTreasury", "prompt": "c227-l4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most predictable pricing model | **GTreasury** (modular structure)"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|moonshot-small|SAP S/4HANA Treasury", "prompt": "c227-l4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP S/4HANA Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already SAP-centric organization | **SAP S/4HANA Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|moonshot-small|Trovata", "prompt": "c227-l4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some newer platforms like **Trovata** or **Modern Treasury** offer more transparent pricing but are designed for different use cases"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|moonshot-small|Modern Treasury", "prompt": "c227-l4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Modern Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "offer more transparent pricing but are designed for different use cases"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|openai-small|Kyriba", "prompt": "c227-l4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a large enterprise seeking predictable TCO: Kyriba."}, {"id": "mai-20260917-1752-baseline-2|c227-l4|openai-small|Coupa Treasury", "prompt": "c227-l4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Coupa Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "pricing model based on **users and consumption**, which can become less predictable as usage grows to thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|openai-small|GTreasury", "prompt": "c227-l4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "subscription pricing that may depend on **modules, user counts, transaction volumes, and support level**, which can also make cost forecasting more variable"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|openai-small|Oracle", "prompt": "c227-l4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth evaluating if you already run a heavy Oracle or FIS finance stack and want vendor consolidation"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|openai-small|FIS", "prompt": "c227-l4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "worth evaluating if you already run a heavy Oracle or FIS finance stack and want vendor consolidation"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|Kyriba", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enterprise-grade TMS like Kyriba or GTreasury (now Ripple Treasury) stand out"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|GTreasury (Ripple Treasury)", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury (Ripple Treasury)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "enterprise-grade TMS like Kyriba or GTreasury (now Ripple Treasury) stand out ... 10-15% cheaper than Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|FIS Quantum", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume, regulated firms (banks/insurers) | Highly scalable for massive user bases"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|Trovata", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "unlike mid-market tools like Trovata at $24K+/yr base but limited scale"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|SAP Treasury", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Treasury (S/4HANA-integrated, per-user ERP model) or Oracle offers bundled predictability"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|xai-small|Oracle", "prompt": "c227-l4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SAP Treasury ... or Oracle offers bundled predictability"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|zai-small|Kyriba", "prompt": "c227-l4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Top Recommendation: Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|zai-small|GTreasury (by Ripple Treasury)", "prompt": "c227-l4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury (by Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Value Alternative: GTreasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l4|zai-small|Trovata", "prompt": "c227-l4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be aware it is primarily designed for mid-market transparency and may require custom enterprise tiers to handle the scale"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|deepseek-small|Coupa", "prompt": "c227-l5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "many TMS vendors (e.g., Coupa) run SOC 1 for their treasury suites"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|deepseek-small|Kyriba", "prompt": "c227-l5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ask the Kyriba-style questions: *Do you manage connectivity yourself or outsource it?"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|google-small|Kyriba", "prompt": "c227-l5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba: The global market leader for large enterprises. Extremely robust bank connectivity... However, implementation is often long, complex, and highly expensive."}, {"id": "mai-20260917-1752-baseline-2|c227-l5|google-small|Trovata", "prompt": "c227-l5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An API-first, modern cash management and forecasting platform... though it has traditionally been lighter on complex hedge accounting."}, {"id": "mai-20260917-1752-baseline-2|c227-l5|google-small|ION Group (Reval, Wallstreet Suite, IT2)", "prompt": "c227-l5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "ION Group (Reval, Wallstreet Suite, IT2)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly advanced, modular platforms ideal for companies with intense trading, complex derivatives"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|google-small|Coupa Treasury (formerly Bellin)", "prompt": "c227-l5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Coupa Treasury (formerly Bellin)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your procurement or AP department is already using Coupa"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|google-small|ERP-Native Modules (SAP Treasury or Oracle Treasury)", "prompt": "c227-l5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "ERP-Native Modules (SAP Treasury or Oracle Treasury)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though these systems often lack the agility of a standalone TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|meta-small|Kyriba", "prompt": "c227-l5", "model": "meta-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include Kyriba, FIS Quantum, and Oracle Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l5|meta-small|FIS Quantum", "prompt": "c227-l5", "model": "meta-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include Kyriba, FIS Quantum, and Oracle Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l5|meta-small|Oracle Treasury", "prompt": "c227-l5", "model": "meta-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include Kyriba, FIS Quantum, and Oracle Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|Kyriba", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "evaluating both established players (Kyriba, SAP Treasury, TreasuryXpress)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|SAP Treasury", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "evaluating both established players (Kyriba, SAP Treasury, TreasuryXpress)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|TreasuryXpress", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "TreasuryXpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluating both established players (Kyriba, SAP Treasury, TreasuryXpress)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|Atlar", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Atlar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "newer platforms (Atlar, Round, Tipalti) that may offer modern UX and cloud-native architecture"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|Round", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Round", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "newer platforms (Atlar, Round, Tipalti) that may offer modern UX and cloud-native architecture"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|minimax-small|Tipalti", "prompt": "c227-l5", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "newer platforms (Atlar, Round, Tipalti) that may offer modern UX and cloud-native architecture"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|Kyriba", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba or Reval for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|TreasuryX", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "TreasuryX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern UI, API-first, scalable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|Reval (Ion)", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Reval (Ion)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Kyriba or Reval for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|HighRadius", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius for AI-driven forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|Cashforce", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Cashforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cash flow analytics, forecasting, working capital"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|mistral-small|FIS (Treasury & Risk Mgmt)", "prompt": "c227-l5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS (Treasury & Risk Mgmt)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legacy strength, global banking, compliance"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|moonshot-small|Kyriba", "prompt": "c227-l5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** | Global complexity, extensive bank connectivity | $300K–$600K+ (regional enterprise) | 6-12 months"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|moonshot-small|GTreasury", "prompt": "c227-l5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GTreasury** | Lower TCO, faster implementation | ~10-15% below Kyriba | 3-6 months"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|moonshot-small|SAP Treasury", "prompt": "c227-l5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Treasury** | If you're SAP-centric | Custom quote"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|moonshot-small|ION Treasury", "prompt": "c227-l5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ION Treasury** | Heavy FX/hedge accounting needs | Enterprise quote"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|Kyriba", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba (strong connectivity)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|HighRadius", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius (AI forecasting)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|GTreasury", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GTreasury (risk tools)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|Nomentia", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top players like Kyriba, HighRadius, GTreasury, Nomentia, Trovata, Coupa Treasury, and SAP Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|Trovata", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trovata/Palm (lightweight aggregation)"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|Coupa Treasury", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Coupa Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top players like Kyriba, HighRadius, GTreasury, Nomentia, Trovata, Coupa Treasury, and SAP Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|SAP Treasury", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Top players like ... Coupa Treasury, and SAP Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l5|xai-small|Palm", "prompt": "c227-l5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Palm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Trovata/Palm (lightweight aggregation)"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|alibaba-small|SAP S/4HANA", "prompt": "c227-l6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP S/4HANA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While SAP S/4HANA and Oracle ERP have robust treasury modules, they are generally **not recommended as a standalone solution** for complex, large multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|alibaba-small|Oracle ERP", "prompt": "c227-l6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle ERP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While SAP S/4HANA and Oracle ERP have robust treasury modules, they are generally **not recommended as a standalone solution**"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|challenger-small|SAP Treasury and Risk Management", "prompt": "c227-l6", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Treasury and Risk Management can be strong for SAP-centric groups, but if you are not deeply standardized on SAP, you may face more integration and process constraints"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Trovata", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reviewers frequently cite **bank connectivity issues** and **forecast-stream lags**... they may be risky as a sole system for a very large, complex global treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Atlar", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Atlar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some fintech-focused TMS platforms (e.g., **Trovata**, **Atlar**)... may be risky as a sole system for a very large, complex global treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Kyriba", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Kyriba** – robust, scalable, modern API-first, but watch pricing tiers"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|GTreasury", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**GTreasury** – close peer, often 10-15% cheaper, strong for complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|ION Treasury", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**ION Treasury** (complex, fragmented product line; ensure they have a clear roadmap for your modules)"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Agicap", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB-focused platforms (like Agicap, early-stage fintech TMS) that lack deep global bank connectivity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Modern Treasury", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Modern Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better suited for fintechs/marketplaces, not for Fortune 500 multinationals with complex hedging and intercompany structures"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|FIS Treasury (Quantum/Integrity)", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Treasury (Quantum/Integrity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "often perceived as **outdated and slow-moving**... this vendor warrants careful scrutiny"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|SAP Treasury", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Old ERP-embedded treasury modules** (SAP Treasury, Oracle Treasury)... often require heavy customization and fall behind best-in-class TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|deepseek-small|Oracle Treasury", "prompt": "c227-l6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(SAP Treasury, Oracle Treasury) if you need advanced risk management—they often require heavy customization"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|ION Treasury", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**ION Treasury** is the absolute giant in this space... Treasury circles frequently cite ION for aggressive contracting, high maintenance/license escalators"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Agicap", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like **Agicap, Trovata,** and **TreasuryView** are excellent for smaller businesses. However, a large, complex enterprise should avoid them"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Trovata", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "a large, complex enterprise should avoid them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|TreasuryView", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryView", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "a large, complex enterprise should avoid them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Oracle", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built-in treasury modules (such as standard modules within Oracle, Workday, or Microsoft Dynamics)... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Workday", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "built-in treasury modules (such as standard modules within Oracle, Workday, or Microsoft Dynamics)... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Microsoft Dynamics", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "built-in treasury modules (such as standard modules within Oracle, Workday, or Microsoft Dynamics)... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "highly robust and widely used by Fortune 500 companies. However, it requires a massive implementation budget and highly specialized consultants"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|Kyriba", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for best-of-breed standalone cloud systems (like Kyriba or GTreasury/Ripple Treasury) instead"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|google-small|GTreasury (now Ripple Treasury)", "prompt": "c227-l6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury (now Ripple Treasury)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Platforms like **Kyriba** or **GTreasury (now Ripple Treasury)** that offer automatic, continuous upgrades"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|meta-small|Kyriba", "prompt": "c227-l6", "model": "meta-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some examples of TMS that may be suitable for large enterprises include Kyriba, GTreasury, and FIS Integrity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|meta-small|GTreasury", "prompt": "c227-l6", "model": "meta-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some examples of TMS that may be suitable for large enterprises include Kyriba, GTreasury, and FIS Integrity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|meta-small|FIS Integrity", "prompt": "c227-l6", "model": "meta-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some examples of TMS that may be suitable for large enterprises include Kyriba, GTreasury, and FIS Integrity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|mistral-small|TIS", "prompt": "c227-l6", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Niche or Payment-Hub-First Solutions**: Such as TIS or Coupa Treasury, which may not offer full treasury platform functionality"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|mistral-small|Coupa Treasury", "prompt": "c227-l6", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Coupa Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Such as TIS or Coupa Treasury, which may not offer full treasury platform functionality and are better suited for organizations with simpler treasury needs."}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|SAP Treasury and Risk Management (TRM)", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management (TRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP Treasury and Risk Management (TRM) — Approach with Extreme Caution"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|ION Treasury", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ION Treasury — Caution Due to Portfolio Complexity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|Kyriba", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kyriba — Caution for Speed-to-Value Expectations ... don't select it if you need rapid deployment"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|Agicap", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mid-Market / Lightweight Tools for Large Enterprises — Avoid ... Agicap: G2 reviews highlight \"integration issues with DATEV and banks\""}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|Trovata", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Trovata: Some reviewers report \"bank connectivity issues not experienced with other TMS tools\""}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|TreasuryXpress", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryXpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider Instead... TreasuryXpress, Salmon, or newer cloud-native entrants"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|Salmon", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Salmon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "TreasuryXpress, Salmon, or newer cloud-native entrants"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|GTreasury", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "GTreasury, modern cloud-native TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|moonshot-small|FIS Integrity", "prompt": "c227-l6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Kyriba, ION (selected product), FIS Integrity"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|Kyriba", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize Leaders for Scale**: Kyriba, ION, FIS Integrity/Quantum, GTreasury for large/global ops (strong Gartner/G2 ratings, deep connectivity)."}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|FIS", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kyriba, ION, FIS Integrity/Quantum, GTreasury for large/global ops"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|ION Treasury", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Kyriba, ION, FIS Integrity/Quantum, GTreasury for large/global ops"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|GTreasury", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Kyriba, ION, FIS Integrity/Quantum, GTreasury for large/global ops"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|SAP Treasury and Risk Management", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ERP-Embedded Modules (e.g., SAP Treasury and Risk Management, Oracle Treasury)**: - **Why cautious?**... can feel clunky or limited"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|Oracle Treasury", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid if**: You're not SAP/Oracle-centric or need best-of-breed scalability"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|TreasuryXpress", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryXpress", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Mid-Market or \"Fast-Deployment\" TMS (e.g., TreasuryXpress, Salmon, Nomentia)... often lack depth in handling enterprise-scale volumes"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|Salmon", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Salmon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Optimized for smaller/mid-sized firms (under 10–15 entities)"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|Nomentia", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Nomentia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Optimized for smaller/mid-sized firms (under 10–15 entities)"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|FIS Quantum", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Quantum", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Vendors like FIS Quantum or ION Wallstreet Suite excel for giants ($50B+ revenue) but have 12–18+ month cycles and high costs"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|xai-small|ION Wallstreet Suite", "prompt": "c227-l6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Wallstreet Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "excel for giants ($50B+ revenue) but have 12–18+ month cycles and high costs—fine if complex, risky if you need speed"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|zai-small|TreasuryXpress", "prompt": "c227-l6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryXpress", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "### Systems to Avoid\n\n**1. TreasuryXpress**"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|zai-small|FIS Integrity", "prompt": "c227-l6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "### Systems to Be Cautious About\n\n**2. FIS Integrity**\n*   **Integration Issues:**"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|zai-small|Agicap", "prompt": "c227-l6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Integration and Customization Limitations:** While well-rated for ease of use, it faces challenges with integration"}, {"id": "mai-20260917-1752-baseline-2|c227-l6|zai-small|Salmon", "prompt": "c227-l6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Salmon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Salmon has very few public reviews or customer testimonials available"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|Kyriba", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|BlackLine", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is a top pick for mid-market B2B companies where Finance and Operations teams work closely together."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|Oracle Treasury", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Oracle Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the native treasury modules (especially via NetSuite OneWorld) are often sufficient for B2B cash visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|Prophet Matrix", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Prophet Matrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong player if you use Sage Intacct or MS Dynamics GP"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|FIS (FIS Global)", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS (FIS Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: B2B companies with complex international payment structures"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|HighRadius", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HighRadius is the leader in \"Intelligent Order-to-Cash.\""}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|Workiva", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Investor Reporting** (Publicly traded mid-market) | **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|alibaba-small|Riskonnect", "prompt": "c227-m1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you use derivatives, Kyriba or a dedicated module like Riskonnect is usually required"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|anthropic-small|Kyriba", "prompt": "c227-m1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Built for mid-market and enterprise organizations, it connects globally to monitor cash positions"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|anthropic-small|Trovata", "prompt": "c227-m1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The mid-market cash-visibility platform with published pricing, best for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|anthropic-small|GTreasury/Ripple Treasury", "prompt": "c227-m1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury/Ripple Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Serves over 1,000 customers at the mid-market to Fortune 500 range"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|anthropic-small|Ramp", "prompt": "c227-m1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tech-forward mid-market companies and scale-ups are the best fit"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|anthropic-small|TreasuryView", "prompt": "c227-m1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TreasuryView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "zeroes in on loan and debt management with a strongest fit for teams whose primary pain is loan portfolio management"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Kyriba", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best treasury management system is usually **Kyriba** if you want the most complete, enterprise-grade platform with strong midmarket fit"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Trovata", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trovata is often the better fit if your top priority is fast multi-bank cash visibility and forecasting at a lower lift"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Nomentia", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want modular cash/payments automation with strong mid-market usability:** **Nomentia** or **GTreasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|GTreasury", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compare it directly against **Trovata** and **GTreasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Concourse", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Concourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you want AI-driven autonomous treasury workflows:** **Concourse** or **Nilus**"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Nilus", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Concourse** or **Nilus**, depending on whether you prioritize auditability or AI forecasting depth"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|challenger-small|Centime", "prompt": "c227-m1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AR-driven forecasting and collections visibility | **Centime** or **Nilus**"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|Trovata", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trovata** is the best fit"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|GTreasury", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GTreasury** offers the best balance of full scope and lower TCO for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|Kyriba", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavier 6\\u201312 month implementation and higher cost — often more than a true mid-market company needs."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|Coupa Treasury (formerly BELLIN)", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Coupa Treasury (formerly BELLIN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid mid-market alternatives worth shortlisting"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|TIS", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "particularly TIS (modern, strong on payment/connectivity) if you need flexibility"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|deepseek-small|FIS Integrity", "prompt": "c227-m1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Integrity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solid mid-market alternatives worth shortlisting"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|google-small|Trovata", "prompt": "c227-m1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start by evaluating **Trovata** (for its speed and API simplicity)"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|google-small|Centime", "prompt": "c227-m1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alongside **Centime** (if you want to automate your invoice collection/payment workflows on a unified ledger)"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|google-small|Kyriba (Essentials Edition)", "prompt": "c227-m1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba (Essentials Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Highly Complex, Multinational Mid-Market Companies"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|google-small|HighRadius", "prompt": "c227-m1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Mid-Market B2B with High-Volume Receivables"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|google-small|Nomentia", "prompt": "c227-m1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European-Centric or Modular Needs"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|meta-small|GTreasury", "prompt": "c227-m1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. GTreasury: A cloud-native treasury and risk management platform that serves mid-market and upper mid-market organizations."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|meta-small|Trovata", "prompt": "c227-m1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "cloud-based treasury management system that offers modern multibank cash visibility, AI/ML forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|meta-small|Nomentia", "prompt": "c227-m1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "flexible and modular cloud-based Treasury Management System designed for mid-sized and large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|meta-small|Concourse", "prompt": "c227-m1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Concourse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Concourse: A treasury management system that offers AI agents that execute treasury & finance work"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|meta-small|HighRadius", "prompt": "c227-m1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "HighRadius: A treasury management system that offers AI cash forecasting at high volume"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|minimax-small|Centime", "prompt": "c227-m1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Centime** or **Trovata** as they specifically target this market segment"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|minimax-small|Trovata", "prompt": "c227-m1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Centime** or **Trovata** as they specifically target this market segment"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|minimax-small|Nilus", "prompt": "c227-m1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nilus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If AI-driven automation is a priority, **Nilus** offers cutting-edge agentic capabilities."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|minimax-small|Financial Navigator (A352)", "prompt": "c227-m1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Financial Navigator (A352)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for mid-cap and small-to-medium enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|mistral-small|GTreasury", "prompt": "c227-m1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**GTreasury** and **Trovata** are frequently cited as top choices due to their balance of functionality, ease of use, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|mistral-small|Trovata", "prompt": "c227-m1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**GTreasury** and **Trovata** are frequently cited as top choices"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|mistral-small|Nomentia", "prompt": "c227-m1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A flexible, cloud-based TMS designed for mid-sized and large enterprises, offering centralized cash management and payment automation."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|mistral-small|Concourse", "prompt": "c227-m1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Concourse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers AI agents for autonomous treasury and finance work, with strong auditability and a fit for mid-market to global enterprise users."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|moonshot-small|Trovata", "prompt": "c227-m1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-market B2B company looking for modern cash visibility and forecasting with minimal IT overhead, **Trovata** is the most popular choice today."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|moonshot-small|GTreasury", "prompt": "c227-m1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GTreasury** offers the best feature-to-price ratio in the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|moonshot-small|Kyriba", "prompt": "c227-m1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Scale & Comprehensive Coverage"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|moonshot-small|Nomentia", "prompt": "c227-m1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best European-Focused Option"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|moonshot-small|HighRadius Treasury", "prompt": "c227-m1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Heavy AR/treasury overlap** | HighRadius Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|openai-small|Kyriba", "prompt": "c227-m1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** is the strongest default choice ... choose Kyriba for most mid-market B2B companies with real treasury complexity"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|openai-small|SAP Treasury and Risk Management", "prompt": "c227-m1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you're already deep in SAP and want native ERP alignment"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|openai-small|GTreasury", "prompt": "c227-m1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want a treasury/risk platform with a strong reputation"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|openai-small|Modern Treasury", "prompt": "c227-m1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your main pain point is payment operations and API-driven money movement"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Trovata", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why Trovata Edges Out for Most Mid-Market B2B"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Kyriba", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive enterprise-grade with payments & risk ... Higher cost, longer setup (3–6 months)"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|GTreasury", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Demo 2–3: Start with Trovata (free trial) and GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Advanced FX/investments & analytics ... Steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Nomentia", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "European-focused SMB/mid-market cash ops ... Limited global scale"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Agicap", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "European-focused SMB/mid-market cash ops ... Limited global scale"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|HighRadius", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For lighter needs, consider HighRadius (AR-focused)"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Float", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "budget options like Float/Delta"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|xai-small|Delta", "prompt": "c227-m1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Delta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "budget options like Float/Delta"}, {"id": "mai-20260917-1752-baseline-2|c227-m1|zai-small|Trovata", "prompt": "c227-m1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Trovata** is widely regarded as the top choice for its balance of modern features, transparency, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|zai-small|GTreasury (now Ripple Treasury)", "prompt": "c227-m1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury (now Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Feature-Rich Choice: GTreasury (now Ripple Treasury)\n**Best for:** Comprehensive functionality and complex global operations."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|zai-small|Nomentia", "prompt": "c227-m1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nomentia is a strong contender. It focuses on \"treasury as a service\" that sits alongside your ERP."}, {"id": "mai-20260917-1752-baseline-2|c227-m1|zai-small|Kyriba", "prompt": "c227-m1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kyriba is the market leader and the benchmark against which others are measured. While it is more expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|alibaba-small|Blue Yonder", "prompt": "c227-m2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you want to stay away from \"enterprise\" tools (like Blue Yonder) which are often too rigid for a scaling company"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|alibaba-small|AscendTMS", "prompt": "c227-m2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "AscendTMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best for User Experience & Speed: AscendTMS ... one of the most highly-rated choices for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|alibaba-small|Carrier (formerly Carrier-i)", "prompt": "c227-m2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Carrier (formerly Carrier-i)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Complex Logistics: Carrier ... Carrier is a heavyweight contender"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|alibaba-small|Logitude", "prompt": "c227-m2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Logitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Visibility & Analytics: Logitude"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|alibaba-small|MercuryGate", "prompt": "c227-m2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MercuryGate is the \"standard\" mid-market solution ... battle-tested and incredibly robust"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Blue Yonder", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Blue Yonder** - comprehensive, strong for larger operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|E2open", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "E2open", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**E2open** - broad functionality and integrations"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Fourkites", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Fourkites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fourkites** - good for visibility and real-time tracking"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Kinaxis", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Kinaxis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kinaxis** - strong supply chain planning"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Logility", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Logility", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Logility** - focused on optimization"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Shipbob", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipbob", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Smaller, specialized solutions** - Shipbob, Flexport"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|anthropic-small|Flexport", "prompt": "c227-m2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Flexport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Smaller, specialized solutions** - Shipbob, Flexport"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|challenger-small|3Gtms", "prompt": "c227-m2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**3Gtms** is the safest choice for a mid-sized B2B shipper because it is described as **purpose-built for shippers**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|challenger-small|GoFreight", "prompt": "c227-m2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "GoFreight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GoFreight** — best for mid-market **freight forwarders** that want faster onboarding and a subscription model."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|challenger-small|MercuryGate", "prompt": "c227-m2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your priority is **managed transportation** rather than a lighter mid-market deployment"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|challenger-small|FreightPOP", "prompt": "c227-m2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another mid-market option, especially if you want a more general-purpose platform"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|3Gtms", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall: **3Gtms**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|FreightPOP", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd shortlist **FreightPOP** (if you value quick deployment and transparent pricing) and **3Gtms**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|MercuryGate", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex/Configurable Needs: **MercuryGate**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|MyCarrierTMS", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MyCarrierTMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Very low cost / LTL-first small-mid desk | **MyCarrierTMS** ($60–200/mo)"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|Warp TMS", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Warp TMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Warp TMS** ($0)"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|deepseek-small|Shipwell", "prompt": "c227-m2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipwell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$3M–$30M spend → FreightPOP / Shipwell"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|google-small|3Gtms", "prompt": "c227-m2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Shipper-First Operations: **3Gtms**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|google-small|Infios Transportation Management", "prompt": "c227-m2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Infios Transportation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified Supply Chain Execution (TMS + WMS): **Infios Transportation Management** *(formerly MercuryGate)*"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|google-small|Shipwell", "prompt": "c227-m2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shipwell** is an outstanding mid-market solution."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|google-small|MyCarrier", "prompt": "c227-m2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MyCarrier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for LTL-Heavy Shippers: **MyCarrier**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|google-small|Freightview", "prompt": "c227-m2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Freightview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Lightweight & Fast-to-Deploy: **Freightview** *(by C.H. Robinson)*"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|SuiteFleet", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SuiteFleet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular options include SuiteFleet, Oracle OTM, Infios TMS, 3Gtms, Alpega, Flexport, FourKites, Trimble TMW.Suite, Neurored, and FreightPOP."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Oracle OTM", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle OTM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular options include SuiteFleet, Oracle OTM, Infios TMS, 3Gtms..."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Infios TMS", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Infios TMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular options include SuiteFleet, Oracle OTM, Infios TMS, 3Gtms..."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|3Gtms", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular options include ... 3Gtms, Alpega, Flexport..."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Alpega", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Alpega", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular options include ... Alpega, Flexport, FourKites..."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Flexport", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Flexport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular options include ... Flexport, FourKites, Trimble TMW.Suite..."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|FourKites", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FourKites", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some popular options include ... FourKites, Trimble TMW.Suite, Neurored, and FreightPOP."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Trimble TMW.Suite", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Trimble TMW.Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some popular options include ... Trimble TMW.Suite, Neurored, and FreightPOP."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|Neurored", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Neurored", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some popular options include ... Neurored, and FreightPOP."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|meta-small|FreightPOP", "prompt": "c227-m2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some popular options include ... Neurored, and FreightPOP."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|minimax-small|MercuryGate", "prompt": "c227-m2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here are some top options frequently recommended for mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|minimax-small|SAP TMS (via Kuebix)", "prompt": "c227-m2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP TMS (via Kuebix)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Scalable solution - Good for companies looking to grow"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|minimax-small|Oracle TMS", "prompt": "c227-m2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle TMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Robust features - Best if already using Oracle products"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|minimax-small|Blue Yonder (JDA)", "prompt": "c227-m2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder (JDA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Advanced optimization capabilities - Good for complex supply chains"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|minimax-small|CTSI-Global", "prompt": "c227-m2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "CTSI-Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market friendly - Good visibility and tracking features"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|mistral-small|3Gtms", "prompt": "c227-m2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **3Gtms** for a best-in-class mid-market TMS with strong execution and configurability."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|mistral-small|MercuryGate", "prompt": "c227-m2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **MercuryGate** if you need a more comprehensive, multi-modal solution and have the resources for deeper implementation."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|mistral-small|FreightPOP", "prompt": "c227-m2", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **FreightPOP** if you want a unified, easy-to-use platform with strong automation and customer support."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|MercuryGate", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MercuryGate** — Best Overall for Mid-Market ... **Start with MercuryGate or 3G TMS**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|3G TMS (by Descartes)", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3G TMS (by Descartes)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with MercuryGate or 3G TMS** if you want a balanced, proven mid-market solution."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|Descartes Transportation Management", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes Transportation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Descartes** if you have international operations or heavy compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|project44", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "project44", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consider project44** if real-time visibility and customer communication are your top priorities."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|Blue Yonder (formerly JDA/BluJay)", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder (formerly JDA/BluJay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (For Mid-Market) ... Powerful but complex; 12-24 month implementations; enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|Manhattan Active TMS", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Manhattan Active TMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid (For Mid-Market) ... high cost; complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|moonshot-small|Oracle Transportation Management (OTM)", "prompt": "c227-m2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management (OTM)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Overkill for mid-market; requires significant IT resources"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|openai-small|Shipwell", "prompt": "c227-m2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipwell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My default pick:** **Shipwell** or **Cargoson**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|openai-small|Cargoson", "prompt": "c227-m2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cargoson", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My default pick:** **Shipwell** or **Cargoson**"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|openai-small|SAP Transportation Management", "prompt": "c227-m2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP Transportation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need broader enterprise depth:** **SAP Transportation Management** ... stronger fits, but they tend to make sense when you have more complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|openai-small|Oracle Transportation Management Cloud", "prompt": "c227-m2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Transportation Management Cloud** are stronger fits, but they tend to make sense when you have more complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|openai-small|Descartes Aljex", "prompt": "c227-m2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes Aljex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Descartes Aljex** is a strong option, especially for brokers, 3PLs, and shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|MercuryGate TMS", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate TMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend MercuryGate TMS as a strong starting point"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|3Gtms", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives based on your needs"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|GlobalTranz", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "GlobalTranz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3PL/broker hybrid, cost-focused B2B"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|Shipwell", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UI, mid-market visibility/automation"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|Descartes Aljex", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes Aljex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Freight brokerage, tracking (G2 top for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|Rose Rocket", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB-mid carriers/brokers, all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|Oracle", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise like Oracle/Blue Yonder (Gartner Leaders, but $$$$ and 6+ months setup)"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|xai-small|Blue Yonder", "prompt": "c227-m2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise like Oracle/Blue Yonder"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|MercuryGate", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Top Recommendation: MercuryGate (now a Blue Yonder solution)"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|ShipStation", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "who need more than basic tools like ShipStation"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|Blue Yonder Transportation Management", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Blue Yonder Transportation Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI‑first platform with built‑in AI features like route optimization, auto‑dispatch, and analytics."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|Truckbase", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Truckbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Truckbase if you're a carrier/3PL."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|Kuebix", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Kuebix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong Mid‑Market Shippers: Kuebix"}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|Rose Rocket", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rose Rocket if you're a broker/3PL."}, {"id": "mai-20260917-1752-baseline-2|c227-m2|zai-small|Cargoson", "prompt": "c227-m2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cargoson", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other Notable Mid‑Market TMS - Cargoson (Top 17 TMS list)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|Kyriba", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is widely considered the leader in the independent SaaS TMS space."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|ION Treasury", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A historic leader in the space, ION is renowned for its powerful data extraction engines."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|GTreasury", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "GTreasury provides a comprehensive suite covering cash, risk, and payments."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|FIS Global (Integrity)", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Global (Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Their Integrity platform offers a mix of SaaS and hosted solutions"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|SAP Treasury", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Treasury is the natural choice because it is built directly into the system"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|Nomentia", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a more agile, affordable alternative to Kyriba or GTreasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|alibaba-small|Oracle/Coupa", "prompt": "c227-m3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle/Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Integrated (SAP Oracle/Coupa):** These live inside the company's main ERP."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Kyriba", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best treasury management software in 2026 for most enterprise buyers is Kyriba (enterprise cash and payments suite) or GTreasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|GTreasury", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or GTreasury (Kyriba's closest peer, often 10 to 15 percent cheaper)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Trovata", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trovata for modern mid-market visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|HighRadius", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius for AI cash-forecasting accuracy"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|ION Treasury", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy platforms like SAP S/4HANA and ION Treasury typically require 12-24 months to implement"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|SAP", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Legacy platforms like SAP S/4HANA and ION Treasury typically require 12-24 months to implement"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Modern Treasury", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cloud-Native Challengers (Trovata, Modern Treasury)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Rho", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Built-in treasury products like Rho, Mercury, and Brex hold and invest the cash themselves"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Mercury", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Built-in treasury products like Rho, Mercury, and Brex hold and invest the cash themselves"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|anthropic-small|Brex", "prompt": "c227-m3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Built-in treasury products like Rho, Mercury, and Brex hold and invest the cash themselves"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Kyriba", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong all-around suite for **cash visibility, liquidity, payments, and bank connectivity** at scale."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|GTreasury", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Kyriba and GTreasury are broad enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when you want **deep native ERP integration** with enterprise controls."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Nomentia", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modular deployment** lets teams adopt treasury, payments, and liquidity in stages."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|TIS", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong on **global payments and multi-bank connectivity**."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Oracle Cash and Treasury Management", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Cash and Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Focuses on **settlement and post-trade automation** inside Oracle's finance ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Coupa", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Treasury is part of a broader **spend-to-treasury** workflow, not a pure treasury-only suite."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|FIS Treasury and Risk Manager (Integrity Edition)", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury and Risk Manager (Integrity Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong **cash, risk, and reporting depth** for large, complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Trovata", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Known for **multi-bank visibility** with more transparent/published pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|challenger-small|Modern Treasury", "prompt": "c227-m3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Built for **money movement and payment operations**, rather than traditional corporate treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|Kyriba", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is the clear market leader in cloud-native, multi-tenant TMS solutions. It is the default choice for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|FIS Treasury (Quantum & Integrity)", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury (Quantum & Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "known for its configurability and depth of reporting"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|ION Treasury", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need **complex derivatives and hedge accounting**, choose ION."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|SAP Treasury & Risk Management (TRM)", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury & Risk Management (TRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want **zero data gaps** and already run SAP/Oracle, choose the native ERP module."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|Oracle Treasury", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built into Oracle Fusion Cloud... offering strong native reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|GTreasury", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "GTreasury ... is Kyriba's closest direct peer"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|Trovata", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Trovata is the modern, API-native pioneer... However, it lacks the deep, complex debt/investment and hedge accounting features"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|deepseek-small|Nomentia", "prompt": "c227-m3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trovata/Nomentia"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Kyriba", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba is the undisputed market leader for enterprise-grade cash, risk, and payment management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|GTreasury", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GTreasury is Kyriba's closest competitor, often coming in at a slightly lower price point."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Trovata", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trovata has disrupted the market by abandoning legacy, slow-to-configure SWIFT connections in favor of modern, real-time banking APIs."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|ION Treasury", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unrivaled depth in financial risk management, commodities risk, complex hedging"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Reval", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Reval", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including **Reval** (known for SaaS hedge accounting)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Wallstreet Suite", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Wallstreet Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wallstreet Suite** (for mega-corporations/central banks)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|IT2", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "IT2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "and **IT2**"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "(However, implementation is notoriously long and requires specialized IT consultants)."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Nomentia", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Nomentia specializes in cash flow forecasting and payment hubs"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Serrala", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Serrala is heavily optimized for end-to-end inbound/outbound payment workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|Palm", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Palm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern / API-First (Trovata, Palm)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|HighRadius", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Choose HighRadius if:** Your cash flow is heavily dependent on complex invoice collections"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|google-small|DebtBook", "prompt": "c227-m3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Choose DebtBook if:** You are in the public sector, healthcare, or higher education"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|Kyriba", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|Ripple Treasury", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|FIS", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|DebtBook", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|Trovata", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|HighRadius", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top treasury management systems include Kyriba, Ripple Treasury, FIS, DebtBook, Trovata, HighRadius, and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|meta-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top treasury management systems include ... and SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|Kyriba", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best For: Large multinationals with global cash pools ... 9,900+ bank connections, real-time cash visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: World's largest, most complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|GTreasury", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market companies often find GTreasury more cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Enterprises running SAP S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|FIS Quantum", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FIS Quantum offers faster deployment"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|minimax-small|Ripple Treasury", "prompt": "c227-m3", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Fortune 500 centralized treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|ION Treasury Wallstreet Suite", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury Wallstreet Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Awarded Best Treasury Management Software for its comprehensive reengineering and robust features"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|Kyriba", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely adopted by global enterprises for its scalability and integration capabilities."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|Nomentia", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular, cloud-based TMS designed for mid-sized and large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|FIS Global (Integrity SaaS Solution)", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Global (Integrity SaaS Solution)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recognized for Most Innovative Treasury Solution, leveraging AI and advanced analytics."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|GTreasury", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive TMS with strong capabilities in cash, risk, payments, and accounting."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|SAP Treasury", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideal for organizations already using SAP for ERP and financial management"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|mistral-small|TIS (Treasury Intelligence Solutions)", "prompt": "c227-m3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focuses on global bank connectivity, payment automation, and compliance."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|Kyriba", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Kyriba** if you need the most comprehensive enterprise solution with global scale"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|GTreasury", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GTreasury** (Strong Alternative)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|ION Treasury", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ION Treasury** if FX hedging and complex risk management are priorities"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|SAP Treasury & Risk Management", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose SAP** if you're already embedded in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|Trovata", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Trovata** if you're mid-market and want modern API-driven architecture"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|FIS Integrity/Quantum", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Integrity/Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: Highly regulated environments (banks, insurers)"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|moonshot-small|Modern Treasury", "prompt": "c227-m3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Fintechs and marketplaces moving money for end users"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|Kyriba", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all-around enterprise TMS:** Kyriba or FIS."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|ION Treasury / Wallstreet Suite", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury / Wallstreet Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for very large, complex treasury orgs:** ION Wallstreet Suite."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|FIS Treasury, Risk and Payment Suite / Treasury and Risk Manager", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Treasury, Risk and Payment Suite / Treasury and Risk Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best all-around enterprise TMS:** Kyriba or FIS."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for SAP-heavy companies:** SAP Treasury and Risk Management."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|GTreasury", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for a strong specialist alternative:** GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|Coupa Treasury", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "often described more as cash and payments specialists or broader finance automation platforms than pure treasury suites"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|TreasuryXpress", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryXpress", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often described more as cash and payments specialists or broader finance automation platforms than pure treasury suites"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|openai-small|Serrala", "prompt": "c227-m3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tend to be stronger where payments, cash operations, or finance automation are the priority"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|Kyriba", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked #1 for enterprises; excels in real-time cash visibility, AI-powered forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|GTreasury", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Closest peer to Kyriba; strong in cash/risk/payments integration"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader for complex FX, derivatives, hedging, and trading"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|FIS (Quantum/Integrity)", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS (Quantum/Integrity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top for largest multinationals; robust multi-entity, multi-currency operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|Nomentia", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modular cloud platform for mid-to-large firms"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|Coupa Treasury (formerly Bellin)", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Coupa Treasury (formerly Bellin)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "suits procurement-heavy orgs but narrower full-suite scope"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|SAP Treasury and Risk Management", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SAP ERP users; deep integration for risk workflows and accounting"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|xai-small|TIS (Treasury Intelligence Solutions)", "prompt": "c227-m3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TIS (Treasury Intelligence Solutions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Payment-first, not full treasury suite"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|Kyriba", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For global enterprises with complex cash, FX, and risk needs: Kyriba, SAP Treasury, or FIS Quantum."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|SAP Treasury & Risk Management", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very high – deep ERP integration, long implementation"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|FIS Quantum (Treasury & Risk Manager)", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS Quantum (Treasury & Risk Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Generative AI queries, payment approval workflows, strong ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|ION Treasury (Wallstreet Suite)", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "ION Treasury (Wallstreet Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For large corporates with heavy hedge accounting and FX requirements: ION Treasury or Ripple Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|HighRadius Treasury", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For mid‑market teams wanting AI‑driven forecasting and modern UX: Trovata or HighRadius Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|Trovata", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For mid‑market teams wanting AI‑driven forecasting and modern UX: Trovata or HighRadius Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|Modern Treasury", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For fintechs and marketplaces focused on payments: Modern Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|GTreasury", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cost‑effective alternative to Kyriba, similar feature set"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|DebtBook", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "DebtBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For public‑sector organizations: DebtBook."}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|Ripple Treasury", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Ripple Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise treasuries needing full treasury stack + digital assets"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|TreasuryView", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For SMBs needing speed, clarity, and affordability: TreasuryView"}, {"id": "mai-20260917-1752-baseline-2|c227-m3|zai-small|Nilus", "prompt": "c227-m3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mid‑to‑enterprise teams wanting autonomous treasury | AI agents that reconcile, forecast, and act"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|TreasuryView", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value (Dedicated TMS): **TreasuryView** ... this is currently the most affordable dedicated SaaS solution."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|Mercury", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups & Minimalists: **Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|Float", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cash Flow Forecasting: **Float** or **Hypersight**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|Hypersight", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Hypersight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hypersight:** Highly customizable and integrates deeply with ERPs."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|Centime", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Mid-Market \"All-in-One\": **Centime** ... priced for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|Kyriba", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Kyriba / SAP BTP** | $10k+ / Month | High (Avoid if budget is tight)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|alibaba-small|SAP BTP", "prompt": "c227-m4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP BTP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Kyriba / SAP BTP** | $10k+ / Month | High (Avoid if budget is tight)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Centime", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Centime is ideal for SMBs and mid-market businesses seeking comprehensive treasury management without the enterprise-level price tag"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|TreasuryView", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TreasuryView and Agicap are purpose-built to give SMB finance teams structure, automation, and control"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Agicap", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TreasuryView and Agicap are purpose-built to give SMB finance teams structure, automation, and control"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Rho Treasury", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rho Treasury is suitable for venture-backed startups and mid-market companies, with no subscription fees"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Mercury Treasury", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rho Treasury requires a $50,000 minimum — one-fifth of Mercury Treasury's $250,000."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Round", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Round", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Round offers a self-serve setup with a free Launch tier and paid Growth and Enterprise tiers"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Kyriba", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise treasury management systems like Kyriba, SAP, and GTreasury are priced by quote and built for treasury teams"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|SAP", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise treasury management systems like Kyriba, SAP, and GTreasury are priced by quote"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|GTreasury", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise treasury management systems like Kyriba, SAP, and GTreasury are priced by quote"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|anthropic-small|Brex", "prompt": "c227-m4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "built-in treasury products like Rho, Mercury, and Brex hold and invest cash themselves"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|challenger-small|Kyriba", "prompt": "c227-m4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice is usually **not a full enterprise TMS** like Kyriba or GTreasury; those platforms are repeatedly positioned as better fits for larger, more complex organizations and can be costly"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|challenger-small|GTreasury", "prompt": "c227-m4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a full enterprise TMS** like Kyriba or GTreasury ... can be costly to implement and run"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|challenger-small|Agicap", "prompt": "c227-m4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Agicap** is one of the strongest budget-conscious SMB options"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|challenger-small|Mercury", "prompt": "c227-m4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercury** or **Rho Treasury** may be a better fit, since they are presented as startup-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|challenger-small|Rho Treasury", "prompt": "c227-m4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Startup wanting treasury plus banking in one place:** **Mercury** or **Rho Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|TreasuryView", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Or, jump straight to TreasuryView (€250/month) if you need professional-grade debt/forecast management"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Agicap", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Cash Flow and Forecasting\" Option (For growing startups/small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Rho Treasury", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they offer integrated treasury features ... directly within your business banking account"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Mercury", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "far lower than competitors like Mercury's $250,000 minimum"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Brex", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Brex/Startup payment platforms**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Trezy", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Start with Trezy ($39/month) if you are small and simple."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Zenfirst", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Zenfirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers a **free functional plan** with 1 bank connection and basic cash flow tools"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Ramp", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Use your bank's native dashboard (Mercury, Rho, Brex, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|Kyriba", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid:** Big-name enterprise platforms (Kyriba, GTreasury, FIS Integrity)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|GTreasury", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid:** Big-name enterprise platforms (Kyriba, GTreasury, FIS Integrity)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|deepseek-small|FIS Integrity", "prompt": "c227-m4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Integrity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**Avoid:** Big-name enterprise platforms (Kyriba, GTreasury, FIS Integrity)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Kyriba", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional, monolithic Treasury Management Systems (TMS) like Kyriba, GTreasury, or FIS Integrity are usually out of reach"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|GTreasury", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually out of reach. They typically require six-figure annual contracts"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|FIS Integrity", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually out of reach. They typically require six-figure annual contracts"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Centime", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Centime is one of the strongest and most cost-effective choices"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Trovata", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trovata is the leading modern, API-first alternative"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|TreasuryFlow", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Micro-Budget Alternative: If even $24K is too much, TreasuryFlow is an Excel-native tool"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Agicap", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agicap is a highly popular option"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Mercury", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Mercury or Rho if you are a startup that wants automated, high-yield cash management"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|google-small|Rho", "prompt": "c227-m4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "platforms like Mercury and Rho offer built-in \"Treasury\" accounts"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|Agicap", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|Kyriba", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|GTreasury", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|ION", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "ION", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|FIS Quantum", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|meta-small|SAP Treasury", "prompt": "c227-m4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top-rated systems include Agicap, Kyriba, GTreasury, ION, FIS Quantum, and SAP Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|Trezy", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a very tight budget, start with **Trezy or Agicap's free versions**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|Agicap", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a very tight budget, start with **Trezy or Agicap's free versions**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|ALTICASH", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "ALTICASH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free cash management software for freelancers, VSEs, and SMEs"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|Zenfirst tréso", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Zenfirst tréso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free option specifically designed for freelancers and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|TreasuryView", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider upgrading to **Centime or TreasuryView** for more advanced features"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|minimax-small|Centime", "prompt": "c227-m4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider upgrading to **Centime or TreasuryView** for more advanced features"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|mistral-small|Mercury + Treasury", "prompt": "c227-m4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury + Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** is ideal for startups and companies with at least $250K in cash"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|mistral-small|Agicap", "prompt": "c227-m4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Agicap** is a strong choice for smaller businesses wanting a modular, scalable treasury and cash flow management tool"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|mistral-small|Centime", "prompt": "c227-m4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Centime is praised for its ease of use and integration of cash management, forecasting, and payments in one platform."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Mercury", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** - Best overall; free with yield spread model; offers MMF/T-bills"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Meow", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Meow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Meow** - Maximizes yield; free (yield-based); direct T-bills"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Arc", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Arc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Arc** - For venture-backed startups; free with financing options"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|TreasuryView", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TreasuryView** at €250/month offers the best value with transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Agicap", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need cash flow forecasting primarily → Consider **Agicap** (though pricing isn't published)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Nomentia", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modular mid-market treasury | Not published | Modular pricing by feature"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Rho", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Banking + Treasury + AP | Free | Interchange-based model"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|Kyriba", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise systems like Kyriba or SAP Treasury** are likely too expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|moonshot-small|SAP Treasury", "prompt": "c227-m4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise systems like Kyriba or SAP Treasury** are likely too expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Kyriba", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice is usually **not** a full enterprise treasury platform like Kyriba or Coupa... tend to be expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Coupa", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the best choice is usually **not** a full enterprise treasury platform like Kyriba or Coupa"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Agicap", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely the strongest fit if you want a real treasury/cash-management tool without going straight to enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Treasury Suite", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Treasury Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "appears to offer budget-friendly setup fees and flexible monthly subscriptions"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|TreasuryView", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your budget is **very tight**, look first at **TreasuryView** or **Volo Cash**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Volo Cash", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Volo Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you're a very small or volunteer-run organization, it starts at **$500/year**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|openai-small|Moss", "prompt": "c227-m4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Moss", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Moss** can be a value option, though it's more of a spend platform than a classic TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|Kyriba", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise TMS like Kyriba are overkill/too pricey ($75K+)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|SAP", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the high costs of enterprise solutions (e.g., Kyriba or SAP, which start at $70K+/year)"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|Mercury", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Mercury (Best Overall Free Option for US Startups/SMBs)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|Rho", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rho (Strong Free Alternative, Especially for Scaling SMBs)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|Centime", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Centime (Affordable All-in-One for Mid-Market SMBs)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|Agicap", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modular cash forecasting (~$50-300/mo for SMEs); strong for multi-entity but requires demo."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|xai-small|TreasuryView", "prompt": "c227-m4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "\\u20ac250/mo (~$275 USD) for debt/loans; 30-day free trial, SMB-focused but niche."}, {"id": "mai-20260917-1752-baseline-2|c227-m4|zai-small|Agicap", "prompt": "c227-m4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best treasury management system (TMS) is generally **Agicap**"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|zai-small|Kyriba", "prompt": "c227-m4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While enterprise solutions (like Kyriba or SAP) cost six figures annually"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|zai-small|SAP", "prompt": "c227-m4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While enterprise solutions (like Kyriba or SAP) cost six figures annually"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|zai-small|TreasuryView", "prompt": "c227-m4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Debt Management: TreasuryView"}, {"id": "mai-20260917-1752-baseline-2|c227-m4|zai-small|Trezy", "prompt": "c227-m4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Most Affordable (Startup Level): Trezy"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|Kyriba", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Companies like *Kyriba*, *Workiva*, or *Fiserv*. These are purpose-built for treasury. They are expensive but offer deep functionality."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|Workiva", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies like *Kyriba*, *Workiva*, or *Fiserv*. These are purpose-built for treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|Fiserv", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Companies like *Kyriba*, *Workiva*, or *Fiserv*. These are purpose-built for treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|NetSuite", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use a modern cloud ERP (like NetSuite), check their native treasury module first. It’s cheaper and easier to support"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|TreasuryXL", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "TreasuryXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Smaller firms like *TreasuryXL* or *Buxl* (automation focused). These are great if your primary pain point is just automating AP/AR payments"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|alibaba-small|Buxl", "prompt": "c227-m5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Buxl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Smaller firms like *TreasuryXL* or *Buxl* (automation focused)."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|deepseek-small|Kyriba", "prompt": "c227-m5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "A quick shortlist of vendors common in the mid-market space: Kyriba, GTreasury, FIS, Oracle Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|deepseek-small|GTreasury", "prompt": "c227-m5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Kyriba, GTreasury, FIS, Oracle Treasury (if on Oracle ERP), Agicap"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|deepseek-small|FIS", "prompt": "c227-m5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Kyriba, GTreasury, FIS, Oracle Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|deepseek-small|Oracle Treasury", "prompt": "c227-m5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Oracle Treasury (if on Oracle ERP)"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|deepseek-small|Agicap", "prompt": "c227-m5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Agicap (leaner/mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|SAP Treasury", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tier 1: Enterprise Legacy (Avoid unless highly complex): Systems like *FIS, ION Treasury, or SAP Treasury*... far too expensive and complex for a 500-person firm."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|FIS Quantum", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS Quantum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Traditional enterprise systems (like SAP Treasury or FIS Quantum) can take 6 to 18 months."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|ION Treasury", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "ION Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tier 1: Enterprise Legacy (Avoid unless highly complex): Systems like *FIS, ION Treasury, or SAP Treasury*"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Trovata", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Trovata: Excellent for rapid, API-first cash visibility, multi-bank aggregation, and AI-driven forecasting. Highly user-friendly and quick to set up."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Kyriba", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both are industry giants that now offer scaled-down, quicker-to-implement packages for mid-market businesses."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|GTreasury", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kyriba / GTreasury (Mid-Market Tiers): Both are industry giants that now offer scaled-down, quicker-to-implement packages"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Nomentia", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Outstanding choices if you have significant European operations or require heavy multi-bank payment governance."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Embat", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Embat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Nomentia / Embat: Outstanding choices if you have significant European operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Centime", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Centime / Agicap: These platforms closely bundle AP, AR, and cash flow forecasting together"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|google-small|Agicap", "prompt": "c227-m5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "these tools are highly intuitive and cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|Kyriba", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "here are some leading TMS vendors for mid-large companies:\n- **Kyriba**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|TreasuryX (formerly TreasuryXpress)", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "TreasuryX (formerly TreasuryXpress)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **TreasuryX (formerly TreasuryXpress)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|Reval (now part of ION Group)", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Reval (now part of ION Group)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Reval (now part of ION Group)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|SAP S/4HANA Treasury", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP S/4HANA Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **SAP S/4HANA Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|Oracle Treasury", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Oracle Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|HighRadius", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|Cashforce", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Cashforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **Cashforce**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|FIS Quantum", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **FIS Quantum**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|GTreasury", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "- **GTreasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|mistral-small|Deloitte Treasury Services", "prompt": "c227-m5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Deloitte Treasury Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "- **Deloitte Treasury Services (for implementation/consulting)**"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|moonshot-small|Agicap", "prompt": "c227-m5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Solutions like Agicap, Kyriba, or FIS may fit better than enterprise-only platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|moonshot-small|Kyriba", "prompt": "c227-m5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Solutions like Agicap, Kyriba, or FIS may fit better than enterprise-only platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|moonshot-small|FIS", "prompt": "c227-m5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Solutions like Agicap, Kyriba, or FIS may fit better than enterprise-only platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|xai-small|Kyriba", "prompt": "c227-m5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kyriba for scalability"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|xai-small|HighRadius", "prompt": "c227-m5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HighRadius for forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|xai-small|Nomentia", "prompt": "c227-m5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your scale include Kyriba, HighRadius, Nomentia, ION Treasury, and Visual Risk"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|xai-small|ION Treasury", "prompt": "c227-m5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "ION Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your scale include Kyriba, HighRadius, Nomentia, ION Treasury, and Visual Risk"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|xai-small|Visual Risk", "prompt": "c227-m5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Visual Risk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your scale include Kyriba, HighRadius, Nomentia, ION Treasury, and Visual Risk"}, {"id": "mai-20260917-1752-baseline-2|c227-m5|zai-small|SAP Treasury", "prompt": "c227-m5", "model": "zai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Include both pure\\u2011play TMS providers and ERP\\u2011embedded treasury modules (e.g., SAP Treasury, Oracle Treasury, or specialized mid\\u2011market players)."}, {"id": "mai-20260917-1752-baseline-2|c227-m5|zai-small|Oracle Treasury", "prompt": "c227-m5", "model": "zai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Oracle Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ERP\\u2011embedded treasury modules (e.g., SAP Treasury, Oracle Treasury, or specialized mid\\u2011market players)"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|alibaba-small|Kyriba", "prompt": "c227-m6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution with:** **Kyriba** (and similar enterprise-heavy players like **SAP Treasury**)."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|alibaba-small|SAP Treasury", "prompt": "c227-m6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-heavy players like **SAP Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|alibaba-small|Trovata", "prompt": "c227-m6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look at mid-market specialists (like **Trovata** or **FIS Treasury Express**) which often offer faster deployment"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|alibaba-small|FIS Treasury Express", "prompt": "c227-m6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Treasury Express", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "mid-market specialists (like **Trovata** or **FIS Treasury Express**) which often offer faster deployment and better usability"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|alibaba-small|Agicap", "prompt": "c227-m6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution with:** **Agicap** (specifically for non-European or complex German setups)."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|Kyriba", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Despite being a market leader, it has recurring negative themes... Complex licensing and workflows... Steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|SAP Treasury", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Best only if you are already a heavy SAP ecosystem user. If you aren't, it requires deep SAP treasury expertise"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|ION Treasury (formerly Wall Street Systems / IT2)", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury (formerly Wall Street Systems / IT2)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "be cautious about the \"portfolio shuffle\" (they own many legacy products)"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|Datalog Finance (TLine)", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Datalog Finance (TLine)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "show almost no verifiable peer reviews for this vendor, which makes due diligence difficult... implementation risks are high"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|TIS", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "post-signing change orders—a common complaint across TIS and older legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|Trovata", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "user reviews specifically cite \"bank connectivity issues not experienced with other TMS tools\""}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|GTreasury", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ask potential vendors (Kyriba, GTreasury, TIS, FIS, Coupa) these three questions during the POC"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|FIS", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ask potential vendors (Kyriba, GTreasury, TIS, FIS, Coupa) these three questions"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|deepseek-small|Coupa", "prompt": "c227-m6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ask potential vendors (Kyriba, GTreasury, TIS, FIS, Coupa) these three questions"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|ION Treasury", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ION has a well-known reputation in the corporate treasury community for rigid multi-year contracts, steep price increases upon renewal, and aggressive commercial negotiations."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Reval", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Reval", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "The Consolidated \"Legacy\" Portfolios (e.g., ION Treasury) * **The Systems:** *Reval, IT2, Wallstreet Suite, City Financials, Openlink, Treasura*."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|IT2", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "IT2", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "getting dedicated, highly technical support for niche issues (especially on older platforms like IT2 or Wallstreet Suite) can be slower and more frustrating"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Wallstreet Suite", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Wallstreet Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "especially on older platforms like IT2 or Wallstreet Suite) can be slower and more frustrating than it was when these companies were independent"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|City Financials", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "City Financials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**The Systems:** *Reval, IT2, Wallstreet Suite, City Financials, Openlink, Treasura*."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Openlink", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Openlink", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**The Systems:** *Reval, IT2, Wallstreet Suite, City Financials, Openlink, Treasura*."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Treasura", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Treasura", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**The Systems:** *Reval, IT2, Wallstreet Suite, City Financials, Openlink, Treasura*."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|SAP Treasury", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Native ERP treasury modules are notoriously complex and rigid... *Avoid unless:* You are a massive global enterprise"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Oracle Treasury", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "ERP-Native Treasury Modules (e.g., SAP Treasury, Oracle Treasury)... notoriously complex and rigid"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|Kyriba", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "the most common complaints about Kyriba involve the steep learning curve, complex configuration requirements, and delayed onboarding timelines"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|google-small|FIS Quantum/Integrity", "prompt": "c227-m6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Quantum/Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "\"Overkill\" Enterprise Systems for Mid-Market Teams (e.g., Kyriba, FIS Quantum/Integrity)"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Older versions of SAP Treasury (non-S/4HANA)", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Older versions of SAP Treasury (non-S/4HANA)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Aging architecture, complex upgrades, limited cloud-native features"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Oracle Treasury modules", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle Treasury modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavy customization requirements, costly maintenance, migration challenges to Fusion"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|FIS Quantum/Integrity (legacy builds)", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Quantum/Integrity (legacy builds)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavy implementation cycles, complex integration requirements"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|ION Wallstreet Suite (older versions)", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Wallstreet Suite (older versions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Institutional focus may be overkill for corporate treasuries; complex FX derivatives modules"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Kyriba", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Has been rumored for sale; Bridgepoint-backed private equity ownership creates uncertainty about long-term product direction"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Coupa Treasury", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Coupa Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "integration into broader spend management platform may dilute treasury-specific focus"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Trovata", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Bank connectivity gaps compared to established players; forecast stream lags; limited advanced treasury risk depth"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Bottomline Technologies", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Bottomline Technologies", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Acquired; product roadmap may shift toward payment-centric features"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|HighRadius Treasury", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "HighRadius Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Narrower feature set vs. full-suite TMS; may require supplemental tools"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Round Treasury", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Round Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Sparse presence outside review sites; usage-based fees can obscure true costs"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|moonshot-small|Agicap", "prompt": "c227-m6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Better suited for SMB cash flow management than sophisticated treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|FIS Quantum", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Quantum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Older/Legacy Systems (e.g., some FIS Quantum or Oracle TMS modules): Frequently criticized for clunky interfaces, poor scalability... Avoid if you need cloud-native"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|Oracle TMS", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle TMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Older/Legacy Systems (e.g., some FIS Quantum or Oracle TMS modules): Frequently criticized for clunky interfaces, poor scalability for global ops, and high customization costs."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|Finastra Treasury", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Finastra Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Scores lower in some rankings... limited innovation, rigid workflows, and dependency on bank-specific setups, making it less ideal for non-financial institutions."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|SAP TMS", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP TMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy or overly complex systems (e.g., on-prem SAP TMS) amplify this."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|DebtBook", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "DebtBook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Avoid for enterprises if rated for mid-market only (e.g., some DebtBook competitors)."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|Kyriba", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Steer toward Leaders like Kyriba, GTreasury, or Visual Risk (high G2 scores ~4.4-4.8/5, strong in execution per Gartner)."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|GTreasury", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Steer toward Leaders like Kyriba, GTreasury, or Visual Risk"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|xai-small|Visual Risk", "prompt": "c227-m6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Visual Risk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Steer toward Leaders like Kyriba, GTreasury, or Visual Risk (high G2 scores ~4.4-4.8/5"}, {"id": "mai-20260917-1752-baseline-2|c227-m6|zai-small|SAP Treasury & Risk Management", "prompt": "c227-m6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SAP TRM ... is frequently cited as a \"cautionary\" choice for companies that do not have a dedicated treasury IT team or significant budget for implementation."}, {"id": "mai-20260917-1752-baseline-2|c227-m6|zai-small|Trovata", "prompt": "c227-m6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviews for some niche TMSs (e.g., Trovata) specifically mention \"bank connectivity issues not experienced with other TMS tools\""}, {"id": "mai-20260917-1752-baseline-2|c227-m6|zai-small|Kyriba", "prompt": "c227-m6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews for major players like Kyriba have mentioned \"inconsistent support responsiveness.\""}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Kyriba", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Kyriba or SAP—is usually overkill and too expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|SAP", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Kyriba or SAP—is usually overkill and too expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Bill.com", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Bill.com**. For most small B2B firms, the friction is in moving money out to vendors efficiently."}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|QuickBooks Online Advanced", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Multi-Entity Consolidation: **QuickBooks Online Advanced**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Float", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "layer **Float** on top of your accounting software if you want to get serious about long-term planning"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Ramp", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Corporate Spend Control: **Ramp** or **Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Mercury", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Corporate Spend Control: **Ramp** or **Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|alibaba-small|Tipalti", "prompt": "c227-s1", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Global Vendor Payments: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Kyriba", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise TMS platforms (like Kyriba, SAP Treasury, Murex) - Feature-rich but may be overkill for small companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|SAP Treasury", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Feature-rich but may be overkill for small companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Murex", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Murex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Feature-rich but may be overkill for small companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Bottomline", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Bottomline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market solutions (like Bottomline, Sage Intacct) - Better balanced for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Sage Intacct", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market solutions (like Bottomline, Sage Intacct) - Better balanced for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Brex", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fintech/lighter options (like Brex, Ramp) - Good for operational payments and cash management"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|Ramp", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fintech/lighter options (like Brex, Ramp) - Good for operational payments and cash management"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|anthropic-small|NetSuite", "prompt": "c227-s1", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Integrated ERP systems - If you're already using accounting software like NetSuite or Sage"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|Kyriba", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best treasury management system is usually **not** an enterprise suite like Kyriba or GTreasury"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|GTreasury", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually **not** an enterprise suite like Kyriba or GTreasury"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|Agicap", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Agicap** is the strongest fit for many small and SMB businesses"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|Mercury Treasury", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercury Treasury** or **Rho Treasury** are often better fits than a classic TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|Rho Treasury", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Rho Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need stronger controls and forecasting but still want a modern SMB tool:** **Rho Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|challenger-small|Nomentia", "prompt": "c227-s1", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you are already more mid-market and need deeper treasury workflows:** **Kyriba**, **GTreasury**, or **Nomentia**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Agicap", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical recommendation for most small B2B companies: Start with **Agicap**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Mercury + Treasury", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury + Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Mercury** if you're pre-revenue/early-stage and just want cash management"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|TreasuryView", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you manage business loans/debt"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Trovata", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for AI-driven visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Centime", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best all-in-one working capital"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Kyriba", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like **Kyriba, GTreasury, or SAP TRM**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|GTreasury", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise tools like **Kyriba, GTreasury, or SAP TRM**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|SAP TRM", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP TRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "avoid enterprise tools like **Kyriba, GTreasury, or SAP TRM**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|deepseek-small|Chaser", "prompt": "c227-s1", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "prioritize tools that help you chase, forecast, and collect on receivables (Agicap, Chaser, Centime)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Kyriba", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "traditional enterprise Treasury Management Systems (TMS) like Kyriba, GTreasury, or FIS Integrity are almost always a poor fit"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|GTreasury", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "like Kyriba, GTreasury, or FIS Integrity are almost always a poor fit"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|FIS Integrity", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS Integrity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "almost always a poor fit"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Centime", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Centime – Best Overall for SMBs (AP, AR, & Cash combined)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Trovata", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trovata is the industry leader in API-first bank connectivity"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Agicap", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Forecasting and \"What-If\" Scenario Planning"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Brex", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Utilize **Brex** or **Ramp** to handle both treasury yield and card expenses"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Ramp", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Utilize **Brex** or **Ramp** to handle both treasury yield and card expenses"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Clockwork.ai", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Clockwork.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "lightweight alternatives like **Clockwork.ai** or **Float**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|google-small|Float", "prompt": "c227-s1", "model": "google-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "lightweight alternatives like **Clockwork.ai** or **Float** which plug into Xero and QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|meta-small|Financial Navigator by A352", "prompt": "c227-s1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Financial Navigator by A352", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated treasury management systems for small businesses include Financial Navigator by A352, Mercury + Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|meta-small|Mercury + Treasury", "prompt": "c227-s1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury + Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top-rated treasury management systems for small businesses include Financial Navigator by A352, Mercury + Treasury"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|meta-small|Nilus", "prompt": "c227-s1", "model": "meta-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other platforms listed on websites such as G2 and Nilus"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|minimax-small|Agicap", "prompt": "c227-s1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Agicap** or **Kyriba** as they offer good balance of features, ease of use, and pricing for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|minimax-small|Kyriba", "prompt": "c227-s1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Agicap** or **Kyriba**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|minimax-small|Financial Navigator (A352)", "prompt": "c227-s1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Financial Navigator (A352)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for**: Mid-cap and small-to-medium enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|minimax-small|HighRadius", "prompt": "c227-s1", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: B2B companies automating order-to-cash and AP workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|mistral-small|Mercury + Treasury", "prompt": "c227-s1", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury + Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury + Treasury** stands out as a top choice for startups and growth-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|moonshot-small|Agicap", "prompt": "c227-s1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Agicap** – Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|moonshot-small|TreasuryView", "prompt": "c227-s1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TreasuryView** – Best for Debt-Focused B2B Companies"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|moonshot-small|Fygr", "prompt": "c227-s1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Fygr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fygr** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|moonshot-small|Pennylane", "prompt": "c227-s1", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Pennylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pennylane** – Best All-in-One (Accounting + Treasury)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|openai-small|Kyriba", "prompt": "c227-s1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best treasury management system is usually **not** an enterprise-heavy platform like Kyriba unless you have complex multi-entity, multi-bank, or global cash needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|openai-small|Agicap", "prompt": "c227-s1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want the **best general-purpose TMS for a small B2B company**, start with **Agicap**."}, {"id": "mai-20260917-1752-baseline-2|c227-s1|openai-small|Round Treasury", "prompt": "c227-s1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Round Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good choice if your priority is **cash management and better yield/treasury UX**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|openai-small|Atlar", "prompt": "c227-s1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Atlar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but it may be pricier and more implementation-heavy than simpler tools"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|openai-small|Modern Treasury", "prompt": "c227-s1", "model": "openai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if your main problem is **payments infrastructure and money movement**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Agicap", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Agicap** (Top Pick for Most Small B2B Firms)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Trovata", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "API-first for multi-bank consolidation and AI-driven reporting/forecasting. Lightweight for small teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|CAPIX", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "CAPIX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cloud-based for SMB treasury ops, investments, and cash management."}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Kyriba", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-leaning; pricier"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|GTreasury", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for very small"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|HighRadius", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AR-focused forecasting | $5K+/month | Receivables-heavy"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Nomentia", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payments/European compliance | Custom | Regional focus"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|SAP", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid**: Heavyweights like SAP or FIS (too complex/expensive)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|FIS", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "FIS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid**: Heavyweights like SAP or FIS (too complex/expensive)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Float", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Alternatives if Budget-Tight**: Free/cheap like Float or Pulse (cash forecasting only)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|xai-small|Pulse", "prompt": "c227-s1", "model": "xai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Alternatives if Budget-Tight**: Free/cheap like Float or Pulse (cash forecasting only)"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|zai-small|Agicap", "prompt": "c227-s1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Agicap is widely considered the leading choice for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|zai-small|Rho", "prompt": "c227-s1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups & Cash Management: **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|zai-small|Mercury", "prompt": "c227-s1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "similar fintechs like Mercury or Brex"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|zai-small|Brex", "prompt": "c227-s1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "similar fintechs like Mercury or Brex"}, {"id": "mai-20260917-1752-baseline-2|c227-s1|zai-small|Kyriba", "prompt": "c227-s1", "model": "zai-small", "cat": "treasury-management-systems", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It is prohibitively expensive for small B2Bs (starting at roughly $24,000/year), requires complex implementation, and is overkill"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|alibaba-small|FreightPOP", "prompt": "c227-s2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the overall top recommendation for a growing small business today is **FreightPOP**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|alibaba-small|ShipStation", "prompt": "c227-s2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If you frequently ship pallets (LTL) or heavy freight, ShipStation may not be suitable."}, {"id": "mai-20260917-1752-baseline-2|c227-s2|alibaba-small|Shippo", "prompt": "c227-s2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shippo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Developer/Tech-Heavy Models: Shippo ... an API-first solution"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|alibaba-small|Syrus", "prompt": "c227-s2", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Syrus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Syrus if: You need a partner that handles the physical brokerage side"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|anthropic-small|Shippo", "prompt": "c227-s2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shippo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Shippo** - user-friendly, good for multiple carriers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|anthropic-small|ShipStation", "prompt": "c227-s2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**ShipStation** - strong for multi-channel shipping"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|anthropic-small|Freightview", "prompt": "c227-s2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Freightview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Freightview** - good for LTL freight"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|anthropic-small|Project44", "prompt": "c227-s2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Project44", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Project44** - visibility-focused"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|anthropic-small|Flexport", "prompt": "c227-s2", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Flexport", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Flexport** - strong for international/complex logistics"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|challenger-small|SuiteFleet", "prompt": "c227-s2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SuiteFleet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit in the results is **SuiteFleet if you already use NetSuite, QuickBooks, or Salesforce**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|challenger-small|Rose Rocket", "prompt": "c227-s2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "otherwise **Rose Rocket** is the strongest general small-business option for companies running their own fleet"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|challenger-small|Onro", "prompt": "c227-s2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Onro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you mainly do local delivery or courier-style B2B shipping:** consider **Onro**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|challenger-small|Uber Freight TMS", "prompt": "c227-s2", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Uber Freight TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want the easiest, network-connected option for small-to-mid shipping:** consider **Uber Freight TMS**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|ShipStation / ShipEngine", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation / ShipEngine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ShipStation / ShipEngine** (best for getting started)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|Pacejet", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Pacejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pacejet** (best all-around small B2B shipper TMS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|Cargoson", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cargoson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cargoson** (best for freight rate comparison)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|Truckbase", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Truckbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your business operates its own small fleet/trucks"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|3Gtms", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3Gtms", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good upgrade path if you anticipate growth"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|MercuryGate", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pacejet** or **MercuryGate**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|Manhattan", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Manhattan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "don't jump straight to a heavyweight enterprise TMS (like Manhattan or BluJay) — those are overkill and expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|deepseek-small|BluJay", "prompt": "c227-s2", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "BluJay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "don't jump straight to a heavyweight enterprise TMS (like Manhattan or BluJay) — those are overkill and expensive"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|MyCarrier", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MyCarrier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MyCarrier** (Best Overall for LTL/Pallet-Heavy Shippers)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|Freightview", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Freightview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Freightview** is the gold standard for unifying both"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|Warp TMS", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Warp TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Warp offers a **$0 software model** for small/mid-size shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|AscendTMS", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "AscendTMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A highly flexible, cloud-based \"classic\" TMS with a basic free tier"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|FreightPOP", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FreightPOP** is a highly scalable mid-market solution"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|ShipStation", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for B2B Parcel-Heavy Shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|google-small|Descartes ShipRush", "prompt": "c227-s2", "model": "google-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes ShipRush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ShipStation** or **ShipRush** are heavily integrated with B2B e-commerce platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|GoFreight", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "GoFreight", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best TMS for small B2B businesses is GoFreight"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|Descartes ShipRush", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes ShipRush", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed by Descartes ShipRush for parcel operations"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|Freightos", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Freightos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Freightos and WebCargo for rate first workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|WebCargo", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "WebCargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freightos and WebCargo for rate first workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|Magaya", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Magaya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Magaya for warehouse integrated forwarders"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|20HiGH TMS", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "20HiGH TMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include 20HiGH TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|UniqTMS", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "UniqTMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include 20HiGH TMS, UniqTMS"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|ITS Dispatch", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ITS Dispatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ITS Dispatch, and Truckbase"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|meta-small|Truckbase", "prompt": "c227-s2", "model": "meta-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Truckbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ITS Dispatch, and Truckbase"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|minimax-small|Rose Rocket", "prompt": "c227-s2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Rose Rocket**\n- **Best for**: B2B carriers and brokers wanting cloud-based solutions"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|minimax-small|Descartes Aljex", "prompt": "c227-s2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Descartes Aljex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Descartes Aljex**\n- **Best for**: Brokers and 3PLs"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|minimax-small|Alvys", "prompt": "c227-s2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Alvys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Modern cloud-based options** with good B2B functionality"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|minimax-small|Cargoson", "prompt": "c227-s2", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Cargoson", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modern cloud-based options** with good B2B functionality"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|moonshot-small|Freightview", "prompt": "c227-s2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Freightview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Freightview** — Best Overall Value for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|moonshot-small|MyCarrierTMS", "prompt": "c227-s2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MyCarrierTMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MyCarrierTMS** — Most Affordable Option"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|moonshot-small|Warp TMS", "prompt": "c227-s2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Warp TMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Warp TMS** — Best Free Option ... Newer player, so evaluate if it meets your integration needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|moonshot-small|Rose Rocket", "prompt": "c227-s2", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rose Rocket** — Best for Growth-Oriented B2B"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|openai-small|FreightPOP", "prompt": "c227-s2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **FreightPOP** or **Shipwell** because they tend to be: easier to implement"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|openai-small|Shipwell", "prompt": "c227-s2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Shipwell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **FreightPOP** or **Shipwell**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|openai-small|C.H. Robinson's Navisphere", "prompt": "c227-s2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "C.H. Robinson's Navisphere", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need stronger freight optimization and multi-carrier management:** **C.H. Robinson's Navisphere**"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|openai-small|Uber Freight's platform", "prompt": "c227-s2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Uber Freight's platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Uber Freight's platform** can be worth a look"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|openai-small|Oracle Transportation Management Cloud", "prompt": "c227-s2", "model": "openai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle Transportation Management Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be powerful, though it may be more than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|FreightPOP", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "FreightPOP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: FreightPOP"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|Pacejet", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Pacejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Pacejet (3G.TMS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|ShipStation", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipStation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "moving beyond basic tools like ShipStation"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|MyCarrier", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MyCarrier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If LTL is your main mode, it's top-rated on G2 for SMB shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|MercuryGate", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "MercuryGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "but check if it's overkill for very small ops"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|Rose Rocket", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better if you're a carrier/broker/3PL hybrid, less ideal for pure shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|Alvys", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Alvys", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "less ideal for pure shippers"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|Oracle", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise giants like Oracle/SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|xai-small|SAP", "prompt": "c227-s2", "model": "xai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise giants like Oracle/SAP"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|zai-small|ShipperGuide by Loadsmart", "prompt": "c227-s2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "ShipperGuide by Loadsmart", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For simplicity & carrier network access:** ShipperGuide by Loadsmart"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|zai-small|3G TMS / Pacejet", "prompt": "c227-s2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "3G TMS / Pacejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For ERP integration:** 3G TMS / Pacejet"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|zai-small|Rose Rocket", "prompt": "c227-s2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Rose Rocket", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid platforms with no trial (e.g., Rose Rocket)"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|zai-small|Truckbase", "prompt": "c227-s2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Truckbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For automated dispatch & fleet growth:** Truckbase"}, {"id": "mai-20260917-1752-baseline-2|c227-s2|zai-small|Alvys", "prompt": "c227-s2", "model": "zai-small", "cat": "treasury-management-systems", "variant": "paraphrase", "raw": "Alvys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For quick onboarding & all-in-one quote-to-cash:** Alvys"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Kyriba", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise treasury software (like Kyriba or SAP TRIO) is often overkill—it is expensive, requires long implementation times"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|SAP TRIO", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP TRIO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional enterprise treasury software (like Kyriba or SAP TRIO) is often overkill"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Float", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Float is arguably the most popular treasury solution for small businesses... Best UI, easiest to use"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Agicap", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agicap is a step above simple forecasting. It acts as both an accounting tool and a treasury manager."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Sweep", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Multi-Bank Management... Unifies accounts and allows instant transfers."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Kinary", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kinary", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Kinary bridges the gap between the simplicity of Float and the complexity of enterprise systems."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|Spendesk", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Spendesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Spendesk is rapidly becoming the \"de facto\" treasury system for many digital-first small teams."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|alibaba-small|TreasuryNow", "prompt": "c227-s3", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Independent (TreasuryNow/Kinary):** Some legacy-style TMS platforms can pull data directly from bank APIs"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|anthropic-small|TreasuryView", "prompt": "c227-s3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small finance team, **TreasuryView** and **Trovata** are typically the best fits due to their lower complexity, faster implementation, and cost-effectiveness"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|anthropic-small|Trovata", "prompt": "c227-s3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small finance team, **TreasuryView** and **Trovata** are typically the best fits"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|anthropic-small|Kyriba", "prompt": "c227-s3", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Kyriba is more complex, requiring dedicated IT resources for setup... designed for large corporations with dedicated treasury teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Rho", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Smallest team / simplest setup: **Mercury** or **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Mercury", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Smallest team / simplest setup: **Mercury** or **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Brex", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Rho in being a broader finance platform, but more centered on spend controls"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Trovata", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best cash visibility and forecasting: **Trovata** or **Agicap**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Agicap", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong for bank-driven forecasting and day-to-day liquidity planning"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|Kyriba", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Much more comprehensive than SMB tools... but can be complex for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|challenger-small|GTreasury", "prompt": "c227-s3", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often considered a closer peer to Kyriba for more mature treasury teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|Kyriba", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Not ideal for small teams... For a small team, this is usually overkill."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|FIS", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not the enterprise giants like Kyriba or FIS—those are overkill"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|Agicap", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with Agicap or Centime depending on whether you want pure forecasting (Agicap)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|Centime", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with Agicap or Centime depending on whether you want ... full AP/AR automation (Centime)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|TreasuryView", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for debt, loans & derivatives management"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|Trezy", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The ultra-lightweight option ... perfect for early-stage teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|deepseek-small|Nomentia", "prompt": "c227-s3", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For European teams with complex bank relationships"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|google-small|Trovata", "prompt": "c227-s3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Trovata (Best for API-First Bank Connectivity & Cash Visibility)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|google-small|Centime", "prompt": "c227-s3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Centime (Best All-In-One Workspace for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|google-small|Agicap", "prompt": "c227-s3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Agicap (Best for Visual Cash Flow Planning & European Teams)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|google-small|Embat", "prompt": "c227-s3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Embat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Embat (Best for Fast-Growing Scale-ups & Bidirectional ERP Sync)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|google-small|Panax", "prompt": "c227-s3", "model": "google-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Panax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Panax (Best for Teams Transitioning Out of Excel)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Financial Navigator by A352", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Financial Navigator by A352", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including Financial Navigator by A352, which is designed for mid-cap and large small-to-medium enterprises"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Agicap", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with Agicap being the leading all-in-one modular Cash Flow and Treasury Management platform worldwide"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Nilus", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Nilus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "provides a comparison of various platforms, including Nilus, SAP Treasury, Tesorio, HighRadius, and Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|SAP Treasury", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Nilus, SAP Treasury, Tesorio, HighRadius, and Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Tesorio", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Nilus, SAP Treasury, Tesorio, HighRadius, and Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|HighRadius", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Nilus, SAP Treasury, Tesorio, HighRadius, and Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Kyriba", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "including Nilus, SAP Treasury, Tesorio, HighRadius, and Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|meta-small|Centime", "prompt": "c227-s3", "model": "meta-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "with Centime being the best all-in-one treasury management for SMBs and mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Centime", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with Centime offering the most comprehensive all-in-one solution"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Agicap", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Centime, Agicap, Treasury Prime, and Float are the most accessible and cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Kyriba", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy TMS with deep functionality, but can be complex and costly for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Treasury Prime", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Treasury Prime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small treasury teams needing organized cash planning and approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Float", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Lightweight, spreadsheet-like interface with strong forecasting tools."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|Tesorio", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tesorio and HighRadius are best for teams where receivables are a major focus"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|mistral-small|HighRadius", "prompt": "c227-s3", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Heavy on automation, best for teams with complex receivables processes."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|TreasuryView", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TreasuryView** or **Centime** typically offer the best balance of functionality, ease of use, and cost-effectiveness."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|Centime", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TreasuryView** or **Centime** typically offer the best balance of functionality, ease of use, and cost-effectiveness."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|Trovata", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern, API-First Cash Visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|HighRadius", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for AI-Powered Forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|GTreasury", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Mid-Market Balance"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|moonshot-small|Kyriba", "prompt": "c227-s3", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise solutions (Kyriba) can take months"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|Trovata", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need simple cash visibility + forecasting quickly? → **Trovata**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|Kyriba Essentials / Kyriba for Mid-Market", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba Essentials / Kyriba for Mid-Market", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need a real treasury platform with room to scale? → **Kyriba**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|GTreasury", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is usually a better fit once treasury complexity starts to grow beyond very simple needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|SAP Cash Management", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your company is already standardized on SAP or Oracle and wants treasury closer to the ERP"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|Oracle Cash Management", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle Cash Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ERP-standardized orgs**: SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|openai-small|Modern Treasury", "prompt": "c227-s3", "model": "openai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Building payment workflows as a product? → **Modern Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Mercury", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** (Best overall for startups and tech-focused small teams)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Float", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Float** (Best for simple cash forecasting)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Centime", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Centime** (Best all-in-one for SMBs with AP/AR needs)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Agicap", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Agicap** (Best for ease of use and high G2 ratings)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Kyriba", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Complex setup, higher cost for tiny teams"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|TreasuryView", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "TreasuryView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TreasuryView** (affordable for debt tracking)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Atlar", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Atlar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Atlar** (G2 leader for payments)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Trovata", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Trovata** (strong bank aggregation)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|xai-small|Rho", "prompt": "c227-s3", "model": "xai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Rho** (yield-focused treasury for growth-stage teams)"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|SAP", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise systems (like SAP or Oracle) are often too expensive, complex, and slow to implement for a small team."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Oracle", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise systems (like SAP or Oracle) are often too expensive, complex, and slow to implement for a small team."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Agicap", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Agicap is widely considered the leading solution for small to medium-sized businesses (SMBs)."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Treasury Prime", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Treasury Prime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Treasury Prime if you are a technical team that prefers API integrations"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Kyriba", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "This is likely overkill for a team of 1-3 people managing only domestic accounts."}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Centime", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Centime if your main pain point is managing receivables and payables manually"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Rho", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For: Early-stage startups or teams of one where the focus is on spending management"}, {"id": "mai-20260917-1752-baseline-2|c227-s3|zai-small|Brex", "prompt": "c227-s3", "model": "zai-small", "cat": "treasury-management-systems", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Rho / Brex (Best for \"Embedded\" Treasury)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Kyriba", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than an Enterprise Treasury Management System (like Kyriba or SAP), which often start at tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|SAP", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Kyriba or SAP), which often start at tens of thousands of dollars annually"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Trezy", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Trezy (Best Overall Value)** ... It offers enterprise-grade AI forecasting at a fraction of the cost."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Pulse", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Pulse", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulse (Best for QuickBooks Online)** ... \"cheapest way to stop guessing your cash position\""}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Float", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Float (Best for Xero Users)** ... Highly visual interface with excellent scenario planning"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Avalara", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Avalara / PlanGuru** ... Traditional, stable options that focus heavily on budgeting and variance analysis."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|PlanGuru", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "PlanGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Avalara / PlanGuru** ... Pricing: Varies significantly, but competitive for US-based small businesses."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|alibaba-small|Agicap", "prompt": "c227-s4", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While powerful, Agicap is often pricier than the options above."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Excel", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Starting with Excel or Google Sheets is the most budget-friendly option."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Google Sheets", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Starting with Excel or Google Sheets is the most budget-friendly option."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Wave", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wave** - Offers free accounting and invoicing with basic cash flow features"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Zoho Books", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** - Has an affordable tier suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Square", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Square** or **PayPal** - Good if you primarily need payment processing"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|PayPal", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Square** or **PayPal** - Good if you primarily need payment processing"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|QuickBooks Online", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you already use accounting software like QuickBooks Online or Xero, they often include basic cash flow and banking features"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|anthropic-small|Xero", "prompt": "c227-s4", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you already use accounting software like QuickBooks Online or Xero, they often include basic cash flow and banking features"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|challenger-small|Mercury", "prompt": "c227-s4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Mercury first** if your main need is safe cash management and visibility"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|challenger-small|TreasuryView", "prompt": "c227-s4", "model": "challenger-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TreasuryView** is explicitly positioned for SMBs and starts at **€250/month** with a free trial"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Fygr", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Fygr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you can stretch to ~€30–60/month, **Fygr** or **Pennylane** offer the best value with real bank connectivity."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Trezy", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is extremely tight, start with **Trezy's free tier**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Tiime", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Tiime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tiime** — free for independents/micro-businesses, combining treasury with invoicing."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Pennylane / Swapn", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Pennylane / Swapn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Fygr** or **Pennylane** offer the best value with real bank connectivity"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|TreasuryView", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only consider options at the €250+/month range (like TreasuryView) if you have multiple accounts, complex forecasting, or compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Excel/Google Sheets", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "still a legitimate zero-cost starting point for basic cash-flow tracking if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|deepseek-small|Agicap", "prompt": "c227-s4", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like Fygr, Trezy, and Agicap connect directly to your bank accounts"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Kyriba", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise **Treasury Management Systems (TMS)**—such as Kyriba, GTreasury, or FIS Integrity—are generally not viable"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|GTreasury", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Kyriba, GTreasury, or FIS Integrity—are generally not viable"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|FIS Integrity", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "FIS Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as Kyriba, GTreasury, or FIS Integrity—are generally not viable"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|TreasuryView", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "1. Best for True Treasury (Loans, Debt, and FX): **TreasuryView**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Centime", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best All-in-One (AP, AR, and Forecasting): **Centime**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Trovata", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Automated Multi-Bank Visibility: **Trovata (Base Package)**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Float", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Ultra-Low-Budget Cash Forecasting: **Float, Helm, or Cash Flow Frog**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Helm", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Helm", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best Ultra-Low-Budget Cash Forecasting: **Float, Helm, or Cash Flow Frog**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Cash Flow Frog", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Cash Flow Frog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **Cash Flow Frog** for general cash tracking"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|Xero", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stick with the native, short-term cash flow planners built into your accounting software (like **Xero** or **QuickBooks Online**)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|google-small|QuickBooks Online", "prompt": "c227-s4", "model": "google-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "native, short-term cash flow planners built into your accounting software (like **Xero** or **QuickBooks Online**)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|meta-small|Kyriba", "prompt": "c227-s4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include:\n\n1. Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|meta-small|Agicap", "prompt": "c227-s4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Agicap"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|meta-small|Financial Navigator by A352", "prompt": "c227-s4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Financial Navigator by A352", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Financial Navigator by A352"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|meta-small|Centime", "prompt": "c227-s4", "model": "meta-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Centime"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|minimax-small|Mercury", "prompt": "c227-s4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Mercury** (if free is priority) or **Trezy** (if you want more sophisticated features)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|minimax-small|Trezy", "prompt": "c227-s4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Mercury** (if free is priority) or **Trezy** (if you want more sophisticated features)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|minimax-small|Agicap", "prompt": "c227-s4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Agicap offers modular pricing where you can start small and add features as needed"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|minimax-small|TreasuryView", "prompt": "c227-s4", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Pricing**: From \\u20ac250/month - **Best for**: Companies needing debt portfolio management"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|mistral-small|Agicap", "prompt": "c227-s4", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Agicap** is a top recommendation for small businesses on a tight budget due to its affordability, modular design, and strong user ratings."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|moonshot-small|Fygr", "prompt": "c227-s4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Fygr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If budget is extremely tight:** Start with **Trezy's free tier** or **Fygr**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|moonshot-small|Trezy", "prompt": "c227-s4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Trezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**If budget is extremely tight:** Start with **Trezy's free tier** or **Fygr**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|moonshot-small|TreasuryView", "prompt": "c227-s4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TreasuryView** offers the best balance of affordability and functionality with transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|moonshot-small|Agicap", "prompt": "c227-s4", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have complex forecasting needs:** Consider **Agicap** (request a quote)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|openai-small|Agicap", "prompt": "c227-s4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for budget-conscious small firms:** **Agicap**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|openai-small|Round Treasury", "prompt": "c227-s4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Round Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a simpler, potentially lighter-weight option:** **Round Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|openai-small|Kyriba", "prompt": "c227-s4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually not best for a tight budget:** **Kyriba** and **Atlar**"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|openai-small|Atlar", "prompt": "c227-s4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Atlar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "G2 specifically mentions high fees as a concern for Atlar"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|openai-small|GTreasury", "prompt": "c227-s4", "model": "openai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Only move to **Kyriba / GTreasury / Atlar** if you have multi-entity, multi-bank... requirements"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Kyriba", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full enterprise TMS platforms (e.g., Kyriba, GTreasury) are typically overkill and cost $50K–$500K+/year"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|GTreasury", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Full enterprise TMS platforms (e.g., Kyriba, GTreasury) are typically overkill and cost $50K–$500K+/year"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Mercury", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Mercury edges out for pure cost-value on tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Arc", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Arc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar Free Banking-Treasury Hybrids: Arc, Rho, or Meow"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Rho", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rho emphasizes AP/AR. All $0 upfront"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Meow", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Meow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Similar Free Banking-Treasury Hybrids: Arc, Rho, or Meow"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Agicap", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Agicap (Best Low-Cost Dedicated TMS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Centime", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Centime (Affordable All-in-One for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|xai-small|Float", "prompt": "c227-s4", "model": "xai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Float", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Excel alternatives like Float (~$50/mo, integrates QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|zai-small|Fygr", "prompt": "c227-s4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Fygr", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Fygr (€59/month)** for basic cash flow tracking"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|zai-small|TreasuryView", "prompt": "c227-s4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "TreasuryView", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced features later, you can upgrade to TreasuryView or Agicap."}, {"id": "mai-20260917-1752-baseline-2|c227-s4|zai-small|iPaidThat / iZiago", "prompt": "c227-s4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "iPaidThat / iZiago", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **iPaidThat / iZiago (€49/month)** for a simple, unlimited‑user solution"}, {"id": "mai-20260917-1752-baseline-2|c227-s4|zai-small|Agicap", "prompt": "c227-s4", "model": "zai-small", "cat": "treasury-management-systems", "variant": "budget", "raw": "Agicap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Note:** More expensive but very powerful for complex forecasting"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|alibaba-small|SAP", "prompt": "c227-s5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Only Vendors: Large players like SAP, Oracle, or highly complex versions of Workday often struggle to justify their price tag at 30 employees."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|alibaba-small|Oracle", "prompt": "c227-s5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large players like SAP, Oracle, or highly complex versions of Workday often struggle to justify their price tag at 30 employees."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|alibaba-small|Workday", "prompt": "c227-s5", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Workday", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "highly complex versions of Workday often struggle to justify their price tag at 30 employees"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|Kyriba", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|Trovata", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|Agicap", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|Fiserv", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|GTreasury", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|deepseek-small|FIS", "prompt": "c227-s5", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market/SMB-focused vendors often mentioned: **Kyriba**, **Trovata**, **Agicap**, **Fiserv**, **GTreasury**, **FIS**."}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Kyriba", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a traditional enterprise TMS (such as Kyriba, GTreasury, or FIS Integrity) is almost certainly **overkill, too expensive, and too complex**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|GTreasury", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a traditional enterprise TMS (such as Kyriba, GTreasury, or FIS Integrity) is almost certainly **overkill, too expensive, and too complex**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|FIS Integrity", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "FIS Integrity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "almost certainly **overkill, too expensive, and too complex**. These platforms often start at tens of thousands of dollars a year"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Mercury Treasury", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Mercury Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Category A: Built-in Startup Treasury & Yield (Best for funded startups) ... Who to look at: **Mercury Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Brex Business/Treasury", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Brex Business/Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Who to look at: **Mercury Treasury**, **Brex Business/Treasury**, or **Ramp/Rho Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Ramp/Rho Treasury", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Ramp/Rho Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Who to look at: **Mercury Treasury**, **Brex Business/Treasury**, or **Ramp/Rho Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Trovata", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Trovata:** An API-first platform ... offers multi-bank visibility, auto-tagging, and machine-learning-based forecasting without needing IT implementation"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Agicap", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "An excellent, highly user-friendly cash forecasting tool designed specifically for SMBs, starting at a few hundred dollars a month"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Embat", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Embat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focused heavily on European and mid-market teams, connecting bank APIs and ERPs seamlessly"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Runway", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Runway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Who to look at: **Runway**, **Pry** (by Brex), or **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Pry", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Pry", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Who to look at: **Runway**, **Pry** (by Brex), or **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|google-small|Jirav", "prompt": "c227-s5", "model": "google-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Who to look at: **Runway**, **Pry** (by Brex), or **Jirav**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Kyriba", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Kyriba** (scalable, enterprise-grade but can fit SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Treasury Prime", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Treasury Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Treasury Prime** (modern, API-first, for tech-forward companies)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|GTreasury", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**GTreasury** (flexible, good for growing companies)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|HighRadius", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HighRadius** (AI-driven, good for cash forecasting)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Cashflowy", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Cashflowy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cashflowy** (startup-friendly, simple UI)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Pleo", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pleo, Ramp, Brex** (for spend management + some treasury features)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Ramp", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pleo, Ramp, Brex** (for spend management + some treasury features)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Brex", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Pleo, Ramp, Brex** (for spend management + some treasury features)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|NetSuite Treasury Management", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "NetSuite Treasury Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**ERP-Integrated:** - **NetSuite Treasury Management**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|SAP Business One", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SAP Business One**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|mistral-small|Microsoft Dynamics 365 Finance", "prompt": "c227-s5", "model": "mistral-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Microsoft Dynamics 365 Finance**"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|moonshot-small|Centime", "prompt": "c227-s5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for companies your size include Centime, Tesorio, HighRadius, and newer cloud-native solutions"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|moonshot-small|Tesorio", "prompt": "c227-s5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for companies your size include Centime, Tesorio, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|moonshot-small|HighRadius", "prompt": "c227-s5", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for companies your size include Centime, Tesorio, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|Kyriba", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors (e.g., Kyriba, HighRadius, Trovata, Agicap, Treasury Prime—focus on SMB-friendly ones)"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|HighRadius", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Scalable Growth**      | Trovata, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|Trovata", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Scalable Growth**      | Trovata, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|Agicap", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Budget-Friendly**      | Agicap, CashAnalytics"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|Treasury Prime", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "Treasury Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors (e.g., Kyriba, HighRadius, Trovata, Agicap, Treasury Prime"}, {"id": "mai-20260917-1752-baseline-2|c227-s5|xai-small|CashAnalytics", "prompt": "c227-s5", "model": "xai-small", "cat": "treasury-management-systems", "variant": "scale", "raw": "CashAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget-Friendly**      | Agicap, CashAnalytics"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|Kyriba", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Platforms (Avoid Unless You Are Mid-Market+) ... extremely expensive and complex"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|GTreasury", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Kyriba (and GTreasury): ... these platforms are extremely expensive and complex"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|Oracle TMS", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle TMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "They often require a full \"digital transformation\" project to implement."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|SAP Ariba", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "These are components of massive ERP ecosystems ... too much capacity and overhead for the job at hand."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|SAP Treasury", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Oracle TMS / SAP Ariba / SAP Treasury: Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|ION Treasury Wallstreet Suite", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury Wallstreet Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "It lacks the \"lightweight\" nature required for agile small business environments."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|Agicap", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Examples of Good Fits: Agicap, Bill.com, Tipalti, or TreasuryView."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|Bill.com", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Examples of Good Fits: Agicap, Bill.com, Tipalti, or TreasuryView."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|Tipalti", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Examples of Good Fits: Agicap, Bill.com, Tipalti, or TreasuryView."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|alibaba-small|TreasuryView", "prompt": "c227-s6", "model": "alibaba-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryView", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Examples of Good Fits: Agicap, Bill.com, Tipalti, or TreasuryView."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|anthropic-small|Excel", "prompt": "c227-s6", "model": "anthropic-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many SMBs still rely on Excel as their central treasury tool—leading to scattered loan data, manual reporting, and operational finance risk when a key person leaves"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|Kyriba", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems/solutions to avoid or be highly cautious about ... Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|GTreasury", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|FIS Integrity", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Integrity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|ION", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|Salmon", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Salmon", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|Nomentia", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Nomentia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Heavy enterprise TMS suites (Kyriba, GTreasury, FIS Integrity, ION, Salmon, Nomentia)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|Trovata", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look at **modern, API-first, cost-effective platforms** like Trovata (transparent starting price ~$24,000/year)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|deepseek-small|TreasuryXpress", "prompt": "c227-s6", "model": "deepseek-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryXpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "TreasuryXpress (fast deployment), or an ERP treasury module — not a full enterprise TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Kyriba", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems to Avoid: Kyriba, FIS (Integrity/Quantum), ION Group (Reval, Wallstreet Suite, IT2), GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|FIS (Integrity/Quantum)", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS (Integrity/Quantum)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Systems to Avoid: Kyriba, FIS (Integrity/Quantum), ION Group (Reval, Wallstreet Suite, IT2), GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|ION Group (Reval, Wallstreet Suite, IT2)", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Group (Reval, Wallstreet Suite, IT2)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Systems to Avoid: Kyriba, FIS (Integrity/Quantum), ION Group (Reval, Wallstreet Suite, IT2), GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|GTreasury", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Systems to Avoid: Kyriba, FIS (Integrity/Quantum), ION Group (Reval, Wallstreet Suite, IT2), GTreasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|SAP Treasury", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Systems to Be Cautious Of: SAP Treasury, Oracle NetSuite Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Oracle NetSuite Treasury", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Oracle NetSuite Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Systems to Be Cautious Of: SAP Treasury, Oracle NetSuite Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Microsoft Excel", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "What to Be Cautious Of: Managing 100% of your treasury via Microsoft Excel or Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Google Sheets", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "What to Be Cautious Of: Managing 100% of your treasury via Microsoft Excel or Google Sheets."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Brex", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern corporate banking/spend management platforms (like Brex, Mercury, or Ramp) have treasury options built directly into their platforms."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Mercury", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "like Brex, Mercury, or Ramp) have treasury options built directly into their platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Ramp", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "like Brex, Mercury, or Ramp) have treasury options built directly into their platforms"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|TreasuryFlow", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Platforms like TreasuryFlow (designed for SMBs utilizing Plaid and QuickBooks starting at under $300/month)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|google-small|Trovata", "prompt": "c227-s6", "model": "google-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Trovata (which offers a slightly more robust multi-bank option starting around $24,000/year)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|minimax-small|SAP Treasury and Risk Management", "prompt": "c227-s6", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Extremely complex implementation and configuration... High costs requiring specialized consultants... Often overkill for small business needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|minimax-small|Modern Treasury", "prompt": "c227-s6", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Modern Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Some users report UI bugs and issues with transaction reversals"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|minimax-small|Round Treasury", "prompt": "c227-s6", "model": "minimax-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Round Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complaints about difficult setup, prolonged onboarding, compliance delays, and unclear fee displays"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|Kyriba", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Enterprise platforms (Kyriba, ION, SAP, FIS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|ION Treasury", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Enterprise platforms (Kyriba, ION, SAP, FIS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|SAP Treasury & Risk Management", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury & Risk Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Enterprise platforms (Kyriba, ION, SAP, FIS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|FIS Quantum", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "FIS Quantum", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Enterprise platforms (Kyriba, ION, SAP, FIS)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|GTreasury", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "GTreasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Closer to mid-market but still excessive for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|Trovata", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Multi-bank visibility with published pricing"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|Agicap", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cash flow planning specifically for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|Modern Treasury", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Modern Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Payment-ops focused | Fintechs/marketplaces moving user money"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|moonshot-small|TreasuryXpress", "prompt": "c227-s6", "model": "moonshot-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "TreasuryXpress", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Faster deployment than enterprise options"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Kyriba", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Kyriba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Focused TMS (Too Complex and Costly for SMBs) - Examples: Kyriba, SAP Treasury and Risk Management, ION Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|SAP Treasury and Risk Management", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Kyriba, SAP Treasury and Risk Management, ION Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|ION Treasury", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "ION Treasury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: Kyriba, SAP Treasury and Risk Management, ION Treasury."}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Fiserv (e.g., Commercial Center)", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Fiserv (e.g., Commercial Center)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy or On-Premise Systems - Examples: Older platforms from Fiserv (e.g., Commercial Center)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Wells Fargo Treasury Management", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Wells Fargo Treasury Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "traditional bank-hosted TMS like early Wells Fargo Treasury Management"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Agicap", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Opt for cloud-native, SMB-friendly alternatives like Agicap (intuitive, high support)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Trovata", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Trovata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Trovata (fast multi-bank setup)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Round Treasury", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Round Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better options like Agicap, Trovata, or Round Treasury score higher (4.4–4.9/5)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|Mercury/Rho treasuries", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Mercury/Rho treasuries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "startup-focused tools (Mercury/Rho treasuries—low/no software fees)"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|xai-small|QuickBooks", "prompt": "c227-s6", "model": "xai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "even advanced accounting software (e.g., QuickBooks with add-ons) might suffice over a full TMS"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|zai-small|CashValue", "prompt": "c227-s6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "CashValue", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Which ones to avoid:** Systems like **CashValue** and **Treasury Management System (by LIST S.p.A.)**"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|zai-small|Treasury Management System (by LIST S.p.A.)", "prompt": "c227-s6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Treasury Management System (by LIST S.p.A.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Which ones to avoid:** Systems like **CashValue** and **Treasury Management System (by LIST S.p.A.)**"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|zai-small|Cashpooler", "prompt": "c227-s6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Cashpooler", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Which ones to avoid:** **Cashpooler**. ... holds a **0.0/5.0 rating**"}, {"id": "mai-20260917-1752-baseline-2|c227-s6|zai-small|Agicap", "prompt": "c227-s6", "model": "zai-small", "cat": "treasury-management-systems", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Instead of these, look for \"all-in-one modular Cash Flow and Treasury Management platforms\" (like **Agicap**, which has a 4.4/5.0 rating)"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|JPMorgan Chase", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JPMorgan Chase (Primary Recommendation)** ... They are the industry gold standard for corporate treasury."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Bank of America", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bank of America (Business Advantage Relationship Banking)** ... Excellent for relationship building."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Explicitly highlighted by *Forbes Advisor* for enterprise clients."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Mercury", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**API-first design** and unlimited account creation"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Ramp", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines a checking account with an automated expense management suite."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Airwallex", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Target:** Global B2B companies paying overseas suppliers."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Citi", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Cross-Border B2B Payments** | **Airwallex** or **Citi**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|alibaba-small|Bill.com", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Automation & ERP Integration** | **Mercury** or **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|anthropic-small|JPMorgan Chase", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large national banks (JPMorgan Chase, Bank of America, Wells Fargo) ... typically offer robust enterprise accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|anthropic-small|Bank of America", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large national banks (JPMorgan Chase, Bank of America, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|anthropic-small|Wells Fargo", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large national banks (JPMorgan Chase, Bank of America, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|anthropic-small|Silicon Valley Bank", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "business-focused banks (Silicon Valley Bank, Comerica) typically offer robust enterprise accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|anthropic-small|Comerica", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Comerica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "business-focused banks (Silicon Valley Bank, Comerica) typically offer robust enterprise accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|challenger-small|Rho", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** is the strongest all-in-one option in the results"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|challenger-small|Chase", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For companies that are **cash-heavy**, **Chase** is highlighted as the better fit."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|challenger-small|Bluevine", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies that want **interest on checking**, **Bluevine** is the pick."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|challenger-small|Relay", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For companies running **multiple entities**, **Relay** is the fit."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|challenger-small|Brex", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for companies wanting **zero monthly fees, unlimited transactions, and high FDIC coverage**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Mercury", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For most growing B2B SaaS/tech companies: Choose **Mercury** for its no-fee banking and yield on cash."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Ramp", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For high-volume B2B operations with complex AP: Choose **Rho** or **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Relay", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: B2B companies managing multiple entities, subsidiaries, or using a Profit First / cash-bucket system."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Rho", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For high-volume B2B operations with complex AP: Choose **Rho** or **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|JPMorgan Chase", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For established enterprises needing credit lines and treasury complexity: Choose **JPMorgan Chase** or **U.S. Bank**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Bank of America", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If so, **Chase** or **Bank of America** is your best bet, as fintechs often struggle to offer cheap debt."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|U.S. Bank", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Choose **JPMorgan Chase** or **U.S. Bank** (with its new AR automation)"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|HSBC", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**HSBC** provides domestic and global clearing"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Wise Business", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Wise Business** offers multi-currency accounts with transparent exchange rates and significantly lower international wire fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|deepseek-small|Brex", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "look for banks offering **sweep programs** (Mercury, Rho, Brex) to extend FDIC coverage"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|Brex", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex: Best for Spend Management & High-Growth Scale ... enterprise financial powerhouse"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|Mercury", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury: Best for Digital-First B2B & Automated Operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|Rho", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho is custom-built for scaling mid-market and enterprise B2B firms"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|J.P. Morgan Chase", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For late-stage B2B enterprises, Chase is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|Bank of America", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "widely favored for mid-market and large enterprise B2B companies looking for robust treasury management"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|google-small|Airwallex", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Airwallex acts as a high-velocity alternative to a standard bank"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|meta-small|First Internet Bank Business Money Market Savings", "prompt": "c228-l1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank Business Money Market Savings", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best business bank accounts include First Internet Bank Business Money Market Savings, which offers a 2.94% or 3.64% annual percentage yield"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|meta-small|Rho", "prompt": "c228-l1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Rho recommends looking for a business checking account that can be opened and run entirely online"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **mature enterprise B2B company**, I'd suggest a **traditional bank like PNC or Wells Fargo**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|Wells Fargo Business Market Rate Savings", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo Business Market Rate Savings", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest a **traditional bank like PNC or Wells Fargo** for their treasury management services"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|First Internet Bank Commercial Analyzed Checking", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank Commercial Analyzed Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good for high-volume transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|Rho", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For **scaling B2B companies**, **Rho or Brex** offer modern interfaces, better yields"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|Brex", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for startups and scaling companies with expense management"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|minimax-small|Axos Bank Business Interest Checking", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers competitive yields and low fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|mistral-small|Airwallex Business Account", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex Business Account", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** stands out for its multi-currency support, integrated payment solutions, and advanced financial management tools"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|mistral-small|Axos Bank Business Interest Checking", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your operations are primarily US-based, **Axos Bank** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|mistral-small|Qonto", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For European companies, **Qonto** offers a robust digital platform."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PNC Treasury Enterprise Plan** if you have high transaction volumes and need traditional banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Chase Business Complete Banking", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Chase** if you need a strong branch network for cash handling"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Wells Fargo Initiate Business Checking", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo Initiate Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Relationship-led branch banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Mercury", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Mercury** if you're tech-forward and want modern features with no fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Brex", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** VC-backed companies with high card spend and expense management needs"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Relay", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Complex team workflows** | Relay"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|moonshot-small|Ramp", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Expense management integration** | Brex or Ramp"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|openai-small|J.P. Morgan", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large, complex treasury needs:** **J.P. Morgan**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|openai-small|Bank of America", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong all-around alternative, especially in the U.S.:** **Bank of America**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|openai-small|U.S. Bank", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good for corporate/commercial banking breadth:** **U.S. Bank**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|openai-small|PNC", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**PNC Treasury Enterprise Plan**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|JPMorgan Chase", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JPMorgan Chase (Top Overall for Enterprises)**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|Bank of America", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bank of America (Best for Transaction Banking)**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume Transactions ... Drawbacks: Less global than big banks."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|Citi", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Citi (Best for Global/Cross-Border B2B)**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|Mercury", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "great for SaaS B2B but may lack lending for true enterprises"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|xai-small|Rho", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "great for SaaS B2B but may lack lending for true enterprises"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Brex Business Account (Treasury + Checking)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex Business Account (Treasury + Checking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a single, modern platform for treasury, cards, AP, and core banking:** Go with **Brex**."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Chase Business Banking (Complete Banking / Commercial)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Banking (Complete Banking / Commercial)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need a traditional bank with branch access and strong compliance:** Choose **Chase** or **Bank of America**."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Bank of America Business Banking (Commercial & Corporate)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business Banking (Commercial & Corporate)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**When to choose Bank of America:** You’re a mature enterprise with **advanced treasury needs**"}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Airwallex (Accelerate / Global Accounts)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex (Accelerate / Global Accounts)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If your business is highly global and multi‑currency:** **Airwallex** is the standout choice."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Wise Business", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you focus on low‑cost high‑volume cross‑border B2B invoicing:** **Wise** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|FitGap Enterprise BaaS", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "FitGap Enterprise BaaS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you’re building embedded finance or need enterprise‑grade BaaS:** Look at **Airwallex** or **FitGap Enterprise BaaS**."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|Barclays", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you’re EU/UK‑centric, Wise/Barclays/HSBC are popular."}, {"id": "mai-20260917-1752-baseline-2|c228-l1|zai-small|HSBC", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If you’re EU/UK‑centric, Wise/Barclays/HSBC are popular."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Mercury", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most \"fintech neobanks\" (like Mercury or Aspiration) cap out at the startup phase, lacking the deep ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Aspiration", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Aspiration", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most \"fintech neobanks\" (like Mercury or Aspiration) cap out at the startup phase"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Ramp", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you prioritize aggressive spend tracking and automation, go with **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Timbre (formerly Divvy)", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Timbre (formerly Divvy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the smoothest \"out of the box\" experience that still feels enterprise-grade, start with **Timbre**."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Bill.com", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Bill.com** to automate the reconciliation of those expenses back to your General Ledger."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Unit", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Unit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unit** provides the infrastructure... a \"BaaS\" (Banking-as-a-Service) provider"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|JPMorgan Chase", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Keep a **Tier-1 Relationship Bank** (like JPMorgan Chase, BNP Paribas, or Citi) for lending facilities"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|BNP Paribas", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "BNP Paribas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(like JPMorgan Chase, BNP Paribas, or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|alibaba-small|Citi", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(like JPMorgan Chase, BNP Paribas, or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|Mercury", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Built specifically for startups and scale-ups, it offers business checking, savings accounts, and treasury management."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|Brex", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for growing B2B companies with features like corporate cards, expense management, and bill pay."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|Silicon Valley Bank (SVB) / First Citizens Bank", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Silicon Valley Bank (SVB) / First Citizens Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though the banking landscape has shifted post-SVB's collapse in 2023"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|Goldman Sachs' Marcus for Business", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Goldman Sachs' Marcus for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides business banking and credit solutions for established companies."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|JP Morgan Chase (Business Banking)", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JP Morgan Chase (Business Banking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Large-scale banking infrastructure with comprehensive treasury management for established companies."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|anthropic-small|Wise (formerly TransferWise)", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Particularly strong if international payments are a significant need."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|Backbase", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Backbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most practical recommendation from these results is **Backbase** as the front-end banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|Oracle Banking Digital Experience", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Oracle Banking Digital Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you are already deep in the Oracle ecosystem and need enterprise-scale banking infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|FIS", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FIS** if payments scale is a major requirement for a very large organization"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|Mambu", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mambu", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mambu paired with Backbase** is specifically highlighted for digital-first launches"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|ConnectPay", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "if the business needs embedded finance, compliance, and scalable multi-currency infrastructure for European operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|challenger-small|Wise Business", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if the main need is high-volume cross-border payments and payroll rather than full enterprise banking infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Brex", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex (Enterprise) — my top pick for \"large B2B company\""}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Ramp", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp — best if spend control is your #1 priority"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Rho", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho — best zero-fee all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Mercury", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "still great, but better for the earlier-stage \"startup\" phase than for a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|SAP Concur", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "competing head-to-head with SAP Concur and American Express"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|American Express", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "competing head-to-head with SAP Concur and American Express"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|J.P. Morgan", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pair a fintech platform with a traditional corporate bank (J.P. Morgan, Citi, Bank of America)"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Citi", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "traditional corporate bank (J.P. Morgan, Citi, Bank of America) for primary treasury"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|deepseek-small|Bank of America", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "traditional corporate bank (J.P. Morgan, Citi, Bank of America) for primary treasury"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|google-small|Brex", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: Brex (The Gold Standard for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|google-small|Rho", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Commercial Banking & Treasury Alternative: Rho"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|google-small|Mercury", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "it is **not recommended** as the primary bank for a large B2B company with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|meta-small|Comarch Business Banking", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Comarch Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Comarch Business Banking: A digital banking platform designed for SMEs and corporate clients"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|meta-small|nBanks", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "nBanks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "nBanks: A cloud-based platform that helps businesses centralize banking operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|meta-small|Airwallex", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Airwallex: A global payments and financial platform that offers a single unified platform"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|minimax-small|Rho", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rho** or **Mercury** as primary choices"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|minimax-small|Mercury", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Rho** or **Mercury** as primary choices"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|minimax-small|Revolut Business", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Revolut Business** or **Airwallex** as strong supplements if you need international capabilities"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|minimax-small|Airwallex", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airwallex** - Great for multi-currency needs"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|minimax-small|WorldFirst", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "WorldFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**WorldFirst** - Excellent for global payments"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|mistral-small|Rho", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho is highly recommended for venture-backed startups and larger B2B companies... making it ideal for companies with significant cash flow and complex financial needs."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|mistral-small|Mercury", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For a modern, scalable, all-in-one fintech solution:** Choose Rho or Mercury."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|mistral-small|Brex", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For corporate cards and expense management:** Consider Brex."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|mistral-small|JPMorgan Chase", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "traditional banks like JPMorgan Chase or Bank of America may still be the best choice due to their extensive global reach"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|mistral-small|Bank of America", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For global reach and traditional banking services:** JPMorgan Chase or Bank of America may be preferable."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|Brex", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Brex Enterprise ... is now the strongest choice among the \"startup banking\" platforms"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|Mercury", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury**: For core banking (checking, wires, treasury) - excellent as a modern replacement for traditional banks"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|Ramp", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp**: For spend management and expense automation with best-in-class controls"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|Kyriba", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Kyriba** | Enterprise cash and payments | ~$75K-$200K/year"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|GTreasury", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**GTreasury** | Similar to Kyriba, often 10-15% cheaper"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|moonshot-small|FIS Quantum", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "FIS Quantum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**FIS Quantum** | High-volume global enterprises | $70K-$1.5M+/year"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|openai-small|Mercury", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Great UX and fast setup, but less ideal as the primary platform for a large enterprise-scale B2B company."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|openai-small|J.P. Morgan", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best all-around for a large, scaled B2B company:** **J.P. Morgan**"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|openai-small|Brex", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "plus Ramp or Brex for spend management"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|openai-small|Ramp", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for controls, approvals, and automation, but not always a full banking replacement."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|Brex", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Brex** as the top fintech banking platform fit"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|Mercury", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less robust for enterprise compliance, global ops, or massive user bases"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|Rho", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "targets controller-led teams rather than huge enterprises; less emphasis on global/enterprise controls"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|Ramp", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "banking is secondary—weaker on core treasury/banking depth for enterprise cash flows"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|Chase", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High fees ($15-35/mo + transaction limits), slow onboarding... Use as a hybrid for lending/cash deposits only."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|xai-small|BofA", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "BofA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High fees ($15-35/mo + transaction limits), slow onboarding (days/weeks), poor digital UX"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|J.P. Morgan Treasury Services", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "J.P. Morgan Treasury Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "paired with **J.P. Morgan** or **Wells Fargo** for your primary banking relationships"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Wells Fargo Treasury Services", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo Treasury Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "paired with **J.P. Morgan** or **Wells Fargo** for your primary banking relationships"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Kyriba", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Kyriba (or GTreasury)** as your core Treasury Management System"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|GTreasury", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Kyriba (or GTreasury)** as your core Treasury Management System"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|SAP Treasury and Risk Management", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Companies already on SAP with deep ERP integration needs."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Ramp", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ramp** for spend management and expense control, integrated with a traditional bank or a TMS like Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Brex", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Global companies seeking a modern, software-first approach to expense and spend."}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Airwallex", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Airwallex** for a unified global financial infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|OnePay Enterprise", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "OnePay Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Companies wanting to embed financial wellness as a benefit"}, {"id": "mai-20260917-1752-baseline-2|c228-l2|zai-small|Standard Chartered Corporate Banking (Straight2Bank S2B)", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Standard Chartered Corporate Banking (Straight2Bank S2B)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Standard Chartered's Straight2Bank S2B** for payroll"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|alibaba-small|JPMorgan Chase", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JPMorgan consistently ranks as the global leader in comprehensive corporate coverage."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|alibaba-small|HSBC", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HSBC is widely recognized as the world's best bank for large corporates due to its unparalleled cross-border network and trade finance expertise."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|alibaba-small|Citibank (Citi)", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Citibank (Citi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Citi is arguably the gold standard for International Banking Units (IBUs) and transaction banking."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|alibaba-small|Bank of America", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A powerhouse in Treasury Management and Commercial Banking within the US."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|alibaba-small|BNP Paribas", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "As Europe's largest bank, BNP Paribas is the go-to choice for European supply chains."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|Temenos Transact", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos Transact", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Temenos has successfully transitioned its legacy expertise into a modern, cloud-based offering serving over 3,000 clients globally... proven track record with 41 of the world's top 50 banks"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|Infosys Finacle", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Infosys Finacle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Finacle serves 100+ countries with deep retail, corporate, and universal banking coverage"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|Oracle FLEXCUBE", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle FLEXCUBE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "10% of the world's banked population have an account powered by Oracle FLEXCUBE"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|Finastra FusionBanking", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra FusionBanking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading enterprise banking software solutions include Temenos Transact, Infosys Finacle, Oracle FLEXCUBE, and Finastra FusionBanking"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|SDK.finance", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "SDK.finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "grouping providers like SDK.finance, Mambu, Temenos, and other core banking software companies"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|anthropic-small|Mambu", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "grouping providers like SDK.finance, Mambu, Temenos, and other core banking software companies"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|JPMorgan Chase", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Chase** if branch access and a familiar big-bank ecosystem matter most."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Bank of America", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Bank of America** if you want a more **corporate/enterprise-style** banking setup"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Brex", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Brex** or **Mercury** if you want modern cash management, high limits, and digital-first workflows."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Mercury", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Brex** or **Mercury** if you want modern cash management, high limits, and digital-first workflows."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Rho", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Rho** or **Relay** if your priority is **expense control, approvals, and accounting sync**."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Airwallex", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Airwallex** if you operate across currencies and countries."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Relay", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Rho** or **Relay** if your priority is **expense control, approvals, and accounting sync**."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|challenger-small|Found", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "More focused on simple operations than complex enterprise treasury"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|J.P. Morgan", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**J.P. Morgan** (for portal tech) or **Citi** (for emerging-market reach) are the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Bank of America", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are a mid-market U.S. enterprise** ($50M–$2B revenue) → **Bank of America** or **Wells Fargo**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Citi", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Citi** (for emerging-market reach) are the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Wells Fargo", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **domestic U.S. enterprise** treasury; historically less robust for global FX than Citi/JPM."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|HSBC", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are based in Europe/Asia, start with **HSBC** or **BNP Paribas**."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|BNP Paribas", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "add **HSBC** (strong in UK/EU/Asia treasury), **BNP Paribas**, and **Deutsche Bank** to the mix"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Deutsche Bank", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "add **HSBC**..., **BNP Paribas**, and **Deutsche Bank** to the mix"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|FIS (Modern Banking Platform)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS (Modern Banking Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**FIS** for a modern cloud backbone with auditability"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Temenos (Transact)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos (Transact)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Temenos** for core banking depth"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Oracle FLEXCUBE", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle FLEXCUBE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Oracle FLEXCUBE** for extreme multi-country configuration"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|nCino (on Salesforce)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "nCino (on Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**nCino** for commercial lending modernization"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Backbase (Banking OS)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Backbase (Banking OS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Banks modernizing SMB and commercial digital experiences."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Finastra (Fusion)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra (Fusion)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Open platform with modular architecture**; strong for moving away from legacy monoliths."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Mercury", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Mercury** (best for treasury yield and startup-friendly tools)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Relay", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Relay** (best for strict cash-flow allocation across many sub-accounts)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|deepseek-small|Qonto (EU)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Qonto (EU)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Qonto (EU)** | European enterprises and growing companies needing multi-currency local payment rails."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|JPMorgan Chase", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "JPMorgan Chase remains the undisputed heavyweight of global corporate banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|Bank of America", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BofA's **CashPro** platform is widely regarded as one of the best corporate portals"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|Citi", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Citi is ideal for the international footprint"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|Brex", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "full-scale corporate spend management and treasury partner"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|Mercury", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mercury has scaled into a formidable enterprise platform for high-growth firms"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|google-small|Rho", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rho functions as a unified finance operating system combining banking, corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|meta-small|Airwallex", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Airwallex is known for its multi-currency accounts and 2% cashback on USD spend"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|meta-small|Chase", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Chase is recognized for its massive branch/ATM network and relationship banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|meta-small|Bluevine", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bluevine offers competitive APY on balances and domestic line of credit"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|meta-small|Relay", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Relay provides up to 50 sub-accounts and deep Xero/QuickBooks sync"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|JPMorgan Chase", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rank**: #1 globally in corporate, investment, and wholesale banking (2024-2025)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Bank of America", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rank**: #2 globally, #1 in U.S. corporate banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Citi", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rank**: Top 5 globally"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Wells Fargo", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rank**: Top U.S. commercial banking provider"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|HSBC", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Companies with significant international trade operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Temenos", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Temenos** - Enterprise core banking modernization"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Finastra", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Finastra** - FusionBanking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Oracle FLEXCUBE", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle FLEXCUBE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oracle FLEXCUBE** - Large bank core systems"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|Mambu", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Mambu** - Cloud-native banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|minimax-small|nCino", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "nCino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**nCino** - Commercial banking solutions"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|JPMorgan Chase", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently ranked #1 globally for corporate and investment banking, known for unmatched global reach"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Bank of America", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in transaction banking and digitally enabled services"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Industrial and Commercial Bank of China (ICBC)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Industrial and Commercial Bank of China (ICBC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "China's largest corporate bank, with a massive domestic footprint"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Citi", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Renowned for global transaction services and cross-border capabilities"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|HSBC", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong in Asia and Europe, with deep expertise in trade finance"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Wells Fargo", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also in the top tier, each with regional strengths and specialized offerings"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Deutsche Bank", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Also in the top tier, each with regional strengths"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|China Construction Bank (CCB)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "China Construction Bank (CCB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Also in the top tier"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Agricultural Bank of China (ABC)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Agricultural Bank of China (ABC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Also in the top tier"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Bank of China (BoC)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of China (BoC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Also in the top tier"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Oracle Banking Digital Experience", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle Banking Digital Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Enterprise solution for large, complex institutions, supporting cloud, on-premise, or hybrid deployments"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Backbase", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Backbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "AI-native Banking OS, focusing on digital customer experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Temenos", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notable platforms: Temenos, FIS, Fiserv, and Finastra"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|FIS", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Other notable platforms: Temenos, FIS, Fiserv, and Finastra"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Fiserv", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Other notable platforms: Temenos, FIS, Fiserv, and Finastra"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|mistral-small|Finastra", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Other notable platforms: Temenos, FIS, Fiserv, and Finastra"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|JPMorgan Chase", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JPMorgan Chase** | #1 or #2 in most categories | Best-in-class digital platform (Morgan Access), global cash visibility, API connectivity"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Bank of America", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Market leader in U.S. corporate banking (85% penetration) | CashPro platform, digital channels, mobile treasury access, analytics"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Citi", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leader in international/cross-border banking | Global network, international transaction banking, trade finance expertise"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Wells Fargo", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong mid-market presence | Commercial banking focus, treasury services, relationship-driven approach"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|U.S. Bank", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing market share (47% penetration) | Regional strength, competitive pricing"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|HSBC", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Global trade finance & cross-border banking | Strong Asia-Pacific network"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Deutsche Bank", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "European corporate banking | Cash management, FX, custody, correspondent banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|UBS", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "UBS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Swiss corporate banking + wealth management"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Barclays", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "UK/European focus | Transaction banking services"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|BNP Paribas", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**BNP Paribas, Société Générale** | European coverage | Eurozone expertise"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Société Générale", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Société Générale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**BNP Paribas, Société Générale** | European coverage | Eurozone expertise"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|moonshot-small|Standard Chartered", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Standard Chartered", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Asia-Pacific**: HSBC, Standard Chartered"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|JPMorgan Chase", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Chase emphasizes broad U.S. reach and an integrated commercial platform with treasury features like real-time reporting and fraud protection."}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|Bank of America", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise needing strong branch network + broad commercial banking**: **Chase** or **Bank of America**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|Wells Fargo", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large U.S. enterprise with international operations**: **Wells Fargo**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|Citi", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Citi** is often the strongest choice for **multinational treasury**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|U.S. Bank", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Treasury-heavy, systems-integrated finance team**: **U.S. Bank**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|openai-small|PNC", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market-to-enterprise with solid treasury and liquidity tools**: **PNC**"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|JPMorgan Chase", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JPMorgan Chase** (often #1 or #2 globally)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|Bank of America", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bank of America** (frequently #1 in recent TABInsights rankings)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|Citi", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Citi** (top 3, excels in cross-border)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|HSBC", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HSBC** (strong international focus)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|MUFG (Mitsubishi UFJ Financial Group)", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "MUFG (Mitsubishi UFJ Financial Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Asia powerhouse, top 5"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|BNP Paribas", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BNP Paribas** (Europe leader)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|Deutsche Bank", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Deutsche Bank** (Europe transaction banking)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|Airwallex", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "fintechs like Airwallex or Revolut (SMB-focused, not enterprise-scale)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|xai-small|Revolut", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "fintechs like Airwallex or Revolut (SMB-focused, not enterprise-scale)"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|JPMorgan Chase", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Bank of America", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Wells Fargo", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|HSBC", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Citi", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|BNP Paribas", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Providers: JPMorgan Chase, Bank of America, Wells Fargo, HSBC, Citi, BNP Paribas"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Mambu", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Finastra", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Fiserv", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|FIS", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Temenos", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Backbase", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Backbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Oracle Banking Digital Experience", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle Banking Digital Experience", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Providers: Mambu, Finastra, Fiserv, FIS, Temenos, Backbase, Oracle Banking Digital Experience"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Kyriba", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|GTreasury", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Trovata", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Trovata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Modern Treasury", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Modern Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|ION Treasury", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "ION Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Panax", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Panax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l3|zai-small|Embat", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Embat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "Providers: Kyriba, GTreasury, Trovata, Modern Treasury, ION Treasury, Panax, Embat"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|alibaba-small|Ramp", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Based on your constraints, the best option is **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|alibaba-small|Chase", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keep your main operating accounts, lines of credit, and payroll at a major provider like **JPMorgan Chase** or **Wells Fargo**."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|alibaba-small|Wells Fargo", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Keep your main operating accounts, lines of credit, and payroll at a major provider like **JPMorgan Chase** or **Wells Fargo**."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|alibaba-small|Brex", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Runner Up: Brex"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|alibaba-small|BofA", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Feature | Traditional (Chase/BofA) | Fintech Native (Ramp) |"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|anthropic-small|NBKC Business Account", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Account", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "NBKC Business Account offers no monthly fees, unlimited transactions, and affordable domestic wire transfers\n, which provides cost predictability."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|anthropic-small|Capital One Business Checking", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Capital One Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Capital One Business Checking is excellent for businesses that bring in hundreds of thousands of dollars in annual revenue"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|anthropic-small|Brex", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you might need to explore enterprise solutions like \nBrex, which offers customized enterprise pricing based on organizational size"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|challenger-small|Ramp Checking", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Ramp Checking** and **Bluevine Business Checking** stand out for having **$0 monthly fees** and **no limits** ... but those are framed more as online/business checking options than true enterprise banking solutions"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|challenger-small|Bluevine Business Checking", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "framed more as online/business checking options than true enterprise banking solutions"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|challenger-small|Rho", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Rho** — strongest fit for predictable, scalable pricing because it is described as **$0 monthly and per-user fees** with integrated controls."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|challenger-small|Relay", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has tiered pricing in the results, so total cost may be less predictable as usage grows"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|challenger-small|Commercial checking at a major bank", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Commercial checking at a major bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you need **enterprise treasury, relationship pricing, and formal cash-management services**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Rho", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best answer for a **large company (thousands of users) needing completely predictable total cost** is **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Brex", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Worst Choice for Predictability: **Brex** (or Ramp) — Why to avoid for your specific need"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Wallester Business", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Wallester Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wallester Business** (Europe-based) – ... no per-user fees, no commission, and no card issuance fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Mercury", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: **Mercury** (Free core banking, paid tiers are per-company not per-user)"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Ramp", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Ramp** has a similar model: `Plus` costs $15/user/month."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|deepseek-small|Airwallex", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The per-user fee makes it similar to Brex — not flat for thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|J.P. Morgan", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "J.P. Morgan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are the **worst option for cost predictability**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|Bank of America", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they are the **worst option for cost predictability**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|Citi", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Citi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rely on **Account Analysis Billing**. These statements are notoriously unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|Brex", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why Not Ramp or Brex? ... their pricing structures make them highly expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|Ramp", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why Not Ramp or Brex? ... their pricing structures make them highly expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|Rho Business Banking", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Rho Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "### 1. The Best Overall: Rho Business Banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|google-small|BILL Spend & Expense (Formerly Divvy)", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "BILL Spend & Expense (Formerly Divvy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "### 2. Best for High-Velocity Spend: BILL Spend & Expense"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|meta-small|Rho", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include Rho, a fintech platform that offers a checking and card services with no monthly fee, FDIC-insured deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|meta-small|Airwallex", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Airwallex, Found, and Handelsblatt"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|meta-small|Found", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Airwallex, Found, and Handelsblatt"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|meta-small|Handelsblatt", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Handelsblatt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Airwallex, Found, and Handelsblatt"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|Brex", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge **per-user fees** that scale linearly with your employee count. For thousands of users, this becomes expensive and unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|Rho", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most fintech business banking platforms (Brex, Rho, etc.) charge **per-user fees** that scale linearly with your employee count"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|JPMorgan Chase", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Large banks like JPMorgan Chase, Bank of America, or Wells Fargo offer enterprise treasury management solutions with **negotiated flat fees**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|Bank of America", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Large banks like JPMorgan Chase, Bank of America, or Wells Fargo offer enterprise treasury management solutions with **negotiated flat fees**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|Wells Fargo", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Large banks like JPMorgan Chase, Bank of America, or Wells Fargo offer enterprise treasury management solutions with **negotiated flat fees**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|minimax-small|Kyriba", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like **Kyriba** (median $75K/year) specialize in large organizations"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|mistral-small|DKB Business", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "DKB Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DKB Business stands out with its all-inclusive, flat-rate pricing"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|mistral-small|Qonto", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other providers like **Qonto** and **Rho** also offer predictable pricing, but Qonto’s costs can vary based on the plan"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|mistral-small|Rho", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho’s model is more tailored to tech companies and startups"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Rho", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Rho ... Rho is the standout choice"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Mercury", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Mercury"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Ramp Plus", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid if you want predictable costs — Any per-user model (Ramp Plus, Brex Premium)"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Brex Premium", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid if you want predictable costs — Any per-user model (Ramp Plus, Brex Premium)"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Chase", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally **less predictable** than modern platforms with flat or zero fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|Bank of America", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally **less predictable** than modern platforms with flat or zero fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|moonshot-small|PNC", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "PNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional Banks: PNC Treasury Enterprise & Others ... generally **less predictable**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|PNC Treasury Enterprise", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "PNC Treasury Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look first at **Treasury Management packages from large banks** like **PNC Treasury Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|JPMorgan Commercial Banking/Treasury", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Commercial Banking/Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**JPMorgan Commercial Banking/Treasury**, **Chase Business/Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Chase Business/Commercial", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business/Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chase Business/Commercial**, **Bank of America Business/Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Bank of America Business/Commercial", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America Business/Commercial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bank of America Business/Commercial**, or **U.S. Bank commercial treasury**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|U.S. Bank commercial treasury", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank commercial treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **U.S. Bank commercial treasury**. These institutions publish treasury-management-oriented offerings and fee schedules"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Mercury", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "usually better for startups or mid-market rather than very large, highly regulated enterprises. Examples ... include Mercury, Relay, Bluevine, and Rho"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Relay", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better for startups or mid-market rather than very large, highly regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Bluevine", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "better for startups or mid-market rather than very large, highly regulated enterprises"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|openai-small|Rho", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "their pricing models and product depth differ from traditional treasury banks"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Rho", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Rho** ... total cost stays near-zero regardless of thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Relay", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Relay (Scale Plan)** ... Fixed cost for large teams"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Mercury", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury (Pro Plan)** ... Flat pro fee + no wire fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Chase", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less predictable** without a dedicated relationship manager ... Slower onboarding, legacy systems"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Bank of America", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "stand out over traditional banks (e.g., Chase, Bank of America) because they avoid legacy per-account or per-transaction traps"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Barclays Corporate", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Barclays Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional/Enterprise Banks (e.g., JPMorgan Chase Treasury, Barclays Corporate)"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Brex", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Brex** | Usage-based (Cash + cards) | No (but card-focused)"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|xai-small|Airwallex", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "e.g., Airwallex for multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|zai-small|Brex", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **Brex (Premium or Enterprise tier)**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|zai-small|Mercury", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Runner-Up: Mercury ... slightly less predictable than Brex"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|zai-small|Chase", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "traditional banks like Chase, Bank of America, or Citi are the **least predictable**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|zai-small|Bank of America", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "traditional banks like Chase, Bank of America, or Citi are the **least predictable**"}, {"id": "mai-20260917-1752-baseline-2|c228-l4|zai-small|Citi", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Citi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "traditional banks like Chase, Bank of America, or Citi are the **least predictable**"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|Ramp", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** (strong SOC 2/SSO/SCIM posture)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|Brex", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** (solid SOC 2/SSO, good fraud controls)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|Mercury", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Mercury** (good for cash management, but historically weaker on SSO/SCIM inclusion at lower tiers)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|Chase", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Traditional banks** (Chase, BofA, Wells Fargo) often fail the SSO/API test for enterprise clients on standard business accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|BofA", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "BofA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often fail the SSO/API test for enterprise clients on standard business accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|deepseek-small|Wells Fargo", "prompt": "c228-l5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often fail the SSO/API test for enterprise clients on standard business accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|J.P. Morgan Chase", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "J.P. Morgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "keep their primary capital reserves with a Tier-1 custody bank (e.g., J.P. Morgan Chase) for ultimate safety"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|Citi", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tier 1 Traditional Banks (Chase, Citi, BofA)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|Brex", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "utilizing an enterprise-ready fintech platform (e.g., Brex or Ramp) integrated via API for day-to-day operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|Mercury", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise Fintechs (Brex, Mercury, Rho)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|BofA", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tier 1 Traditional Banks (Chase, Citi, BofA)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|Rho", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise Fintechs (Brex, Mercury, Rho)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|google-small|Ramp", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-ready fintech platform (e.g., Brex or Ramp) integrated via API"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|Brex", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for banks that have achieved SOC 2 certification, such as Brex, Mercury, and Found."}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|Mercury", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Brex, Mercury, and Found"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|Found", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Brex, Mercury, and Found"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|Axis Bank's Current Account for Large Corporates", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Axis Bank's Current Account for Large Corporates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular business bank accounts for large companies include: 1. Axis Bank's Current Account for Large Corporates"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|RBS's Business Bank Account", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "RBS's Business Bank Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "2. RBS's Business Bank Account"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|meta-small|HSBC UK's Business Banking Account", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "HSBC UK's Business Banking Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "3. HSBC UK's Business Banking Account"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|minimax-small|Brex", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** (from $12/mo) or **Mercury** (from $29.9/mo) are the primary enterprise options. Brex offers the lowest cost with SOC 2 certification"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|minimax-small|Mercury", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Brex** (from $12/mo) or **Mercury** (from $29.9/mo) are the primary enterprise options"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|minimax-small|Found", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Only Brex, Mercury, and Found** currently offer SOC 2-certified business bank accounts as of 2026"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|Mercury", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury (top for scale/security)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|Brex", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex (treasury/SSO)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|Relay", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay (approvals)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|SVB", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "SVB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "plus 1-2 incumbents (Chase/SVB for relationships)"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|JPMorgan", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "traditional banks like SVB/JPMorgan for larger ops"}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|Found", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Confirmed SOC 2-compliant options: Mercury (Type II), Brex (Type 1 & 2), Found."}, {"id": "mai-20260917-1752-baseline-2|c228-l5|xai-small|Chase", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "plus 1-2 incumbents (Chase/SVB for relationships)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Citigroup (Citi)", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup (Citi)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Wells Fargo", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|JPMorgan Chase", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Morgan Stanley", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Bank of America", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|HSBC", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "have been placed on restricted or warning lists by state officials"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Silicon Valley Bank", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Following the collapse of several mid-sized institutions (such as Silicon Valley Bank and Signature Bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Signature Bank", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Following the collapse of several mid-sized institutions (such as Silicon Valley Bank and Signature Bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Monzo", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Monzo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "most CFOs advise against using them as the **sole** repository for large enterprise funds"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|alibaba-small|Revolut", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "most CFOs advise against using them as the **sole** repository for large enterprise funds"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|anthropic-small|Wells Fargo", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wells Fargo carries the highest concentration of direct commercial real estate exposure across office, multifamily, and construction"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|anthropic-small|Bank of America", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Wells Fargo Bank, Bank of America, and JPMorgan Chase were the most complained-about banks in the United States"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|anthropic-small|JPMorgan Chase", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Both show the broadest exposure to lending intermediated through private equity"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|challenger-small|Wells Fargo", "prompt": "c228-l6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The search results include user-reported avoidance of firms such as **Wells Fargo**, though that source is anecdotal rather than an authoritative enterprise-banking benchmark."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Silicon Valley Bank", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Institutions similar in profile to Silicon Valley Bank, Signature Bank, or First Republic — before their failures."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Signature Bank", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Institutions similar in profile to Silicon Valley Bank, Signature Bank, or First Republic — before their failures."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|First Republic", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "First Republic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Institutions similar in profile to Silicon Valley Bank, Signature Bank, or First Republic — before their failures."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Wells Fargo", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large enterprises should *not* necessarily avoid Wells Fargo today ... The bank's history of compliance failures warrants thorough due diligence"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Mercury", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid these as a *primary* operating account if you are a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Brex", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid these as a *primary* operating account if you are a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Rho", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid these as a *primary* operating account if you are a large enterprise"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|TD Bank", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "was subject to a major AML enforcement action in 2024 ... Large enterprises in high-risk sectors should be cautious."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|BMO", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "BMO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "I recall it has had some supervisory issues ... (BMO at 7.8%)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|U.S. Bancorp", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "U.S. Bancorp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "The weakest performers among the big U.S. banks (BMO at 7.8%, U.S. Bancorp at 8.8%, Truist at 10.2%)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|deepseek-small|Truist", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Truist", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "The weakest performers among the big U.S. banks (BMO at 7.8%, U.S. Bancorp at 8.8%, Truist at 10.2%)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Mercury", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "platforms like Mercury, Novo, and Lili are fantastic for startups and small businesses, they should **never** be used as an enterprise's primary treasury or custody partner"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Novo", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms like Mercury, Novo, and Lili ... should **never** be used as an enterprise's primary treasury or custody partner"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Lili", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Lili", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms like Mercury, Novo, and Lili ... should **never** be used as an enterprise's primary treasury or custody partner"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Synapse", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Synapse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "The collapse of major BaaS middleware providers (such as Synapse) demonstrated that when an intermediary fails, corporate cash can be frozen in legal limbo"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Ramp", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is highly common to use fintechs like **Ramp** or **Brex** for corporate cards and expense management"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|Brex", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is highly common to use fintechs like **Ramp** or **Brex** for corporate cards and expense management"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|google-small|IntraFi/ICS", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "IntraFi/ICS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "third-party networks (like IntraFi/ICS) sweep excess funds to other banks to secure multi-million dollar FDIC coverage"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|meta-small|Citigroup", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "business banking providers that large enterprises should be cautious about or avoid include:\n\n1. Citigroup"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|meta-small|Ramp", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "competitors such as Ramp, Revolut Business, and ING Wholesale Banking that are considered to be better alternatives"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|meta-small|Revolut Business", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "competitors such as Ramp, Revolut Business, and ING Wholesale Banking that are considered to be better alternatives"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|meta-small|ING Wholesale Banking", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "ING Wholesale Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "competitors such as Ramp, Revolut Business, and ING Wholesale Banking that are considered to be better alternatives"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|meta-small|HSBC Commercial Banking", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC Commercial Banking", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "large enterprises should be cautious when evaluating business banking providers and should consider alternatives to traditional banks such as Citigroup and HSBC Commercial Banking"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|mistral-small|Wise (formerly TransferWise)", "prompt": "c228-l6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid using non-bank fintechs like Wise for storing large reserves or as a primary banking relationship."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Silicon Valley Bank (SVB)", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank (SVB)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Banks with Recent Systemic Failures (Avoid or Heavily Scrutinize)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|First Republic Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "First Republic Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Banks with Recent Systemic Failures (Avoid or Heavily Scrutinize)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Signature Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "One of the four largest U.S. bank failures in history."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Bank of America", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Has made the \"Customer Service Hall of Shame\" consistently since 2009... their treasury and payments capabilities are generally viewed as dependable at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Wells Fargo", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Among the most complained-about banks to the CFPB. Low customer satisfaction scores (~74)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Citigroup", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Consistently poor ratings across both banking and credit card divisions"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|JPMorgan Chase", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While dominant in treasury services, it has low consumer review scores (1.14/5 on BBB)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Brex", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "large enterprises should generally avoid relying on them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Mercury", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "large enterprises should generally avoid relying on them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Ramp", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "large enterprises should generally avoid relying on them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|Revolut Business", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "large enterprises should generally avoid relying on them for core treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|moonshot-small|TCF National Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "TCF National Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "High complaint-to-deposit ratio | Operational dysfunction (e.g., TCF National Bank historically led this metric)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Santander UK", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers to **Avoid or Be Especially Cautious About**... Santander UK (and global affiliates for business banking)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Wells Fargo", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent operational glitches and regulatory scrutiny make it unreliable for mission-critical enterprise treasury."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Bank of America", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Second-highest CFPB complaints (67+ per $1B); ongoing fines for overdraft fees"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Citigroup (Citi Corporate Banking)", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup (Citi Corporate Banking)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "risky for enterprises needing seamless APIs or real-time cash management due to service friction"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Deutsche Bank", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Deutsche Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High regulatory risk could disrupt enterprise operations"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Barclays", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Barclays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Other Providers to Approach with **Caution**... Barclays: LIBOR manipulation fines"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|HSBC", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Repeated huge AML fines... de-risking common for \"high-risk\" enterprise sectors"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Standard Chartered", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Standard Chartered", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Standard Chartered twice for identical issues"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Tide", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Poor Trustpilot scores for business... not scaled for large enterprise volumes"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Chase", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**Top Alternatives**: Chase (high satisfaction)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Capital One", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Capital One (trust leader)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|U.S. Bank/PNC", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "U.S. Bank/PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "U.S. Bank/PNC (strong enterprise tools)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Silicon Valley Bank", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "specialists like Silicon Valley Bank (SVB post-failures stabilized for tech enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|JPMorgan Corporate", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Corporate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "or JPMorgan Corporate"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|TD Bank", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "leaders like Capital One, Chase, TD Bank, and Fifth Third scoring 670-737/1000"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Fifth Third", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "leaders like Capital One, Chase, TD Bank, and Fifth Third"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|xai-small|Triodos", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Triodos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "consider ethical options like Triodos for sustainability-aligned enterprises"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|Synapse Financial Technologies", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Synapse Financial Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why Avoid/Caution: The collapse exposed a fatal flaw in the **Banking-as-a-Service (BaaS)** model"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|Evolve Bank & Trust", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Synapse Financial Technologies & Partner Banks (e.g., Evolve Bank & Trust)"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|Greensill Capital", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Greensill Capital", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "It collapsed in 2021 after regulatory bodies (including the ECB) flagged its model as risky and opaque."}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|Wells Fargo", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Consistently ranked as one of the worst banks in customer satisfaction... infamous for the \"fake account\" scandal"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|Citibank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Frequently appears at the top of \"worst bank\" lists regarding customer satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c228-l6|zai-small|The Co-operative Bank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "The Co-operative Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "often ranks as the worst business current account provider"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Bluevine", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bluevine is frequently cited as the best for scaling businesses due to its fee structure."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Chase Business Complete Banking®", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Integrated Lending & Stability... Chase is the go-to for companies that may need credit lines or loans soon."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Airwallex", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for International B2B Transactions: **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Relay", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cash Control & AP/AR Workflows: **Relay**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Citi", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "stick with a traditional brick-and-mortar bank (Chase, Citi, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|alibaba-small|Wells Fargo", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "stick with a traditional brick-and-mortar bank (Chase, Citi, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|anthropic-small|Brex", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** is best if you run a mid-market company and want a corporate card plus treasury and vault services in one platform."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|anthropic-small|Chase Business", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides the security of the largest physical branch network in the US"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|anthropic-small|US Bank", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "US Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "expands on basic business options, offering the ability to grow money through money market accounts and CDs"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|anthropic-small|Airwallex", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B company operates internationally, **Airwallex** is chosen by scaling and growing businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|challenger-small|Rho", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho is the best overall pick for a mid-market B2B company"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|challenger-small|Brex", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is highlighted as a strong option for venture-backed startups and mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|challenger-small|Bluevine", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine is singled out for high-yield checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|challenger-small|Relay", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay is specifically recommended for businesses running several entities"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|Brex", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** — Best overall for established mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|Mercury", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** — Best for tech startups & venture-backed companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|Relay", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Relay** — Best for established multi-account cash-flow management"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|Chase", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "commercial banking relationship (Chase, BofA, Wells Fargo, US Bank, HSBC)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|BofA", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "BofA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "commercial banking relationship (Chase, BofA, Wells Fargo, US Bank, HSBC)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|Wells Fargo", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "commercial banking relationship (Chase, BofA, Wells Fargo, US Bank, HSBC)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|US Bank", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "US Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "AP/AR automation and treasury management (e.g., US Bank's AP Optimizer)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|deepseek-small|HSBC", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "commercial banking relationship (Chase, BofA, Wells Fargo, US Bank, HSBC)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Rho", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho (Best Overall for Mid-Market B2B)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Brex", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex (Best for Global Operations & Multi-Entity Spend)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Mercury", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury (Best for High-Growth Tech & B2B SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|JPMorgan Chase", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chase is the absolute gold standard for traditional commercial banking."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Bank of America", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "one of the best transaction and treasury banks in North America"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Fifth Third Bank", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Fifth Third Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fifth Third is highly focused on middle-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|PNC Bank", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose: A regional commercial player like Fifth Third or PNC"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|google-small|Citizens Bank", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Citizens Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Both PNC and Citizens consistently win awards for mid-market brand satisfaction."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|meta-small|Rho", "prompt": "c228-m1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best business bank accounts for mid-market B2B companies include Rho, Brex, and other online business bank accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|meta-small|Brex", "prompt": "c228-m1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the best business bank accounts for mid-market B2B companies include Rho, Brex, and other online business bank accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|JP Morgan Chase Business Banking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "JP Morgan Chase Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Excellent for larger mid-market companies, comprehensive services"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Bank of America Business Advantage", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong digital tools and international banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Wells Fargo Business Banking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good credit facilities and local support"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Silicon Valley Bank (SVB)", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Silicon Valley Bank (SVB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for tech and B2B companies with growth focus"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Barclays Business Banking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Barclays Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong commercial banking services"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|HSBC Business Banking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent for international B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|NatWest Business Banking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "NatWest Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good for UK-based mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Metro Bank Business", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Metro Bank Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Digital-first with good customer service"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Rho", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Great for growing mid-market companies with excellent features"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Airwallex", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Excellent for international payments and multi-currency"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Mercury", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong for tech-enabled B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|minimax-small|Revolut Business", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Good for international transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|mistral-small|Axos Bank Business Interest Checking", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often rated as the best overall business checking account, Axos offers no monthly fees, unlimited transactions, and interest on balances"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|mistral-small|First Internet Bank Commercial Analyzed Checking", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank Commercial Analyzed Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed for businesses with higher transaction volumes and offers analyzed checking with detailed transaction reporting"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|mistral-small|PNC Treasury Enterprise Plan", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Axos Bank Business Interest Checking** or **PNC Treasury Enterprise Plan** are excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|mistral-small|Revolut Business", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If international transactions are a major part of your business, **Revolut Business** or **Wise** may be more suitable"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|mistral-small|Wise (formerly TransferWise) Business", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Wise (formerly TransferWise) Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for companies with cross-border payment needs, offering real exchange rates and no hidden charges"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|moonshot-small|Mercury", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies today, **Mercury** or **Chase** are the safest starting points"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|moonshot-small|Chase", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercury** or **Chase** are the safest starting points—Mercury for speed and tech, Chase for lending and relationship depth."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|moonshot-small|Brex", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Brex if** you're venture-backed or a high-growth mid-market company wanting integrated corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|moonshot-small|First Internet Bank", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose a regional/commercial bank (like First Internet Bank or similar)** if you need sophisticated treasury management"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|openai-small|J.P. Morgan", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many mid-market B2B firms:** **J.P. Morgan Commercial Banking / Treasury**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|openai-small|U.S. Bank", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're in U.S. Bank's middle-market sweet spot:** **U.S. Bank Commercial Banking**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|openai-small|Chase", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a strong national bank with broad middle-market coverage:** **Chase Business / Commercial**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|openai-small|TD Bank", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "TD Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you value treasury expertise and a relationship-driven model:** **TD Bank Treasury Management**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|openai-small|Bank of America", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need broad branch access and a familiar commercial platform:** **Bank of America Cash Management / CashPro**"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|JPMorgan Chase", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest B2B networks, mid-to-large scaling ... Top-rated for mid/large by Money.com."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|Bank of America", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Relationship banking, SME/mid-market leader ... Recent Greenwich surveys rank Chase/BofA/JPM high for mid-market trust/service."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|Wells Fargo", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Treasury & cash-heavy B2B ... Past scandals; basic digital."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|PNC", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Analytics & cash flow tools ... Forbes pick for enterprise. | Regional (East/Midwest focus)."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|Brex", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fintechs (Brex) for tech/fast-growth"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|Rho", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex/Rho for mid-market startups. | No branches/cash deposits; underwriting picky."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|xai-small|Mercury", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fintechs like Brex/Rho/Mercury (if VC-backed SaaS B2B)"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|zai-small|J.P. Morgan", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for US Mid-Market: J.P. Morgan ... is widely considered the market leader."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|zai-small|Airwallex", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Global/International B2B: Airwallex ... is the industry standard for modern fintech treasury."}, {"id": "mai-20260917-1752-baseline-2|c228-m1|zai-small|Wise (TransferWise)", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Wise (TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wise is the best choice if your primary pain point is the cost and complexity of cross-border B2B transfers"}, {"id": "mai-20260917-1752-baseline-2|c228-m1|zai-small|Qonto", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for European Mid-Market: Qonto ... is the top challenger."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Mercury", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** remains the gold standard if you are digital-first and want maximum automation"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Brex", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "fintech-native banks like **Mercury** and **Brex** were once exclusive to VC-backed startups"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Rho", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "try **Rho** for its bank-network flexibility"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Relay Financial Services", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay Financial Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Relay** for a more straightforward, no-frills experience that welcomes non-tech businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Aspiration Business", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Aspiration Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good if your company values ESG/sustainability and wants carbon-negative banking along with solid operational tools"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Silicon Valley Bank’s successor", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Silicon Valley Bank’s successor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "keep their main operating account with a regional or national bank (like **Silicon Valley Bank’s successor**"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Capital One 360 Business", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Capital One 360 Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Capital One 360 Business**, **Stripe Treasury**, or even **Chase Business**"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Stripe Treasury", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Stripe Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Capital One 360 Business**, **Stripe Treasury**, or even **Chase Business**"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Chase Business", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "or even **Chase Business**"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Ramp", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "use **Ramp** or **Lemonio** for spend management/cards"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Lemonio", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Lemonio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "use **Ramp** or **Lemonio** for spend management/cards"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|alibaba-small|Wise", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mercury and Wise (for FX) are strong here"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|anthropic-small|Brex", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex offers both banking and corporate card services designed for venture-backed startups and mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|anthropic-small|Mercury", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury is good if your priority is the cleanest banking UI plus programmable APIs"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|anthropic-small|Bluevine", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine is the most aggressive operating-cash APY pick of any startup-friendly bank in 2026"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|challenger-small|Rho", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Rho** if your priority is an all-in-one platform for banking, cards, bill pay, and spend controls as you scale."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|challenger-small|Brex", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex**: better if you're **venture-backed** and want integrated spend management and corporate cards."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|challenger-small|Mercury", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury**: better if you're still closer to **startup/tech-first** needs and want a clean, fee-light platform."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|challenger-small|Chase", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chase**: better if you need **branches, cash deposits, or SBA lending**."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|Rho", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B startup, I'd recommend Rho as your primary banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|Bill.com", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies that want to eliminate separate AP tools (like Bill.com or AvidXchange)"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|AvidXchange", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "eliminate separate AP tools (like Bill.com or AvidXchange)"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|Mercury", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: **Mercury** ... Mercury is the cleanest choice"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|Ramp", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you'd need to pair it with Ramp, Bill.com, or similar"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|deepseek-small|Brex", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "it's really a **spend management** platform with banking bolted on"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|Rho", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** and **Mercury** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|Mercury", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Rho** and **Mercury** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|Brex", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brex** and **Ramp** serving as exceptional alternatives"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|Ramp", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** is not a primary bank, but rather the gold standard for expense management and corporate cards."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|JPMorgan Chase", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "preferring the balance sheet security of a Tier-1 traditional institution (like JPMorgan Chase or Bank of America)"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|google-small|Bank of America", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "like JPMorgan Chase or Bank of America"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|meta-small|Bluevine", "prompt": "c228-m2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some of the top options include Bluevine, Mercury, and other fintech companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|meta-small|Mercury", "prompt": "c228-m2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercury, which is considered the best overall digital business banking platform for startups"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|minimax-small|Mercury", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I'd suggest researching platforms like Mercury, Brex, Airwallex, and traditional banks like JPMorgan or Bank of America"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|minimax-small|Brex", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "researching platforms like Mercury, Brex, Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|minimax-small|Airwallex", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like Mercury, Brex, Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|minimax-small|JPMorgan", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "traditional banks like JPMorgan or Bank of America"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|minimax-small|Bank of America", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "traditional banks like JPMorgan or Bank of America"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|Mercury", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is highly recommended for mid-sized B2B startups and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|Brex", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is another top choice, especially for companies that need integrated corporate cards, expense management, and banking."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|Rho", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho provides business banking products, loans, and credit cards"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|Bluevine", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a solid option for mid-sized B2B companies that want a blend of traditional banking and fintech innovation"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|10x Banking", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "10x Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For companies seeking a more customizable, enterprise-grade solution, platforms like 10x Banking... are worth considering."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|Finastra Essence", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Finastra Essence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Finastra Essence, and FIS Modern Banking Platform are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|mistral-small|FIS Modern Banking Platform", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "FIS Modern Banking Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FIS Modern Banking Platform are worth considering"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|moonshot-small|Mercury", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Mercury for banking** and **Ramp for spend/AP**."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|moonshot-small|Ramp", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Spend Management + AP Automation: **Ramp** ... Banking is secondary—you’ll still need a primary bank account."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|moonshot-small|Brex", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Brex as a single platform** is a viable alternative"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|moonshot-small|Centime", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Centime** or **HighRadius**: These combine cash forecasting, AP/AR automation, and bank connectivity."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|moonshot-small|HighRadius", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "designed for mid-market B2B companies with longer sales cycles and complex cash conversion needs"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|openai-small|Mercury", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Mercury** if your priority is a modern, startup-friendly banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|openai-small|Brex", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is often a better fit for mid-sized teams"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|openai-small|Ramp", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ramp** if your main need is **spend automation across cards, expenses, AP, and accounting** rather than banking itself."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|openai-small|Bluevine", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Bluevine or a traditional bank** if you're more of an established operating business"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|xai-small|Mercury", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Mercury as the top banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|xai-small|Brex", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spend-heavy B2B (cards + AP) | Unlimited corporate cards... less pure banking focus."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|xai-small|Rho", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one ops (banking + bills) | $0 fees, 24/7 support, up to $75M FDIC"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|xai-small|Relay", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cash flow bucketing | Multi-accounts for B2B forecasting, integrations; $0 fees."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|xai-small|Chase", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid traditional banks (e.g., Chase) for mid-sized startups—they lack fintech speed/tools."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Bluevine", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Bluevine Business Checking** as your primary banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Column", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Column", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Column (for API\\u2011First Integration)"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Mercury", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have large cash reserves** \\u2192 Mercury Treasury\\u2019s 4.0% APY could be attractive."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Relay", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brex or Relay may better fit your needs."}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Brex", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If spend controls and expense management are top priorities** \\u2192 Brex or Relay"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Unit", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Unit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "another BaaS provider like Unit/Treasury Prime"}, {"id": "mai-20260917-1752-baseline-2|c228-m2|zai-small|Treasury Prime", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Treasury Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "another BaaS provider like Unit/Treasury Prime"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Chase", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest commercial bank in the U.S. with the highest number of business accounts... Choose a National Bank (Chase/BofA)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Bank of America", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close competitor to Chase, known for robust cash management tools."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Wells Fargo", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Historically dominant, though recently faced reputation challenges; still has one of the largest branch networks"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Bluevine", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A top contender in the fintech space focused on cash management."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Novo", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose an Online Bank (Novo/Bluevine) if you run a low-overhead startup"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Lili", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers specialized accounts based on specific professions or industries."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|alibaba-small|Relay Financial", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Financial", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on multi-account management."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Mercury", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mercury (with $0/month fees and up to $5M FDIC coverage)... Mercury fits tech startups"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Bluevine", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine ($0/month, up to 1.50% APY plus line of credit)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Relay", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay stands out for multi-account cash flow"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Novo", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Novo ($0/month with strong integrations)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chase, with the largest branch and ATM network in the U.S., is ideal for retail stores"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Brex", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex handles venture-backed spend management"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Airwallex", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airwallex is ideal for eCommerce, travel, and online businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|anthropic-small|Bank of America's Business Advantage", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America's Business Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for established LLCs that want to unlock tiered rewards"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Chase", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Pick **Chase, Capital One, or U.S. Bank** if you want **branches, deposits, and in-person service**."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Bluevine", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Bluevine, Relay, Mercury, or Novo** if you want **online-first banking, automation, and lower fees**."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Relay", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for organized money management with sub-accounts and accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Mercury", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Digital-first, founder-friendly, with high FDIC coverage features"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Capital One", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better for businesses that need physical cash handling"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|U.S. Bank", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Traditional bank option with branch support and a free checking offering"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|American Express", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong support and digital convenience, but not a branch-based bank."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Axos", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pick **Grasshopper or Axos** if you care most about **yield**"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Live Oak", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Live Oak", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pick **Live Oak** if your priority is **savings or SBA financing**."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Grasshopper", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Attractive rewards on checking, mostly for digitally managed businesses."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|Novo", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Pick **Bluevine, Relay, Mercury, or Novo** if you want **online-first banking**"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|challenger-small|nbkc", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "nbkc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Streamlined, low-friction online business banking with fewer traditional banking frills."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Chase", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose a traditional bank** (Chase, Bank of America, U.S. Bank) if you need branches, cash deposits, in-person service"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Bank of America", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Full-service branch network | Established businesses with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|U.S. Bank", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free checking at a national bank | Cost-conscious brick-and-mortar users"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Capital One", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a traditional bank like Chase, Capital One, or KeyBank is better"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|PNC", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Chase, Bank of America, U.S. Bank, Capital One, PNC) — full-service institutions"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Bluevine", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "~3% APY + FDIC sweep up to $3M + line of credit | Startups wanting high yield and credit"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Mercury", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mercury** if you're a VC-backed tech startup"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Novo", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free invoicing tools, integrations | Freelancers and sole proprietors"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Relay", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Up to 50 sub-accounts, cash-flow tools | Businesses needing expense management"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Airwallex", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Choose Airwallex** for global/multi-currency needs"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Axos", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "High APY + unlimited ATM reimbursements | Interest earners wanting flexibility"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Grasshopper", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Interest + cash back on checking | Digital-first users wanting rewards"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|KeyBank", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "KeyBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "a traditional bank like Chase, Capital One, or KeyBank is better"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|Live Oak", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Live Oak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Live Oak specializes in SBA loans"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|deepseek-small|American Express", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "American Express is known for 24/7 support"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Chase Bank (Chase Business Complete Checking)", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Bank (Chase Business Complete Checking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business is a local storefront, restaurant, or contractor handling physical cash, stick to **Chase** or **Bank of America**."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Bank of America (Business Advantage Banking)", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America (Business Advantage Banking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "stick to **Chase** or **Bank of America**"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Mercury", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose a digital-first option like **Mercury** (for tech startups)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Bluevine", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bluevine** (for earning interest)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Novo", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Freelancers, solopreneurs, and side-hustlers."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Relay", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Relay** (for budgeting)"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|google-small|Grasshopper Bank", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Grasshopper is a **fully chartered, FDIC-insured digital bank**"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|American Express Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include American Express Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Axos Business Premium Savings Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Business Premium Savings Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Axos Business Premium Savings Account"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Bank of America Business Advantage Fundamentals Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Advantage Fundamentals Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bank of America Business Advantage Fundamentals Banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Bluevine Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bluevine Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chase Business Complete Banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Found Small Business Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Found Small Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Found Small Business Banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Grasshopper Innovator Business Checking Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper Innovator Business Checking Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Grasshopper Innovator Business Checking Account"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Mercury Business Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury Business Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mercury Business Account"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|nbkc Business Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "nbkc Business Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "nbkc Business Account"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|meta-small|Relay Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Relay Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Chase Business Banking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for brick-and-mortar banking, strong for cash deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Bank of America", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good for established small businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|U.S. Bank", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers free checking at national brick-and-mortar banks"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Capital One", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for cash deposits and withdrawals"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|TSB (UK)", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "TSB (UK)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Highly recommended for customer satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Revolut Business", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Top customer satisfaction (4.9/5), excellent for tech-savvy businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Bluevine", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best non-bank option, offers APY on checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Axos Bank", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for high APY on savings"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Relay Business Checking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "No fees, unlimited transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Mercury Business Checking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Popular with startups"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Novo Business Checking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "No fees, startup-friendly"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Navy Federal Credit Union", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Navy Federal Credit Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for military-affiliated entrepreneurs"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|America First Credit Union", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "America First Credit Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Offers competitive APY"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|Grasshopper", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Bluevine, Axos, and Grasshopper offer interest on checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|minimax-small|American Express", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "American Express (24/7) and TSB rank high"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Revolut Business", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top-rated for customer satisfaction (4.9/5), high \"would recommend\" score (97%), praised for innovation and new features."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|TSB (UK High Street Bank)", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "TSB (UK High Street Bank)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "High customer satisfaction (4.7/5), offers a period of free business banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Chase", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Massive branch/ATM network, relationship banking, Ink Business cards"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Bluevine", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Competitive APY on balances, offers a domestic line of credit"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Axos Bank", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for ATM access, up to 1.01% APY, low or no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Found", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built-in bookkeeping and quarterly tax automation"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Relay", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Up to 50 sub-accounts, deep Xero/QuickBooks sync"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|mistral-small|Airwallex", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Multi-currency accounts (20+), local payment rails, 2% cashback on USD spend"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Chase", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose a traditional bank** (Chase, BofA, Wells Fargo) if your business handles lots of cash"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Bank of America", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Existing BofA customers / loyalty rewards"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Wells Fargo", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Personalized branch service"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Mercury", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mercury** | VC-backed startups | Usually $0 | Treasury management, up to ~4% APY"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Bluevine", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free checking with interest"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Relay", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Accounting-heavy businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Novo / Found", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo / Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Freelancers / solopreneurs | $0 | Simple setup, invoicing tools, no minimums"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|moonshot-small|Airwallex", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global / multi-currency businesses | Free | 20+ currency accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Chase for Business", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** businesses that want a large branch network plus strong all-around checking options."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Bank of America", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** businesses that want a major-bank relationship with scalable account tiers."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Wells Fargo", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** businesses that want traditional bank infrastructure with multiple checking tiers."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Capital One Business Banking", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** businesses that want a simpler digital-first bank experience from a major brand."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Bluevine", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Examples include **Bluevine, Novo, Relay, Mercury**, and similar platforms."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Novo", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Examples include **Bluevine, Novo, Relay, Mercury**, and similar platforms."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Relay", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Examples include **Bluevine, Novo, Relay, Mercury**, and similar platforms."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|openai-small|Mercury", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Examples include **Bluevine, Novo, Relay, Mercury**, and similar platforms."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Bluevine", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For US solos: Novo/Bluevine."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Mercury", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Startups: Mercury."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Novo", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For US solos: Novo/Bluevine."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Relay", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Up to 50 sub-accounts for cash flow, QuickBooks/Xero sync, team controls"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Chase", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Branches: Chase."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Brex", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Credit-first cards, spend management, high FDIC sweeps. | VC-backed startups."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Grasshopper", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Grasshopper, Axos, and Capital One appear often too."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Axos", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Grasshopper, Axos, and Capital One appear often too."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Capital One", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Grasshopper, Axos, and Capital One appear often too."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|U.S. Bank", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Chase/U.S. Bank excel in branches/cash but charge more."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Starling Bank", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Starling Bank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "UK: Starling for all-rounder."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Monzo Business", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Monzo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "App-first, categories, teams, FreeAgent links. | Small/digital businesses."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Tide", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Invoicing, accounting tools, cashback, fast setup. | Startups/sole traders."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Revolut Business", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Multi-currency (25+), crypto, teams... | International payments. | Per-transfer fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|Airwallex", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "20+ currencies, local rails, 2% cashback, expense mgmt. | Global exporters."}, {"id": "mai-20260917-1752-baseline-2|c228-m3|xai-small|HSBC/Barclays", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC/Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "traditional like **HSBC/Barclays**"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|JPMorgan Chase", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Largest bank by assets; extensive branch network; strong digital tools | Large enterprises needing comprehensive solutions"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Bank of America", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong small business offerings; Business Advantage suite | Small to medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Wells Fargo", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Competitive fees; broad product range"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Citibank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citibank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global reach; strong international banking"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|TD Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "TD Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Convenient hours; friendly service | Small businesses needing accessible support"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Chase Business Complete", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated with personal Chase accounts; competitive fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Citi Business", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Online-first; lower fees; solid mobile app"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Capital One", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong digital experience; no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|First Republic", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "First Republic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "(now part of JPMorgan) | High-touch service; relationship focus"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|US Bank Business", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "US Bank Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Hybrid model (online + branches) | Businesses wanting flexibility"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|PNC", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong business services; regional focus"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|US Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "US Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Strong commercial lending; diverse products"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Regions Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Regions Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Relationship-focused; competitive rates"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Commerce Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Commerce Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Exceptional customer service; Kansas City focus"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Navy Federal Credit Union", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Navy Federal Credit Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Military-focused; excellent rates"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|PenFed Credit Union", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "PenFed Credit Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Low fees; high savings rates"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|Alliant Credit Union", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Alliant Credit Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Strong digital tools; low fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m3|zai-small|USAA", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "USAA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Military-specific; comprehensive services"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Bluevine Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Mercury", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner Up: Mercury"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|American Express Business Checking", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Traditional Bank Option: American Express Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Relay Financial", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Organization: Relay Financial"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Wise Business", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For **global/invoicing**: Go with **Wise Business**."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Airwallex", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Wise and Airwallex offer real mid-market rates (approx. 0.5% markup)"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Chase", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "standard banks like Chase or Wells Fargo will drain you with ~3-4% exchange fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Wells Fargo", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "standard banks like Chase or Wells Fargo will drain you with ~3-4% exchange fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|alibaba-small|Novo", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most digital-only banks like Mercury and Novo do not allow this"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "U.S. Bank Business Essentials stands out as one of the only free business checking accounts offered by a big brick-and-mortar bank"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|Bluevine", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine combines high-yield business checking (up to 3.00% APY), $0 monthly fees on the Standard plan, and automated accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|Novo", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine and Novo offer small business checking accounts with no monthly maintenance fees and no minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|Relay", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "making it an excellent option for cost-conscious solo entrepreneurs"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|TAB Bank's Business Checking Account", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "TAB Bank's Business Checking Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "gives businesses 100 free debit transactions monthly with no annual or monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|U.S. Bank's Silver Business Package", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank's Silver Business Package", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "includes no monthly fees, 25 free cash deposits and 125 free transactions a month"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|anthropic-small|Chase", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "larger banks like U.S. Bank and Chase provide the security of brick-and-mortar institutions"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose Bluevine Business Checking for the best balance of low cost and useful business features"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Amex Business Checking", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Amex Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a no-fee account with high APY and unlimited free transactions; Investopedia rated it best overall for 2026"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Mercury", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "does **not** support physical branches or cash deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Novo", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also good if your priority is $0 monthly fees and no minimum balance"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Relay", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "also good if your priority is $0 monthly fees and no minimum balance"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Found", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "also good if your priority is $0 monthly fees and no minimum balance"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|challenger-small|Chase", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be better even though it usually costs more; Chase's Business Complete account has a $15 monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|NBKC Bank Business Checking", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Bank Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NBKC Bank** is the strongest pick because it's completely fee-free with no minimums"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need branch access, go with **U.S. Bank Business Essentials**"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|Axos Bank Business Interest Checking", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best overall per Forbes) ... Good if you want to earn interest on balances"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|Found", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a **fintech option like Found or Mercury** is worth considering"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|Mercury", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a **fintech option like Found or Mercury** is worth considering"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|Bluevine", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fintech Options (Found, Mercury, Bluevine)"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|deepseek-small|Navy Federal Business Checking", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Navy Federal Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Only if you or a family member has military affiliation"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Novo", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Novo: Best for Simple, 100% Fee-Free Banking ... Choose **Novo** if you want an all-around free account with great integrations and ATM fee refunds."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Bluevine", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine: Best for Earning Interest on Your Balance"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Relay", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay: Best for Cash Flow and Budgeting"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Mercury", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mercury is arguably the most robust free option on the market"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Found", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Found: Best for Solo Operators & Easy Tax Filing"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Chase Business Complete Banking", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Chase Business Complete Banking** is highly recommended. It has a $15 monthly fee, but you can **waive it easily**"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|google-small|Local Credit Unions", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Local Credit Unions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "often offer completely free business checking accounts with no monthly fees, though their digital apps ... are usually more basic"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall according to Finder"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|Mercury", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$0 monthly fee ... Ideal for startups and tech-forward businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|Relay", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for multi-account budgeting"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for businesses that need in-person banking options"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|Found Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Found Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for freelancers and solopreneurs"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|minimax-small|Huntington Bank Business Checking 100", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington Bank Business Checking 100", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No monthly fees if requirements are met"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|mistral-small|Wise Business", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business and BlueVine are often recommended as the best free or low-cost options"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|mistral-small|Qonto Starter", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is a free business account for freelancers and solo self-employed individuals"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|mistral-small|BlueVine", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "BlueVine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Wise Business and BlueVine are often recommended as the best free or low-cost options"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|mistral-small|Airwallex Business Essentials", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides a free checking account with no minimum balance requirement"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Starling Bank", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Bank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Starling Bank** is widely considered the best truly free option for UK limited companies"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Monzo Business Lite", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Business Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Monzo Business Lite** | £0 | Growing companies |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Tide (Free)", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Tide (Free)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Tide (Free)** | £0 | Invoicing & credit features |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Mettle", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mettle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Mettle** | £0 | Simple banking |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|NBKC Bank", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Bank", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**NBKC** or **Bluevine** for general small business use"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Bluevine", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**NBKC** or **Bluevine** for general small business use"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Mercury", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mercury** if you're a startup needing scalability"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Novo", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Novo** | $0 | $0 | Simple, no-frills business checking |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Relay", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| **Relay** | $0 | $0 | Unlimited fee-free transactions |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Found", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Found** if you want built-in bookkeeping and tax automation"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|moonshot-small|Navy Federal", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Navy Federal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "| **Navy Federal** | $0 | $100 | Credit union option |"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Bluevine or Novo—open online in minutes with EIN/SSN."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Novo Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Bluevine or Novo—open online in minutes with EIN/SSN."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Mercury Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Free domestic wires/ACH, up to $5M FDIC, virtual cards... startup-focused (EIN req.)"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|NBKC Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Forbes pick for startups) Full-service online... $0 everything."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Amex Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Amex Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "1.3% APY up to $500K, no fees/minimums... Wires $25+; Amex ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Chase", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid big banks like Chase (waivable but complex fees)."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Starling Bank Business Account", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Bank Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Starling or Tide for most—apply via app (10 mins)."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Tide Free Business Account", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Tide Free Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Starling or Tide for most—apply via app (10 mins)."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Monzo Business Lite", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Business Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free UK transfers, Mastercard rate FX, app tools. FSCS."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Zempler Business Go", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Zempler Business Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Completely free core, UK payments. Newer; check transaction limits."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Virgin Money M", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Virgin Money M", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Virgin Money M or Allica also free with perks like cashback."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|xai-small|Allica", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Allica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Virgin Money M or Allica also free with perks like cashback."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|zai-small|NBKC Business Checking", "prompt": "c228-m4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with NBKC Business Checking for a traditional, no-fee experience."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|zai-small|Novo Business Checking", "prompt": "c228-m4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Novo or Mercury are the top choices if you prefer a pure digital experience"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|zai-small|Mercury Business Checking", "prompt": "c228-m4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a startup or scaling company that will need fast wires and treasury tools, Mercury is the standout."}, {"id": "mai-20260917-1752-baseline-2|c228-m4|zai-small|Relay Starter Business Checking", "prompt": "c228-m4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Starter Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Novo or Relay are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c228-m4|zai-small|Bluevine Standard Business Checking", "prompt": "c228-m4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Standard Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for checking + modest savings"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Chase", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Big National Bank (Chase, BofA, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|BofA", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Big National Bank (Chase, BofA, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Citi", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Big National Bank (Chase, BofA, Citi)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|PNC", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Regional / Specialized Bank (PNC, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Wells Fargo", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Regional / Specialized Bank (PNC, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Brex", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Digital/Tech-First Platform (Brex, Mercury, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Mercury", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Digital/Tech-First Platform (Brex, Mercury, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|alibaba-small|Ramp", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Digital/Tech-First Platform (Brex, Mercury, Ramp)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|deepseek-small|Chase", "prompt": "c228-m5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to dig into specific bank comparisons (e.g., Chase, Mercury, Relay, Silicon Valley Bank, U.S. Bank, or the fintech options)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|deepseek-small|Mercury", "prompt": "c228-m5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "specific bank comparisons (e.g., Chase, Mercury, Relay, Silicon Valley Bank, U.S. Bank, or the fintech options)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|deepseek-small|Relay", "prompt": "c228-m5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "specific bank comparisons (e.g., Chase, Mercury, Relay, Silicon Valley Bank, U.S. Bank, or the fintech options)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|deepseek-small|Silicon Valley Bank", "prompt": "c228-m5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "specific bank comparisons (e.g., Chase, Mercury, Relay, Silicon Valley Bank, U.S. Bank, or the fintech options)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|deepseek-small|U.S. Bank", "prompt": "c228-m5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specific bank comparisons (e.g., Chase, Mercury, Relay, Silicon Valley Bank, U.S. Bank, or the fintech options)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|google-small|IntraFi (formerly ICS/CDARS)", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "IntraFi (formerly ICS/CDARS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for banks that offer programs like **IntraFi (formerly ICS/CDARS)** or proprietary multi-bank sweep programs."}, {"id": "mai-20260917-1752-baseline-2|c228-m5|google-small|JP Morgan Chase", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "JP Morgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "send it to 3\\u20134 candidate banks (typically a mix of a major national bank like JP Morgan Chase/BofA, a strong regional bank, and a modern corporate-focused digital player)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|google-small|BofA", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a major national bank like JP Morgan Chase/BofA, a strong regional bank, and a modern corporate-focused digital player"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Chase Business", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Chase Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 banks that fit your criteria (e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others)."}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Bank of America", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Wells Fargo", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Silicon Valley Bank", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Mercury", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|mistral-small|Novo", "prompt": "c228-m5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Chase Business, Bank of America, Wells Fargo, Silicon Valley Bank, Mercury, Novo, or others"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Chase", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Traditional Banks**: Chase, Bank of America, Wells Fargo, PNC, Citi (strong treasury services)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Bank of America", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Traditional Banks**: Chase, Bank of America, Wells Fargo, PNC, Citi"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Wells Fargo", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Traditional Banks**: Chase, Bank of America, Wells Fargo, PNC, Citi"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|PNC", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Traditional Banks**: Chase, Bank of America, Wells Fargo, PNC, Citi"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Citi", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Citi (strong treasury services)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Rho", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Digital-First Platforms**: Rho, Brex, Mercury (modern APIs, lower fees)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Brex", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Digital-First Platforms**: Rho, Brex, Mercury (modern APIs, lower fees)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|moonshot-small|Mercury", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Digital-First Platforms**: Rho, Brex, Mercury (modern APIs, lower fees)"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Chase", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Scalable platforms like those from Chase, Bank of America, or fintechs (Bluevine, Mercury, Brex) with robust APIs."}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Bank of America", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bank of America Business Advantage | Treasury tools, credit access"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Bluevine", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine/Mercury (fintech) | High APY, APIs, no fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Mercury", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bluevine/Mercury (fintech) | High APY, APIs, no fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Brex", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "fintechs (Bluevine, Mercury, Brex) with robust APIs"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|U.S. Bank Silver Business", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "U.S. Bank Silver Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "U.S. Bank Silver Business | Unlimited digital, cash mgmt | $0"}, {"id": "mai-20260917-1752-baseline-2|c228-m5|xai-small|Axos Business Interest", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Axos Business Interest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Axos Business Interest | Earns interest, unlimited | $0"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Wells Fargo", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is often safer to avoid the two largest players (**Wells Fargo** and **Citi**) due to systemic customer service issues"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Citibank (Citi)", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank (Citi)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it is often safer to avoid the two largest players (**Wells Fargo** and **Citi**)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Citizens Bank", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it frequently appears on \"worst bank\" lists based on the ratio of complaints to deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|RelayFi", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "RelayFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Recent user reports and discussions advise extreme caution with this provider, particularly regarding wire transfers."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Synchrony Bank", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Synchrony Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "frequently criticized for having high fees, lower interest earnings on deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Credit One Bank", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "frequently criticized for having high fees, lower interest earnings on deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Mercury", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Modern Fintechs (like Mercury, Bluevine, or Novo): Provided their terms match your specific transaction volume"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Bluevine", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern Fintechs (like Mercury, Bluevine, or Novo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|alibaba-small|Novo", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern Fintechs (like Mercury, Bluevine, or Novo)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|anthropic-small|Wells Fargo", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Wells Fargo has high unresolved complaints, several recent high-profile scandals and settlements with the Consumer Financial Protection Bureau"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|anthropic-small|Citibank", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Citibank has struggled with a tarnished reputation... customer complaints frequently focusing on the bank's outdated technology and confusing online banking system"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|anthropic-small|Bank of America", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bank of America has the most complaints of any bank in the U.S., with customers reporting poor customer service, long wait times, excessive fees"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|challenger-small|Wells Fargo", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Wells Fargo** — appears in multiple “worst bank”/avoid lists and complaint-driven rankings."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|challenger-small|Citibank", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Citibank** — appears in the same complaint-based rankings."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|challenger-small|Bank of America", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Bank of America** — also appears in those complaint-based rankings."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|challenger-small|NatWest Bankline", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest Bankline", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "one customer review source specifically warns against it for business banking, though that is anecdotal"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Mercury", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequent account freezes/closure, slow support, funds held 60+ days | 15.4 negative reviews/month (4x industry average)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Relay", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Account closures dominate complaints (51% of negatives)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|BlueVine", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "High closure rate (44% of negatives)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|HSBC", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Worst overall service quality; SMEs report no relationship manager... avoid the \"big four\" (HSBC, Barclays, Lloyds, NatWest)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Barclays", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Barclays", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "has a documented pattern of **unexplained account closures** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|The Co-operative Bank", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "The Co-operative Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Consistently scores lowest in customer service and ethical banking reviews."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Royal Bank of Scotland (RBS)", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Royal Bank of Scotland (RBS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Poor service quality for SMEs."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Lloyds", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Lloyds", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "avoid the \"big four\" (HSBC, Barclays, Lloyds, NatWest)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|NatWest", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "avoid the \"big four\" (HSBC, Barclays, Lloyds, NatWest)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Chase Business Complete", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Chase Business Complete", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**US:** Chase Business Complete (has physical branches and a real complaints process)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Monzo", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Monzo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**UK:** Monzo (ranked #1 for business satisfaction)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Starling Bank", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Starling Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Starling Bank (#2)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|deepseek-small|Tide", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or Tide (joint #3). These have far fewer closure complaints."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Synapse Financial Technologies", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Synapse Financial Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the bankruptcy of a major fintech middleware provider named **Synapse Financial Technologies** locked up over $85 million in customer deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Evolve Bank & Trust", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "locked up over $85 million in customer deposits across partner banks like Evolve Bank & Trust"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Mercury", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "neobanks (such as **Mercury**, **Bluevine**, or **Novo**) rely heavily on automated fraud-detection algorithms"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Bluevine", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "neobanks (such as **Mercury**, **Bluevine**, or **Novo**) rely heavily on automated fraud-detection algorithms"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Novo", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "neobanks (such as **Mercury**, **Bluevine**, or **Novo**) rely heavily on automated fraud-detection algorithms"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Wise (formerly TransferWise)", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wise has faced significant customer backlash in recent years for abruptly closing business accounts without explanation"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Wells Fargo", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Consistently ranked near the bottom of major customer satisfaction indexes, Wells Fargo carries historical baggage from massive regulatory scandals"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Bank of America", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These institutions are notorious for \"nickel-and-diming\" small businesses."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Citibank", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These institutions are notorious for \"nickel-and-diming\" small businesses."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|google-small|Brex", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Brex** abruptly decided to stop servicing traditional small businesses, giving tens of thousands ... just 60 days to move their funds"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|meta-small|Tide", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is recommended to steer clear of Tide at all costs"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|meta-small|Wells Fargo", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "It is advised to avoid Wells Fargo due to its questionable financial practices."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|meta-small|Credit One", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "This bank is also not recommended due to its poor customer reviews and ratings."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|meta-small|Synchrony Bank", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Synchrony Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Synchrony Bank is not recommended due to its poor customer reviews and ratings."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|mistral-small|Wise (formerly TransferWise)", "prompt": "c228-m6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wise is not a traditional bank but an Electronic Money Institution (EMI)... it may close or restrict business accounts if you keep large reserves"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Wells Fargo", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Plagued by ongoing scandals, regulatory actions, and some of the worst customer ratings"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Citibank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Heavy criticism for poor service and history of regulatory violations"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Credit One", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid:** Known for hidden fees and overwhelmingly negative reviews"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Bank of America", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution:** High complaint volume (128,404+), frequently fined for deceptive practices"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Capital One", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Caution:** **Highest number of fee-related complaints**"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Chase Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Chase Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Caution:** Recurring complaints about **frozen accounts** and access issues"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Fifth Third Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Caution:** Regularly criticized for aggressive overdraft fee practices"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|US Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "US Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Caution:** Accused of opening unauthorized accounts, rated poorly across review platforms"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Bluevine", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Caution:** Multiple reports of **unexpectedly frozen or closed business accounts**"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|moonshot-small|Relay", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Currently has BBB status \"on hold\" while investigating previously closed complaints"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Wells Fargo", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tops lists for worst banks with 117k+ CFPB complaints, F BBB rating, fake accounts scandal history"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Bank of America", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "128k+ complaints, A- BBB but high unresolved issues (e.g., frozen funds, payment delays, account closures)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Citibank", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "85k+ complaints, F BBB, regulatory violations, poor customer service."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|PNC Bank", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "PNC Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Elevated complaints per deposit volume, including fees and service issues."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Capital One", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Elevated complaints per deposit volume, including fees and service issues."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|TSB", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "\"Worst\" business banking per reviews; app/printing failures, payment issues, poor support."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Santander UK", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "1.7/5 Trustpilot (\"Bad\"), account freezes, communication breakdowns, unexpected fees."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Lloyds Bank", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Lloyds Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Highest FCA complaints (187k+ in H2 2025), sudden closures, overdraft demands, rude service."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Bluevine", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Consider highly rated alternatives: Bluevine, Mercury, Axos, NBKC (low fees, good reviews"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Mercury", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Consider highly rated alternatives: Bluevine, Mercury, Axos, NBKC (low fees, good reviews"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|Axos", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Consider highly rated alternatives: Bluevine, Mercury, Axos, NBKC"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|xai-small|NBKC", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "NBKC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Consider highly rated alternatives: Bluevine, Mercury, Axos, NBKC (low fees, good reviews in Forbes/NerdWallet 2024-2026)"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|RelayFi (Relay Financial)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "RelayFi (Relay Financial)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or approach with extreme caution:** RelayFi (especially for new accounts and large wires)."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|Chase Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Chase Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be cautious with:** Chase, Bank of America, NatWest, Santander UK, and RBC"}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|Bank of America", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Customer service is frequently rated poorly; be prepared for long wait times and limited resolution options."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|NatWest (UK)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest (UK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Many business users report being \"stuck\" with no clear path to resolution."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|Santander UK", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consistently rated poorly on Trustpilot; appears to be a top pick for frustration."}, {"id": "mai-20260917-1752-baseline-2|c228-m6|zai-small|RBC (Royal Bank of Canada)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "RBC (Royal Bank of Canada)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Service is frequently described as \"unhelpful\" and \"dismissive,\" which is problematic for business operations."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Chase Business Complete Banking®", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking®", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best All-Rounder: Chase Business Complete Banking®**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Bluevine", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for High Cash Flow: Bluevine**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Mercury", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Tech/Digital-First: Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Monzo Business Lite", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best Low-Maintenance: Monzo Business Lite**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Tide", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best Popular Choice: Tide** ... Extremely popular among UK SMEs."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Revolut Business", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Global Features: Revolut Business**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Airwallex", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Cross-Border Payments: Airwallex or Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Wise Business", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fintechs like **Wise** and **Airwallex** allow you to receive payments in local currencies"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|alibaba-small|Lloyds", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Lloyds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a large local bank (like Chase in the US or Lloyds in the UK) provides security and trust"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Chase", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Traditional banks (Chase, Bank of America, Wells Fargo, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Bank of America", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Traditional banks (Chase, Bank of America, Wells Fargo, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Wells Fargo", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional banks (Chase, Bank of America, Wells Fargo, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Novo", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Online banks (Novo, Mercury, Brex, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Mercury", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Online banks (Novo, Mercury, Brex, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|anthropic-small|Brex", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Online banks (Novo, Mercury, Brex, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|challenger-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Bluevine Business Checking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|challenger-small|Relay", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Relay** is stronger if you care most about expense controls and multi-user cash-flow management"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|challenger-small|Mercury", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are a **startup or growth-stage B2B company** that wants an all-in-one finance platform"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|challenger-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need **branch access** and may handle cash, deposits, or in-person banking often"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|challenger-small|Found", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your B2B business is contractor-heavy and you want help with **taxes and 1099s**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|deepseek-small|Relay", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Relay** offers the best combination of free features ... ideal if you're in the typical small-B2B situation"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|deepseek-small|Bluevine", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bluevine** is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|deepseek-small|Mercury", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're venture-backed or dealing in international payments, go with **Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|deepseek-small|Brex", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need heavy AP/bill-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|deepseek-small|Novo", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Novo** — *Best for freelancers/solo operators*"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Mercury", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury: Best Overall for High-Growth & Digital B2B Startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Relay", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Relay: Best for Bootstrapped B2B Teams (Multi-Account Cash Flow)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Bluevine", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine: Best for Earning Interest on Operating Balances & Lines of Credit"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Airwallex", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B with International Clients"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Wise Business", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Airwallex / Wise if a significant portion of your B2B revenue comes from international clients"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|google-small|Chase Business Complete", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Traditional Brick-and-Mortar Bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|meta-small|Monzo Business Lite", "prompt": "c228-s1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top business bank accounts for small businesses include Monzo Business Lite, and other accounts offered by various banks and FinTechs."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|minimax-small|Brex", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** and **Grasshopper** stand out for their fee-free ACH transfers and wire payments"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|minimax-small|Grasshopper", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Grasshopper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Brex** and **Grasshopper** stand out for their fee-free ACH transfers and wire payments"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|minimax-small|Bluevine", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bluevine** and **Novo** also offer no-monthly-fee accounts with free ACH transfers."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|minimax-small|Novo", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bluevine** and **Novo** also offer no-monthly-fee accounts with free ACH transfers."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|minimax-small|Ramp", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need strong accounting software integration, **Ramp** integrates well with QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|mistral-small|Novo", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for genuinely free business checking and a robust library of integrations, making it a top choice for freelancers and small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|mistral-small|Bluevine", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Novo, Bluevine, or Relay** are the best choices"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|mistral-small|Relay", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small B2B companies, **Novo, Bluevine, or Relay** are the best choices"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|mistral-small|Mercury", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need advanced integrations or are a tech-focused business, **Mercury** is also highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|mistral-small|Found", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Found combines banking with invoicing and tax tools, making it a good fit for B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|moonshot-small|Mercury", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Mercury** if you send/receive frequent wire transfers (especially international)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|moonshot-small|Bluevine", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bluevine** \\u2013 Best All-Around Free Account"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|moonshot-small|Novo", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Novo** if you invoice clients and want built-in payment tools"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|moonshot-small|Grasshopper", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Grasshopper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Grasshopper** \\u2013 Best for High-Volume Transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|moonshot-small|Axos Business Checking", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Axos Business Checking** \\u2013 Best for ATM Access"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|openai-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many small B2B companies:** **Bluevine Business Checking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|openai-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a traditional bank with branches:** **Chase Business Complete Banking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|openai-small|Business Advantage Fundamentals Banking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Business Advantage Fundamentals Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a big-bank option and already use Bank of America:** **Business Advantage Fundamentals Banking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine Business Checking** (NerdWallet/CNBC top pick): No monthly fees, 2.0%+ APY ... Ideal for B2B with invoice payments."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Mercury", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** (Popular for B2B startups/SaaS): No fees, high FDIC coverage ... Great for tech-savvy B2B with international clients."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Axos Bank Basic/Interest Checking", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Basic/Interest Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Axos Bank Basic/Interest Checking** (Forbes best overall): No fees, unlimited domestic transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Novo", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Novo or Relay**: Free, unlimited transactions ... Good for solopreneur B2B."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Relay", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "sub-accounts for budgeting (Relay excels for teams/expenses)"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Chase Business Complete", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Chase Business Complete** (If branches needed): $15/mo (waivable), cash deposits, but higher fees."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Tide", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Tide** (Business Expert top): Free basic plan, invoicing/expenses in-app"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Monzo Business", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Monzo Business or Starling Bank**: Free/low-fee, great apps, integrations."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|xai-small|Starling Bank", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Starling Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Starling for overdrafts."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a modern fintech account like **Novo, Found, or Bluevine** offers the best balance of low/no fees, unlimited transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Novo Business Banking", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Novo Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a modern fintech account like **Novo, Found, or Bluevine** offers the best balance of low/no fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Tide", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: UK‑based small businesses needing MTD compliance, invoicing, and expense management in one place."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Found Business Banking", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Found Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a modern fintech account like **Novo, Found, or Bluevine** offers the best balance"}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Wise Business", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For multi‑currency B2B transactions, **Wise Business** is hard to beat."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Chase", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need branch access or regular cash deposits, **Chase** or another traditional bank may be a better fit."}, {"id": "mai-20260917-1752-baseline-2|c228-s1|zai-small|Capital One", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional banks (Chase, Capital One, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|alibaba-small|Mercury", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is widely considered the gold standard for modern startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|alibaba-small|Novo", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Novo is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|alibaba-small|Bluevine", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Holding Large Cash Balances"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|alibaba-small|Airwallex", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International B2B"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Mercury", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most early-stage B2B startups, **Mercury** or **Stripe** tend to be the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Stripe", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most early-stage B2B startups, **Mercury** or **Stripe** tend to be the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Square Business", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Square Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another solid all-in-one option"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|JPMorgan Chase", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually higher fees and minimum balances"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Bank of America", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually higher fees and minimum balances"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Wells Fargo", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Usually higher fees and minimum balances"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Brex", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited to specific business types"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|anthropic-small|Bluevine", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited to specific business types"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|challenger-small|Rho", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Rho** if you want an *all-in-one* banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|challenger-small|Mercury", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** is the best alternative"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|challenger-small|Chase", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Chase** only if you need **branches, cash deposits, or an SBA loan**"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|challenger-small|Brex", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **Rho vs. Mercury vs. Brex** specifically for a B2B startup"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Mercury", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mercury** (for most B2B startups)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Relay", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alt #1: **Relay** (if cash flow organization is your pain point)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Bluevine", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alt #2: **Bluevine** (if you need a line of credit attached to your bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Brex", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alt #3: **Brex** (if you already use corporate cards heavily)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Novo", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for B2B ... Novo | Good for freelancers but limited multi-account features, lower FDIC cap"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Chime", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Chime / personal banks | No business-specific features, no invoicing, no multi-user control."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|Chase", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Traditional brick-and-mortar banks (Chase, BoA) | High wire fees ... painful for a startup"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|deepseek-small|BoA", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "BoA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Traditional brick-and-mortar banks (Chase, BoA) | High wire fees ($25\\u2013$40 each), monthly maintenance fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|google-small|Mercury", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury — Best Overall for Tech & Digital-First Startups ... widely considered the gold standard for early-stage B2B startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|google-small|Brex", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex — Best for Teams with Heavy Corporate Card & Spend Needs"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|google-small|Rho", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho — Best for High-Growth Startups & Scale-ups (Seed to Series A+)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|google-small|Relay Financial", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay Financial is an excellent, highly flexible option"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|google-small|Chase", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "keep 2–3 months of runway in a secondary account (like a traditional bank like Chase"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|meta-small|Rho", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Rho's list of the best banks for startup business banking in 2026"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|meta-small|RelayFi", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "RelayFi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "RelayFi's guide to the best online business bank accounts in 2026"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|meta-small|Mercury", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mercury's list of the best banks and business accounts for startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Mercury", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** is my top recommendation"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Brex", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you can add **Brex** or **Rho** as a secondary account"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Rho", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rho** (up to ~4% APY) | Higher APY on idle cash than most fintechs."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Grasshopper", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Founder‑focused banks that want a simple, mobile‑first experience with a strong API"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|SVB (now \"Silicon Valley Bank – Bridge\")", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "SVB (now \"Silicon Valley Bank – Bridge\")", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher fees, requires larger balances <br>• Not as streamlined as fintech alternatives"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Chase", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional bank (e.g., Chase, Bank of America, local community bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Bank of America", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional bank (e.g., Chase, Bank of America, local community bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|Starling (UK)", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Starling (UK)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You're based outside the US (UK, EU, Canada) | **Starling (UK), N26 (EU), RBC (Canada)**"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|N26 (EU)", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "N26 (EU)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Starling (UK), N26 (EU), RBC (Canada)**"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|RBC (Canada)", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "RBC (Canada)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Starling (UK), N26 (EU), RBC (Canada)**"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|minimax-small|First Republic", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "First Republic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "a full‑service bank like **Silicon Valley Bank (Bridge)** or **First Republic** may be worth a look"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|mistral-small|Mercury", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend considering **Mercury**, **Brex**, or **Rho** as your banking platform... **Mercury** is often recommended for pre-seed and seed-stage startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|mistral-small|Brex", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is another popular option, especially for tech-forward businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|mistral-small|Rho", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Rho** is praised for its low-cost checking, bill pay, and basic AP functionality"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|moonshot-small|Mercury", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Mercury** as your primary bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|moonshot-small|Ramp", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury for banking + Ramp for spend management"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|moonshot-small|Brex", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it has a higher approval bar and can block non-VC-backed or bootstrapped SMBs"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|moonshot-small|Relay", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Relay**: If you follow **Profit First** methodology or need extremely granular multi-account budgeting."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|moonshot-small|Bluevine", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bluevine**: If you need a banking platform that also offers a **line of credit**"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|openai-small|Mercury", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Mercury** as the default first choice"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|openai-small|Rho", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're farther along and want a more **finance-ops-heavy all-in-one platform**, I'd consider **Rho**."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|openai-small|Brex", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**More spend-management / corporate-card-heavy use case:** Brex."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Mercury", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** is my top recommendation for a small B2B startup's banking platform."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Brex", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Mercury doesn't fit"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Ramp", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spend control is priority over pure banking ... Less focus on core banking/treasury"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Relay", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You want unlimited sub-accounts for cash flow"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Bluevine", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-yield checking appeals"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|xai-small|Chase", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional banks like Chase work but lack the fintech speed/cost savings for startups."}, {"id": "mai-20260917-1752-baseline-2|c228-s2|zai-small|Mercury", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Mercury** as your primary banking platform"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|zai-small|Airwallex", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|zai-small|Bluevine Business Checking", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost‑Conscious Traditional Option: Bluevine Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-s2|zai-small|Stripe Atlas", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Stripe Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For New Incorporations: Stripe Atlas"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|alibaba-small|Found", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-in-One Operating System: **Found** ... Choose Found if: You want to eliminate accounting software costs."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|alibaba-small|Relay", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Cash Flow Organization: **Relay** ... superior if you use \"envelope-style\" budgeting."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|alibaba-small|Mercury", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Tech-Forward/Venture-Backed Teams: **Mercury**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|alibaba-small|Novo", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Simplicity & Freelancers: **Novo**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Mercury", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is a banking platform designed for technology startups and VC-backed businesses, with a free tier including a business checking account"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Bluevine", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine stands apart by combining high-yield business checking for eligible customers with integrated tools for invoicing, payments, and expense management"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Relay", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for small businesses that want to manage cash across multiple accounts with clear budget segmentation"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Brex", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "digital-first accounts like Mercury, Bluevine, Relay, or Brex"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Chase", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chase is ideal for retail stores, restaurants, and local service providers who handle physical currency daily"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|TD Bank", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "TD Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TD Bank offers business checking with online and mobile banking, debit cards, and access to business credit and SBA loans"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|anthropic-small|Lili", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lili includes these features on its Core plan"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Relay", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Relay** if your priority is **team spending controls, multiple accounts, and clean cash-flow organization**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Mercury", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mercury** if you want **startup-friendly banking with fast payments and automation** and do not need branches."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Bluevine", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Bluevine** if you care most about **earning interest on idle business cash**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Chase Business Complete", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Chase** if your team needs **cash deposits, face-to-face service, or a physical branch network**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Lili", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best suited to very small teams or owner-operated businesses rather than more complex operating structures."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|challenger-small|Found", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for contractor management and 1099 e-filing"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Relay", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Relay** is the standout for organizing money and supporting multiple users/bookkeepers"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Mercury", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for funded startups & treasury"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Novo", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for solo founders, freelancers & fast setup"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Brex", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best all-in-one banking + cards + spend management"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Bluevine", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bluevine** is the best if you simply want high interest with zero fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Rho", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Generally overkill for solo founders or very small teams."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|Chase Business Essentials", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "often recommended if your team regularly deposits cash or wants in-person branch support"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|deepseek-small|U.S. Bank Business Essentials", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "often recommended if your team regularly deposits cash or wants in-person branch support"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|google-small|Relay Financial", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Financial", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Granular team permission controls, multi-account budgeting... Relay is built specifically with scaling teams and collaborative finance in mind."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|google-small|Mercury", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Mercury if you are a remote tech company, are raising venture capital"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|google-small|Bluevine", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine is an excellent middle ground for traditional business operations."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|google-small|Novo", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Novo is slightly less robust than Relay or Mercury for multi-person teams because its team permission settings and employee card limits are more basic."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|google-small|Chase Business Complete Banking", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Chase if you run a physical retail shop, restaurant, or service business where team members frequently handle cash deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Mercury", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Mercury**\n- **Best for:** Startups and funded companies"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Bluevine", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Earning interest + business lending"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Relay", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Budgeting-focused teams (Profit First method)"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Novo", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Simpler, less robust multi-user than competitors ... No APY on checking, no cash deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Found", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Built-in bookkeeping + tax automation"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|minimax-small|Chase Business Complete Banking", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Teams wanting physical branch access"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Bluevine", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want high interest and simplicity: **Bluevine**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Mercury", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a tech startup: **Mercury** or **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Found", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need bookkeeping and tax tools: **Found**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Relay", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need multiple sub-accounts: **Relay**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Novo", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lacks APY and lending options, but is very easy to use for day-to-day banking."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Rho", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More comprehensive than most, but may be overkill for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Chase", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you deposit cash regularly: **Chase** or similar traditional bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|mistral-small|Wells Fargo", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traditional Banks (e.g., Chase, Wells Fargo)"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Mercury", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Mercury**\n- **Best for:** Startups, SaaS, VC-backed companies"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Relay", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Managing complex cash flow / Profit First:** Relay"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Bluevine", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Everyday small business / want interest on checking:** Bluevine"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Wise Business", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paying international contractors or global revenue:** Wise Business"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Novo", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Just need simple, free banking:** Novo or Bluevine"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|moonshot-small|Found", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Solo operator needing tax help:** Found"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Chase Business Complete Banking", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need branches/cash?** Pick **Chase** or **Bank of America**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Bank of America Business Advantage Banking", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Advantage Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need branches/cash?** Pick **Chase** or **Bank of America**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Wells Fargo Initiate Business Checking", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo Initiate Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want the most basic low-friction starter option?** Look at **Wells Fargo Initiate**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Wells Fargo Navigate Business Checking", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo Navigate Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Expect higher volume soon?** Consider **Wells Fargo Navigate**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Mercury", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mostly digital startup with a remote team?** Likely **Mercury** or **Brex**."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|openai-small|Brex", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Brex is usually less about a classic local bank experience and more about combining accounts, cards, controls, and expense workflows."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Relay", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on needs: Relay/Bluevine for versatile teams"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Bluevine", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose based on needs: Relay/Bluevine for versatile teams"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Mercury", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury for scaling startups"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Novo", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Novo/Lili are simpler for minimal teams"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Lili", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Freelancer-focused, fewer team controls"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Chase", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional options like Chase or Bank of America add branches but higher fees."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Bank of America", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional options like Chase or Bank of America add branches but higher fees."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|NBKC", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "NBKC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If international or high-cash, consider hybrids like NBKC or Axos."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|xai-small|Axos", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "consider hybrids like NBKC or Axos"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Mercury", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a tech‑first startup or LLC: Mercury (digital experience, treasury, corporate cards)"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Relay", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need to segment cash and enforce spend limits: **Relay**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Brex", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Mercury** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Found", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want banking + bookkeeping + tax automation in one platform: **Found**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Bluevine", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with **Novo** or **Bluevine** for interest‑bearing checking"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Novo", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For simple, no‑fee online banking: Novo."}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Chase", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need physical branches and cash deposits: **Chase**"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Bank of America", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for BofA Ecosystem & Preferred Rewards"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Wells Fargo", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Low Minimum & National Branch Access"}, {"id": "mai-20260917-1752-baseline-2|c228-s3|zai-small|Rho", "prompt": "c228-s3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you hold large cash reserves and want high yield: **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|alibaba-small|BlueVine Business Checking", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "BlueVine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Cash Flow: BlueVine Business Checking ... widely considered the best option"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|alibaba-small|Mercury", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Startups & Digital Businesses: Mercury"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|alibaba-small|Relay Financial", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Organizing Funds: Relay Financial"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|alibaba-small|Huntington Business Checking 100", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington Business Checking 100", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Traditional Bank Option: Huntington Business Checking 100"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|challenger-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine Business Checking** is the strongest all-around choice for low-cost business banking"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|challenger-small|Chase Business Complete Banking", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong fallback, but it has a **$15 monthly fee** unless waived"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|challenger-small|Mercury", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury** is also attractive because it offers **fee-free business checking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Novo** or **Bluevine** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|Novo Business Checking", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Novo** or **Bluevine** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|American Express Business Checking", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to earn interest on idle cash, go with **Bluevine** or **American Express**."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|nbkc Bank Business Checking", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc Bank Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No fees and no minimums whatsoever — arguably the most budget-friendly for a true startup"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|Relay", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$0 monthly fee, no minimums"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|deepseek-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$0 monthly fee at a brick-and-mortar bank (just a ~$25 opening deposit), with branch access."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Novo", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Novo – Best Overall for Simplicity ... Novo is a top choice"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Bluevine", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine – Best for Earning Interest on Your Operating Cash"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Relay", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay – Best for Budgeting and \"Profit First\" Accounting"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Found", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Found – Best for Freelancers & Solopreneurs"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|U.S. Bank Business Essentials®", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Local Branch Access & Cash Deposits ... U.S. Bank is a major exception."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Chase", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most traditional brick-and-mortar banks (like Chase or Bank of America) charge a $15–$30 monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Bank of America", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most traditional brick-and-mortar banks (like Chase or Bank of America) charge a $15–$30 monthly fee"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|google-small|Mercury", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you rely heavily on wires, look at **Mercury**, which offers free domestic and international wires with no monthly fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Chase Business Complete Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need **branch access** and can keep a few thousand dollars on deposit, Chase or Bank of America are solid."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Bank of America Business Advantage Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America Business Advantage Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chase or Bank of America are solid"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Wells Fargo Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cash-deposit fees after $2,500/month; limited free transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Novo", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you prefer a **fully digital, fee-free** experience, Novo, Axos Basic, or Mercury are all strong contenders."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Axos Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Novo, Axos Basic, or Mercury are all strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Mercury", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Novo, Axos Basic, or Mercury are all strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Starling Bank – Business Account", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Bank – Business Account", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Fully free, online-only** → Starling (no monthly fee, unlimited Faster Payments)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Monzo – Business Account", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo – Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Starling (no monthly fee, unlimited Faster Payments) or Monzo Business Lite"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Barclays Business Account", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Barclays Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Need physical branches** → Barclays or Lloyds (fee waivable with a modest balance)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|NatWest Business Banking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "NatWest Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**£0** (for start-ups & small firms)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Lloyds Bank Business Account", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Lloyds Bank Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Barclays or Lloyds (fee waivable with a modest balance)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|RBC Business Essentials", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "RBC Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "the “big-bank” accounts (RBC, TD, BMO) are free and give you full branch access"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|TD Business Banking – Basic", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "TD Business Banking – Basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "the “big-bank” accounts (RBC, TD, BMO) are free"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|BMO Business Account", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "BMO Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "the “big-bank” accounts (RBC, TD, BMO) are free"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|minimax-small|Tangerine Business Banking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Tangerine Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "If you want **zero-fee** and are comfortable with online-only, Tangerine Business is a standout."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Bluevine", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine** stands out as the best overall choice due to its combination of no fees, high APY, and robust features"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Relay", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "These providers also offer $0 monthly fees and no minimum balance requirements, making them suitable for budget-conscious businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Novo", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "These providers also offer $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Mercury", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Some, like Mercury, even provide free domestic wires and up to $5M in FDIC insurance"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Found", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "These providers also offer $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Lili", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These providers also offer $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Grasshopper", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Grasshopper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "These providers also offer $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Finom Solo", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Finom Solo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For businesses in Europe or those preferring international options, these providers offer free business accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|mistral-small|Qonto Starter", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For businesses in Europe or those preferring international options, these providers offer free business accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bluevine Business Checking ⭐ Best Overall"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Relay Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bluevine** or **Relay** offer the best combination of $0 fees, decent APY, and solid features"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Novo Business Banking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Monthly fee: $0 ... Best for: Businesses that don't need cash deposits"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|NBKC Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Truly free checking, no minimum balance, good customer service ratings"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Axos Basic Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need cash deposit capability, consider **U.S. Bank Essential** or **Axos**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|U.S. Bank Essential", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Essential", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need cash deposit capability, consider **U.S. Bank Essential**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Huntington Business Checking 100", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington Business Checking 100", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Huntington Business Checking 100 | $0 | - | No monthly fee option"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|moonshot-small|Navy Federal Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Navy Federal Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Navy Federal Business Checking | $0 | $100 | Good for credit union members"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|openai-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **cheapest online-first option**, I’d usually start with **Bluevine**."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|openai-small|nbkc Business Account", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good all-around **low-fee** option with **$0 monthly fee** and no excess transaction fee"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|openai-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a solid **brick-and-mortar** option with **$0 monthly maintenance fee**, though it has some other fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|openai-small|Chase Business Complete Banking", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though Chase’s standard monthly fee is **$15 unless waived**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine Business Checking** (Top overall pick)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Mercury", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free domestic/international USD wires (rare!), up to $5M FDIC sweep"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|NBKC Business Checking", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited free transactions, free incoming wires/domestic wires low ($5)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Novo Business", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unlimited transactions, ATM fee refunds, Stripe/Shopify integrations"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Axos Basic Business Checking", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "50 free transactions/mo (unlimited after), free incoming wires"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Starling Business", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Unlimited UK transfers, free cash deposits ... All-round small biz"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Monzo Business Lite", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Business Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unlimited transfers, tax pots/invoicing ... Mobile-first users"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Tide Free", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Tide Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free UK payments, invoicing, Free instant saver (up to 4% AER)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Barclays", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Barclays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "no fees vs. high-street banks like Barclays (£8.50/mo after 12 months free)"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|xai-small|Wise", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pro tip: Pair with Wise for cheap international if needed."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|zai-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small, budget-constrained businesses**, I'd start with **Bluevine Business Checking**"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|zai-small|Novo Business Checking", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Novo** is a strong runner-up."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|zai-small|Lili Business Checking", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Lili Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you **must make physical cash deposits** and want a chance to earn a high APY, **Lili** is the best fit."}, {"id": "mai-20260917-1752-baseline-2|c228-s4|zai-small|NBKC Free Business Checking", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Free Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"Zero-Fees, No Strings Attached\" – NBKC Free Business Checking"}, {"id": "mai-20260917-1752-baseline-2|c228-s4|zai-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Traditional Bank Option – U.S. Bank Business Essentials"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|Chase", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional Banks (Chase, Wells Fargo, BoA): Best if you need physical branches... However, their software for multi-user access is often clunky and outdated."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|Wells Fargo", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their software for multi-user access is often clunky and outdated"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|BoA", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "BoA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their software for multi-user access is often clunky and outdated"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|Mercury", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Fintech/Digital-Only (Mercury, Found, Novo): Highly recommended for 30-person tech/modern companies."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|Found", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Fintech/Digital-Only (Mercury, Found, Novo): Highly recommended for 30-person tech/modern companies."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|alibaba-small|Novo", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Fintech/Digital-Only (Mercury, Found, Novo): Highly recommended for 30-person tech/modern companies."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|U.S. Bank", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "U.S. Bank, Chase, and modern digital banks do this."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|Chase", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a major bank (e.g., Chase Business Complete for branch access and unlimited electronic deposits)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|Xero", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Accounting software integration** \\u2014 Xero, QuickBooks, Sage, etc."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|Mercury", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "or** a modern digital bank (e.g., Mercury, Relay, or Airwallex) for better fee structure and spend management"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|Relay", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a modern digital bank (e.g., Mercury, Relay, or Airwallex)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|deepseek-small|Airwallex", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a modern digital bank (e.g., Mercury, Relay, or Airwallex)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Mercury", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use a fintech like **Mercury** or **Brex** as your daily operating account."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Brex", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use a fintech like **Mercury** or **Brex** as your daily operating account."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Chase", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **Traditional Commercial Bank** (e.g., Chase, Bank of America, Silicon Valley Bank/First Citizens, or strong regional banks)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Bank of America", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(e.g., Chase, Bank of America, Silicon Valley Bank/First Citizens, or strong regional banks)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Silicon Valley Bank/First Citizens", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank/First Citizens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., Chase, Bank of America, Silicon Valley Bank/First Citizens, or strong regional banks)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Rho", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a **Fintech/Neobank** (e.g., Mercury, Brex, Rho, Novo)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|google-small|Novo", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a **Fintech/Neobank** (e.g., Mercury, Brex, Rho, Novo)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|minimax-small|Chase", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "compare at least three providers— традиционный banks (e.g., Chase, Bank of America, Capital One)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|minimax-small|Bank of America", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Chase, Bank of America, Capital One"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|minimax-small|Capital One", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Chase, Bank of America, Capital One"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|mistral-small|Chase", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 banks that fit your needs (e.g., Chase, Mercury, Novo, Bluevine, Silicon Valley Bank, or local/regional banks)."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|mistral-small|Mercury", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Chase, Mercury, Novo, Bluevine, Silicon Valley Bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|mistral-small|Novo", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Chase, Mercury, Novo, Bluevine, Silicon Valley Bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|mistral-small|Bluevine", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Chase, Mercury, Novo, Bluevine, Silicon Valley Bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|mistral-small|Silicon Valley Bank", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Chase, Mercury, Novo, Bluevine, Silicon Valley Bank, or local/regional banks"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|Mercury", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A tech-forward bank (Mercury, Relay, Wise, or a modern offering from Axos/First Internet Bank) often delivers better UX, more cards, and superior accounting integrations at lower cost."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|Relay", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A tech-forward bank (Mercury, Relay, Wise, or a modern offering from Axos/First Internet Bank) often delivers better UX"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|Novo", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Neobanks (Mercury, Relay, Novo, Wise) often win on UX, integrations, and fees but lack branches and sometimes lending."}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|Wise", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A tech-forward bank (Mercury, Relay, Wise, or a modern offering from Axos/First Internet Bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|Axos", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a modern offering from Axos/First Internet Bank) often delivers better UX, more cards, and superior accounting integrations at lower cost"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|moonshot-small|First Internet Bank", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "First Internet Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a modern offering from Axos/First Internet Bank) often delivers better UX, more cards, and superior accounting integrations at lower cost"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|NBKC", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "NBKC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "NBKC Business Checking | $0 | Unlimited | 1.75% on savings | Payroll ACH, Xero | Startups/digital"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|Axos", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Axos Business Interest | $0 | Unlimited | Up to 1.01% | QuickBooks, strong digital | Overall balance/yield"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|Bluevine", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine Business | $0 | Unlimited | Up to 2%+ | QuickBooks, bill pay | High yield/low fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|Chase", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chase Business Complete | $0–$15 (waivable) | 20 free, then fees | Low | Payroll integrations, branches | Branch access"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|PNC", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PNC Treasury | Varies | High-volume | Low | Advanced treasury | High transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|Bank of America", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional banks like Chase, PNC, or Bank of America if needed"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|Mercury", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mercury | $0 | Unlimited wires | Varies| API-heavy, teams | Tech/growing firms"}, {"id": "mai-20260917-1752-baseline-2|c228-s5|xai-small|First Internet Bank", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "First Internet Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "otherwise, digital like Mercury or First Internet Bank"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Wells Fargo", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Frequently cited as one of the worst for small businesses due to: High Fees & Hidden Costs... Account Freezes"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Santander", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Santander", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Santander has received significant negative feedback for: Business Support: Poor handling of business-specific queries"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Bank of America", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Often mentioned alongside Wells Fargo for: Complex Fee Structures... Aggressive Monitoring"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Square", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "neobanks (like Square, Stripe Treasury, Relay, or regional equivalents) offer sleek interfaces and fast setup, they come with structural risks"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Stripe Treasury", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Stripe Treasury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "neobanks (like Square, Stripe Treasury, Relay, or regional equivalents)... they come with structural risks"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Relay", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "neobanks (like Square, Stripe Treasury, Relay, or regional equivalents)... structural risks that small businesses must understand"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Kotak Mahindra Bank", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Kotak Mahindra Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "certain regional or mid-sized banks like Kotak Mahindra Bank have been criticized by small business owners"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|alibaba-small|Wise", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A neobank/payment processor (like Stripe, Square, or Wise) for day-to-day digital transactions"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|anthropic-small|Wells Fargo", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some customer reviews noted Wells Fargo's excessive fees and how customers felt the charges were intentional."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Wells Fargo", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the results explicitly mention **Wells Fargo** in negative terms in multiple places, reflecting a longstanding reputation problem"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Citibank", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Bank of America", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Capital One", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Discover Bank", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Discover Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Citizens Bank", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Flagstar", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Flagstar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Fifth Third", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|PNC", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "PNC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|challenger-small|Comerica", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Comerica", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "among the worst-rated banks in America by customer complaints and unresolved issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Revolut Business", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Historically accounted for **80% of all digital-bank complaints** via Resolver, mostly about frozen accounts and poor support."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Tide", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "An e-money institution, not a full bank. Recurring complaints about **account suspensions during fraud checks**"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Mercury", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "these three draw **~4x the complaints of all other business banks**, dominated by **account closures and frozen funds**"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Relay", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Relay 51% of negatives ... dominated by **account closures and frozen funds**"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|BlueVine (US)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine (US)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BlueVine 44% ... often \"no reason given\" and rejections at onboarding"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Axos (US)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Axos (US)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Poor Trustpilot rating (~2.2); frequent complaints about difficult customer service, slow access to funds"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Wells Fargo", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "notorious for **hidden fees and complexity** ... Easy to accidentally rack up costs."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Bank of America (US)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America (US)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Business checking carries monthly maintenance fees ($16–$30+) ... plus per-transaction, cash-deposit, wire, and overdraft fees"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|RBS/NatWest (UK)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "RBS/NatWest (UK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "frequently complain about **yearly overdraft setup fees charged repeatedly**, charges on every payment in and out"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Santander Business (UK)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Santander Business (UK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Complaints about ~£10/month charges plus fees for cash withdrawals."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Absa Business Evolve Lite (South Africa)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Absa Business Evolve Lite (South Africa)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Advertised as R0/month but customers report R450+/month in hidden charges."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|PayPal", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "offer \"banking-like\" services are **not banks themselves** ... **FDIC insurance offers NO protection**"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Cash App", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "fintech payment apps that offer \"banking-like\" services are **not banks themselves**"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|deepseek-small|Grasshopper", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "look for sweep programs (e.g., Relay's Thread Bank sweep up to $3M, Grasshopper up to $125M)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Evolve Bank & Trust", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heavily entangled in the Synapse collapse and hit with a Federal Reserve cease-and-desist order due to severe compliance and risk-management gaps."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Lineage Bank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Lineage Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Faced FDIC consent orders over its fintech partnerships."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Cross River Bank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Cross River Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Under FDIC consent orders regarding its fintech lending and compliance oversight."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Community Federal Savings Bank (CFSB)", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Community Federal Savings Bank (CFSB)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "faced an OCC cease-and-desist order to overhaul its anti-money laundering (AML) protocols"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Mercury", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Mercury** rolled out strict geographic restrictions, closing the accounts of businesses with founders holding passports from or residing in dozens of countries"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Novo", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Digital neobanks (like **Mercury**, **Novo**, or **Wise**) are incredibly convenient for startups, but they face intense pressure"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Wise", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Digital neobanks (like **Mercury**, **Novo**, or **Wise**) ... many neobanks use automated algorithms to flag and shut down accounts"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Chase", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they can be highly punitive to early-stage, bootstrapped, or micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Wells Fargo", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "they can be highly punitive to early-stage, bootstrapped, or micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Bank of America", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "they can be highly punitive to early-stage, bootstrapped, or micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Grasshopper", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Grasshopper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "do your primary business banking with an institution that holds its own banking charter (such as Grasshopper, Axos, or a local credit union/community bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|google-small|Axos", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Axos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "an institution that holds its own banking charter (such as Grasshopper, Axos, or a local credit union/community bank)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|meta-small|Bluevine", "prompt": "c228-s6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some users on Reddit have expressed caution when using Bluevine, citing issues with missing funds and transaction history"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|minimax-small|Mercury", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Numerous complaints about sudden account freezes and delayed fund releases (60+ days)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|minimax-small|BlueVine", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many complaints about frozen accounts and held funds"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|minimax-small|Relay Financial", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Relay Financial", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Significant complaints about account closures"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|minimax-small|HSBC", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reviewed as \"the worst bank in the UK for SMEs\" with poor customer service and long wait times"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|minimax-small|RBS/Natwest", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "RBS/Natwest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Criticized for anti-growth policies, difficulty making large payments, and requiring branch visits for transactions over £50k"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|mistral-small|Mercury", "prompt": "c228-s6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Mercury** – This provider has a relatively high percentage of negative reviews (24% lifetime negative) and a significant number of account freezes"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|mistral-small|Relay", "prompt": "c228-s6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Relay** – Also has a notable number of negative reviews (12% lifetime negative) and a high volume of account freezes."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Wells Fargo", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consider avoiding or being extra cautious with: Wells Fargo (due to history of fraudulent practices)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Bank of America", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Banks with frequent account freezing issues (Bank of America)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Santander (UK)", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Santander (UK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Frequent complaints: Poor communication, unexpected account freezes, sudden term changes"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Mercury", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fintechs with sudden closure risks for certain demographics (Mercury for international founders)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Novo", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Poor customer support: No live support and slow response times"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Relay", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reports of unlawfully withholding funds for extended periods"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|ANNA (UK)", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "ANNA (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Multiple reports calling it \"the worst bank ever\" with accounts frozen and funds held"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Chase", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Better alternatives often mentioned: Chase - Better integration and fewer freezing issues"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|moonshot-small|Bluevine", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bluevine - A+ BBB rating, strong reviews"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|openai-small|TD Bank", "prompt": "c228-s6", "model": "openai-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "The OCC's action against TD Bank for BSA/AML deficiencies is a good example of the kind of issue to take seriously."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Mercury", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Mercury: Leads in negative reviews (15+ per month in analyzed data), with ~41% tied to closures/holds."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Relay", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High complaints (~13/month), 51% about closures. BBB investigations into past issues; good ratings elsewhere but risky for stability."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|BlueVine", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "~13 negatives/month, 44% closures. Frequent holds on funds, support delays for complex cases"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Square (Block Financial)", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Square (Block Financial)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for core banking—strong warnings on Reddit/forums about payout holds, frozen funds, and reliance risks."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Revolut Business", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tops fraud/scam complaints (3,200+ APP fraud cases to FOS in 2024). High non-APP fraud escalations; poor reimbursement rates."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Chase (JPMorgan Chase)", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Chase (JPMorgan Chase)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "9,500+ CFPB checking complaints yearly; reports of sudden closures, overdraft fee traps"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Wells Fargo", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "history of scandals, unexpected closures, and prioritizing larger loans"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Bank of America", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "high fees unless waived precisely, poor mobile/app uptime reports, and slow dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|U.S. Bank", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prioritize: FDIC-insured traditional/hybrid banks (e.g., U.S. Bank, PNC, NBKC)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|PNC", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "FDIC-insured traditional/hybrid banks (e.g., U.S. Bank, PNC, NBKC)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|NBKC", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "NBKC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "FDIC-insured traditional/hybrid banks (e.g., U.S. Bank, PNC, NBKC)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Novo", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "vetted fintechs like Novo/Lili with lower complaint ratios"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Lili", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "vetted fintechs like Novo/Lili with lower complaint ratios"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Axos", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Alternatives to consider positively: Axos, First Internet Bank, Capital One Spark (low fees, bonuses)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|First Internet Bank", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "First Internet Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Alternatives to consider positively: Axos, First Internet Bank, Capital One Spark"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|xai-small|Capital One Spark", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Alternatives to consider positively: Axos, First Internet Bank, Capital One Spark (low fees, bonuses)"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|zai-small|Wells Fargo", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Wells Fargo has faced significant regulatory penalties and lawsuits for creating millions of unauthorized accounts and charging improper fees."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|zai-small|TD Bank", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: TD Bank is generally limited to the East Coast... consistently receives poor reviews for customer service."}, {"id": "mai-20260917-1752-baseline-2|c228-s6|zai-small|Mercury", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Numerous reports describe Mercury closing business accounts without notice and retaining funds for extended periods"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|zai-small|Chase", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "established national banks like Chase and Bank of America have high fees, they offer a level of reliability and physical presence"}, {"id": "mai-20260917-1752-baseline-2|c228-s6|zai-small|Bank of America", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "established national banks like Chase and Bank of America have high fees, they offer a level of reliability and physical presence"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|alibaba-small|Thunes", "prompt": "c229-l1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **maximum global reach and flexibility**, choose **Thunes**."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|alibaba-small|Wise Platform", "prompt": "c229-l1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For **lowest costs in major corridors**, choose **Wise Platform**."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|alibaba-small|Nium", "prompt": "c229-l1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **real-time settlements and banking-grade reliability**, choose **Nium**."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|alibaba-small|Airwallex", "prompt": "c229-l1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For an **all-in-one treasury and payments solution**, choose **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|alibaba-small|Traditional Banks (J.P. Morgan, Citi, HSBC)", "prompt": "c229-l1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Traditional Banks (J.P. Morgan, Citi, HSBC)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Weaknesses:** Slower settlement times, opaque fees, and less competitive FX rates."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|anthropic-small|Thunes", "prompt": "c229-l1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thunes stands out as the overall leader for enterprise reach and scale."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|anthropic-small|Airwallex", "prompt": "c229-l1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex has strong global coverage with broad currency support for expanding enterprises."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|anthropic-small|Adyen", "prompt": "c229-l1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adyen is best suited for enterprise B2B payment processing at global scale."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|anthropic-small|Convera", "prompt": "c229-l1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Convera is built for corporate treasury functions managing larger transaction sizes"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|challenger-small|Thunes", "prompt": "c229-l1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would usually recommend **Thunes** if your priority is broad cross-border payout reach, fast settlement, and strong compliance in one network"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|challenger-small|Airwallex", "prompt": "c229-l1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company needs a deeper **enterprise operating platform** ... **Airwallex** is the stronger fit"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|challenger-small|Nium", "prompt": "c229-l1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **Nium** if you need **real-time rails, card issuance, and infrastructure depth**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|challenger-small|Adyen", "prompt": "c229-l1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Adyen** if your enterprise needs **payment processing** more than pure payout orchestration"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Thunes", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thunes — Best overall for global B2B payouts at scale ... consistently ranked #1 for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Airwallex", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "API-first treasury stack for scale: Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Corpay / Convera", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay / Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FX risk hedging + high-volume corridors: Corpay / Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Wise Business", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "coverage thins out for enterprise-scale payouts into emerging markets and mobile wallets"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Adyen", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best suited for enterprise B2B payment processing at global scale (cards + bank transfers), but it's card-centered"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Stripe", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Adyen / Stripe / Checkout.com — Best if embedded in a payment-processing stack"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|deepseek-small|Checkout.com", "prompt": "c229-l1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Adyen / Stripe / Checkout.com — Best if embedded in a payment-processing stack"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|TransferMate", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "TransferMate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TransferMate** is the industry gold standard"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|Serrala", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Partner with **Serrala + TransferMate**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|Nium", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nium** is the leading choice"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|Airwallex", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Full-Stack Business Accounts & FX Operations: **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|Adyen", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B Global Customer Collections (Receivables): **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|google-small|Tipalti", "prompt": "c229-l1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for AP & Payee Compliance Automation: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|meta-small|Thunes", "prompt": "c229-l1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cross-border payments platform for businesses for an enterprise B2B company is Thunes."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|meta-small|Mastercard Move", "prompt": "c229-l1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Mastercard Move", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Mastercard Move, which leads for bank-grade multi-rail reach."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Payoneer", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The following list is not an endorsement or recommendation."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Wise (formerly TransferWise)", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Low-cost international transfers | Transparent pricing, mid-market exchange rate, API integration"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Adyen", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise-grade payment processing"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Worldpay (FIS)", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Worldpay (FIS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large-scale corporate treasury & B2B"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Stripe", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Online B2B payments, platform payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|SWIFT gpi", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "SWIFT gpi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bank-to-bank cross-border payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Ripple (XRP)", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Ripple (XRP)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "low fees for high-volume corridors (adoption varies)"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|OFX", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bulk foreign-exchange payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Currencycloud", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Embedded finance, B2B platform providers"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|Tipalti", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Supplier payments, procurement automation"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|minimax-small|AvidXchange", "prompt": "c229-l1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AP automation,"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|mistral-small|Thunes", "prompt": "c229-l1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes** is consistently ranked as the top overall choice for global B2B payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|mistral-small|Adyen", "prompt": "c229-l1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adyen is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|mistral-small|Payoneer", "prompt": "c229-l1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often recommended for marketplace and freelancer mass payouts, and is practical for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|moonshot-small|Thunes", "prompt": "c229-l1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes** – Best Overall for Global B2B Payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|moonshot-small|Convera", "prompt": "c229-l1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Convera** if FX risk management and hedging are critical priorities"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|moonshot-small|Currencycloud", "prompt": "c229-l1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For**: Payment teams needing FX-enabled cross-border payouts with clear execution tracking"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|moonshot-small|Airwallex", "prompt": "c229-l1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Airwallex** if you need strong multi-entity support and ERP integration alongside payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|moonshot-small|Wise Platform", "prompt": "c229-l1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Limitation**: Coverage thins out in emerging markets; limited mobile wallet support"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|openai-small|Corpay Cross-Border", "prompt": "c229-l1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Corpay** is often the strongest fit if your priority is treasury-scale cross-border payments plus FX/risk management"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|openai-small|Wise Platform", "prompt": "c229-l1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Wise Platform** if your business needs product/API integration and operational simplicity"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|openai-small|Airwallex", "prompt": "c229-l1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airwallex** is attractive for global financial operations and FX efficiency"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|openai-small|Payoneer", "prompt": "c229-l1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Payoneer** is strong for contractor, supplier, and marketplace-style international business payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|openai-small|Kyriba", "prompt": "c229-l1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "prominently highlights **Corpay Cross-Border** and **Kyriba** for enterprise payment software"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Adyen", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "High-volume global commerce/acceptance: Adyen (top for enterprises per ConnectPay, Corefy; market leader)."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Airwallex", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payouts/treasury across borders: Airwallex or Nium (frequent #1-2 in B2B rankings"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Stripe", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Dev speed + scale: Stripe."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Nium", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payouts/treasury across borders: Airwallex or Nium"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Wise Business", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slower for complex enterprise (no cards/omnichannel); limits on high volume."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Payoneer", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others: Payoneer (supplier networks)"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Checkout.com", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Checkout.com (high-volume cards)"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|xai-small|Corpay", "prompt": "c229-l1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Corpay (G2 top-rated for FX/cross-border)"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Thunes", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes – Best Overall for Global B2B Payouts**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Adyen", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Acquiring‑Focused:** ... **Adyen** is the top choice."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Nium", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "prioritize **Thunes** or **Nium**"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Wise Business", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For paying suppliers with low‑cost, transparent FX, **Wise Business** is ideal."}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Rapyd", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "API‑driven global payouts & payouts to wallets/cards"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|XTransfer", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**XTransfer** or **Cedar Money** may be better"}, {"id": "mai-20260917-1752-baseline-2|c229-l1|zai-small|Cedar Money", "prompt": "c229-l1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Cedar Money", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Local‑currency collections in emerging markets | **XTransfer** or **Cedar Money**"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|Airwallex", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Airwallex."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|Wise Enterprise (formerly TransferWise)", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Enterprise (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Operational Layer:** **Wise Enterprise (formerly TransferWise)**. ... their Enterprise platform handles bulk payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|HSBC", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Strategic Layer:** **HSBC or Standard Chartered**. These institutions have established trade finance desks."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|Standard Chartered", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Standard Chartered", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HSBC or Standard Chartered**. These institutions have established trade finance desks."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|Mastercard Multi-Currency FX (formerly Currency Cloud)", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Mastercard Multi-Currency FX (formerly Currency Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "They are the engine behind many other fintechs. They provide the rails"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|alibaba-small|Thunes", "prompt": "c229-l2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thunes specializes in \"last-mile\" delivery, ensuring money arrives in local bank accounts worldwide"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|anthropic-small|Convera", "prompt": "c229-l2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Convera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Convera** appears particularly well-suited for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|anthropic-small|Kyriba", "prompt": "c229-l2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Kyriba** is another established option"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|challenger-small|Kyriba", "prompt": "c229-l2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kyriba** as the strongest all-around FX hedging and international payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|challenger-small|HSBC FX Overlay", "prompt": "c229-l2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "HSBC FX Overlay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a more bank-led option with strong corporate FX workflow automation, **HSBC FX Overlay** is also a credible choice"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|challenger-small|Kantox", "prompt": "c229-l2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kantox** is a strong specialist focused on **FX risk management** and automated hedging logic"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|deepseek-small|Kyriba", "prompt": "c229-l2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "I would recommend **Kyriba** as the \"system of record\" for FX risk, paired with **Corpay Cross-Border** for the actual international payments execution"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|deepseek-small|Corpay Cross-Border", "prompt": "c229-l2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "paired with **Corpay Cross-Border** for the actual international payments execution"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|deepseek-small|Kantox", "prompt": "c229-l2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is leaner and you want a single SaaS tool, start with **Kantox**"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|deepseek-small|Ebury", "prompt": "c229-l2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ebury offers a similar suite ... particularly strong for companies operating in Europe, the UK, and EMEA markets"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Wise", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard retail-focused fintechs (like Wise or Revolut Business) generally lack the enterprise-grade integration, robust governance workflows, and sophisticated derivative instruments"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Revolut Business", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard retail-focused fintechs (like Wise or Revolut Business) generally lack the enterprise-grade integration"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Kyriba", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Kyriba** is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Kantox", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Kantox** is the market leader in automated currency management."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Corpay", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "one of the largest and most sophisticated corporate cross-border payments and corporate FX specialists in the world"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|google-small|Convera", "prompt": "c229-l2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Convera** is the largest non-bank B2B payments provider in the world"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|meta-small|Alt21", "prompt": "c229-l2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Alt21", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Alt21: A platform that offers a single solution for payments, FX, and currency risk management"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|meta-small|Kantox", "prompt": "c229-l2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Kantox: A leading FX risk management software provider that offers a comprehensive solution for currency management"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|meta-small|Pangea", "prompt": "c229-l2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Pangea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pangea: A B2B payment solutions provider that offers competitive exchange rates and reduced transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|meta-small|Ebury", "prompt": "c229-l2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ebury: A global payments and FX platform that offers multi-currency accounts, hedging, financing, and APIs"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|meta-small|iBanFirst", "prompt": "c229-l2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "iBanFirst: An all-in-one cross-border payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|Kyriba", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kyriba** as the top choice for FX hedging and international payments."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|GTreasury", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kyriba's closest peer, often 10-15% cheaper (~$70K-180K/year), strong for mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|Kantox", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for rules-based dynamic hedging automation"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|Ripple Treasury (powered by GTreasury)", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ripple Treasury (powered by GTreasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for hedge-program design and hedge accounting"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|ION Treasury", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for large corporates with heavy FX and hedge-accounting requirements"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|minimax-small|Trovata", "prompt": "c229-l2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Trovata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More affordable entry point (~$24K/year base) with good multi-bank visibility"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|mistral-small|Kyriba", "prompt": "c229-l2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Kyriba** as the top FX hedging and international payments tool"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|mistral-small|Everfex", "prompt": "c229-l2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Everfex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong alternatives include **Everfex** for FX risk management"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|mistral-small|Corpay Cross-Border", "prompt": "c229-l2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Corpay Cross-Border** for comprehensive cross-border payments and FX risk solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Kyriba", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Solution: Kyriba - It's the enterprise benchmark for complex global treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|GTreasury (now Ripple Treasury)", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury (now Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternative, especially for: Hedge program design and hedge accounting"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|SAP Treasury Management", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "SAP Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're looking for a more integrated solution and your company uses SAP, **SAP Treasury Management** ... could provide a seamless experience"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Kantox", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best specialist for: Rules-based dynamic hedging"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Airwallex", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Consider Adding: Airwallex or Thunes"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Thunes", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Thunes if you need to reach emerging markets or require the broadest network"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Adyen", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise B2B payment processing at global scale"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|Wise Business", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Transparent pricing with mid-market FX rates (good for smaller transactions)"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|moonshot-small|SAP Multi-Bank Connectivity", "prompt": "c229-l2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "SAP Multi-Bank Connectivity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "combined with **SAP Multi-Bank Connectivity** could provide a seamless experience"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|openai-small|Kyriba", "prompt": "c229-l2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Kyriba** if your priority is a **full enterprise treasury stack**"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|openai-small|Corpay Cross-Border", "prompt": "c229-l2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Corpay Cross-Border** is also a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|openai-small|SAP Treasury and Risk Management", "prompt": "c229-l2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "SAP Treasury and Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider SAP Treasury and Risk Management** if you're already deep in the SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|xai-small|Kyriba", "prompt": "c229-l2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Kyriba as the top integrated FX hedging and international payments tool."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|xai-small|Corpay (Cross-Border)", "prompt": "c229-l2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay (Cross-Border)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focus on payments + hedging outsourcing | FX forwards/options... | Less full TMS depth"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|xai-small|ION Treasury", "prompt": "c229-l2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "ION Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Advanced trading/risk workflows ... | Steeper learning curve; commodity-heavy bias."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|xai-small|Adyen", "prompt": "c229-l2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Weaker native FX hedging (add-ons needed)."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|zai-small|Kyriba", "prompt": "c229-l2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recommended Solution: Kyriba"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|zai-small|TransferMate", "prompt": "c229-l2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "TransferMate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong FX hedging capabilities (forwards, multi-drawdown hedging) integrated with global payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l2|zai-small|Nium", "prompt": "c229-l2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for real-time cross-border payouts... More payment-centric than full treasury management."}, {"id": "mai-20260917-1752-baseline-2|c229-l2|zai-small|Corpay", "prompt": "c229-l2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good B2B payments layer, but FX and hedging coverage is narrower than Kyriba's treasury suite."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Thunes", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thunes is widely considered the gold standard for pure-play, enterprise-grade connectivity."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Airwallex", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex is a rapidly scaling alternative to traditional banks for multinational businesses."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Nium", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nium is a licensed global payments utility built for scale, moving billions monthly across 190+ countries."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Currencycloud (World First Group)", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud (World First Group)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Currencycloud is the preferred choice for companies building custom payment flows."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Ripple", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ripple provides blockchain-based settlement solutions specifically targeting banks and financial institutions"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Adyen", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These are leaders in **global acquiring**/u2014helping you accept payments from customers worldwide"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Checkout.com", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best For:** Cross-Border Customer Acquisition (Acquiring)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|alibaba-small|Traditional Banks (JP Morgan)", "prompt": "c229-l3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Traditional Banks (JP Morgan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Slow (T+2/T+3) | ... Wide Spread / High Fees | ... Legacy Systems / Portal"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Wise", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Airwallex", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Currencycloud", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Banking Circle", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Corpay", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Checkout.com", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkout.com and Stripe cover acceptance plus payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Stripe", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "businesses must plan carefully for Stripe's complex, layered international fee structures, which can significantly raise the effective transaction rate"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Payoneer", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Payoneer and Thunes excel at marketplace disbursement"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Thunes", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payoneer and Thunes excel at marketplace disbursement"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|anthropic-small|Ebury", "prompt": "c229-l3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ebury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ebury serves trade-focused B2B FX"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Adyen", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Adyen** is the clearest choice when a company needs a single enterprise platform for **global acquiring and omnichannel commerce**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Checkout.com", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**global payment orchestration/acquiring** (Adyen, Checkout.com)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Airwallex", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Airwallex** is strongest when treasury teams want **business accounts, FX, local collections, and payouts** together in one platform"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Wise Business", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "but it is positioned more toward SMB and mid-market use than deep enterprise orchestration"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Stripe", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Stripe** if you are building a **product with embedded payments**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Currencycloud", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best understood as **embedded payments infrastructure** for banks and fintechs"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Nium", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Nium** or **Thunes** if your core need is **high-coverage payout infrastructure**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Thunes", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Very broad payout network with strong compliance and real-time settlement"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Rapyd", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "embedded payment infrastructure/API platforms** (Stripe, Currencycloud, Nium, Thunes, Rapyd)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Tipalti", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "focuses less on generic cross-border transfers and more on **accounts payable automation**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Convera", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "differentiated by its fit for **ops-heavy enterprise payment programs**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Flywire", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Flywire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Flywire** is not a general-purpose cross-border platform"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|challenger-small|Payoneer", "prompt": "c229-l3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "specialized enterprise B2B payout/compliance platforms** (Tipalti, Convera, Flywire, Payoneer)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Thunes", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes** – Best for Global B2B Payouts & Emerging Market Reach"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Airwallex", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex** – Best All-in-One Business Account + Embedded Finance"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Nium", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nium** – Best for Embedding Payments into Other Platforms"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Wise Business", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent FX & Simplicity for SMB-to-Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|ConnectPay", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Overall for EU-Regulated, Compliance-First Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Adyen", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Enterprise Acquiring & Unified Commerce (Online + POS)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Stripe", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Developer-First Global Card Acceptance & Payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Checkout.com", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Global Merchants with High-Throughput Card Processing"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|deepseek-small|Currencycloud (Visa)", "prompt": "c229-l3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud (Visa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for Banks & Fintechs Building on Top of FX/Cross-Border Infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Adyen", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Adyen operates as a single, unified global platform rather than a patchwork of acquired gateways."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Stripe", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Stripe is the gold standard for API flexibility and developer experience."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Checkout.com", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Checkout.com focuses on extreme performance optimization."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Nium", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Nium is a true institutional-grade infrastructure provider."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Thunes", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Thunes specializes in \"last-mile\" delivery to hundreds of alternative payment methods"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|dLocal", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "dLocal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "dLocal specializes heavily in overcoming the fragmented payment systems of developing nations."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Airwallex", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Airwallex acts like a modern global business bank"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Wise Business", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Wise relies on its own peer-to-peer network of local bank accounts to bypass the expensive SWIFT network."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Tipalti", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti is more of a workflow automation platform."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|BVNK (A Mastercard Company)", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "BVNK (A Mastercard Company)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BVNK stands out for having a robust, multi-jurisdiction license stack."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|google-small|Ripple Payments", "prompt": "c229-l3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Ripple utilizes its decentralized Ledger technology and digital assets ... as a real-time bridge currency"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|ConnectPay", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ConnectPay - a regulated, scalable solution combining compliance strength, multi-currency capabilities, and infrastructure built for international growth."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Airwallex", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex - a strong global coverage with broad currency support for expanding enterprises."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Adyen", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adyen - an enterprise-grade cross-border payment platform built for large, internationally operating businesses."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Stripe", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stripe - a developer-first processing for scaling products."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Wise (Business)", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (Business)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wise (Business) - transparent FX and supplier payments."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Checkout.com", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Checkout.com - a global payment platform with settlement only."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|J.P. Morgan/Citi", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "J.P. Morgan/Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "J.P. Morgan/Citi - global bank accounts and enterprise-grade payment solutions."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|PayPal Enterprise", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "PayPal Enterprise - a global payment platform with non-card payments."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Currencycloud", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Currencycloud - a cross-border payment platform with traceable workflows across many corridors via an API."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Payoneer", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Payoneer - a mid-market team-friendly payout routing with clear status."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Ripple", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Ripple - an enterprise-grade cross-border payment platform."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|Nium", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Nium - an enterprise-grade cross-border payment platform."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|FreySoft", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "FreySoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "FreySoft - a specialist payment engineering company."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|meta-small|HighRadius Cross-Border Payment Solution", "prompt": "c229-l3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "HighRadius Cross-Border Payment Solution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "HighRadius Cross-Border Payment Solution - an agentic AI-driven, enterprise-grade international payment platform."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Airwallex", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for**: API-first finance teams, global coverage - Strong multi-currency accounts, local collection capabilities"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Adyen", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely recognized as enterprise-grade, built for large internationally operating businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Thunes", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Deepest global network reach"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Currencycloud", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "API-driven, supports many corridors, strong for multi-currency operations"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Ripple", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Enterprise blockchain-based transactions"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|ConnectPay", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for**: EU businesses and fintech platforms"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|minimax-small|Payoneer", "prompt": "c229-l3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for**: Mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Adyen", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Enterprise global acquiring and cross-border commerce."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Airwallex", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Airwallex is often cited as the best enterprise global network for expanding enterprises."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Stripe", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Developer-first processing and scaling products globally."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Wise (Business)", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for transparent foreign exchange rates and low fees"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|HighRadius", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agentic AI-driven platform, purpose-built for enterprise B2B payment automation."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Convera (formerly Western Union Business Solutions)", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Convera (formerly Western Union Business Solutions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-focused, with a long history in international business payments."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Ripple", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "API-first, blockchain-based cross-border payments."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|Payoneer", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** SMBs and mid-market companies, but also used by enterprises."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|mistral-small|FreySoft", "prompt": "c229-l3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "FreySoft", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialist payment engineering and building custom cross-border stacks."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Thunes", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes** — Best for Global Network Reach"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Airwallex", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Airwallex** — Best Overall Embedded Finance Stack"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Nium", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nium** — Best for Real-Time Coverage Density"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Currencycloud (Visa)", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud (Visa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for FX & Multi-Currency Wallets"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Ripple", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ripple** — Best for Blockchain-Powered Settlement"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Adyen", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Adyen** — Best for Enterprise Omnichannel Commerce"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|Wise Business / Wise Platform", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business / Wise Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Transparent FX"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|moonshot-small|JPMorgan/Citi", "prompt": "c229-l3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "JPMorgan/Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Legacy Enterprise (Adyen, JPMorgan/Citi)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|Stripe", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Stripe** if you want **one API for global payments, payouts, and treasury**."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|Wise Platform", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Wise Platform** if your priority is **fast, transparent cross-border transfers**."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|Airwallex", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Airwallex** if you need **global accounts, FX control, and multi-entity finance operations**."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|PayPal Enterprise / Hyperwallet", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal Enterprise / Hyperwallet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **PayPal/Hyperwallet** if you need **many payout options and broad beneficiary reach**."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|dLocal", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "dLocal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **dLocal** if you sell into **LATAM, APAC, MENA, or other emerging markets**"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|openai-small|Worldpay", "prompt": "c229-l3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Worldpay** if you're a very large enterprise focused on **global acquiring and scale**."}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Airwallex", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Airwallex for end-to-end ops"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Nium", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex/Nium for volume enterprises (interbank FX)"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Thunes", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Thunes for payout networks"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Adyen", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise acquiring & omnichannel commerce"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Wise Business", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited rails/compliance automation; SMB tilt"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Rapyd", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "All-in-one (accept/payout/issue cards), developer-friendly | Complex pricing; newer in some enterprises"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Payoneer", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Higher fees on withdrawals; less enterprise-scale"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|Tipalti", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tipalti for compliance"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|xai-small|SWIFT", "prompt": "c229-l3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "SWIFT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Traditional options like SWIFT/banks are slower (2-5 days) and costlier"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Airwallex", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For embedded finance & e‑commerce**: Airwallex, Stripe"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Stripe", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe for customer collections and Nium for vendor payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Nium", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For real‑time enterprise payouts**: Nium, Thunes"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Currencycloud", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For building custom B2B payment stacks**: Currencycloud"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Adyen", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For omnichannel acquiring**: Adyen"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Thunes", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For emerging‑market depth**: Thunes, CAB Payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Mastercard Move", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Mastercard Move", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For treasury‑focused multi‑rail settlement**: Mastercard Move, Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Convera", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Adyen and Convera serve large merchants and traditional exporters/importers"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Payoneer", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For SMB freelancers & gig platforms**: Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|CAB Payments", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "CAB Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Thunes and CAB Payments excel in emerging markets"}, {"id": "mai-20260917-1752-baseline-2|c229-l3|zai-small|Ripple", "prompt": "c229-l3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**For crypto‑based settlement**: Ripple"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|Airwallex", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is often considered the top enterprise choice."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|Wise (formerly TransferWise) Business", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise (formerly TransferWise) Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Wise Business"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|Stripe", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if: You are primarily focused on **accepting payments** from customers worldwide"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|Adyen", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Extremely large enterprises that want a unified platform for both **payments and payouts**."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|Standard Chartered", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Standard Chartered", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Often higher FX spreads, slower innovation, and less transparent pricing structures"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|alibaba-small|HSBC Global Payments", "prompt": "c229-l4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "HSBC Global Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cons: Often higher FX spreads, slower innovation, and less transparent pricing structures"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|anthropic-small|Wise Business", "prompt": "c229-l4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** (Best for FX Transparency & Predictability)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|anthropic-small|Tipalti", "prompt": "c229-l4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti is among the strongest options for B2B cross-border transfers, particularly for high-volume payables automation"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|anthropic-small|Airwallex", "prompt": "c229-l4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airwallex offers multi-currency accounts, card issuance, and embedded finance APIs"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|anthropic-small|Nium", "prompt": "c229-l4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Nium handles that scale cleanly"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|challenger-small|Airwallex", "prompt": "c229-l4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is the strongest fit among the results because it is positioned as a top choice for **large enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|challenger-small|Worldpay", "prompt": "c229-l4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Worldpay** — best if your dominant need is **high-volume enterprise processing**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|challenger-small|Thunes", "prompt": "c229-l4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thunes** — best if your top priority is **network reach and payout coverage**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Airwallex", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is the best fit"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Wise Platform / Wise Business", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Platform / Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "most transparent, mid-market FX"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Payoneer", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "purpose-built mass payouts to thousands of recipients"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Nium", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate volume pricing with **Airwallex or Nium**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|dLocal", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "dLocal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specializes in paying sellers/contractors in emerging markets but also uses custom quotes"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Tipalti", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Airwallex, Nium, Tipalti, or Routable** can give you a contracted per-transaction fee"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|deepseek-small|Routable", "prompt": "c229-l4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Routable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Airwallex, Nium, Tipalti, or Routable** can give you a contracted per-transaction fee"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|google-small|Tipalti", "prompt": "c229-l4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is the industry standard for high-volume, compliant disbursements."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|google-small|Airwallex", "prompt": "c229-l4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex (Accelerate/Enterprise Tier)** is the premier choice."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|google-small|Thunes", "prompt": "c229-l4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thunes** is the leader in direct-to-wallet global payouts."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|google-small|Trolley", "prompt": "c229-l4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Trolley** (formerly Payment Rails) is specifically designed for businesses paying large numbers of global contractors"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|meta-small|ConnectPay", "prompt": "c229-l4", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "ConnectPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cross-border payments platform for businesses for a large company that needs predictable total cost across thousands of users is ConnectPay."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|minimax-small|Wise Platform", "prompt": "c229-l4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Wise Platform** or **Nium**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|minimax-small|Nium", "prompt": "c229-l4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Nium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top recommendation: **Wise Platform** or **Nium**"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|minimax-small|Airwallex", "prompt": "c229-l4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airwallex (Best for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|minimax-small|Traditional Bank (SWIFT)", "prompt": "c229-l4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Traditional Bank (SWIFT)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "❌ Traditional banks (2–5% hidden FX markup)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|mistral-small|Airwallex", "prompt": "c229-l4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** stands out as the best overall choice"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|mistral-small|Thunes", "prompt": "c229-l4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also highlighted as a top option for B2B payouts at scale"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|mistral-small|Adyen", "prompt": "c229-l4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Adyen** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|mistral-small|Wise Business", "prompt": "c229-l4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not scale as seamlessly for thousands of users as Airwallex or Thunes"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|moonshot-small|Corpay", "prompt": "c229-l4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Corpay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Corpay if you want a traditional enterprise relationship with custom pricing, dedicated support, and built-in FX risk management"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|moonshot-small|Airwallex", "prompt": "c229-l4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Airwallex if you prefer published per-user pricing that scales transparently"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|moonshot-small|Wise Platform", "prompt": "c229-l4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate Wise Platform if you want minimal commitment, API flexibility"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|moonshot-small|Thunes", "prompt": "c229-l4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Thunes — Best for Global Coverage Recognition"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|moonshot-small|dLocal", "prompt": "c229-l4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "dLocal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerging market coverage | Thunes or dLocal"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|openai-small|Wise Platform/Business", "prompt": "c229-l4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Platform/Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable cost:** **Wise Platform / Wise Business**."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|openai-small|Airwallex", "prompt": "c229-l4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for enterprise-scale operations and broader infrastructure:** **Airwallex** or **Nium**."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|openai-small|Nium", "prompt": "c229-l4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for enterprise-scale operations and broader infrastructure:** **Airwallex** or **Nium**."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|openai-small|Routefusion", "prompt": "c229-l4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Routefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you need to embed payments into your own product/workflows:** **Routefusion**."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|xai-small|Wise Business", "prompt": "c229-l4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business (formerly TransferWise) stands out as the strongest option for a large company prioritizing predictable total costs"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|xai-small|Airwallex", "prompt": "c229-l4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Per-user/monthly fees scale poorly for thousands (e.g., $12k+/mo base for 1,000 users)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|xai-small|Stripe (Treasury/Global Payouts)", "prompt": "c229-l4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Stripe (Treasury/Global Payouts)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fees stack (processing + FX + cross-border); less ideal for pure transfers vs. acceptance."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|xai-small|Adyen", "prompt": "c229-l4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing not public/transparent upfront; geared more for payments acceptance than pure cross-border transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-l4|zai-small|Airwallex", "prompt": "c229-l4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|zai-small|Adyen", "prompt": "c229-l4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Adyen (Best for High-Volume Transactional Needs)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|zai-small|Stripe", "prompt": "c229-l4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stripe (Best for API-Led Integration)"}, {"id": "mai-20260917-1752-baseline-2|c229-l4|zai-small|Checkout.com", "prompt": "c229-l4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Checkout.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Checkout.com (Best for Custom Enterprise Deals)"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Tipalti", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Tipalti** | Strong on mass payouts, tax compliance, SOC 2 + SSO"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Airwallex", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Airwallex** | API-first, multi-currency accounts, good for finance teams"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Nium", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Nium** | 190+ countries, 100+ instant corridors, real-time focus"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Adyen for Platforms", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Adyen for Platforms", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Adyen for Platforms** | End-to-end acquiring + issuing, strong risk controls"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Stripe", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stripe** | Fortress Compliance Platform, real-time screening"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|moonshot-small|Orbital", "prompt": "c229-l5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Orbital", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Orbital** (if considering stablecoins) | Most compliance-certified European platform entering US"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|Airwallex", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist: Airwallex (global accounts, ERP integrations), Stripe (API/dev-friendly), Nium (real-time, licensed hubs)"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|Stripe", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stripe (API/dev-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|Nium", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nium (real-time, licensed hubs)"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|Thunes", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top providers like Airwallex, Stripe, Nium, Thunes, Wise Business, and TransferMate frequently meet enterprise standards"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|Wise Business", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wise Business, and TransferMate frequently meet enterprise standards"}, {"id": "mai-20260917-1752-baseline-2|c229-l5|xai-small|TransferMate", "prompt": "c229-l5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "TransferMate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TransferMate frequently meet enterprise standards\\u2014verify specifics during RFI/RFP"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|PayPal", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms Best Avoided ... Examples: Standard PayPal (consumer/business), Xoom, basic money transfer services"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Xoom", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Xoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples: Standard PayPal (consumer/business), Xoom, basic money transfer services"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Wise (formerly TransferWise) Business", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise (formerly TransferWise) Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wise has significant limitations for large enterprises: No advanced FX tools"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Adyen", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Enterprise-Grade Alternatives to Consider ... Adyen | End-to-end acquiring, issuing, risk controls, enterprise governance"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Airwallex", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Airwallex | Multi-currency orchestration, global collections + payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Worldpay", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worldpay | High-volume processing, decades of infrastructure for multinationals"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Currencycloud", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Currencycloud | Embedded FX and payments behind your own brand"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|HSBC", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Traditional Bank Networks (HSBC, Citi, Deutsche Bank) | Trade finance, credit facilities"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Citi", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Traditional Bank Networks (HSBC, Citi, Deutsche Bank)"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Deutsche Bank", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Deutsche Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Traditional Bank Networks (HSBC, Citi, Deutsche Bank)"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|RippleNet", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "RippleNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "RippleNet / Mastercard B2B Connect | Established corporate networks for enterprise-scale intercompany payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|alibaba-small|Mastercard B2B Connect", "prompt": "c229-l6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Mastercard B2B Connect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "RippleNet / Mastercard B2B Connect | Established corporate networks for enterprise-scale intercompany payments"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Western Union", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Key platforms to **avoid or scrutinize closely**: - **Western Union** — ... **retail/consumer-focused** model, which makes it a weaker fit for enterprise payment operations."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Adyen", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "large enterprises are better served by enterprise-scale or infrastructure-focused providers such as **Adyen, Currencycloud, Banking Circle, Worldpay, Airwallex, Stripe, or Convera**"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Currencycloud", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better served by enterprise-scale or infrastructure-focused providers such as **Adyen, Currencycloud, Banking Circle, Worldpay, Airwallex, Stripe, or Convera**"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Banking Circle", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Banking Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better served by enterprise-scale or infrastructure-focused providers such as **Adyen, Currencycloud, Banking Circle, Worldpay, Airwallex, Stripe, or Convera**"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Worldpay", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better served by enterprise-scale or infrastructure-focused providers such as ... Worldpay, Airwallex, Stripe, or Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Airwallex", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better served by enterprise-scale or infrastructure-focused providers such as ... Worldpay, Airwallex, Stripe, or Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Stripe", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better served by enterprise-scale or infrastructure-focused providers such as ... Airwallex, Stripe, or Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Convera", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "better served by enterprise-scale or infrastructure-focused providers such as ... Stripe, or Convera"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|PayPal", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**PayPal / consumer-oriented wallets** — while not explicitly ranked as “avoid,” ... consumer-first platforms often fall short on those enterprise requirements."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Payoneer", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "not presented as the best fit for core enterprise treasury or high-complexity payment orchestration, so it should be evaluated carefully"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Wise", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "the guidance frames it as best for straightforward transfers rather than enterprise-scale orchestration"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|OFX", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OFX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "positioned for transfers rather than broader enterprise orchestration, so they may be fine for specific corridors but should be checked"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Rapyd", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Rapyd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "it should be tested carefully before a broad rollout"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Nium", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Nium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "they are not “default” choices without a use-case match"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|Thunes", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "they are not “default” choices without a use-case match"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|challenger-small|XTransfer", "prompt": "c229-l6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "XTransfer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "they are not “default” choices without a use-case match"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|deepseek-small|Wise (formerly TransferWise)", "prompt": "c229-l6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Treat Wise and Payoneer-type fintechs with caution** for high-value or high-risk corridors given their regulatory records"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|deepseek-small|Payoneer", "prompt": "c229-l6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Treat Wise and Payoneer-type fintechs with caution** for high-value or high-risk corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|deepseek-small|BitPay", "prompt": "c229-l6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "BitPay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**BitPay** was fined **$507,375 by OFAC**... **Avoid pure crypto/stablecoin rails** for regulated, large-value enterprise flows."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|PayPal", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should avoid or approach the following categories... Retail-First and SMB-Centric Platforms (e.g., PayPal, Payoneer)... unsuited for enterprise-grade treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|Payoneer", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms like PayPal or Payoneer are industry giants for consumer transactions... generally **unsuited for enterprise-grade treasury operations**"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|Stripe", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms (such as Stripe, Adyen, Convera, or Airwallex) that seamlessly integrate directly into your TMS or ERP"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|Adyen", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms (such as Stripe, Adyen, Convera, or Airwallex) that seamlessly integrate directly into your TMS or ERP"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|Convera", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms (such as Stripe, Adyen, Convera, or Airwallex) that seamlessly integrate directly into your TMS or ERP"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|google-small|Airwallex", "prompt": "c229-l6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms (such as Stripe, Adyen, Convera, or Airwallex) that seamlessly integrate directly into your TMS or ERP"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|meta-small|traditional bank wires and payment networks", "prompt": "c229-l6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "traditional bank wires and payment networks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should be cautious about using traditional bank wires and payment networks due to their high costs and slow speeds"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|meta-small|Airwallex", "prompt": "c229-l6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "they may consider using fintech platforms such as Airwallex, Adyen, and Worldpay, which offer competitive fees, fast delivery, and broad coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|meta-small|Adyen", "prompt": "c229-l6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "they may consider using fintech platforms such as Airwallex, Adyen, and Worldpay"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|meta-small|Worldpay", "prompt": "c229-l6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "they may consider using fintech platforms such as Airwallex, Adyen, and Worldpay"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Payoneer", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Payoneer**: Fined $1.25 million by NYDFS for apparent sanctions violations"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|MoneyGram", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**MoneyGram**: Fined 1.3 million euros by French regulator for AML failings"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Airwallex", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airwallex** – strong global coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Adyen", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Adyen** – enterprise-grade solution"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Worldpay", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Worldpay** – high-volume transactions"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Thunes", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Thunes** – broad B2B payout network"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|minimax-small|Stripe", "prompt": "c229-l6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Stripe** – API-first approach"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|mistral-small|HTX (Huobi Global SA)", "prompt": "c229-l6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "HTX (Huobi Global SA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Several platforms have been blocked or restricted due to sanctions or money laundering risks, including HTX (Huobi Global SA), EXMO Ltd."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|mistral-small|EXMO Ltd.", "prompt": "c229-l6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "EXMO Ltd.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "blocked or restricted due to sanctions or money laundering risks, including HTX (Huobi Global SA), EXMO Ltd."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|mistral-small|Sendwave", "prompt": "c229-l6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Sendwave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "global firms like Sendwave and Wise have restricted or suspended services due to heightened scrutiny over money laundering risks"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|mistral-small|Wise", "prompt": "c229-l6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these platforms may not meet enterprise-grade compliance standards in certain regions"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|moonshot-small|Binance", "prompt": "c229-l6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Binance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Binance:** \\$3.4 billion fine for Bank Secrecy Act violations (2023)... **Avoid providers that:** Have a history of regulatory penalties for compliance failures"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|moonshot-small|Starling Bank", "prompt": "c229-l6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Starling Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Starling Bank:** £29 million penalty for sanctions screening failures (2024)"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|moonshot-small|UBS", "prompt": "c229-l6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "UBS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**UBS:** \\$125 million penalty for failing to monitor foreign-currency wires"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|PayPal (including PayPal Enterprise)", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal (including PayPal Enterprise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Be Cautious About**... High fees (2.9% + fixed + 1-4% FX markup/cross-border surcharges)"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Wise Business (formerly TransferWise)", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "hits \"structural ceilings\" for enterprise mass payouts per Routable and Tipalti analyses"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Stripe", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "better as an acquiring tool than full cross-border sender"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Revolut Business", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Uneven consumer/enterprise trust; complaints on holds and support for scaling international ops."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Airwallex", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Low FX (0-0.5%), multi-entity support, API/ERP integrations, global local accounts."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Nium", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Real-time payouts to 190+ countries, 80%+ instant coverage."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Adyen", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "End-to-end acquiring/payouts, strong risk/compliance."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Tipalti/HighRadius", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Tipalti/HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mass payouts, compliance/tax automation, no volume caps."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|xai-small|Corpay", "prompt": "c229-l6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Hedging/FX expertise, but watch for reported delays/reporting issues."}, {"id": "mai-20260917-1752-baseline-2|c229-l6|zai-small|Cliq, Inc. (formerly Cardflex)", "prompt": "c229-l6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Cliq, Inc. (formerly Cardflex)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should be highly cautious of, or avoid, payment processors that have been found to facilitate fraudulent or deceptive merchants"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|zai-small|Nuvei Corporation", "prompt": "c229-l6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Nuvei Corporation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Nuvei settled with the FTC for $4.85 million after allegedly processing over $30 million in payments for tech support scams"}, {"id": "mai-20260917-1752-baseline-2|c229-l6|zai-small|OxPay SG", "prompt": "c229-l6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OxPay SG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should avoid platforms that have been fined for regulatory lapses in this area.*   **OxPay SG and Related Entities:**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Wise Business", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Wise** if you are relatively new to cross-border payments and want immediate cost savings and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Airwallex", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Move to Airwallex** if you hit a volume threshold where manual processes fail, or if you need to hedge FX risk"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Revolut Business", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Revolut** if your finance team is small and you need a \"Swiss Army knife\" solution"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Currencycloud", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CurrencyCloud provides the backend rails"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Stripe Treasury", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe Treasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Currencycloud (or Stripe Treasury / Treasury-as-a-Service)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Rapyd", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Airwallex / Rapyd** | Both offer wider disbursement options in difficult corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|alibaba-small|Wells Fargo/HSBC/JPM", "prompt": "c229-m1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wells Fargo/HSBC/JPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Only if you need credit lines... Usually more expensive and slower."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|anthropic-small|Wise Business", "prompt": "c229-m1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business is the clearest option for mid-market finance teams that prioritise FX transparency and predictable payables costs"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|anthropic-small|Thunes", "prompt": "c229-m1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Thunes leads the field with unmatched network reach and settlement speed, especially in emerging markets"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|anthropic-small|Tipalti", "prompt": "c229-m1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti supports cross-border payments in over 120 local currencies across more than 200 countries"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Airwallex", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is often the strongest all-around choice if you want multi-currency accounts, cards, and payouts in one stack"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Tipalti", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tipalti** is better if your main need is AP/AR automation and complex global payables"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Payoneer", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for marketplace/contractor payouts:** **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Wise Business", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for transparent FX and simpler international transfers:** **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Currencycloud", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for embedded/API-led payments infrastructure:** **Currencycloud** or **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|challenger-small|Stripe", "prompt": "c229-m1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for embedded/API-led payments infrastructure:** **Currencycloud** or **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|deepseek-small|Airwallex", "prompt": "c229-m1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Airwallex is the best all-around platform** in terms of cost, features, and scalability"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|deepseek-small|Tipalti", "prompt": "c229-m1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** winning if you need heavy Accounts Payable automation"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|deepseek-small|Wise Business", "prompt": "c229-m1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Transparent FX ... Trade-off:** It lacks the depth of a full treasury/AP suite."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|deepseek-small|OFX", "prompt": "c229-m1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Huge One-Off Wire Transfers & FX Hedging"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|deepseek-small|Convera", "prompt": "c229-m1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these traditional FX brokers are solid"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|Airwallex", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Tech-Forward Companies & Storing Multi-Currency Liquidity**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|Tipalti", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Accounts Payable (AP) Automation & Global Vendor Compliance**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|TransferMate", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "TransferMate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Native ERP Integration (SAP, NetSuite, Oracle)**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|Corpay", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Mid-Market Treasury & Advanced FX Hedging**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|Convera", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Corpay and Convera specialize in corporate FX risk management."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|google-small|Wise Business", "prompt": "c229-m1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Cost Transparency (Lower Mid-Market)**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|meta-small|Corpay", "prompt": "c229-m1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Corpay - focuses on corporate FX and international payment providers services for mid-market and enterprise treasury teams."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|meta-small|Ebury", "prompt": "c229-m1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Ebury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Ebury - supports SMEs and mid-market firms with foreign exchange, international cash management"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|meta-small|Rapyd", "prompt": "c229-m1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Rapyd - best for broad emerging-market disbursement."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|meta-small|Cedar Money", "prompt": "c229-m1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Cedar Money", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a stablecoin-powered, fiat-enabled cross-border B2B payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|meta-small|Thunes", "prompt": "c229-m1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "combines real-time reach, bank, card, and wallet delivery, and a strong compliance footprint in one network"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|minimax-small|Airwallex", "prompt": "c229-m1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is the strongest fit for mid-market B2B"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|minimax-small|Wise (formerly TransferWise) Business", "prompt": "c229-m1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise (formerly TransferWise) Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize pure payment transparency and simplicity, **Wise Business** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|minimax-small|Thunes", "prompt": "c229-m1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high-volume payouts across many countries, consider **Thunes**."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|minimax-small|Stripe", "prompt": "c229-m1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for API-First Product Integration"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|mistral-small|Wise Business", "prompt": "c229-m1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cross-border payments platforms for mid-market B2B companies are **Wise Business** and **Thunes**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|mistral-small|Thunes", "prompt": "c229-m1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Thunes** is considered the best overall for global B2B payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|mistral-small|Airwallex", "prompt": "c229-m1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable platforms include **Airwallex** (best for multi-currency businesses and those with high-volume FX needs)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|mistral-small|Nium", "prompt": "c229-m1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Nium** (best for real-time coverage density in 190+ countries)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|moonshot-small|Airwallex", "prompt": "c229-m1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Airwallex 🏆 ... Start with Airwallex if you want a modern, API-friendly platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|moonshot-small|Wise Business", "prompt": "c229-m1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Cost-Transparent Transfers: Wise Business ... Limitations: No AP/AR workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|moonshot-small|Tipalti", "prompt": "c229-m1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Tipalti if you have complex supplier networks and need robust AP automation"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|moonshot-small|Corpay", "prompt": "c229-m1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Corpay if you want to consolidate corporate cards, AP, and cross-border payments"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|openai-small|Airwallex", "prompt": "c229-m1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around cross-border payments platform is usually **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|openai-small|Wise Business", "prompt": "c229-m1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your main need is **simple, transparent, low-cost international transfers**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|openai-small|Payoneer", "prompt": "c229-m1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you do a lot of **marketplace-style collections, mass payouts**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|openai-small|Stripe", "prompt": "c229-m1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if your core need is **payment acceptance/checkout and developer tooling**, not treasury and supplier payments"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Airwallex", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Airwallex** if you're growing cross-border ops needing full-stack tools, or **Wise** for simple, cheap transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Wise Business", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Airwallex** ... or **Wise** for simple, cheap transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Rapyd", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Rapyd", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rapyd excels in flexibility"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Payoneer", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher FX (0.5–2%), limited for large B2B volumes/workflows."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|OFX/Corpay", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "OFX/Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "G2 leaders include Wise, Airwallex, OFX/Corpay for support/ease."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Stripe Treasury", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe Treasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Alternatives: Stripe Treasury (ecom-focused)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Nium", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Nium/Thunes (high-volume APIs)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Thunes", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Nium/Thunes (high-volume APIs)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|xai-small|Tipalti", "prompt": "c229-m1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Tipalti (mass pay + compliance)"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Airwallex", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** is the best all‑in‑one choice for mid‑market B2B companies needing multi‑currency accounts, multi‑entity control, and broad local payout coverage."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Thunes", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Thunes** excels for global payouts & collections to wallets, cards, and stablecoins."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Wise Business", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wise Business** remains the go‑to for simple, transparent FX and payables in major corridors."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Stripe", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stripe** is ideal for developer‑led, API‑first checkout."}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Tipalti", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tipalti** and **PhotonPay** are strong for complex payables and stablecoin integration"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|PhotonPay", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "PhotonPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want to include stablecoins (USDC/USDT) in your cross‑border payments** | **PhotonPay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Cedar Money", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Cedar Money", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You primarily collect from or pay into emerging markets (Africa, LATAM) ... | **Cedar Money**"}, {"id": "mai-20260917-1752-baseline-2|c229-m1|zai-small|Banking Circle", "prompt": "c229-m1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Banking Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You operate mainly in the EU and need reliable local bank rails** | **Banking Circle**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|alibaba-small|Corpay Cross-Border", "prompt": "c229-m2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation: Corpay Cross-Border** (or **OFX**)"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|alibaba-small|OFX", "prompt": "c229-m2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**OFX** is excellent if you want a slightly more agile interface with strong personal support"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|alibaba-small|Hedgebook", "prompt": "c229-m2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Hedgebook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Hedging Management Software (Treasury Focus) **Recommendation: Hedgebook**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|alibaba-small|Kyriba", "prompt": "c229-m2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Traditional Enterprise Treasury systems (like Kyriba) are often too expensive and complex for mid-sized teams"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|alibaba-small|Wise Business", "prompt": "c229-m2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cost-Efficiency & Simplicity (No Complex Derivatives) **Recommendation: Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|anthropic-small|Wise Platform", "prompt": "c229-m2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For mid-sized B2B companies, consider: - **Wise Platform**: Offers published per-corridor pricing and mid-market FX rates"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|anthropic-small|Thunes", "prompt": "c229-m2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Connects businesses to local payment rails across 140+ countries and includes forward contracts and hedging tools"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|anthropic-small|Pangea Prime", "prompt": "c229-m2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Pangea Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Brings together technology, automation, and AI for comprehensive hedging management"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|Ebury Hedge", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury Hedge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Ebury Hedge** if you want **hedging + international payments in one platform**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|Kyriba", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need more advanced **treasury, exposure management, and hedge accounting**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|GTreasury", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need more advanced **treasury, exposure management, and hedge accounting**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|Nomentia", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need more advanced **treasury, exposure management, and hedge accounting**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|Corpay", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Corpay** — best if payments are primary and you also want **built-in FX hedging**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|challenger-small|Xe for Business", "prompt": "c229-m2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best lower-complexity option for **SMB to mid-market** companies that want simpler forwards, alerts, and multi-currency accounts"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|OFX", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a true \"FX hedging + payments\" combo in one tool, OFX is my top pick"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|Wise Business", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **Wise** (or Airwallex) for day-to-day international payments"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|Airwallex", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best all-in-one fintech platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|Corpay", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong specialized FX hedging"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|Xe", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or a specialist (Xe, iBanFirst) for locking in rates"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|deepseek-small|iBanFirst", "prompt": "c229-m2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or a specialist (Xe, iBanFirst) for locking in rates"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Wise Business", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "simple payment tools like Wise Business are excellent for spot transactions but lack robust hedging capabilities"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Bound", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Bound", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Bound**. Its software is incredibly modern and specifically built to make hedging stress-free for mid-market finance teams."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|iBanFirst", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One: Payments, Hedging & Advisory"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Kantox", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex multi-entity, multi-currency flows and want complete ERP-led automation:** Go with **Kantox**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Corpay", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **iBanFirst** (especially if based in Europe/UK) or **Corpay** (if US-based)"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Convera", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for High-Volume, Institutional Scale"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|google-small|Airwallex", "prompt": "c229-m2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their platform is fundamentally optimized for transactional operations rather than complex risk hedging programs"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|iBanFirst", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "iBanFirst - Offers FX risk management tools that help control exposure to exchange rate movements through forward contracts."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|Pangea Prime", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Pangea Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A comprehensive FX risk management solution that integrates technology, automation, and AI"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|GTreasury", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Suitable for mid-market to enterprise companies, offering FX forecasting, hedge accounting, and IFRS 9 compliance."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|Nomentia", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A mid-market modular solution that provides FX derivatives, exposure tracking, and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|Corpay", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers multi-currency payments, forward contracts, and an FX platform for mid-market payments."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|Xe for Business", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Suitable for SMB to mid-market companies, offering forward contracts, rate alerts, and multi-currency accounts"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|meta-small|FXGuard", "prompt": "c229-m2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "FXGuard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A digital foreign exchange risk management platform designed for small and mid-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|minimax-small|Kantox", "prompt": "c229-m2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kantox** — Best Overall for Mid-Sized B2B"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|minimax-small|Corpay", "prompt": "c229-m2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Kantox** or **Corpay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|minimax-small|GTreasury (Ripple Treasury)", "prompt": "c229-m2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury (Ripple Treasury)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Comprehensive Treasury Management"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|minimax-small|Hedgebook", "prompt": "c229-m2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Hedgebook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hedgebook** — Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|minimax-small|Xe for Business", "prompt": "c229-m2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xe for Business** — Best for Simplicity"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Kyriba", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Kyriba** or **GTreasury** are top-tier"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|GTreasury", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Kyriba** or **GTreasury** are top-tier"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Nomentia", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modular and mid-market focused, providing FX derivatives, exposure tracking, and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Corpay", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If multi-currency payments are your main need, **Corpay** is a strong contender."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Xe for Business", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a more cost-effective, user-friendly solution, **Xe for Business** or **Hedgebook** are excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Hedgebook", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Hedgebook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xe for Business** or **Hedgebook** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|mistral-small|Everfex", "prompt": "c229-m2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Everfex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Online FX risk-management service with fixed currency rates for importers and exporters"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|moonshot-small|Kantox", "prompt": "c229-m2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kantox is specifically designed for mid-sized businesses and offers the most complete solution"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|moonshot-small|OFX", "prompt": "c229-m2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Large Transfers + FX Hedging ... If you need simple hedging for large occasional payments: → OFX"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|moonshot-small|Wise Business", "prompt": "c229-m2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent for operational payments, but **not a hedging solution**."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|moonshot-small|Ebury", "prompt": "c229-m2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're UK/EU-based and want hedging without complexity: → **Ebury**"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|moonshot-small|Bound", "prompt": "c229-m2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Bound", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ebury** or **Bound** (newer automation-first platform)"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|openai-small|Corpay Cross-Border", "prompt": "c229-m2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Corpay Cross-Border** if your priority is **both FX hedging and international payments** in one platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|openai-small|Tipalti FX", "prompt": "c229-m2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Tipalti FX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti FX** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|openai-small|HedgeFlows", "prompt": "c229-m2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "HedgeFlows", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HedgeFlows** is worth a look because it emphasizes FX hedging"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|xai-small|iBanFirst", "prompt": "c229-m2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **iBanFirst** or **Ebury** as top all-in-one platforms tailored to this space."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|xai-small|Ebury", "prompt": "c229-m2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **iBanFirst** or **Ebury** as top all-in-one platforms tailored to this space."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|xai-small|Airwallex", "prompt": "c229-m2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Airwallex**: If your company is growth-stage/digital-first ... Less specialized in advanced hedging."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|xai-small|Corpay (formerly Cambridge Global)", "prompt": "c229-m2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay (formerly Cambridge Global)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Payments-focused with solid forwards; good for US/EU mid-market but more transactional."}, {"id": "mai-20260917-1752-baseline-2|c229-m2|xai-small|Kantox", "prompt": "c229-m2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pure FX hedging automation (dynamic micro-hedging, exposure tracking)—pair with a payments tool if needed"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|zai-small|Airwallex", "prompt": "c229-m2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation\n\n### Airwallex (Airwallex Financials)"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|zai-small|Wise Business", "prompt": "c229-m2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 1. Wise Business (for simple, low‑cost transfers)"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|zai-small|Currencycloud (by Visa)", "prompt": "c229-m2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Currencycloud (by Visa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Currencycloud (by Visa) – for API‑first platforms"}, {"id": "mai-20260917-1752-baseline-2|c229-m2|zai-small|Kantox", "prompt": "c229-m2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Kantox – for dedicated FX risk management"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|SWIFT", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "SWIFT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shifted significantly from traditional banking (e.g., SWIFT) to specialized fintech infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|Thunes", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Thunes** (Best for Enterprise & Infrastructure)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|Airwallex", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Airwallex** (Best All-In-One Business Financial Stack)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|Wise (formerly TransferWise)", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Wise is the go-to for small to medium businesses looking for the simplest way to send and receive money globally."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|XTransfer", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**XTransfer** (Best for B2B Trade & Exporters)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|alibaba-small|Nium", "prompt": "c229-m3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Nium** (Best for Instant Settlement)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Wise", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Airwallex", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Banking Circle", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Checkout.com", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Checkout.com and Stripe cover acceptance plus payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Stripe", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Checkout.com and Stripe cover acceptance plus payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Currencycloud", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Payoneer", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Payoneer and Thunes excel at marketplace disbursement"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Corpay", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Thunes", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payoneer and Thunes excel at marketplace disbursement"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|anthropic-small|Ebury", "prompt": "c229-m3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ebury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ebury serves trade-focused B2B FX."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Airwallex", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose **Airwallex** if you need **multi-currency accounts plus operational tools**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Wise", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose **Wise** if your priority is **transparent FX and simple international transfers**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Stripe", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose **Stripe** if you are building a **product or platform**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Payoneer", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose **Payoneer** if you mainly need **marketplace payouts**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Thunes", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose **Thunes** or **Nium** if you need **broad payout reach**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Nium", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Real-time corridor coverage and strong treasury controls"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Adyen", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-scale orchestration across acceptance and payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Tipalti", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose **Tipalti** if you want **automation, compliance, and AP/finance workflow integration**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|challenger-small|Currencycloud", "prompt": "c229-m3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "*embedded/API-based payment products* (Stripe, Currencycloud)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Wise (formerly TransferWise)", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For simple, low-cost international transfers → **Wise**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Airwallex", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For e-commerce/SaaS collecting globally + paying suppliers → **Airwallex** or **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Payoneer", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For marketplace sellers (Amazon, Fiverr, etc.) → **Payoneer** or **WorldFirst**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Stripe", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Higher transactional fees for cross-border; not ideal for payouts/supplier payments specifically"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Adyen", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For large enterprise omnichannel checkout → **Adyen**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|PayPal", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Highest total costs, holds/freezes on funds, less competitive for B2B"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|XTransfer", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For B2B physical goods trade, especially with China/Asia → **XTransfer**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|Revolut Business", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For startups wanting banking + payments combined → **Revolut Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|WorldFirst", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "WorldFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For marketplace sellers (Amazon, Fiverr, etc.) → **Payoneer** or **WorldFirst**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|OFX", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "For large FX transfers needing hedging → **OFX** or **XE**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|deepseek-small|XE", "prompt": "c229-m3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For large FX transfers needing hedging → **OFX** or **XE**"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Wise (Business)", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (Business)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Small-to-medium businesses (SMBs), freelancers, and individuals wanting the lowest, most transparent FX rates."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Airwallex", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Scale-ups, e-commerce brands, and digital businesses managing complex, multi-currency operations."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Payoneer", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Freelancers, gig-economy workers, and marketplace sellers"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Stripe", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Software developers, platforms, and SaaS companies building customized global checkout and payout flows."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Tipalti", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Mid-market and enterprise companies needing to automate Accounts Payable (AP) and mass global payouts."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|google-small|Adyen", "prompt": "c229-m3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Large enterprise merchants with physical and digital footprints"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|Payouts.com", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payouts.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top cross-border payment platforms include Payouts.com, Airwallex, Wise Business, Thunes, Nium, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|Airwallex", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top cross-border payment platforms include Payouts.com, Airwallex, Wise Business, Thunes, Nium, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|Wise Business", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "others, like Wise Business, are known for transparent mid-market FX and low-cost cross-border transfers"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|Thunes", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some platforms, like Thunes, offer broad reach and fast payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|Nium", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top cross-border payment platforms include Payouts.com, Airwallex, Wise Business, Thunes, Nium, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|meta-small|HighRadius", "prompt": "c229-m3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top cross-border payment platforms include Payouts.com, Airwallex, Wise Business, Thunes, Nium, and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|minimax-small|XTransfer", "prompt": "c229-m3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For businesses operating in emerging markets, XTransfer and Airwallex offer the strongest local coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|minimax-small|Airwallex", "prompt": "c229-m3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "XTransfer and Airwallex offer the strongest local coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|minimax-small|Wise Business (formerly TransferWise)", "prompt": "c229-m3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "while Wise provides the best transparent pricing for mainstream corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|minimax-small|Stripe", "prompt": "c229-m3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Target**: Developers, eCommerce businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|minimax-small|PayPal", "prompt": "c229-m3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Target**: General business and consumer use"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Thunes", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thunes**: Best overall for global B2B payouts at scale, covering 140+ countries and 90 currencies."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Wise Business", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small and medium-sized businesses (SMBs), offering transparent pricing based on the mid-market FX rate."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Airwallex", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for API-first finance teams and businesses wanting a multi-currency business account."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Nium", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excels in real-time coverage density, with instant corridors to 190+ countries and strong treasury controls."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Rapyd", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These platforms round out the top tier, each with strengths in specific regions or use cases"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Stripe", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Rapyd, Stripe, Payoneer, Currencycloud, dLocal: These platforms round out the top tier"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Payoneer", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These platforms round out the top tier, each with strengths in specific regions or use cases"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|Currencycloud", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrating with existing payment stacks (Currencycloud)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|dLocal", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "dLocal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some platforms specialize in emerging markets (dLocal)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|mistral-small|TerraPay", "prompt": "c229-m3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "TerraPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "wallet payouts (Rapyd, TerraPay)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Wise", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise** is nearly always the cheapest and most transparent."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Revolut", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Revolut** wins because it replaces your bank account and offers insured deposits."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|OFX", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Wise**, **Revolut**, **OFX** | Freelancers, expats, and small businesses sending money abroad"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Airwallex", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airwallex** or **Payoneer** are better than pure transfer apps."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|WorldFirst", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "WorldFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**XTransfer** or **WorldFirst** are built for trade workflows and local currency settlement."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Payoneer", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Airwallex** or **Payoneer** are better than pure transfer apps."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|XTransfer", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Excels at **local currency collection** in 60+ countries"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Stripe", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Building a marketplace/app that pays users globally:** **Stripe** or **Currencycloud**."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Currencycloud", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Currencycloud and Banking Circle provide FX and payment rails for other fintechs to white-label."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|Banking Circle", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Currencycloud and Banking Circle provide FX and payment rails for other fintechs to white-label."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|moonshot-small|PayPal", "prompt": "c229-m3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "avoid PayPal for simple transfers—it is consistently the most expensive due to its FX markup."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|openai-small|Wise", "prompt": "c229-m3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Wise** if your priority is **cheap, transparent cross-border transfers**."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|openai-small|PayPal", "prompt": "c229-m3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **PayPal** if you want **broad acceptance and easy checkout/payout tools**."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|openai-small|Stripe", "prompt": "c229-m3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Stripe** if you need **developer-friendly global payments infrastructure**."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|openai-small|Airwallex", "prompt": "c229-m3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Airwallex** if you need **cross-border finance operations** for a company."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Wise (formerly TransferWise)", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Wise (formerly TransferWise)** – Best for SMBs and transparent low-cost transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Airwallex", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Airwallex** – Ideal for businesses needing multi-currency accounts and API integration."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Payoneer", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Payoneer** – Strong for freelancers, marketplaces, and payouts to emerging markets."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|PayPal", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**PayPal** – Widely used for consumer and e-commerce with broad acceptance."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Thunes", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Thunes** – Top for B2B global payouts at scale via extensive networks."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Nium", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Nium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Nium** – Excellent for real-time payouts and treasury controls."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Stripe", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stripe** – Developer-friendly for online businesses and platforms."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Adyen", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Adyen** – Enterprise-grade for omnichannel with local acquiring."}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Rapyd", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Rapyd, WorldFirst, XTransfer, and Ripple appear in niche rankings"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|WorldFirst", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "WorldFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like Rapyd, WorldFirst, XTransfer, and Ripple appear in niche rankings"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|XTransfer", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Others like Rapyd, WorldFirst, XTransfer, and Ripple appear in niche rankings"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|xai-small|Ripple", "prompt": "c229-m3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Others like Rapyd, WorldFirst, XTransfer, and Ripple appear in niche rankings (e.g., emerging markets or blockchain)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Wise", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Transparent mid‑market rate, low fees, strong consumer trust"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Revolut", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Low‑cost, transparent personal or SMB transfers | Wise, Revolut, OFX"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|PayPal", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Marked‑up exchange rate (~3‑4 % markup)"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Airwallex", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Wise, Airwallex, XTransfer, and OFX use the mid‑market rate and show you the exact fee"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|XTransfer", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Largest B2B market share (5.1 %), deep emerging‑market coverage, trade‑finance tools"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Payoneer", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global payout network (cards, bank, cash pickup), strong in freelance & e‑commerce"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|WorldFirst", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "WorldFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Established in Asia‑EU corridors, strong compliance for regulated trade"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|OFX", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "High‑value transfers (> $10,000) with dedicated support | OFX, Wise Business, Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Western Union", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Western Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Physical network, cash pickup in 190+ countries, instant home delivery"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|MoneyGram", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "MoneyGram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Global agent network, strong in cash‑heavy corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Remitly", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Remitly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Home delivery, 490,000+ cash pickup locations, fast express option"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Stripe", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "API‑first, seamless checkout, multi‑currency checkout, embedded finance"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Adyen", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "End‑to‑end platform (acquiring + payouts), omnichannel support"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Currencycloud", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "White‑label FX and payout rails for platforms"}, {"id": "mai-20260917-1752-baseline-2|c229-m3|zai-small|Banking Circle", "prompt": "c229-m3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "EU/UK‑focused, strong regulatory profile, bank‑grade infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|alibaba-small|Wise Business", "prompt": "c229-m4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is widely considered the best cross-border payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|alibaba-small|Payoneer", "prompt": "c229-m4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Alternative for Ecosystem Integration: Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|alibaba-small|Airwallex", "prompt": "c229-m4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Alternative for Growth & Cards: Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|anthropic-small|Wise Business", "prompt": "c229-m4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is the most recommended platform for small and mid-sized businesses with tight budgets."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|anthropic-small|Payoneer", "prompt": "c229-m4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payoneer** and \nPayPal are also among the top options for 2026"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|anthropic-small|PayPal", "prompt": "c229-m4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** and \nPayPal are also among the top options for 2026"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|challenger-small|Wise Business", "prompt": "c229-m4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest general pick is **Wise Business** because multiple sources describe it as the best fit for **low-cost international transfers**"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|challenger-small|Payoneer", "prompt": "c229-m4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a good budget-friendly option for **small businesses, freelancers, and marketplace-style payouts**"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|challenger-small|Airwallex", "prompt": "c229-m4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is usually positioned more as an all-in-one platform than the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|Wise Business", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a limited-budget company, **Wise Business** is consistently the best cross-border payments platform."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|Airwallex", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong budget alternatives worth comparing"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|Revolut Business", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Revolut Business** | SMBs with banking features"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|OFX", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specialized FX brokers like **OFX** or **XE** can negotiate even lower rates"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|XE Business", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XE Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**OFX / XE Business** | Higher volumes ($50K+/mo) | Negotiable rates, good for scaling"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|WorldFirst", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "WorldFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**WorldFirst** offers a promotional 0.3% FX rate for China/Asia corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|deepseek-small|XTransfer", "prompt": "c229-m4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**XTransfer** is highly competitive (0.1\\u20130.4%) specifically for China trade"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|google-small|Wise Business", "prompt": "c229-m4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Two platforms stand out as the absolute best budget-friendly cross-border payment solutions for small-to-medium enterprises (SMEs): **Wise Business** and **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|google-small|Airwallex", "prompt": "c229-m4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Two platforms stand out as the absolute best budget-friendly cross-border payment solutions ... **Wise Business** and **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|google-small|Revolut Business", "prompt": "c229-m4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Revolut Business (Best for Low-Volume \"Fee-Free\" Allowances):** Revolut offers a free plan with no monthly fees."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|google-small|Veem", "prompt": "c229-m4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Veem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Veem (Best for Simple Contractor Payouts):** ... Veem is a highly competitive B2B tool."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|meta-small|Airwallex", "prompt": "c229-m4", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cross-border payments platform for businesses on a limited budget is Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|meta-small|Wise Business", "prompt": "c229-m4", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wise Business and Stripe are also strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|meta-small|Stripe", "prompt": "c229-m4", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wise Business and Stripe are also strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|minimax-small|Wise Business", "prompt": "c229-m4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is generally considered the best choice for companies with limited budgets due to its transparency, competitive pricing, and no hidden fees."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|minimax-small|Payoneer", "prompt": "c229-m4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Small Businesses** - **Free account option**: Available with transaction-based fees"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|minimax-small|Airwallex", "prompt": "c229-m4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Scale-ups with Budget Constraints**"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|mistral-small|Wise Business", "prompt": "c229-m4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is widely recommended as the best cross-border payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|mistral-small|Payoneer", "prompt": "c229-m4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other platforms like **Payoneer** and **Airwallex** also offer free basic accounts and low per-transaction fees, making them good alternatives"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|mistral-small|Airwallex", "prompt": "c229-m4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other platforms like **Payoneer** and **Airwallex** also offer free basic accounts and low per-transaction fees, making them good alternatives"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|moonshot-small|Wise Business", "prompt": "c229-m4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** - Best Overall for Limited Budgets"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|moonshot-small|Airwallex", "prompt": "c229-m4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider switching to **Airwallex** for their free plan with more advanced features"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|moonshot-small|Payoneer", "prompt": "c229-m4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** - Best for Marketplace Sellers"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|openai-small|Wise Business", "prompt": "c229-m4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is often **Wise Business** ... usually the most cost-efficient for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|openai-small|Airwallex", "prompt": "c229-m4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex** is a strong pick, but it can be more complex and may be better once you're handling more volume"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|openai-small|Payoneer", "prompt": "c229-m4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** is also worth considering, but its fees vary by payment type and corridor"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|Wise Business", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business (formerly TransferWise for Business) stands out as the best cross-border payments platform for businesses on a limited budget."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|Payoneer", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Higher FX (0.5-2%), withdrawal 1-4%; less transparent than Wise."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|Airwallex", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Paid plans (~$12+/user/mo) for advanced; overkill for very small ops."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|Revolut Business", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Monthly fees on premium; less global payout focus."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|PayPal", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Highest fees (up to 8% all-in); avoid for pure cross-border."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|xai-small|Tipalti", "prompt": "c229-m4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Reviews (e.g., Airwallex, Tipalti, SendMoneyCompare 2024-2026) rank it #1"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|Wise Business", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is the best starting point—no monthly fee, transparent pricing, and 0% FX markup."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|Airwallex", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex** is ideal if you need a multi‑currency account and want a free basic tier."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|Payoneer", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** and **Revolut Business** are solid free‑tier options for smaller, simpler use cases."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|Revolut Business", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid free‑tier options for smaller, simpler use cases"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|OFX", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "OFX", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**OFX** or **XE Business** become competitive only when you reach higher monthly volumes (≥$50k)"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|XTransfer", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're trading with China or need trade‑focused tools:** **XTransfer** offers zero account fees and strong coverage."}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|XE Business", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XE Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "become competitive only when you reach higher monthly volumes (≥$50k) and can negotiate rates"}, {"id": "mai-20260917-1752-baseline-2|c229-m4|zai-small|Tipalti", "prompt": "c229-m4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Tipalti or Airwallex offer more automation (though they may have higher monthly fees)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Wise", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too large for simple consumer-grade tools (like personal Wise or PayPal)... Great for small-to-medium business... Good for lower volumes."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|PayPal", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You are too large for simple consumer-grade tools (like personal Wise or PayPal)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Airwallex", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Airwallex:** Very strong for mid-to-large market. Excellent API, provides local accounts in many jurisdictions."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Revolut Business", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look at **Airwallex, Wise Business, Revolut Business.** These focus on trade payments and FX."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Deel", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you likely need a payroll proxy like **Deel, Oyster HR, or Pandle.**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Oyster HR", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Oyster HR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a payroll proxy like **Deel, Oyster HR, or Pandle.**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Pandle", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Pandle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a payroll proxy like **Deel, Oyster HR, or Pandle.**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Stripe Atlas", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "need local payment methods... look at **Stripe Atlas** or **Adyen**."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Adyen", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at **Stripe Atlas** or **Adyen**."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Payoneer", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Stronger focus on the creator economy/freelancers... Often more expensive for pure B2B enterprise."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|alibaba-small|Rippling", "prompt": "c229-m5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Deel / Rippling:** If your biggest pain point is paying people, these platforms unify payroll and contractor payments."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Airwallex", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airwallex** (multi-currency accounts + API, strong for mid-market/enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Corpay", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3–5 providers — good ones to compare given your size include **Airwallex** ..., **Corpay**, **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Payoneer", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Corpay**, **Payoneer**, **Banking Circle**, **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Banking Circle", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Banking Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Banking Circle**, **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Wise Business", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Wise Business**, and **Adyen/Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Adyen", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Adyen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Adyen/Stripe** if you're also handling checkouts or platform payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|deepseek-small|Stripe", "prompt": "c229-m5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Adyen/Stripe** if you're also handling checkouts or platform payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|PayPal", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you have likely outgrown simple \"out-of-the-box\" web portals (like standard PayPal or basic TransferWise)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|TransferWise", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "TransferWise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you have likely outgrown simple \"out-of-the-box\" web portals (like standard PayPal or basic TransferWise)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|HSBC", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "HSBC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not yet want the rigid, high-fee structure of a traditional tier-one global bank (like HSBC or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Citi", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may not yet want the rigid, high-fee structure of a traditional tier-one global bank (like HSBC or Citi)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Airwallex", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern Fintechs (e.g., Airwallex, Wise Business, Payoneer)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Wise Business", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern Fintechs (e.g., Airwallex, Wise Business, Payoneer)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Payoneer", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern Fintechs (e.g., Airwallex, Wise Business, Payoneer)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Corpay", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Corporate Treasury/FX Specialists (e.g., Corpay, Convera)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Convera", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Convera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Corporate Treasury/FX Specialists (e.g., Corpay, Convera)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|Tipalti", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ERP-Native/AP Automation Software (e.g., Tipalti, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|google-small|BILL", "prompt": "c229-m5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ERP-Native/AP Automation Software (e.g., Tipalti, BILL)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|minimax-small|Airwallex", "prompt": "c229-m5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for a company your size include **Airwallex**, **Wise Business**, **WorldFirst**, **Revolut Business**, and **ConnectPay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|minimax-small|Wise Business", "prompt": "c229-m5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for a company your size include **Airwallex**, **Wise Business**, **WorldFirst**, **Revolut Business**, and **ConnectPay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|minimax-small|WorldFirst", "prompt": "c229-m5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "WorldFirst", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for a company your size include **Airwallex**, **Wise Business**, **WorldFirst**, **Revolut Business**, and **ConnectPay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|minimax-small|Revolut Business", "prompt": "c229-m5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for a company your size include **Airwallex**, **Wise Business**, **WorldFirst**, **Revolut Business**, and **ConnectPay**"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|minimax-small|ConnectPay", "prompt": "c229-m5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "each with different strengths in coverage, fees, and features"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Wise Business", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist of platforms that meet your criteria (e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Payoneer", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Currencycloud", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Stripe", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Airwallex", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|mistral-small|Rapyd", "prompt": "c229-m5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Rapyd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., Wise Business, Payoneer, Currencycloud, Stripe, Airwallex, Rapyd, etc."}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Wise Business", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Focus on platforms like Wise Business, Airwallex, Payoneer, or enterprise options like Banking Circle/Routefusion"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Airwallex", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3-5: Wise/Airwallex for simplicity"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Payoneer", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on platforms like Wise Business, Airwallex, Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Banking Circle", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Banking Circle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise options like Banking Circle/Routefusion that handle mid-market volumes reliably"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Routefusion", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Routefusion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise options like Banking Circle/Routefusion that handle mid-market volumes reliably"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Flywire", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flywire/Transactbridge for B2B focus"}, {"id": "mai-20260917-1752-baseline-2|c229-m5|xai-small|Transactbridge", "prompt": "c229-m5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Transactbridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flywire/Transactbridge for B2B focus"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|Wise", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Legitimate providers (like Wise, Western Union, or banks) usually allow this... stick to platforms that meet these criteria: Publicly Audited or Large Tech Backing: e.g., Wise"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|Western Union", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Legitimate providers (like Wise, Western Union, or banks) usually allow this but require strict ID verification."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|PayPal", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Publicly Audited or Large Tech Backing: e.g., Wise, PayPal, Revolut, Payoneer, Flutterwave."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|Revolut", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Publicly Audited or Large Tech Backing: e.g., Wise, PayPal, Revolut, Payoneer, Flutterwave."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|Payoneer", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Publicly Audited or Large Tech Backing: e.g., Wise, PayPal, Revolut, Payoneer, Flutterwave."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|alibaba-small|Flutterwave", "prompt": "c229-m6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Flutterwave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Publicly Audited or Large Tech Backing: e.g., Wise, PayPal, Revolut, Payoneer, Flutterwave."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|anthropic-small|Perfect Money", "prompt": "c229-m6", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Perfect Money", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Perfect Money, a widely used digital payment and money-transfer service since 2007, ceased operations as part of a broader wave of crypto-related shutdowns"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|GMX", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "GMX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "formally warned about platforms operating outside local licensing (e.g., GMX, dYdX, Hyperliquid when used without proper local registration)"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|dYdX", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "dYdX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "formally warned about platforms operating outside local licensing (e.g., GMX, dYdX, Hyperliquid when used without proper local registration)"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|Hyperliquid", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Hyperliquid", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "formally warned about platforms operating outside local licensing (e.g., GMX, dYdX, Hyperliquid when used without proper local registration)"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|PingPong Payments", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PingPong Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "PingPong and OceanPayment carry the highest documented risk of locked funds"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|OceanPayment", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OceanPayment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "funds being held for 3+ months despite processing six-figure volumes, with no viable payout option"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|Payoneer", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "significant volume of BBB complaints ... unjustified account locks, funds held for 6 months+"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|Wise (formerly TransferWise)", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "consistent pattern of account deactivation and lack of telephone support"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|PayPal (Cross-border/International)", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal (Cross-border/International)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Personal accounts are frequently frozen permanently for \"risk\" reasons, trapping balances for 180 days."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|Revolut (Business accounts)", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut (Business accounts)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Generally safe, but users report sudden account holds when sending large sums to new beneficiaries."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|OFX", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "stick to well-regulated, transparent platforms (Wise, OFX, Remitly, Revolut)"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|deepseek-small|Remitly", "prompt": "c229-m6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Remitly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "stick to well-regulated, transparent platforms (Wise, OFX, Remitly, Revolut)"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Chase", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While traditional banks (like Chase, Bank of America, or Wells Fargo) are highly secure, they are generally the **worst option** for routine or large-volume international transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Bank of America", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "traditional banks (like Chase, Bank of America, or Wells Fargo) ... are generally the **worst option** for routine or large-volume international transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Wells Fargo", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "traditional banks (like Chase, Bank of America, or Wells Fargo) ... are generally the **worst option**"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|PayPal", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**PayPal:** Widely considered one of the most expensive platforms for international business and personal payments."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Payoneer", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "these platforms receive heavy criticism from freelancers and digital nomads. They are known for high account maintenance fees ... abrupt account freezes"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Skrill", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Skrill", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Payoneer / Skrill / Neteller ... known for high account maintenance fees, costly card withdrawal fees, and—critically—abrupt account freezes"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Neteller", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Neteller", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Payoneer / Skrill / Neteller ... known for high account maintenance fees, costly card withdrawal fees"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Zelle", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "If someone requests a cross-border payment via a domestic-only app, **it is almost certainly a scam.**"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Venmo", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Apps like **Zelle, Venmo, and Cash App** are designed strictly for domestic peer-to-peer transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Cash App", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Apps like **Zelle, Venmo, and Cash App** are designed strictly for domestic peer-to-peer transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Flywire", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Only use payment portals linked directly on the official website of the institution you are paying (such as authorized platforms like Flywire or Western Union Business Solutions)."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|google-small|Western Union Business Solutions", "prompt": "c229-m6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union Business Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "such as authorized platforms like Flywire or Western Union Business Solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|traditional banks", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "traditional banks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some platforms to be cautious about include traditional banks, which may have high SWIFT fees and FX markups"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|PayPal", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "and PayPal, which may have high fees and limited transparency"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|Wise", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "some platforms that are considered safe and reliable include Wise, Remitly, Revolut, OFX, XE, Western Union, and MoneyGram"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|Remitly", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Remitly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "considered safe and reliable include Wise, Remitly, Revolut, OFX, XE, Western Union, and MoneyGram"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|Revolut", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "considered safe and reliable include Wise, Remitly, Revolut, OFX, XE"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|OFX", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "considered safe and reliable include Wise, Remitly, Revolut, OFX, XE"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|XE", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "XE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "safe and reliable include Wise, Remitly, Revolut, OFX, XE, Western Union, and MoneyGram"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|Western Union", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safe and reliable include ... Western Union, and MoneyGram, which are regulated by relevant authorities"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|meta-small|MoneyGram", "prompt": "c229-m6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "safe and reliable include ... Western Union, and MoneyGram, which are regulated by relevant authorities and have a good track record"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|Wise", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Examples of platforms generally considered safe (regulated):\n- Wise"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|Remitly", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Remitly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Examples of platforms generally considered safe (regulated):\n- Wise\n- Remitly"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|Revolut", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Revolut"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|OFX", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- OFX"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|XE", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "XE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- XE"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|Western Union", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Western Union"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|mistral-small|MoneyGram", "prompt": "c229-m6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- MoneyGram"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|moonshot-small|Cryptomus (Xeltox Enterprises Ltd.)", "prompt": "c229-m6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Cryptomus (Xeltox Enterprises Ltd.)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to AVOID or Exercise Extreme Caution With ... Cryptomus (Xeltox Enterprises Ltd.) ... Fined $176.96 million by FINTRAC"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|moonshot-small|Huione Group", "prompt": "c229-m6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Huione Group", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Severed from U.S. financial system by FinCEN (October 2025) ... Laundered at least $4 billion in illicit proceeds"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|moonshot-small|PayPal Holdings, Inc.", "prompt": "c229-m6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal Holdings, Inc.", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "compliance failures make it a medium-risk channel for hybrid money laundering"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|moonshot-small|Alipay Malaysia", "prompt": "c229-m6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Alipay Malaysia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fined for sanctions screening lapses, delays in updating internal systems"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|MoneyGram", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Lowest-rated in Consumer Reports for privacy, safety, and overall performance (45/100 score). Frequently linked to scams"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Western Union", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Common complaints include high fees (up to 20% worse exchange rates), inconsistent customer service, technical glitches, blocked transfers, and delays."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Xoom (PayPal-owned)", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Xoom (PayPal-owned)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Low scores in reviews (e.g., 52/100 in Consumer Reports); BBB complaints about unresolved issues."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Paysend/Paysii", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Paysend/Paysii", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Poor Trustpilot ratings (1.4-3.5/5); frequent accusations of scams, delays"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Abound", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Abound", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overwhelmingly negative Trustpilot reviews for severe delays, missing funds, and zero customer support—described as having \"classic scam traits.\""}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Wise", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Safer alternatives often praised: Wise (high marks for transparency, despite some hold complaints)."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Remitly", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Remitly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Remitly (good for speed, balanced reviews)."}, {"id": "mai-20260917-1752-baseline-2|c229-m6|xai-small|Monito", "prompt": "c229-m6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Monito", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "compare fees/rates on sites like Monito"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|zai-small|Wise (formerly TransferWise)", "prompt": "c229-m6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Account freezes for “compliance review” that can last several days or weeks ... FX mark‑ups that aren’t fully transparent"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|zai-small|WorldRemit", "prompt": "c229-m6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "WorldRemit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limited transfer amounts ... No phone support (online only) ... Not ideal for large business transfers"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|zai-small|Payoneer", "prompt": "c229-m6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Account freezes without clear explanation ... Steep and opaque fees, including conversion mark‑ups"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|zai-small|PayPal", "prompt": "c229-m6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Frequent account freezes/terminations, especially for high‑value or cross‑border transactions"}, {"id": "mai-20260917-1752-baseline-2|c229-m6|zai-small|MoneyGram / Western Union", "prompt": "c229-m6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram / Western Union", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "No reversibility once the money is picked up (like cash) • Often used in scams, so extra caution is required"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|alibaba-small|Wise", "prompt": "c229-s1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the market consensus strongly favors **Wise** and **Airwallex**... **Start with Wise** if you are primarily sending money to suppliers/vendors"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|alibaba-small|Airwallex", "prompt": "c229-s1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the market consensus strongly favors **Wise** and **Airwallex** depending on your specific needs for simplicity versus scalability"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|alibaba-small|Payoneer", "prompt": "c229-s1", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** (Best for Freelancers & Receiving Payments)"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|anthropic-small|Wise Business", "prompt": "c229-s1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business is recognized for transparent FX pricing and simplicity for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|anthropic-small|Thunes", "prompt": "c229-s1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Thunes leads the field with the broadest network reach of any major cross-border payment platform"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|anthropic-small|Airwallex", "prompt": "c229-s1", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Airwallex is the strongest option for technology companies and scale-ups"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|challenger-small|Wise Business", "prompt": "c229-s1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|challenger-small|Airwallex", "prompt": "c229-s1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if you also need multi-currency balances, local collections, and broader finance tooling."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|challenger-small|XTransfer", "prompt": "c229-s1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for SME foreign trade, especially supplier payments and China/emerging-market corridors."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|challenger-small|Payoneer", "prompt": "c229-s1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better for businesses tied to marketplace ecosystems."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|challenger-small|Thunes", "prompt": "c229-s1", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it is more infrastructure-oriented than a simple SMB app"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|deepseek-small|Wise Business", "prompt": "c229-s1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Wise Business** is the best starting point."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|deepseek-small|Airwallex", "prompt": "c229-s1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you find yourself outgrowing it ... graduate to **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|deepseek-small|Payoneer", "prompt": "c229-s1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Payoneer if: Your revenue comes from marketplaces"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|deepseek-small|Thunes", "prompt": "c229-s1", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "providers like **Thunes** lead at scale, but they're typically overkill for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|google-small|Wise Business", "prompt": "c229-s1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Transparency & Low-Cost Transfers ... widely considered the gold standard for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|google-small|Airwallex", "prompt": "c229-s1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scaling Companies & Multi-Currency Expense Management"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|google-small|Veem", "prompt": "c229-s1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Veem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Invoicing and Accounting Automation"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|google-small|Revolut Business", "prompt": "c229-s1", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for UK/European Businesses Needing Full-Service Digital Banking"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|meta-small|Wise Business", "prompt": "c229-s1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cross-border payments platform for businesses for a small B2B company is Wise Business, which is considered the best for SMB transparent payables."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|meta-small|Thunes", "prompt": "c229-s1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Thunes, which is considered the strongest overall choice due to its real-time reach"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|meta-small|Kavodax", "prompt": "c229-s1", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Kavodax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Kavodax, a Canada-first cross-border B2B payments platform for Canadian SMEs"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|minimax-small|Wise Business", "prompt": "c229-s1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Wise Business** due to its transparent pricing, ease of use, and strong reputation among SMBs"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|minimax-small|Thunes", "prompt": "c229-s1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced features or scale beyond what Wise offers, consider Thunes or XTransfer."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|minimax-small|XTransfer", "prompt": "c229-s1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider Thunes or XTransfer"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|minimax-small|Tipalti", "prompt": "c229-s1", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies needing comprehensive payable solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|mistral-small|Wise Business", "prompt": "c229-s1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Wise Business** is the best starting point due to its transparency, speed, and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|mistral-small|Thunes", "prompt": "c229-s1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best overall for global B2B payouts... However, it may be more suited for companies with more complex or high-volume payout needs."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|mistral-small|Cedar Money", "prompt": "c229-s1", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Cedar Money", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "noted for simplifying international collections and settlements from emerging markets, particularly Africa"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|moonshot-small|Wise Business", "prompt": "c229-s1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most **small B2B companies**, start with **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|moonshot-small|Airwallex", "prompt": "c229-s1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Airwallex** as you grow"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|moonshot-small|Payoneer", "prompt": "c229-s1", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer** — Best for Marketplace-Connected B2B"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|openai-small|Wise Business", "prompt": "c229-s1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best all-around choice is usually Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|openai-small|Airwallex", "prompt": "c229-s1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often better if you want a more **all-in-one financial operations platform**"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|openai-small|Payoneer", "prompt": "c229-s1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you sell through **marketplaces** or need broad global receiving coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|openai-small|Stripe", "prompt": "c229-s1", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're also accepting **card payments / SaaS checkout**"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Wise Business", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business stands out as the top choice for most small B2B businesses due to its simplicity, low transparent fees, fast transfers, and no monthly costs."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Airwallex", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex**: Next-best if growing fast—better global coverage (local rails in 120+ countries), cards, and APIs."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Payoneer", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer**: Good if receiving from platforms like Amazon/Upwork."}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Stripe Treasury/Payouts", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Stripe Treasury/Payouts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Online/dev-integrated receiving ... High for non-card (2.9%+ intl cards)"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|PayPal", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most expensive overall"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Thunes", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for small B2B: Enterprise-focused like Thunes/Nium (API-heavy, less SMB-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|xai-small|Nium", "prompt": "c229-s1", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Nium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for small B2B: Enterprise-focused like Thunes/Nium (API-heavy, less SMB-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|zai-small|Wise Business", "prompt": "c229-s1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Wise Business** is the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|zai-small|XTransfer", "prompt": "c229-s1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**XTransfer** or **Airwallex** are the next best options"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|zai-small|Airwallex", "prompt": "c229-s1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Move to Airwallex** once you need a full financial platform"}, {"id": "mai-20260917-1752-baseline-2|c229-s1|zai-small|Thunes", "prompt": "c229-s1", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "direct", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Overkill for a very small business (high minimum volumes, more complex integration)"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Wise Business (formerly TransferWise)", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Simplicity, transparency, and low fees... For high-volume, frequent small transactions, a simple, low-fee provider like Wise is ideal."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Currencycloud", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Currencycloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "provides both payments and access to FX markets, including forward contracts and spot rates"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|OANDA", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OANDA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "They offer products like \"Forward Contracts\" which allow you to lock in a rate for a future date, providing effective hedging."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Airwallex", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specialized Fintechs (e.g., Airwallex, Revolut Business...)"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Revolut Business", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized Fintechs (e.g., Airwallex, Revolut Business, or regional providers...)"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Deel", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "regional providers like Deel/Payoneer for payroll/vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|alibaba-small|Payoneer", "prompt": "c229-s2", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "regional providers like Deel/Payoneer for payroll/vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|Wise (formerly TransferWise)", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a fintech payment platform like Wise or Stripe often provides the best balance of low costs, ease of use, and competitive rates"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|PayPal for Business", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "PayPal for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Companies like Wise (formerly TransferWise), PayPal for Business, and Stripe offer competitive exchange rates"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|Stripe", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a fintech payment platform like Wise or Stripe often provides the best balance of low costs, ease of use, and competitive rates"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|Revolut for Business", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Services like Revolut for Business, OFX, or Remitly provide business-focused solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|OFX", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Services like Revolut for Business, OFX, or Remitly provide business-focused solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|anthropic-small|Remitly", "prompt": "c229-s2", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Remitly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Services like Revolut for Business, OFX, or Remitly provide business-focused solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|challenger-small|WorldFirst", "prompt": "c229-s2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "WorldFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **WorldFirst** if your priority is *simple international payments plus basic FX risk controls*"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|challenger-small|Wise Business", "prompt": "c229-s2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Wise Business** if you mainly want low-friction multi-currency payments with light hedging tools"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|challenger-small|FXGuard", "prompt": "c229-s2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "FXGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highlight **FXGuard**, **D-Risk FX**, and **Kantox** as options for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|challenger-small|D-Risk FX", "prompt": "c229-s2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "D-Risk FX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highlight **FXGuard**, **D-Risk FX**, and **Kantox** as options for small and mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|challenger-small|Kantox", "prompt": "c229-s2", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Kantox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kantox is the most full-featured of those sources, covering the workflow from exposure collection to trade execution"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|deepseek-small|WorldFirst", "prompt": "c229-s2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "WorldFirst", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: **WorldFirst** (World Account)"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|deepseek-small|Wise Business", "prompt": "c229-s2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "excellent for low-cost, transparent spot transfers ... But it **does not offer forward contracts**"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|deepseek-small|Airwallex", "prompt": "c229-s2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong all-in-one platform with forward contracts ... monthly fee tiers (£19–£999) that can be overkill"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|deepseek-small|OFX", "prompt": "c229-s2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "deal-only specialists with human dealers and forward contracts, but they lack the ongoing multi-currency account"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|deepseek-small|Currencies Direct", "prompt": "c229-s2", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Currencies Direct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One-off large trades needing a dedicated dealer | **OFX / Currencies Direct**"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|google-small|OFX", "prompt": "c229-s2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Personalized Support & Guided Hedging: **OFX** ... **OFX** is one of the best choices."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|google-small|Airwallex", "prompt": "c229-s2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Digital-First Platform & \"Natural Hedging\": **Airwallex** ... offers a superior modern fintech experience."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|google-small|iBanFirst", "prompt": "c229-s2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**iBanFirst** or **Ebury** are industry gold standards."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|google-small|Ebury", "prompt": "c229-s2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Ebury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iBanFirst** or **Ebury** are industry gold standards."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|google-small|Wise Business", "prompt": "c229-s2", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You *Don't* Need Hedging (Spot Only): **Wise Business** ... is the undisputed market leader."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|meta-small|Corpay Cross-Border", "prompt": "c229-s2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay Cross-Border", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top options include: 1. Corpay Cross-Border: A comprehensive platform for managing cross-border payments and foreign exchange (FX) risk."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|meta-small|Okoora", "prompt": "c229-s2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Okoora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A multi-currency account and payment platform that allows SMBs to manage funds in various currencies without costly conversions."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|meta-small|Bound", "prompt": "c229-s2", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Bound", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A software platform designed to help businesses manage currency risk and automate currency hedging."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|minimax-small|Wise Business", "prompt": "c229-s2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend starting with **Wise Business** for its ease of use and multi-currency capabilities"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|minimax-small|OFX", "prompt": "c229-s2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have larger predictable payments, consider adding **OFX** for forward contracts."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|minimax-small|FXGuard", "prompt": "c229-s2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "FXGuard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Hedging/Forex Risk Management ... **FXGuard** - Specifically designed for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|minimax-small|iBanFirst", "prompt": "c229-s2", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**iBanFirst** - Good for: Comprehensive FX risk management tools"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|mistral-small|Wise Business", "prompt": "c229-s2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **Wise Business** or **Revolut Business** are the most accessible and cost-effective solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|mistral-small|Revolut Business", "prompt": "c229-s2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **Wise Business** or **Revolut Business** are the most accessible and cost-effective solutions"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|mistral-small|OFX", "prompt": "c229-s2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "adding a **forward contract** from OFX or XE can further reduce risk"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|mistral-small|XE Business", "prompt": "c229-s2", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "XE Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both offer forward contracts to lock in exchange rates for future payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|moonshot-small|Revolut Business", "prompt": "c229-s2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Revolut Business** as the best all-in-one option"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|moonshot-small|OFX", "prompt": "c229-s2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **OFX** as a strong alternative if you want high-touch broker support"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|moonshot-small|XE Business", "prompt": "c229-s2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "XE Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "### Strong alternative: **OFX** (or XE Business)"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|moonshot-small|Wise Business", "prompt": "c229-s2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid relying solely on Wise** if currency volatility is a real risk to your margins"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|moonshot-small|Airwallex", "prompt": "c229-s2", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Partial. Strong on **natural hedging** ... but forward contracts are less prominently available/accessible than Revolut's."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|openai-small|Wise Business", "prompt": "c229-s2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Wise Business** if your main needs are **international payments, multi-currency accounts, and low-cost FX conversion**"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|openai-small|Corpay", "prompt": "c229-s2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Corpay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you specifically need **true FX hedging tools**... then I'd lean toward **Corpay**."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|openai-small|Airwallex", "prompt": "c229-s2", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Airwallex** if your business is more like a global digital operator... though the sources I found here were stronger on payments than on explicit hedging."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|xai-small|Revolut Business", "prompt": "c229-s2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Revolut Business as the top all-in-one tool"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|xai-small|Wise", "prompt": "c229-s2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest spot FX (0.35%+ mid-market)... No forward contracts or advanced hedging"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|xai-small|Airwallex", "prompt": "c229-s2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "60+ currencies, batch/global payroll, FX at 0.5-1%, strong API. Some hedging via rate locks."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|xai-small|OFX", "prompt": "c229-s2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full forwards/limit orders, dedicated FX experts, good for irregular large transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-s2|xai-small|iBanFirst", "prompt": "c229-s2", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "iBanFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OFX or iBanFirst | Full forwards/limit orders, dedicated FX experts"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|zai-small|Xe for Business", "prompt": "c229-s2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Xe for Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-in-one recommendation is **Xe for Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|zai-small|Airwallex", "prompt": "c229-s2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Digital Bank\" Alternative: Airwallex ... is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|zai-small|Wise Business", "prompt": "c229-s2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wise Business does not offer forward contracts** ... Wise is the industry standard"}, {"id": "mai-20260917-1752-baseline-2|c229-s2|zai-small|PayPal", "prompt": "c229-s2", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "paraphrase", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "very low fees compared to traditional banks or PayPal"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|alibaba-small|Wise Business", "prompt": "c229-s3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best For:** Most small teams, freelancers, and SMBs looking for simplicity and transparency... Wise is usually the easiest starting point."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|alibaba-small|Airwallex", "prompt": "c229-s3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex combines both functions in one dashboard better than most pure-payout tools."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|alibaba-small|Revolut Business", "prompt": "c229-s3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, check FX costs carefully if you have high volumes, as they can be higher than Wise on free/standard plans."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|alibaba-small|Mercury", "prompt": "c229-s3", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a US-based startup and need a full banking suite with easy global payouts, Mercury reduces the friction"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Wise", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best when you need transparent FX pricing and simple international transfers... It fits SMB to mid-market operators paying overseas vendors, contractors, and subsidiaries"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Airwallex", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Positioned as a modern, API-first cross-border payment platform built for digital businesses scaling across multiple markets."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Banking Circle", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Checkout.com", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Checkout.com and Stripe cover acceptance plus payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Stripe", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A top choice when payments are embedded in a product—platforms, marketplaces, SaaS billing, and global commerce"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Currencycloud", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Currencycloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wise, Airwallex, and Currencycloud suit API-first product teams"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Payoneer", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Provides multi-currency receiving accounts... especially well established among ecommerce sellers, freelancers"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Corpay", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Banking Circle and Corpay fit banking infrastructure plays"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Thunes", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Payoneer and Thunes excel at marketplace disbursement"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|anthropic-small|Ebury", "prompt": "c229-s3", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ebury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Ebury serves trade-focused B2B FX"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Wise Business", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise is the simplest and clearest for SMB transfers"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Airwallex", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Airwallex if you need accounts + FX + payouts in one system"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Payoneer", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Payoneer if you pay contractors or marketplace sellers regularly"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Tipalti", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More expensive and heavier than lightweight SMB tools"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Stripe", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not mainly a \"send money abroad\" tool for ordinary ops teams"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|challenger-small|Thunes", "prompt": "c229-s3", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More infrastructure-oriented than a simple SMB dashboard"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|deepseek-small|Wise Business", "prompt": "c229-s3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Outbound payments (contractors, refunds, suppliers)** → **Wise** or **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|deepseek-small|Payoneer", "prompt": "c229-s3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Payoneer is only worth it if you're deeply tied to marketplace payouts."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|deepseek-small|Airwallex", "prompt": "c229-s3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Outbound payments (contractors, refunds, suppliers)** → **Wise** or **Airwallex** (if you need more currencies and API automation)"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|deepseek-small|Stripe", "prompt": "c229-s3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Inbound payments (customer cards)** → **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|deepseek-small|PayPal Business", "prompt": "c229-s3", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid PayPal for any recurring international volume — the fees will eat your margin."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Wise Business", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have 1–3 highly trusted international freelancers: Use **Wise Business**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Airwallex", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex is better suited for teams that also need to issue corporate cards, manage employee expenses globally"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Payoneer", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its outbound transfer fees and FX markups are noticeably higher than Wise and Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Deel", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have 5+ remote team members across different countries: Use **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Remote", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Remote", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Deel** or **Remote**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Shor / Omnivoo", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Shor / Omnivoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Part of a wave of newer, \"mid-market\" compliance tools"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|google-small|Stripe", "prompt": "c229-s3", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you run a SaaS or eCommerce brand, Stripe handles the incoming, while a tool like Wise handles the outgoing."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Wise Business", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business - best for SMBs that want simple FX and local receiving details."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Airwallex", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "top API-first business account for teams that want developer-friendly global payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Revolut Business", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "suits startups and smaller teams that want quick setup and everyday international payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Payoneer", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best pick for finance teams that need repeatable cross-border payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Ripple", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "fits if you're orchestrating payment workflows as an API-first, exception-aware settlement layer via the XRP ledger"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Thunes", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "top pick for one-integration network reach"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|meta-small|Tipalti", "prompt": "c229-s3", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for automating and scaling cross-border payouts"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|minimax-small|Wise Business (formerly TransferWise)", "prompt": "c229-s3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams prioritizing simplicity and cost, Wise is typically recommended"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|minimax-small|Airwallex", "prompt": "c229-s3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex offers better features for scaling businesses with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|minimax-small|Stripe", "prompt": "c229-s3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**API-first/developer-friendly:** Stripe"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|minimax-small|Payoneer", "prompt": "c229-s3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Contractor/freelancer payments:** Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|minimax-small|PayPal", "prompt": "c229-s3", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Widely recognized transactions"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Wise Business", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the simplest, most transparent option, go with **Wise Business**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Airwallex", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need developer tools and scalability, choose **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Revolut Business", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes speed and ease of use for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Payoneer", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For payout-heavy workflows, consider **Payoneer** or **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Ripple", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Ripple", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For blockchain-based solutions, look at **Ripple**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Thunes", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on connectivity rather than full-service accounts."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|mistral-small|Tipalti", "prompt": "c229-s3", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For payout-heavy workflows, consider **Payoneer** or **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|moonshot-small|Wise Business", "prompt": "c229-s3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** ⭐ Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|moonshot-small|Revolut Business", "prompt": "c229-s3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For | Teams wanting spend management + multi-currency in one app"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|moonshot-small|Payoneer", "prompt": "c229-s3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For | Marketplace sellers (Amazon, Etsy, Upwork, Fiverr, Airbnb)"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|moonshot-small|Airwallex", "prompt": "c229-s3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For | Growing teams needing a full financial stack"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|moonshot-small|Deel", "prompt": "c229-s3", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Paying global contractors | **Deel** or **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|openai-small|Wise Business", "prompt": "c229-s3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're **service-based** and mostly pay/receive invoices: **Wise**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|openai-small|Payoneer", "prompt": "c229-s3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need contractor/marketplace payouts?** → **Payoneer**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|openai-small|Stripe", "prompt": "c229-s3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need global checkout and subscriptions?** → **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|openai-small|Airwallex", "prompt": "c229-s3", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need a broader international finance stack?** → **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|Wise Business", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise wins on pure cost/transparency for transfers"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|Payoneer", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Paying teams → Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|Airwallex", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one → Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|Stripe", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Selling online → Stripe"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|PayPal", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cons: Highest fees/markups, slower/less transparent for large volumes."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|xai-small|Revolut Business", "prompt": "c229-s3", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Revolut Business is also a strong contender, especially in Europe."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Wise (formerly TransferWise)", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Wise** if you just need to send/receive money in multiple currencies with minimal friction"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Airwallex", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add Airwallex** once you need a full multi-currency treasury"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Stripe", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Integrate Stripe** if you're selling online or building a product that needs programmable payments."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Payoneer", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Payoneer or Thunes** when you're paying a large number of contractors"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Thunes", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Thunes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Thunes** (network reach without bilateral deals)"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|PayPal", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Conversion fees can be higher than mid-market rates, especially for cross-border card payments."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Adyen", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Onboarding can be more involved; ensure you have the internal resources to meet compliance and KYC requirements."}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Checkout.com", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Checkout.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Marketplaces or platforms expanding into new regions"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Rapyd", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Rapyd", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pricing can be opaque; confirm the final cost per transaction before committing"}, {"id": "mai-20260917-1752-baseline-2|c229-s3|zai-small|Braintree", "prompt": "c229-s3", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "comparative", "raw": "Braintree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Consider PayPal or Braintree** if your customers overwhelmingly prefer PayPal"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|alibaba-small|Wise Business", "prompt": "c229-s4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cross-border payments platform is generally considered to be **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|alibaba-small|Airwallex", "prompt": "c229-s4", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strong Runner-Up: Airwallex ... is a powerful alternative"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|anthropic-small|Wise Business", "prompt": "c229-s4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is particularly well-suited for your needs."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|anthropic-small|Payoneer", "prompt": "c229-s4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payoneer** is another strong choice for budget-conscious SMEs."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|anthropic-small|Revolut Business", "prompt": "c229-s4", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Revolut Business** offers multi-functionality at a competitive cost."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|challenger-small|Wise Business", "prompt": "c229-s4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is the best default choice because multiple sources describe it as the clearest **low-cost**, **transparent**, and **easy-to-deploy** option"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|challenger-small|Payoneer", "prompt": "c229-s4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Payoneer** can be a stronger fit if your business mainly needs **marketplace payouts**"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|challenger-small|Airwallex", "prompt": "c229-s4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you need a more complete **all-in-one finance stack** ... but it is usually less of a pure budget-first pick than Wise"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|challenger-small|Thunes", "prompt": "c229-s4", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Thunes", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "strongest for broad global payout reach, but the sources frame it more as a scale and network choice than the simplest low-cost SMB option"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|deepseek-small|Wise Business", "prompt": "c229-s4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is generally the best cross-border payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|deepseek-small|Airwallex", "prompt": "c229-s4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you process **$5,000+/month**... more geared toward higher-volume registered businesses and has more of a learning curve."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|deepseek-small|Payoneer", "prompt": "c229-s4", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're a **marketplace seller or freelancer**... less ideal for generic business-to-business transfers."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|google-small|Wise Business", "prompt": "c229-s4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The two industry-leading, budget-friendly platforms that fit this criteria are **Wise Business** and **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|google-small|Airwallex", "prompt": "c229-s4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The two industry-leading, budget-friendly platforms that fit this criteria are **Wise Business** and **Airwallex**."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|google-small|Revolut Business", "prompt": "c229-s4", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if your budget is tight, paying for their monthly subscriptions to avoid transaction fees may not make sense."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|meta-small|Wise Business", "prompt": "c229-s4", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cross-border payments platform for businesses for a small company with a tight budget is Wise Business."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|minimax-small|Wise Business", "prompt": "c229-s4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is generally the best starting point for most small companies"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|minimax-small|Airwallex", "prompt": "c229-s4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Competitive FX rates (0.5% on major currencies) plus local collection accounts"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|minimax-small|XTransfer", "prompt": "c229-s4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly strong for emerging markets"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|minimax-small|Payoneer", "prompt": "c229-s4", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free account with flexible receiving options"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|mistral-small|Wise Business", "prompt": "c229-s4", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is widely regarded as the best cross-border payments platform"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|moonshot-small|Wise Business", "prompt": "c229-s4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** - Best Overall for Tight Budgets"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|moonshot-small|Airwallex", "prompt": "c229-s4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Airwallex** if you need more features"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|moonshot-small|Payoneer", "prompt": "c229-s4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Marketplace Sellers"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|moonshot-small|XTransfer", "prompt": "c229-s4", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at XTransfer** if you're focused on B2B payments and want zero FX markup"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|openai-small|Wise Business", "prompt": "c229-s4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Wise Business**"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|openai-small|Airwallex", "prompt": "c229-s4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may be more than you need if you're budget-constrained"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|openai-small|Payoneer", "prompt": "c229-s4", "model": "openai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its fees are often less attractive for a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|xai-small|Wise Business", "prompt": "c229-s4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wise Business (formerly TransferWise Business) is widely regarded as the best cross-border payments platform for small companies on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|xai-small|PayPal", "prompt": "c229-s4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "cheaper than PayPal (3-4% + FX markup)... Highest fees"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|xai-small|Payoneer", "prompt": "c229-s4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Payoneer | Freelancers/marketplaces ... Annual fee (~$30, waivable); 1-3% receiving/sending"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|xai-small|Airwallex", "prompt": "c229-s4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airwallex adds value for scaling but has paid tiers from $12/user/mo"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|xai-small|Revolut Business", "prompt": "c229-s4", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EU/UK SMBs needing cards/debit | Monthly fees on some plans; variable FX"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|zai-small|Wise Business", "prompt": "c229-s4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business** is the top recommendation for a small company on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|zai-small|Airwallex", "prompt": "c229-s4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose if you need a robust API for embedded payments or complex multi-currency workflows and can live with slightly higher FX spreads."}, {"id": "mai-20260917-1752-baseline-2|c229-s4|zai-small|Payoneer", "prompt": "c229-s4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but be aware FX markup can be higher"}, {"id": "mai-20260917-1752-baseline-2|c229-s4|zai-small|XTransfer", "prompt": "c229-s4", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "budget", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at XTransfer if you're a B2B exporter/importer with high monthly volume and need specialized trade corridors"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|alibaba-small|Wise", "prompt": "c229-s5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When evaluating fintechs like Wise, Airwallex, Revolut Business, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|alibaba-small|Airwallex", "prompt": "c229-s5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating fintechs like Wise, Airwallex, Revolut Business, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|alibaba-small|Revolut Business", "prompt": "c229-s5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating fintechs like Wise, Airwallex, Revolut Business, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|alibaba-small|Payoneer", "prompt": "c229-s5", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating fintechs like Wise, Airwallex, Revolut Business, or Payoneer"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|deepseek-small|Wise Business", "prompt": "c229-s5", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most platforms price for SMBs with either flat per-transaction fees plus thin FX spread (e.g., Wise Business) or volume tiers."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|google-small|Wise", "prompt": "c229-s5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business:** *Best for absolute cost transparency.* They charge no exchange rate markups (strictly the mid-market rate)"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|google-small|Airwallex", "prompt": "c229-s5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Airwallex:** *Best for comprehensive financial operations.*"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|google-small|Payoneer", "prompt": "c229-s5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Payoneer:** *Best if you sell on global e-commerce marketplaces.*"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|google-small|Convera", "prompt": "c229-s5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Convera / OFX:** *Best if you need FX hedging.*"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|google-small|OFX", "prompt": "c229-s5", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Convera / OFX:** *Best if you need FX hedging.*"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|minimax-small|Airwallex", "prompt": "c229-s5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Providers often evaluated include Airwallex, Payoneer, Wise Business, Banking Circle, and others."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|minimax-small|Payoneer", "prompt": "c229-s5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Providers often evaluated include Airwallex, Payoneer, Wise Business, Banking Circle, and others."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|minimax-small|Wise Business", "prompt": "c229-s5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Providers often evaluated include Airwallex, Payoneer, Wise Business, Banking Circle, and others."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|minimax-small|Banking Circle", "prompt": "c229-s5", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Providers often evaluated include Airwallex, Payoneer, Wise Business, Banking Circle, and others."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|mistral-small|Wise", "prompt": "c229-s5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Benchmark against competitors like Wise, Payoneer, Stripe, Airwallet, or local providers."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|mistral-small|Payoneer", "prompt": "c229-s5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Payoneer for freelancers/vendors"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|mistral-small|Stripe", "prompt": "c229-s5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stripe for e-commerce"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|mistral-small|Airwallet", "prompt": "c229-s5", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airwallet for emerging markets"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|moonshot-small|Wise", "prompt": "c229-s5", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "while fintechs like Wise charge ~$65"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|Wise", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Wise Business**: Best starter—transparent FX (0.4-0.6%), fast (95% <24h), simple for payables."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|XTransfer", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "XTransfer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**XTransfer/WorldFirst**: Export-heavy (emerging markets), volume pricing."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|ConnectPay", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "ConnectPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EU (ConnectPay), or global SMB (Wise/Airwallex)"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|Airwallex", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Airwallex**: Scaling SMBs—full stack (cards, FX hedging), 80+ countries, strong APIs."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|Payoneer", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Payoneer**: Marketplace/freelancer payouts, multi-currency accounts."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|WorldFirst", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "WorldFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**XTransfer/WorldFirst**: Export-heavy (emerging markets), volume pricing."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|Stripe", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Stripe/PayU**: If e-commerce heavy, but higher fees."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|xai-small|PayU", "prompt": "c229-s5", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "PayU", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Stripe/PayU**: If e-commerce heavy, but higher fees."}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|Airwallex", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Multi‑currency accounts, global collections & disbursements, built‑in fraud protection, strong API"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|Wise (formerly TransferWise)", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Transparent mid‑market FX, simple web interface, wide coverage"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|Stripe", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep API, global payments, programmable flows"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|Payoneer", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Payoneer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Marketplace payouts, local collection accounts in 60+ countries"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|Tipalti", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mass payouts, tax compliance, OFAC screening, ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c229-s5|zai-small|XTransfer", "prompt": "c229-s5", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "scale", "raw": "XTransfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "B2B‑oriented, local collection accounts, SME‑specific compliance tools"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|alibaba-small|PayPal", "prompt": "c229-s6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms like **PayPal** are frequently cited as being expensive for active small businesses due to their Foreign Exchange (FX) margins."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|alibaba-small|Payoneer", "prompt": "c229-s6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users of services like **Payoneer** and **PayPal** often report instances of accounts being frozen or restricted without clear explanation"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|alibaba-small|Wise", "prompt": "c229-s6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small businesses, **transparent fintechs** (like Wise Business or Airwallex) are generally preferred over generalist giants"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|alibaba-small|Airwallex", "prompt": "c229-s6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "transparent fintechs** (like Wise Business or Airwallex) are generally preferred"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|alibaba-small|Stripe", "prompt": "c229-s6", "model": "alibaba-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fintech-native platforms (like **Wise**, **Airwallex**, or **Stripe**) utilize local payment rails to bypass the SWIFT network"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|anthropic-small|Global Payments, Inc.", "prompt": "c229-s6", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Global Payments, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "has received significant complaints regarding unauthorized billing"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|anthropic-small|Remitly", "prompt": "c229-s6", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Remitly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "well suited to person-to-person or small business transfers, but not to enterprise-scale settlement or treasury use cases"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|anthropic-small|LemFi", "prompt": "c229-s6", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "LemFi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "effective for simple cross-border flows but does not support complex, multi-market settlement or treasury operations"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|anthropic-small|Adyen", "prompt": "c229-s6", "model": "anthropic-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Adyen's enterprise-tier pricing excludes smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|challenger-small|SWIFT bank wires", "prompt": "c229-s6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "SWIFT bank wires", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "useful for large, traditional B2B payments, but often **high-cost**, slower, and less transparent because fees and FX markups can stack up across intermediaries."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|challenger-small|Western Union", "prompt": "c229-s6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMBs should be careful because they are often better suited to payout reach than routine business supplier payments or multi-currency operations."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|challenger-small|MoneyGram", "prompt": "c229-s6", "model": "challenger-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SMBs should be careful because they are often better suited to payout reach than routine business supplier payments or multi-currency operations."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|deepseek-small|Payoneer", "prompt": "c229-s6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Caution. Only use it if you are required to for a specific marketplace"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|deepseek-small|PayPal", "prompt": "c229-s6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Verdict: Avoid for large B2B cross-border supplier payments."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|deepseek-small|Traditional Banks (via SWIFT/Correspondent banking)", "prompt": "c229-s6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Traditional Banks (via SWIFT/Correspondent banking)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While regulated and technically safe, it is financially inefficient. Avoid if you are sending recurring small-to-mid invoices"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|deepseek-small|Wise (formerly TransferWise)", "prompt": "c229-s6", "model": "deepseek-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Generally considered the best for FX rates (mid-market), but they have also faced criticism for periodic account blocking during compliance checks."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|PayPal", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "PayPal is one of the most expensive ways to receive or send international business payments"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Stripe", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If your goal is simply to pay international suppliers, contractors... Stripe is the wrong tool."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Wise", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Wise is notorious for abruptly freezing or shutting down business accounts during \"routine\" compliance reviews."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Airwallex", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Stripe (for e-commerce checkouts) or Wise/Airwallex (for B2B invoicing and bank transfers)."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|iBanFirst", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "iBanFirst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern digital platforms like iBanFirst, Convera, or Airwallex that leverage local domestic clearing rails instead of SWIFT"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Convera", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Convera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern digital platforms like iBanFirst, Convera, or Airwallex"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Payoneer", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Payoneer's automated fraud detection triggers account reviews and freezes unexpectedly."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Ofx", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Ofx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Alternative: Ofx, Airwallex, or local multi-currency accounts."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Tipalti", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise-Grade Platforms (e.g., Tipalti, Adyen)... these platforms are too complex"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Trolley", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Trolley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Alternative: Tipalti or Trolley (designed specifically for global vendor/contractor mass payouts)."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|google-small|Adyen", "prompt": "c229-s6", "model": "google-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "If you are a micro-business, early-stage startup, or sole proprietor, these platforms are too complex."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|meta-small|Wise", "prompt": "c229-s6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned in the results include Wise, Banking Circle, and XTransfer."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|meta-small|Banking Circle", "prompt": "c229-s6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Banking Circle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned in the results include Wise, Banking Circle, and XTransfer."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|meta-small|XTransfer", "prompt": "c229-s6", "model": "meta-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "XTransfer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the platforms mentioned in the results include Wise, Banking Circle, and XTransfer."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|minimax-small|Wise", "prompt": "c229-s6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "major players like Wise, Payoneer, Airwallex, and Revolut are all licensed and regulated in major markets"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|minimax-small|Payoneer", "prompt": "c229-s6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Payoneer** — Common Complaints ... Account holds: Numerous reports of accounts placed under review with funds locked for weeks"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|minimax-small|Airwallex", "prompt": "c229-s6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major players like Wise, Payoneer, Airwallex, and Revolut are all licensed and regulated in major markets"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|minimax-small|Revolut", "prompt": "c229-s6", "model": "minimax-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Revolut** — Account Stability Concerns ... Unexpected account closures"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|Klasha", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Klasha", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Several reviews describe Klasha as a scam operation, warning other businesses not to use their services due to theft and unethical practices."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|PayPal", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "PayPal, in particular, is known for high fees and less transparent pricing, making it expensive for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|Wise", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like Wise, Airwallex, Razorpay, and Cashfree are generally considered more transparent and reliable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|Airwallex", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms like Wise, Airwallex, Razorpay, and Cashfree are generally considered more transparent and reliable"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|Razorpay", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platforms like Wise, Airwallex, Razorpay, and Cashfree are generally considered more transparent and reliable"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|mistral-small|Cashfree", "prompt": "c229-s6", "model": "mistral-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Cashfree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like Wise, Airwallex, Razorpay, and Cashfree are generally considered more transparent and reliable"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Revolut (Business Accounts)", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut (Business Accounts)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Significant Red Flags ... **1. Revolut (Business Accounts)** ... **Highest fraud complaints**"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Payoneer", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Account holds without explanation** - documented cases of $34,000-$73,000+ frozen"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Razorpay", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Razorpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Extremely poor Trustpilot ratings** (1.4/5) ... **Used by scammers** according to user reports"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Western Union", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Not designed for business payments** - primarily consumer remittance focused"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|MoneyGram", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**High fees and poor exchange rates** compared to business-focused alternatives"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|PayPal", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Platforms Requiring Caution ... **PayPal** ... **High fees** - up to 4.4% + 4% FX markup"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|PrePay Technologies / Monese", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PrePay Technologies / Monese", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Worst fraud rates** according to UK Payment Systems Regulator data ... Higher risk profile than traditional banks"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Wise Business", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Safer Alternatives to Consider - **Wise Business** - Transparent fees, mid-market rates"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|Airwallex", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Airwallex** - Business-focused with multi-currency accounts"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|moonshot-small|OFX", "prompt": "c229-s6", "model": "moonshot-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "OFX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**OFX** - Established player with dedicated account managers"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Payoneer", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with High Caution:** 1. **Payoneer** - **Key issues:** High fees ... frequent account blocks/freezes"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|PayPal", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Steep fees ... not ideal vs. low-cost alternatives."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Worldpay", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Worldpay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Poor customer service, high complaint volume ... unfavorable terms for small merchants"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Airwallex", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Airwallex** (mixed, but caution for some) ... Account restrictions/blocks without explanation"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Western Union", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Western Union", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "High FX markups (3-5%+), slow speeds ... Not optimized for business volumes."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|MoneyGram", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "MoneyGram", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Traditional Remittance Services (Western Union, MoneyGram) ... High FX markups (3-5%+)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Wise Business", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Safer alternatives often recommended:** Wise Business (transparent low fees ~0.5%, fast)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Stripe", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Stripe (for ecommerce, but check 1% cross-border add-on)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|xai-small|Revolut", "prompt": "c229-s6", "model": "xai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Airwallex/Revolut (if no holds in your region)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|First American Payment Processing", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "First American Payment Processing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The FTC has repeatedly sued companies like **First American Payment Processing** for using deceptive sales pitches."}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|Nuvei", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Nuvei", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** ... The FTC alleged that Nuvei knowingly processed billions of dollars for merchants engaged in deception"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|Wise", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While generally considered a good platform, there have been user reports ... suggesting that Wise can sometimes struggle to locate internal ACH transfers"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|Stripe", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick to well-established, publicly traded companies or those with strong reputations in the Fintech space (like Stripe, Adyen, or PayPal, despite their flaws)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|Adyen", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "Adyen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Stick to well-established ... companies ... (like Stripe, Adyen, or PayPal, despite their flaws)"}, {"id": "mai-20260917-1752-baseline-2|c229-s6|zai-small|PayPal", "prompt": "c229-s6", "model": "zai-small", "cat": "cross-border-payments-and-fx", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Stick to well-established ... companies ... (like Stripe, Adyen, or PayPal, despite their flaws)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|alibaba-small|SAP Ariba", "prompt": "c230-l1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you are a massive enterprise utilizing SAP as your backend ERP, Ariba is often the default choice.... Cons: Very expensive; notoriously complex implementation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|alibaba-small|Coupa", "prompt": "c230-l1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coupa has become the gold standard for \"Business Spend Management.\""}, {"id": "mai-20260917-1752-baseline-2|c230-l1|alibaba-small|Bill.com", "prompt": "c230-l1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Use & Speed: Bill.com ... Cons: Not as robust for global compliance/fraud prevention as Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|alibaba-small|Tipalti", "prompt": "c230-l1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Expansion & Compliance: Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|alibaba-small|Workday Financials", "prompt": "c230-l1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company runs on Workday, their native Bill Pay solution is significantly better than trying to bolt on third-party software."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|BILL", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** is a leading B2B payment platform designed specifically for business-to-business transactions... best for mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|Tipalti", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** is an enterprise-focused global payables automation platform suited for mid-market to enterprise companies with high supplier payment volumes"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|HighRadius", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at HighRadius, Billtrust, or Versapay for enterprise accounts-receivable automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|Billtrust", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at HighRadius, Billtrust, or Versapay for enterprise accounts-receivable automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|Versapay", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at HighRadius, Billtrust, or Versapay for enterprise accounts-receivable automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|anthropic-small|Coupa", "prompt": "c230-l1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Coupa's** B2B payments automation solution is ideal for mid-sized to enterprise organizations that already use ... its suite of spend management tools"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|challenger-small|Tipalti", "prompt": "c230-l1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice is usually **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|challenger-small|BILL", "prompt": "c230-l1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** is a strong enterprise-ready alternative"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|challenger-small|Rippling", "prompt": "c230-l1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unifies bill pay with payroll, expenses, and corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|challenger-small|Airwallex", "prompt": "c230-l1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong global payment rails, multi-currency, FX, and bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|deepseek-small|Tipalti", "prompt": "c230-l1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most *large, global, multi-entity enterprises*, **Tipalti** is widely regarded as the top pick"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-l1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For *US-focused enterprises comfortable with QuickBooks/NetSuite/Dynamics*, **BILL** is the strongest all-around choice."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|deepseek-small|SAP Concur Invoice", "prompt": "c230-l1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for large enterprises already on SAP/Concur"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|deepseek-small|AvidXchange", "prompt": "c230-l1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for mid-market (and up) with complex AP"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|deepseek-small|HighRadius", "prompt": "c230-l1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for very high invoice volumes"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|Tipalti", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is the market leader... Best global compliance engine and self-service vendor onboarding."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|Medius", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Medius is the strongest pure-play AP automation tool."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|Coupa", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Coupa has a long implementation runway and high premium pricing, making it overkill if you only want simple AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|Stampli", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stampli offers the best user experience."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|Airbase", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for All-in-One Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|google-small|BILL (formerly Bill.com)", "prompt": "c230-l1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "BILL\\u2019s capabilities are generally too limited compared to the enterprise platforms listed above."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|meta-small|Stampli", "prompt": "c230-l1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bill pay platform for businesses for an enterprise B2B company is Stampli"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|meta-small|Simplypay", "prompt": "c230-l1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Simplypay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Simplypay, a FINTRAC-regulated payment platform"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|meta-small|Chargebee", "prompt": "c230-l1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and Chargebee, a billing and monetization platform built for the AI economy"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|HighRadius", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating **HighRadius** or **SAP Fioneer** for their scalability"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|SAP Fioneer", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "SAP Fioneer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **HighRadius** or **SAP Fioneer** for their scalability"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|Coupa", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise spend management"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|Tipalti", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprise global payments"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|Basware", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Large enterprises seeking automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|minimax-small|BILL (formerly Bill.com)", "prompt": "c230-l1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more suited for mid-market companies rather than large enterprises, so may not be ideal for enterprise use cases"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|mistral-small|Serrala", "prompt": "c230-l1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly rated for finance automation, with strong AI capabilities... making it a top choice for complex financial operations"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|mistral-small|HighRadius", "prompt": "c230-l1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An IDC MarketScape-recognized platform built for both mid-market and enterprise finance teams"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|mistral-small|Adyen", "prompt": "c230-l1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Adyen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global scalability and advanced payment orchestration, Adyen is the leader."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|Tipalti", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Tipalti** 🏆\n- **Best for:** Global enterprises with complex payment needs"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|Bottomline Technologies (Paymode-X)", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Bottomline Technologies (Paymode-X)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For global enterprises:** **Tipalti** or **Bottomline**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|Corcentric", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Corcentric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For fully managed service:** **Corcentric**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|Corpay (formerly Nvoicepay)", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Corpay (formerly Nvoicepay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For rebate maximization:** **Corpay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Mid-market to enterprise (per Gartner)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|moonshot-small|Ramp Bill Pay", "prompt": "c230-l1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For modern, unified platform:** **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|openai-small|Tipalti", "prompt": "c230-l1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a true enterprise with global vendors, multiple entities, and compliance complexity: start with **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|openai-small|SAP Concur", "prompt": "c230-l1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong enterprise option if you already run a **large SAP-centric finance stack**"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|openai-small|Coupa", "prompt": "c230-l1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when you want a broader **procurement-to-pay** platform, not just bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|openai-small|BILL", "prompt": "c230-l1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it may be less ideal than Tipalti/Coupa for very complex enterprise/global structures"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|BILL", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "simple SMB tools like BILL or Melio (which are often mid-market focused and less suited for complex B2B operations)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|Melio", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "simple SMB tools like BILL or Melio (which are often mid-market focused and less suited for complex B2B operations)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|Coupa", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Demo 2-3 shortlisted (start with Coupa or Basware for broad appeal)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|SAP Ariba", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-centric enterprises with global supply chains"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|Basware", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Invoice lifecycle & AP automation at scale"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|HighRadius", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Domestic-heavy? AvidXchange (strong US network) or HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|Tipalti", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global mass payments & vendor management"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|xai-small|AvidXchange", "prompt": "c230-l1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Domestic-heavy? AvidXchange (strong US network)"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|Tipalti", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your enterprise has a high volume of international vendors or operates in multiple countries, Tipalti is widely considered the market leader."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|Corpay", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corpay offers one of the most robust \"all-in-one\" payments platforms for mid-market and enterprise companies."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|HighRadius", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius is an autonomous finance platform built specifically for large-scale operations."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|Coupa", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa is a comprehensive \"Business Spend Management\" suite, not just a bill pay tool."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|Rillion", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Multi-ERP & Multi-Entity Complexity: Rillion ... is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|Bill.com", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they have a \"ceiling\" for enterprise use ... may lack the necessary workflow controls and ERP depth"}, {"id": "mai-20260917-1752-baseline-2|c230-l1|zai-small|AvidXchange", "prompt": "c230-l1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they have a \"ceiling\" for enterprise use ... may lack the necessary workflow controls and ERP depth"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|alibaba-small|HighRadius", "prompt": "c230-l2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B company with thousands of employees, I would recommend **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|alibaba-small|SAP Ariba", "prompt": "c230-l2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you are an SAP Shop:** You might evaluate **SAP Ariba** or **SAP Disputes Management**."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|alibaba-small|SAP Disputes Management", "prompt": "c230-l2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Disputes Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You might evaluate **SAP Ariba** or **SAP Disputes Management**."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|alibaba-small|Oracle Fusion Cloud Supplier Payment Management", "prompt": "c230-l2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Supplier Payment Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle Fusion Cloud Supplier Payment Management** is a strong contender given its tight coupling with Oracle ERP environments."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|alibaba-small|Visa Business Payments", "prompt": "c230-l2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Visa Business Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look into solutions provided by **Visa Business Payments** (formerly Taulia)"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|anthropic-small|HighRadius", "prompt": "c230-l2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius leads the 2026 market by delivering an AI-native autonomous vendor payment software for large global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|anthropic-small|Medius", "prompt": "c230-l2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Medius is built for large enterprises with complex AP processes and high transaction volumes"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|anthropic-small|SAP Ariba", "prompt": "c230-l2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "remains the primary choice for multinational corporations needing standardized global vendor payment systems"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|anthropic-small|Coupa", "prompt": "c230-l2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best suited for enterprise organizations with complex, multi-tier supplier ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|challenger-small|HighRadius", "prompt": "c230-l2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **HighRadius** as the first platform to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|challenger-small|Serrala", "prompt": "c230-l2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Serrala** as the strongest alternative if you are deeply standardized on **SAP**"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|challenger-small|Kyriba", "prompt": "c230-l2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kyriba** is also a credible enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|challenger-small|Medius", "prompt": "c230-l2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large enterprises with complex AP processes and source-to-pay needs"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|challenger-small|Rillion", "prompt": "c230-l2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market to large companies wanting AP payment automation with multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|HighRadius", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the strongest all-around choice for a large B2B enterprise with thousands of employees"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|Tipalti", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for high-volume, cross-border vendor payments across 200+ countries and 120 currencies."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|Coupa", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a broader source-to-pay platform integrating procurement + payments."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|SAP Ariba", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The natural choice if you're already running SAP S/4HANA — deepest integration and largest business network."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|Oracle Procurement Cloud", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if your ERP foundation is Oracle — provides a seamless, single-vendor experience."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|deepseek-small|Basware", "prompt": "c230-l2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for enterprises needing to automate invoice handling across many suppliers and systems."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|BILL", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard mid-market tools (like basic versions of BILL or Melio) typically fall short"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|Melio", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard mid-market tools (like basic versions of BILL or Melio) typically fall short"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|Tipalti", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tipalti is a global B2B payables leader... Best for: Global multi-entity operations, mass payouts, and hands-off tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|Coupa (and Coupa Pay)", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa (and Coupa Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coupa is the industry standard for **Business Spend Management (BSM)**"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|HighRadius", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius is a power player in the enterprise space, using **AI-native automation**"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|google-small|Stampli", "prompt": "c230-l2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Fast implementation as an overlay to complex ERPs & collaborative approvals."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|meta-small|HighRadius", "prompt": "c230-l2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended vendor payments software for a large B2B company with thousands of employees is HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|meta-small|TreviPay", "prompt": "c230-l2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include TreviPay, which focuses on addressing business-to-business payment and invoicing challenges"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|minimax-small|HighRadius", "prompt": "c230-l2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **HighRadius** or **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|minimax-small|Tipalti", "prompt": "c230-l2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **HighRadius** or **Tipalti** as they're specifically designed for large-scale enterprise B2B payments"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|minimax-small|Bill.com", "prompt": "c230-l2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill.com** - Popular for mid-market and enterprise"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|minimax-small|SAP", "prompt": "c230-l2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP** - If you're already in their ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|minimax-small|Oracle", "prompt": "c230-l2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle** - Enterprise-focused with robust features"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|mistral-small|HighRadius", "prompt": "c230-l2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is highly recommended as a vendor payment software solution"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|moonshot-small|Tipalti", "prompt": "c230-l2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** appears to be the most frequently recommended for mid-market to enterprise companies"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|moonshot-small|SAP Ariba", "prompt": "c230-l2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Ariba** if you're already in the SAP ecosystem and want comprehensive source-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|moonshot-small|Coupa", "prompt": "c230-l2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** if procurement integration and spend management are priorities"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|moonshot-small|HighRadius", "prompt": "c230-l2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best AI-Native Solution ... Ranked #1 in multiple 2026 vendor payment software rankings"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|moonshot-small|Stampli", "prompt": "c230-l2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fast Implementation | Tipalti or Stampli (30-90 days vs 6-12 months)"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|openai-small|Tipalti", "prompt": "c230-l2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Tipalti** or **SAP Ariba** first"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|openai-small|SAP Ariba", "prompt": "c230-l2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually recommend **Tipalti** or **SAP Ariba** first"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|openai-small|Ramp", "prompt": "c230-l2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** if you want a more modern spend-management stack that includes vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|Coupa", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Coupa** as the top vendor payments software"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|SAP Ariba", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seamless SAP S/4HANA integration, vast supplier network (4M+)... Gartner Leader in S2P Suites"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|Oracle Procurement Cloud", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Oracle Procurement Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle ERP users | Full P2P cycle, analytics, multi-entity support. | Less intuitive UI than Coupa."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|Tipalti", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Global payouts priority**: Tipalti shines."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|HighRadius", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius or AvidXchange for faster ROI"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|xai-small|AvidXchange", "prompt": "c230-l2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-to-large US-focused | AP automation with payments rail optimization. | Less global depth than Coupa."}, {"id": "mai-20260917-1752-baseline-2|c230-l2|zai-small|HighRadius", "prompt": "c230-l2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** – Best Overall for Enterprise AP Automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|zai-small|SAP Concur", "prompt": "c230-l2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**SAP Concur** – Best for SAP‑Ecosystem Organizations"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|zai-small|Oracle Fusion Cloud Financials", "prompt": "c230-l2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Oracle Fusion Cloud Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Oracle‑Ecosystem Organizations"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|zai-small|Tipalti", "prompt": "c230-l2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti** – Best for Global, Cross‑Border Payments & Tax Compliance"}, {"id": "mai-20260917-1752-baseline-2|c230-l2|zai-small|Basware", "prompt": "c230-l2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Basware** – Best for Enterprise‑Grade Touchless Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|QuickBooks", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unlike SMB solutions (like standard QuickBooks or Xero), enterprise platforms handle high volumes"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|Xero", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike SMB solutions (like standard QuickBooks or Xero)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|Coupa", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Coupa is the market leader for true enterprises ($1B+ revenue)."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|Tipalti", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tipalti is the gold standard for companies with global supply chains."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|AvidXchange", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a Single-Entity, US-Based Firm with complex approvals: Choose AvidXchange"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|Stampli", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a NetSuite-based team wanting fast, human-friendly adoption: Choose Stampli"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|alibaba-small|Corpay", "prompt": "c230-l3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a firm wanting to maximize Rebates/Working Capital: Choose Corpay"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|Fiserv", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fiserv is the strongest overall pick for Business Bill Payment in 2026"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|ACI Worldwide", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "ACI Worldwide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ranks next for banks and biller networks that need payment orchestration plus enterprise exception handling"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|Fis", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Fis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Follows for teams focused on end-to-end enterprise bill payment with settlement and integration tooling"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|Finastra", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Finastra is the strongest overall pick for Electronic Bill Payment in 2026"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|Bottomline Technologies", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "with Bottomline Technologies and ACI Worldwide rounding out the top 3"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|OpenText", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "OpenText", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stands out for delivering electronic bill payment capabilities alongside broader enterprise content, document, and workflow tooling"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|HighRadius", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HighRadius is the leading BILL competitor for organizations requiring scalable finance automation infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|AppZen", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AppZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise platforms like AppZen and HighRadius run autonomous AP for large finance teams."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|anthropic-small|BILL", "prompt": "c230-l3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighRadius is the leading BILL competitor"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|Tipalti", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tipalti stands out most clearly here, with international payments, supplier portal features, and tax compliance emphasis."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|BILL", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BILL is broader than simple AP, bundling bill pay with invoicing, expenses, budgets, and credit."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|Coupa", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Coupa is more of a **procure-to-pay and spend management** system"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|Ramp", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp emphasizes spend control and automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|AvidXchange", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focused on **invoice automation** and AP workflows in enterprise environments."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|Stampli", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best known for **invoice collaboration** and AP layered on top of ERP systems."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|Sage Intacct", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong **reporting, controls, and finance management** rather than being a pure bill-pay specialist."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|HighRadius", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines **B2B payment processing**, AI automation, and deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|challenger-small|NetSuite", "prompt": "c230-l3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also appearing as a strong enterprise billing/AP option for organizations already standardized on it"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Tipalti", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The leader in *global payables* — paying suppliers across 190+ countries ... Global multi-currency payouts ★★★ (best)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Medius", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Broad invoice automation without forcing suppliers into a network? → Medius."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|AvidXchange", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry-specific needs (real estate, construction, healthcare)? → AvidXchange."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Coupa", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Procurement-led enterprise with mature PO discipline? → Coupa or SAP Ariba/Concur."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|SAP Concur / SAP Ariba", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Concur / SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already deeply on SAP? → SAP Concur/Ariba (single vendor)."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Basware", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "European e-invoicing and compliance at scale? → Basware."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|HighRadius", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprises wanting AI-powered automation without replacing their ERP."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limitations for enterprise use: Primarily a bill-pay tool rather than full AP automation ... these are *not* true enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Ramp", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "free core tiers; better suited to startups and scale-ups than complex multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Brex", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "better suited to startups and scale-ups than complex multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Airbase", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong approval-routed payment execution with reconciliation visibility for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|deepseek-small|Stampli", "prompt": "c230-l3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Best for invoice collaboration/visibility ... rather than heavy compliance"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Tipalti", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are managing complex, international subsidiaries and need robust **W-8/W-9 tax compliance** and multi-currency payments, go with **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Coupa", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to control **upstream budgets and procurement** before bills are ever created, choose **Coupa**."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Medius", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a high volume of complex **PO matching ... choose **Medius**."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Stampli", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "select **Stampli**"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Zone AP by Zone & Co", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Zone AP by Zone & Co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strictly committed to **Oracle NetSuite** ... choose **Zone AP**"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Ramp", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "combine corporate cards, expense reports, and simple bill pay ... go with **Ramp** or **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|Airbase", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "go with **Ramp** or **Airbase**"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|google-small|AvidXchange", "prompt": "c230-l3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: High-volume domestic payment teams looking to completely offload vendor payment administration."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Melio Payments", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade bill pay platforms include Melio Payments, Accenture, FIS, Bill.com, Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Accenture", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Accenture", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Melio Payments, Accenture, FIS, Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|FIS", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Melio Payments, Accenture, FIS, Bill.com, Tipalti, Bottomline"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Bill.com", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FIS, Bill.com, Tipalti, Bottomline, SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Tipalti", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bill.com, Tipalti, Bottomline, SAP Ariba, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Bottomline", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tipalti, Bottomline, SAP Ariba, Coupa, Tradeshift"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|SAP Ariba", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bottomline, SAP Ariba, Coupa, Tradeshift"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Coupa", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP Ariba, Coupa, Tradeshift, NetSuite SuiteApp for Bill Pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Tradeshift", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coupa, Tradeshift, NetSuite SuiteApp for Bill Pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|NetSuite SuiteApp for Bill Pay", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "NetSuite SuiteApp for Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tradeshift, NetSuite SuiteApp for Bill Pay, Microsoft Dynamics 365 Finance"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Microsoft Dynamics 365 Finance", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft Dynamics 365 Finance, Oracle Fusion Cloud Payables"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Oracle Fusion Cloud Payables", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Oracle Fusion Cloud Payables", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Oracle Fusion Cloud Payables, and Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|meta-small|Zoho Invoice", "prompt": "c230-l3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Oracle Fusion Cloud Payables, and Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|HighRadius", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** | 9.6/10 | Mid-market to enterprise with complex, high-volume AP operations"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Tipalti", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global supplier payments | Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|BILL", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious mid-market | BILL"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|AvidXchange", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Primarily domestic; international requires manual processing... Manual onboarding through call center"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Corpay", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unified platform with ERP complement"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Stampli", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ease of implementation | Stampli"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|SAP Concur", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SAP ecosystem | SAP Concur"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Coupa", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Procurement-heavy organization | Coupa or Basware"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Melio", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB-focused**: BILL, Melio, Ramp"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Ramp", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Free tiers**: Ramp, Brex (with limitations)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Basware", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Procurement-heavy organization | Coupa or Basware"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Brex", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Free tiers**: Ramp, Brex (with limitations)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|minimax-small|Vic.ai", "prompt": "c230-l3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "HighRadius and Vic.ai lead in AI-native invoice processing"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|Bill.com", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely recognized for its robust AP automation and ease of use, making it a top choice"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|Tipalti", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong global payment capabilities and compliance features, ideal for enterprises with complex, international payables."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|Coupa", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focuses on procurement and spend management, with robust compliance and supplier management for large organizations."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|AvidXchange", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong focus on invoice automation and payment execution, with a reputation for reliability and control."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|Bottomline", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Emphasizes payment orchestration and controls, suitable for enterprises with complex payment needs."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|SAP Ariba", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep integration with SAP systems, strong procurement and supplier management."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|mistral-small|Rippling", "prompt": "c230-l3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one platform for HR, payroll, and bill pay, ideal for companies wanting a unified system."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|Tipalti", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Tipalti** if you pay global suppliers, contractors, or have multi-entity operations"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|SAP Ariba", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Considerations:** Charges suppliers 0.155%-0.35% fees above certain thresholds; best for SAP-centric environments"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|Coupa", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Coupa** if you have multiple ERPs and want unified spend management"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|AvidXchange", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Mid-market companies in specific industry verticals"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|Bottomline Paymode-X", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline Paymode-X", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Paymode-X** if B2B payment optimization and fraud prevention are priorities"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|Medius", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Medius** if you need the most advanced AP automation with complex workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-l3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Limitations:** Limited invoice capture automation, no true three-way matching, basic AI compared to newer platforms"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|openai-small|BILL", "prompt": "c230-l3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BILL** if you want a **well-rounded AP platform** with enterprise packaging and strong accounting integrations."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|openai-small|Tipalti", "prompt": "c230-l3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Usually the strongest choice for **global payables** and supplier-heavy organizations."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|openai-small|Airbase", "prompt": "c230-l3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong **spend management + AP automation** platform."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|openai-small|Ramp Bill Pay", "prompt": "c230-l3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ramp** if your priority is **modern AP automation** and you already use Ramp for spend."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|openai-small|Brex Payables / Brex Bill Pay", "prompt": "c230-l3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex Payables / Brex Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Brex** if you want **AP inside a broader expense/procurement control platform**."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Coupa", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on your ERP (e.g., SAP → Ariba), geography (global → Tipalti), or needs (P2P → Coupa)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|SAP Ariba", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP-centric enterprises ... SAP lock-in; longest implementation"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Tipalti", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti leads for international volume/tax"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Basware", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-to-large with workflow control"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|AvidXchange", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market/enterprise payments (e.g., real estate)"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Bottomline Technologies", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bottomline excels in secure payment rails"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Medius", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Complex workflows & multi-ERP"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|BILL", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SMB-focused options like BILL, Ramp, or Melio, which scale less effectively for multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Ramp", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "SMB-focused options like BILL, Ramp, or Melio, which scale less effectively for multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|xai-small|Melio", "prompt": "c230-l3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "SMB-focused options like BILL, Ramp, or Melio, which scale less effectively for multi-entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Bill.com", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Mid‑market with domestic focus** → Bill.com."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Tipalti", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global AP with tax compliance** → Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Coupa", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Large enterprise wanting spend governance + AP** → Coupa."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|SAP Ariba", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SAP‑centric organization** → SAP Ariba."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Bottomline", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bottomline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Strictly governed, high‑volume biller** → Bottomline or FIS."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|HighRadius", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Seeking autonomous AP transformation** → HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Rippling", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Unified HR/payroll/AP platform** → Rippling."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|FIS", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Large billers and financial institutions needing high‑volume, regulated payment processing."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Sage Intacct", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Sage Intacct user** → Use its built‑in AP module."}, {"id": "mai-20260917-1752-baseline-2|c230-l3|zai-small|Melio", "prompt": "c230-l3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bill.com and Melio (if included) are known for quick onboarding."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|alibaba-small|Tipalti", "prompt": "c230-l4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is generally the best fit"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|alibaba-small|Coupa", "prompt": "c230-l4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Coupa (Strong Alternative)"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|alibaba-small|BILL (formerly Bill.com)", "prompt": "c230-l4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Warning: Avoid Per-User Pricing Models\nPlatforms like **BILL (formerly Bill.com)** and **Zoho Bill Pay** charge strictly per user per month."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|alibaba-small|Zoho Bill Pay", "prompt": "c230-l4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Zoho Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Warning: Avoid Per-User Pricing Models\nPlatforms like **BILL (formerly Bill.com)** and **Zoho Bill Pay** charge strictly per user per month."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|anthropic-small|MakersHub", "prompt": "c230-l4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: MakersHub ... has no per-user pricing and no cap on transactions, users, or entities"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|anthropic-small|Ramp", "prompt": "c230-l4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, Ramp uses per-user pricing ... which may increase unpredictably at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|anthropic-small|BILL", "prompt": "c230-l4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per-user pricing can become problematic at scale with thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|challenger-small|SAP Concur Invoice", "prompt": "c230-l4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **SAP Concur Invoice** if you want **custom enterprise pricing**"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|challenger-small|BILL", "prompt": "c230-l4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its **$49/user/month** model makes total cost less predictable as user count grows into the thousands"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|challenger-small|Tipalti", "prompt": "c230-l4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for global payments complexity:** **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|deepseek-small|Tipalti", "prompt": "c230-l4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is the strongest option because it offers unlimited users on a flat platform fee"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|deepseek-small|BILL (Bill.com)", "prompt": "c230-l4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid per-user models like BILL, which will spiral your cost every time you add headcount."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|deepseek-small|Ramp", "prompt": "c230-l4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Ramp** (Plus at $15/user/month + platform fees) is still per-seat."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|deepseek-small|Coupa", "prompt": "c230-l4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is opaque/quote-only and scales with spend, so \"predictable total cost\" is harder to lock down"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|deepseek-small|MakersHub", "prompt": "c230-l4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "flat-rate, **no per-user pricing and no caps on users**, which keeps cost predictable as you scale"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|google-small|BILL (formerly Bill.com)", "prompt": "c230-l4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "charge on a **per-user-per-month** licensing model... an astronomical and highly unpredictable expense as the company scales"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|google-small|Tipalti", "prompt": "c230-l4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a **global business** processing mass payouts... go with **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|google-small|Yooz", "prompt": "c230-l4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Yooz** for highly accurate, AI-driven document sorting"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|google-small|Quadient AP (formerly Beanworks)", "prompt": "c230-l4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Quadient AP (formerly Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need **heavy ERP-level security, multi-entity segmentation, and strict governance**, choose **Quadient AP**."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|google-small|Stampli", "prompt": "c230-l4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Stampli** for collaborative approvals"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|meta-small|BILL", "prompt": "c230-l4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bill pay platform for businesses for a large company that needs predictable total cost across thousands of users is BILL."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|meta-small|Coupa", "prompt": "c230-l4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Coupa, which is best for large enterprises and offers advanced procurement, supplier management, and compliance features"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|meta-small|MakersHub", "prompt": "c230-l4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MakersHub, which is best for large operationally complex businesses in the physical economy and automates the AP workflow before payment"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|Tipalti", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is the best fit for your needs"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|BILL (formerly Bill.com)", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "charge **$49–$89 per user per month**. With thousands of users, that quickly becomes unsustainable"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|Coupa", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise platforms like **Coupa** or **SAP Ariba** may be worth the premium"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|SAP Ariba", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise platforms like **Coupa** or **SAP Ariba** may be worth the premium"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|Basware", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Custom enterprise quote | Very high volume, global multi-entity"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|minimax-small|Melio", "prompt": "c230-l4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$0–$80/month tiered | Smaller teams, simpler needs"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|mistral-small|Plooto", "prompt": "c230-l4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Plooto** and **Factura.ai** stand out as the best options"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|mistral-small|Factura.ai", "prompt": "c230-l4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Factura.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Plooto** and **Factura.ai** stand out as the best options"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|mistral-small|Bill.com", "prompt": "c230-l4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "is widely used but its per-transaction fees may not be as predictable for very large volumes"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Tipalti", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large companies prioritizing predictable costs across thousands of users, Tipalti offers the best balance"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Payhawk", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for All-in-One Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Melio (Unlimited Plan)", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio (Unlimited Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value for US-Focused Companies"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Coupa", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Enterprise Procure-to-Pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|BILL (Bill.com)", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Per-user pricing ($49-$89/user/month) — costs explode with thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Ramp", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Plus tier is $15/user/month — unpredictable at scale"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|moonshot-small|Brex", "prompt": "c230-l4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Per-user pricing model — not cost-effective for large user bases"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|openai-small|Tipalti", "prompt": "c230-l4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is usually the better fit"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|openai-small|BILL", "prompt": "c230-l4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When BILL might still win: if you want a broader SMB/midmarket financial ops suite"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|openai-small|Ramp", "prompt": "c230-l4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Tipalti, BILL, and Ramp/Brex for enterprise bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|openai-small|Brex", "prompt": "c230-l4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Tipalti, BILL, and Ramp/Brex for enterprise bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Tipalti", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti stands out as the best bill pay platform for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Coupa", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coupa for full procure-to-pay (if spend visibility > pure bill pay)"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|BILL", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Unpredictable for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Ramp", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Transaction-heavy; less pure AP"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Melio", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limited enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Nexus AP", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Nexus AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Nexus/Yooz for domestic high-volume at fixed invoice tiers"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Yooz", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Nexus/Yooz for domestic high-volume at fixed invoice tiers"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|SAP Concur", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Platforms like BILL, SAP Concur (~$8+/user), or Stampli scale poorly for thousands"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|xai-small|Stampli", "prompt": "c230-l4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "scale poorly for thousands—potentially 10x+ costlier than flat models"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|zai-small|BILL/Bill.com", "prompt": "c230-l4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL/Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "For large organizations, BILL's per-user model makes costs unpredictable and unsustainable."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|zai-small|Tipalti", "prompt": "c230-l4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tipalti (Top Pick for Enterprise Scale)"}, {"id": "mai-20260917-1752-baseline-2|c230-l4|zai-small|Nexus AP", "prompt": "c230-l4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Nexus AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Nexus AP** or **AutoPayables** if you want the lowest possible predictable flat fee."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|zai-small|AutoPayables", "prompt": "c230-l4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "AutoPayables", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **Nexus AP** or **AutoPayables** if you want the lowest possible predictable flat fee."}, {"id": "mai-20260917-1752-baseline-2|c230-l4|zai-small|AvidXchange", "prompt": "c230-l4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AvidXchange (Best for Deep Integration)"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|BILL", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **BILL** | Dedicated AP automation | Deepest AP/AR, 8M+ vendor network, 12 payment rails, SOC 1/SOC 2 II, PCI L1"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|Tipalti", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Tipalti** | Enterprise/global AP | Best international payout + supplier onboarding/tax; quote-based, heavier"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|Ramp", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Ramp** | Spend + bill pay in one | Free tier includes bill pay, AI invoice capture, 3-way match"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|Stampli", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Stampli** | ERP-centric invoice workflow | Strong collaboration/approvals wrapped around invoices"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|Brex", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Brex** | Spend + bill pay | Policy Engine routing, LLM capture"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|deepseek-small|Rho", "prompt": "c230-l5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Rho** | AP inside banking | ACH, wires, virtual cards, approval guardrails"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|BILL", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "skip SMB-focused platforms (like basic versions of BILL or Melio)"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Melio", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "skip SMB-focused platforms (like basic versions of BILL or Melio)"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Coupa", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Coupa:** The gold standard for enterprise procurement, sourcing, and spend management."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Tipalti", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for scale, multi-entity, and complex global payables."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Medius", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "An excellent enterprise-grade alternative."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Airbase", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Airbase or Ramp (Enterprise Tiers): Ideal if you want a modern, unified \"Spend Management\" platform"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|google-small|Ramp", "prompt": "c230-l5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airbase or Ramp (Enterprise Tiers): Ideal if you want a modern, unified \"Spend Management\" platform"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|meta-small|Plumb Bill Pay", "prompt": "c230-l5", "model": "meta-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Plumb Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Plumb Bill Pay: SOC 2 certified and offers secure bill pay solutions."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|meta-small|Bill.com", "prompt": "c230-l5", "model": "meta-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bill.com: Offers SSO, MFA, and SOC 2 compliance, with features like automated invoice processing and payment approvals."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|meta-small|Ramp", "prompt": "c230-l5", "model": "meta-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp: Provides comprehensive financial management, including bill pay, expense management, and accounting automation, with SOC 2 Type II compliance and SSO."}, {"id": "mai-20260917-1752-baseline-2|c230-l5|moonshot-small|Coupa", "prompt": "c230-l5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Coupa** | Large enterprises with heavy procurement needs | Full S2P suite, robust governance, custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|moonshot-small|Tipalti", "prompt": "c230-l5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong international capabilities, higher cost"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|moonshot-small|Airbase", "prompt": "c230-l5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Acquired by Paylocity (2024), mid-market to enterprise path"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-l5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May hit limits on complex approval workflows at your scale"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|moonshot-small|SAP Concur", "prompt": "c230-l5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade but can be complex"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|BILL (enterprise tiers)", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL (enterprise tiers)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "BILL for SMB-to-enterprise; Coupa/HighRadius for pure enterprise"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|Coupa", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "prefer unified AP/AR/procurement (e.g., Coupa)... Coupa/HighRadius for pure enterprise"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|AvidXchange", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like BILL (enterprise tiers), Coupa, AvidXchange, HighRadius, Tipalti, or Rillion"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|HighRadius", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Coupa/HighRadius for pure enterprise"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|Tipalti", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on vendors like BILL (enterprise tiers), Coupa, AvidXchange, HighRadius, Tipalti, or Rillion"}, {"id": "mai-20260917-1752-baseline-2|c230-l5|xai-small|Rillion", "prompt": "c230-l5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on vendors like BILL (enterprise tiers), Coupa, AvidXchange, HighRadius, Tipalti, or Rillion"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|alibaba-small|Parker", "prompt": "c230-l6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Parker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A notable cautionary tale is the **Parker** startup, which filed for Chapter 7 bankruptcy in May 2026"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|alibaba-small|Venmo", "prompt": "c230-l6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Apps designed for peer-to-peer transactions (e.g., Venmo, Zelle, PayPal P2P) are ill-suited for enterprise bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|alibaba-small|Zelle", "prompt": "c230-l6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Apps designed for peer-to-peer transactions (e.g., Venmo, Zelle, PayPal P2P) are ill-suited for enterprise bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|alibaba-small|PayPal P2P", "prompt": "c230-l6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal P2P", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Apps designed for peer-to-peer transactions (e.g., Venmo, Zelle, PayPal P2P) are ill-suited for enterprise bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|alibaba-small|Click2Gov", "prompt": "c230-l6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Click2Gov", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms like **Click2Gov** have historically faced massive data breaches due to vulnerabilities in their underlying software stacks."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|anthropic-small|BILL (Bill.com)", "prompt": "c230-l6", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While BILL is widely used, enterprises should be aware of reported challenges"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Melio", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "described as a simple payment tool for freelancers and micro-businesses ... better suited to very small organizations than enterprise AP complexity"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Ramp", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a full financial operations or deep AP platform, so very large or complex AP environments should verify fit carefully"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Stampli", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "narrower beyond AP, so enterprises needing broader procure-to-pay or treasury capabilities should be cautious"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|AvidXchange", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "characterized as a niche AP automation point solution with limited functionality versus broader platforms"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Brex", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "missing AP features and limited support options ... may not scale well as a primary enterprise bill pay system"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Routable", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Routable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less suited to teams that need deeper AP workflow controls"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|QuickBooks Online bill pay / bank-native bill pay tools", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Online bill pay / bank-native bill pay tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "limited reporting, AP tracking, and payment flexibility, making them a poor fit for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|SAP Concur Invoice", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Platforms more often associated with enterprise use cases in the results"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Coupa", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms more often associated with enterprise use cases in the results"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Tipalti", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Platforms more often associated with enterprise use cases in the results"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|Payhawk", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "sometimes **Payhawk** or **HighRadius** depending on whether the need is AP, procurement, or broader finance automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|challenger-small|HighRadius", "prompt": "c230-l6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "sometimes **Payhawk** or **HighRadius** depending on whether the need is AP, procurement, or broader finance automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|deepseek-small|QuickBooks Bill Pay (Intuit)", "prompt": "c230-l6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay (Intuit)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "QuickBooks Bill Pay (Intuit) — Caution / Avoid for Core Operations"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-l6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BILL (formerly Bill.com) — Caution for Very Large/Global Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|deepseek-small|PayPal Bill Pay for Business", "prompt": "c230-l6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal Bill Pay for Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "PayPal Bill Pay for Business — Avoid as a Primary Platform"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|deepseek-small|FreshBooks", "prompt": "c230-l6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FreshBooks — Avoid for Large Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|deepseek-small|Ramp", "prompt": "c230-l6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms like Ramp advertise \"free\" AP automation but lock essential features ... behind expensive paid tiers"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|BILL (formerly Bill.com)", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BILL (formerly Bill.com) — *Approach with Caution*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Melio", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Melio — *Avoid (Except for Basic Domestic Subsidiaries)*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|QuickBooks Bill Pay", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "QuickBooks Bill Pay — *Avoid*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Ramp", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ramp & Brex (For Pure Accounts Payable) — *Approach with Caution*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Brex", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Ramp & Brex (For Pure Accounts Payable) — *Approach with Caution*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Plastiq", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Plastiq — *Avoid*"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Tipalti", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "evaluate **Enterprise AP Automation & Global Payables Platforms** (such as **Tipalti, Coupa, AvidXchange, or Corpay**)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Coupa", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "such as **Tipalti, Coupa, AvidXchange, or Corpay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|AvidXchange", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "such as **Tipalti, Coupa, AvidXchange, or Corpay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|google-small|Corpay", "prompt": "c230-l6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "such as **Tipalti, Coupa, AvidXchange, or Corpay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|meta-small|BILL.com", "prompt": "c230-l6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it may not be suitable for large enterprises due to its limited features and scalability"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|meta-small|Billtrust", "prompt": "c230-l6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be the best fit for large enterprises due to its limited advanced enterprise procurement and complex global AP controls"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|minimax-small|PayPal's TIO Networks", "prompt": "c230-l6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal's TIO Networks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**PayPal's TIO Networks** (2017) - Data breach affected 1.6 million customers due to unauthorized access"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|minimax-small|Willow Pays", "prompt": "c230-l6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Willow Pays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Willow Pays** (2025) - Exposed over 240,000 records through an unsecured database"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|minimax-small|Fawry (Egypt)", "prompt": "c230-l6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Fawry (Egypt)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Fawry (Egypt)** (2023) - LockBit ransomware attack compromised customer financial records"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|mistral-small|Ramp Bill Pay", "prompt": "c230-l6", "model": "mistral-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Not designed for high-volume mass payouts (e.g., contractors, sellers, grantees). Lacks API-first architecture, continuous watchlist screening, and robust compliance features."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|mistral-small|Bill.com", "prompt": "c230-l6", "model": "mistral-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why be cautious:** While it processes large SMB payment volumes, user reviews frequently report payment delays, unexpected holds on funds, and inconsistent customer support."}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BILL (formerly Bill.com) — Approach with Caution"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|Melio", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Melio — Avoid for Large Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|Tipalti", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tipalti — Use with Caution"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|Coupa", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Coupa: Built for large enterprises with advanced procurement and compliance features"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|Stampli", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stampli: End-to-end procure-to-pay with strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|moonshot-small|SAP Ariba/Concur", "prompt": "c230-l6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-native with deep ERP connectivity (though implementation complexity is a trade-off)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Melio", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Melio**: ... **not scalable** for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|BILL (Bill.com)", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Popular for mid-market but **scales poorly** for large teams"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Ramp", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Platforms to **Be Cautious** About:\n- **Ramp, Brex, Airbase, Stampli**: ... **limited for pure enterprise bill pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Brex", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Ramp, Brex, Airbase, Stampli**: ... **limited for pure enterprise bill pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Airbase", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Ramp, Brex, Airbase, Stampli**: ... **limited for pure enterprise bill pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Stampli", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Ramp, Brex, Airbase, Stampli**: ... **limited for pure enterprise bill pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|PayPal Bill Pay", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**downtime and reliability issues** affect businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Expensify", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Overly specialized**—e.g., Expensify shines in travel reimbursements but lacks deep AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Navan", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "T&E-focused hybrids with bill pay add-ons. **Overly specialized**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|QuickBooks Online", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "QuickBooks doesn't handle enterprise-scale procure-to-pay"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Coupa", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Opt for proven enterprise platforms like **Coupa, SAP Concur, AvidXchange, Tipalti** (global/high-volume)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|SAP Concur", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Opt for proven enterprise platforms like **Coupa, SAP Concur, AvidXchange, Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|AvidXchange", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Opt for proven enterprise platforms like **Coupa, SAP Concur, AvidXchange, Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Tipalti", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Coupa, SAP Concur, AvidXchange, Tipalti** (global/high-volume)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|HighRadius", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "or **HighRadius, GEP SMART** (AI-orchestrated AP)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|GEP SMART", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**HighRadius, GEP SMART** (AI-orchestrated AP)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|CGI", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "CGI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "check Payment Hub Platforms (leaders: CGI, Infosys Finacle)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|xai-small|Infosys Finacle", "prompt": "c230-l6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Infosys Finacle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "check Payment Hub Platforms (leaders: CGI, Infosys Finacle)"}, {"id": "mai-20260917-1752-baseline-2|c230-l6|zai-small|Bill.com (BILL)", "prompt": "c230-l6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the bill pay platforms a large enterprise should **avoid or be cautious about**:\n\n- **Bill.com (BILL)** – Several sources highlight significant concerns"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|alibaba-small|BILL", "prompt": "c230-m1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around & Workflow Automation: **BILL** ... widely considered the standard for mid-market AP automation."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|alibaba-small|Tipalti", "prompt": "c230-m1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Global Suppliers: **Tipalti** ... Tipalti is the leader."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|alibaba-small|Ramp", "prompt": "c230-m1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Integrated Spend Management: **Ramp** ... Ramp is a top choice."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|alibaba-small|AvidXchange", "prompt": "c230-m1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for High-Volume & Enterprise Grade: **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|anthropic-small|MineralTree", "prompt": "c230-m1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MineralTree is recognized as best for mid-market payment automation"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|anthropic-small|Rillion", "prompt": "c230-m1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rillion is built for mid-market companies that process a high volume of vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|anthropic-small|BILL", "prompt": "c230-m1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL is best for small to mid-sized businesses looking to modernize payment processes"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|anthropic-small|EBizCharge", "prompt": "c230-m1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the clearest choice for mid-market companies wanting a payment processor purpose-built for how B2B actually works"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|anthropic-small|Versapay", "prompt": "c230-m1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versapay is a strong option for mid-market companies wanting to improve the payer experience"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|challenger-small|BILL", "prompt": "c230-m1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best bill pay platform is usually **BILL** if you want the strongest balance of AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|challenger-small|Stampli", "prompt": "c230-m1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if your company is **invoice-heavy** and needs collaboration across AP"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|challenger-small|AvidXchange", "prompt": "c230-m1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong option for **high-volume middle-market** firms"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|challenger-small|Tipalti", "prompt": "c230-m1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best when you have **global payments, tax compliance, supplier onboarding, or multi-entity complexity**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|challenger-small|Ramp Bill Pay", "prompt": "c230-m1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "attractive if you want **AP plus spend management/cards** and a simpler or lower-cost entry point"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|deepseek-small|Tipalti", "prompt": "c230-m1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** — Best overall for global mid-market B2B"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|deepseek-small|Ramp Bill Pay", "prompt": "c230-m1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp Bill Pay** — Best value / modern all-in-one"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|deepseek-small|Bill.com (BILL)", "prompt": "c230-m1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill.com (BILL)** — Best for self-serve simplicity"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|deepseek-small|AvidXchange", "prompt": "c230-m1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AvidXchange** — Best for high-volume / industry-specific"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|deepseek-small|Stampli", "prompt": "c230-m1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Stampli** — Best for NetSuite-heavy environments"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|QuickBooks Online", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic platforms like QuickBooks Online's built-in tools or standard SMB systems (like basic BILL) often fall short"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|BILL", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard SMB systems (like basic BILL) often fall short"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|Stampli", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stampli: Best Overall for Collaborative AP & Ease of Use ... Stampli is the market leader."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|Tipalti", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti: Best for Global Operations & High-Volume International Payments ... is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|AvidXchange", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AvidXchange: Best for Domestic \"AP-as-a-Service\""}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|Airbase", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Airbase (now part of Paylocity) is the strongest mid-market option."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|google-small|Ramp", "prompt": "c230-m1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ramp: Best for Modern, Cost-Effective Spend & Bill Pay ... is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Stampli", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Stampli - flexible to meet every company's unique accounting needs and designed to scale with companies as they grow."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Airwallex", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Airwallex - suits US businesses, eCommerce merchants, and mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Ramp", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp - offers a unified spend and accounts payable solution"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Paylocity", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Paylocity - offers a unified procure-to-pay solution for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Sage Intacct", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sage Intacct - offers multi-entity accounting for small businesses and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|MineralTree", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MineralTree - offers simple mid-market accounts payable"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|Rillion", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Rillion - built for mid-market companies that process a high volume of vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|meta-small|BILL", "prompt": "c230-m1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BILL - offers a financial operations platform"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|BILL (formerly Bill.com)", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **BILL** or **AvidXchange** seem to be the most widely recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|AvidXchange", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **BILL** or **AvidXchange** seem to be the most widely recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|Stampli", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** offers excellent scalability"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|Tipalti", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti** is better if you have significant international payment needs"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|Paylocity", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Paylocity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers unified procure-to-pay for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|minimax-small|HighRadius", "prompt": "c230-m1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for mid-market companies growing into more complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|mistral-small|BILL (formerly Bill.com)", "prompt": "c230-m1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **BILL** is the top choice due to its scalability, broad payment options, and strong AP automation features."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|mistral-small|AvidXchange", "prompt": "c230-m1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvidXchange** is a close second for higher invoice volumes and audit needs"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|mistral-small|Finexio", "prompt": "c230-m1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Finexio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Finexio** is ideal for tech-forward businesses seeking modern, repeatable payment processes."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-m1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** is the top choice due to its comprehensive features, large user base, and strong mid-market focus"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|moonshot-small|AvidXchange", "prompt": "c230-m1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have **high invoice volumes (20K+/year)**, consider **AvidXchange** or **Rillion**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|moonshot-small|Stampli", "prompt": "c230-m1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to **keep your existing ERP**, **Stampli** is the best fit."}, {"id": "mai-20260917-1752-baseline-2|c230-m1|moonshot-small|Melio", "prompt": "c230-m1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simplicity & Affordability"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|moonshot-small|Rillion", "prompt": "c230-m1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **AvidXchange** or **Rillion**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|openai-small|Tipalti", "prompt": "c230-m1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is: **1) Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|openai-small|BILL", "prompt": "c230-m1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2) BILL** if you want the **best general-purpose AP/bill pay platform**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|openai-small|Ramp Bill Pay", "prompt": "c230-m1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3) Ramp Bill Pay** if your company also wants **spend management + cards + AP in one platform**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|BILL (formerly Bill.com)", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL (formerly Bill.com) stands out as the most frequently recommended and widely adopted option for mid-market B2B"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|AvidXchange", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-volume B2B industries ...; deep ERP embedding"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|Tipalti", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/mass payouts, multi-entity, international vendors"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|Ramp", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified spend management + AP (cards, expenses)"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|Stampli", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Invoice collaboration/approvals ... Weaker on payments vs. full platforms"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|xai-small|Melio", "prompt": "c230-m1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Lacks advanced AR/multi-entity; more SMB than mid-market"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|zai-small|BILL (Bill.com)", "prompt": "c230-m1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, I'd recommend starting with **BILL** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|zai-small|Ramp", "prompt": "c230-m1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, I'd recommend starting with **BILL** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|zai-small|Tipalti", "prompt": "c230-m1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** - Best for Global/Complex Payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|zai-small|Stampli", "prompt": "c230-m1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** - Best for ERP-Centric Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c230-m1|zai-small|AvidXchange", "prompt": "c230-m1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AvidXchange** - Best for Consolidated AP+Payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|alibaba-small|HighRadius", "prompt": "c230-m2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Overall Recommendation: HighRadius ... widely considered the top-ranked solution for mid-market finance teams"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|alibaba-small|BILL (formerly BILL.com)", "prompt": "c230-m2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly BILL.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Ease of Use & Growth: BILL ... remains a top choice for mid-sized organizations"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|alibaba-small|AvidXchange", "prompt": "c230-m2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Dedicated AP Automation: AvidXchange ... is a specialized powerhouse"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|alibaba-small|Tipalti", "prompt": "c230-m2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Operations: Tipalti ... is the industry leader"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|anthropic-small|BILL", "prompt": "c230-m2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is widely adopted by nearly half a million businesses, with users citing improved visibility, faster reconciliation, and reduced manual work"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|anthropic-small|Tipalti", "prompt": "c230-m2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti excels at global mass payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|anthropic-small|Stampli", "prompt": "c230-m2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stampli provides tools to make procure-to-pay processes less painful"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|anthropic-small|AvidXchange (AvidPay)", "prompt": "c230-m2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange (AvidPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a vendor payment automation platform designed for mid-market and enterprise organizations"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|challenger-small|BILL", "prompt": "c230-m2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **BILL** as the default choice if your priority is straightforward vendor payment automation with strong AP controls"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|challenger-small|Rillion", "prompt": "c230-m2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rillion** if you want more **mid-market AP automation**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|challenger-small|Coupa", "prompt": "c230-m2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** if you need a more **enterprise-like, end-to-end source-to-pay platform**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|challenger-small|Plooto", "prompt": "c230-m2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Plooto** if you're a smaller mid-sized team mainly looking for **simple AP/AR automation**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|challenger-small|Veem", "prompt": "c230-m2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Veem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Veem** if you pay a lot of **international vendors**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-m2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **BILL** is the safest default (proven, easy, well-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|deepseek-small|Stampli", "prompt": "c230-m2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** is the stronger choice if you want a more AP-specific tool with a better user experience"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|deepseek-small|AvidXchange", "prompt": "c230-m2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** mid-market firms in invoice-heavy industries with industry-specific AP needs"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|deepseek-small|Tipalti", "prompt": "c230-m2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're on NetSuite and payments scale matters most, go with **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|QuickBooks Bill Pay", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It must go beyond simple, manual bill-pay tools (like standard QuickBooks Bill Pay)"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|SAP Ariba", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the extreme complexity and multi-month implementation cycles of massive enterprise systems (like SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Stampli", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Pure AP Automation & ERP Sync: **Stampli** ... is the industry favorite for the mid-market"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Tipalti", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cross-Border Payments & Global Scale: **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Ramp", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ramp is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Airbase (Paylocity)", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Airbase (Paylocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Procurement-Heavy Workflows: **Airbase (Paylocity)**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|MineralTree", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stampli** or **MineralTree** will feel like native extensions of your ledger"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|BILL", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ramp** or **BILL** (formerly Bill.com) will be much easier to implement"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Airwallex", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "go with **Tipalti** or look into **Airwallex**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|ProcureDesk", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "a dedicated mid-market procurement tool like **ProcureDesk**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|google-small|Spendesk", "prompt": "c230-m2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "an all-in-one platform like **Ramp** or **Spendesk**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|meta-small|HighRadius", "prompt": "c230-m2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - Best for mid-market companies and growing finance teams that need structured vendor payments with approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|meta-small|Rillion", "prompt": "c230-m2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rillion - Built for mid-market companies that process a high volume of vendor payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|HighRadius", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HighRadius** - Top pick for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|Plooto", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Plooto** - Excellent for midsize businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|Rillion", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Rillion** - Strong B2B payment platform features"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|Tipalti", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tipalti** - Good for supplier payments and global payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|Bill.com", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bill.com** - Popular for automated AP/AR workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|minimax-small|Coupa", "prompt": "c230-m2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Coupa** - Enterprise-grade with strong spend management"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|mistral-small|HighRadius", "prompt": "c230-m2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **HighRadius** is the top recommendation due to its comprehensive features, scalability"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|mistral-small|Plooto", "prompt": "c230-m2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Plooto** or **Rillion** could be excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c230-m2|mistral-small|Rillion", "prompt": "c230-m2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plooto** or **Rillion** could be excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c230-m2|mistral-small|Agicap", "prompt": "c230-m2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Agicap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Agicap also lists a range of solutions tailored for supplier payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BILL (formerly Bill.com)** - **Best for:** Small to mid-sized businesses needing cloud-based AP invoicing and payment automation"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|Tipalti", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you have international vendors or complex compliance needs:** Consider **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|AvidXchange", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good middle ground between simplicity and functionality"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|Stampli", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need strong approval workflows:** **Stampli** or **AvidXchange**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|Ramp", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you want AP + corporate cards in one platform:** Look at **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|moonshot-small|Brex", "prompt": "c230-m2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Look at **Ramp** or **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|openai-small|BILL", "prompt": "c230-m2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical mid-sized B2B company, I'd start with **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|openai-small|Tipalti", "prompt": "c230-m2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you pay many international vendors, in which case **Tipalti** is often better"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|openai-small|AvidXchange", "prompt": "c230-m2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you need more enterprise-style AP automation, in which case **AvidXchange** may fit better"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|xai-small|BILL (formerly Bill.com)", "prompt": "c230-m2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BILL (formerly Bill.com) as the top starting point"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|xai-small|Ramp Bill Pay", "prompt": "c230-m2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free core AP + corporate cards/expenses ... shallower pure AP depth"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|xai-small|AvidXchange", "prompt": "c230-m2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High-volume, industry-specific ... pricier for non-verticals"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|xai-small|Tipalti", "prompt": "c230-m2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global/international vendor payments ... overkill if mostly domestic US"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|xai-small|Stampli", "prompt": "c230-m2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Invoice collaboration + ERP flexibility"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|zai-small|Bill.com", "prompt": "c230-m2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, I'd recommend starting with Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|zai-small|Tipalti", "prompt": "c230-m2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have high-volume or international payments, consider Tipalti."}, {"id": "mai-20260917-1752-baseline-2|c230-m2|zai-small|AvidXchange", "prompt": "c230-m2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AvidXchange is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|zai-small|Coupa", "prompt": "c230-m2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Enterprise-Grade Features"}, {"id": "mai-20260917-1752-baseline-2|c230-m2|zai-small|SAP Ariba", "prompt": "c230-m2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for SAP Ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Doxo (formerly OneSync)", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo (formerly OneSync)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** People who hate organizing bills and want automated reminders."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Papaya", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Visual learners and mobile users."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Your Bank's Native App (Chase, Wells Fargo, etc.)", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Your Bank's Native App (Chase, Wells Fargo, etc.)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best For:** Most people; those wanting simplicity."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Quicken (Bill Manager)", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken (Bill Manager)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best For:** Serious budgeters."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|BILL", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best For:** Small to mid-sized businesses. ... It simplifies the entire invoice lifecycle from receiving to paying."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Melio Payments", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Freelancers and micro-businesses."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Rippling", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best For:** Companies looking for \"all-in-one\" finance."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|alibaba-small|Ramp", "prompt": "c230-m3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "These platforms integrate bill pay directly with employee onboarding and IT hardware purchases."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|HighRadius", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For enterprise accounts-receivable automation, HighRadius, Billtrust, and Versapay are recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Billtrust", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius, Billtrust, and Versapay are recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Versapay", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius, Billtrust, and Versapay are recommended"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Bill.com", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Bill.com** is a comprehensive solution. BILL is a leader in the financial automation space"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Melio", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Melio for small business bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Tipalti", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "competitors like Tipalti specialize in global payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|AvidXchange", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AvidXchange for niche industry integrations"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Forwardly", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Forwardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Forwardly** stands out for automation focus"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Plastiq", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Plastiq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Plastiq** focuses on card-based payments"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|anthropic-small|Doxo", "prompt": "c230-m3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Doxo enables users to pay over 120,000 household billers from a single dashboard"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|BILL", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the most commonly cited leaders are **BILL**, **Melio**, **Ramp**, **Rippling**, **Tipalti**, **AvidXchange**, and **Brex**"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Melio", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Emphasizes simple AP, pay-by-card, QuickBooks/Xero sync, and global payments with a free entry tier"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Ramp", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines bill pay with corporate cards, expense management, and policy controls in one system"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Rippling", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strongest when bill pay is part of a broader workforce/payroll/IT platform"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Tipalti", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stands out for mass payments, international coverage, and compliance-heavy workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|AvidXchange", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More enterprise-oriented AP automation and payables processing"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Brex", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AP is bundled with cards, banking, and spend management rather than being a standalone bill-pay tool"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Quicken Bill Manager", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken Bill Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best as part of a personal finance suite rather than a standalone bill-pay product"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Doxo", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consumer-focused bill payment with optional paid tier"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Prism", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "commonly cited options include **your bank\\u2019s bill pay**, **Quicken Bill Manager**, **Doxo**, **Prism**, and **Paymentus/Finovera**"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|challenger-small|Paymentus/Finovera", "prompt": "c230-m3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Paymentus/Finovera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "More about bill tracking, reminders, and recordkeeping than full AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Doxo", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Doxo** — *Best all-in-one bill pay for households*"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Rocket Money (formerly Truebill)", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rocket Money (formerly Truebill)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "*Best for subscription management*"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Prism", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*(Note: it has gone through shutdown announcements, so check current status.)*"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Papaya", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Papaya** — *Best for \"snap and pay\"*"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Melio", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Melio** — *Best overall for SMB AP automation*; free ACH payments to vendors"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for SMB bill pay with approval workflows, accounting integrations."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|AvidXchange", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market/enterprise AP automation with audit logging and supplier onboarding."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|deepseek-small|Quicken Bill Manager", "prompt": "c230-m3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken Bill Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Included with Quicken Premier/Home & Business (about **$9.95/month**)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|BILL (formerly Bill.com)", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is the heavyweight market leader... It offers the most robust internal controls, audit trails, and customizable approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|Melio", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio is largely **free to use** for standard ACH-to-ACH transfers, making it incredibly popular for businesses on a budget."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|Veem", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Veem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Veem is specifically optimized for foreign exchange (FX) rates, global security compliance"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|QuickBooks Online Bill Pay", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Online Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "growing businesses often outgrow its basic features and migrate to BILL or Melio for advanced approvals"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|Traditional Bank Bill Pay (Chase, Bank of America, Credit Unions)", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Traditional Bank Bill Pay (Chase, Bank of America, Credit Unions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "It is highly secure and 100% free. However, it is entirely manual to set up initially"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|Rocket Money", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rocket Money", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "It is not a tool you use to physically execute monthly payments."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|Origin", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Origin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Origin aggregates your bills, subscriptions, investments, and overall wealth into a singular dashboard"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|google-small|TimelyBills / Prism", "prompt": "c230-m3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "TimelyBills / Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These apps pull in bill data from your various providers to show them on a single, clean calendar"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|meta-small|Doxo", "prompt": "c230-m3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top bill pay platforms include Doxo, Prism, Quicken, MyCheckFree, and Paytrust."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|meta-small|Prism", "prompt": "c230-m3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top bill pay platforms include Doxo, Prism, Quicken, MyCheckFree, and Paytrust."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|meta-small|Quicken", "prompt": "c230-m3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top bill pay platforms include Doxo, Prism, Quicken, MyCheckFree, and Paytrust."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|meta-small|MyCheckFree", "prompt": "c230-m3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "MyCheckFree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top bill pay platforms include Doxo, Prism, Quicken, MyCheckFree, and Paytrust."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|meta-small|Paytrust", "prompt": "c230-m3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Paytrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top bill pay platforms include Doxo, Prism, Quicken, MyCheckFree, and Paytrust."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Doxo", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For personal use**: Doxo is the most comprehensive free option"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Prism", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prism is great if you only need bill tracking"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Quicken Bill Manager", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken Bill Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quicken Bill Manager if you're already a Quicken user"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Papaya", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Snap photo of bill to pay, supports rent, utilities, and more"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Paytrust", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Paytrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Organizes all bills in one place, pay individually or batch"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Rippling", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose based on whether you need full workforce management (Rippling)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Expensify", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "expense tracking (Expensify)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Brex", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "AI-powered spend control (Ramp/Brex)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|Ramp", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AI-powered spend control (Ramp/Brex)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|BILL", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "AP automation, invoice capture, approvals | Custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|minimax-small|MoneyGram", "prompt": "c230-m3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "MoneyGram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some work independently (MoneyGram, Papaya)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Doxo", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: General bill payment"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Papaya", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Snap and pay (mobile bill capture)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Paymentus (formerly Finovera)", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Paymentus (formerly Finovera)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Payment alerts and archiving"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Quicken Bill Manager", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken Bill Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Users already in the Quicken ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Melio Payments", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio Payments", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Small businesses and freelancers"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|BILL (formerly Bill.com)", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Mid-market and finance teams"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Your Bank's Bill Pay Service", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Your Bank's Bill Pay Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Most households with standard bills"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|mistral-small|Western Union & MoneyGram", "prompt": "c230-m3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Western Union & MoneyGram", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Unbanked Americans or international transfers"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Doxo", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: All-in-one bill management"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Papaya", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: \"Snap and pay\" convenience"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Prism", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Dedicated bill payment (no extra features)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Quicken Bill Manager", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken Bill Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Users wanting full financial suite integration"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Melio", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Melio ⭐ (Top Rated) ... Differentiator: Best value for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Businesses needing approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|Ramp Bill Pay", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Companies wanting bill pay + corporate cards"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|moonshot-small|AvidXchange", "prompt": "c230-m3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|openai-small|BILL", "prompt": "c230-m3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BILL** if you want the most mature AP workflow and broader finance ops."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|openai-small|Ramp Bill Pay", "prompt": "c230-m3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Ramp** if you want bill pay as part of a wider spend platform."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|openai-small|Melio", "prompt": "c230-m3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Melio** if you want straightforward bill payment with minimal setup."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|BILL", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Business-focused ones like BILL or Melio are excluded here as the query seems consumer-oriented."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Melio", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Business-focused ones like BILL or Melio are excluded here as the query seems consumer-oriented."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Bank Bill Pay", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bank Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Use bank bill pay first—it's free and reliable for most."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Doxo", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Switch to Doxo for niche/rent/medical bills"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Quicken/Simplifi", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken/Simplifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quicken if you want budgeting integration."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Papaya", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Papaya for photo convenience"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|Prism", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Sync-dependent; minor fees from some billers; less active updates recently."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|xai-small|PayPal/Zelle", "prompt": "c230-m3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "PayPal/Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "P2P apps like PayPal/Zelle aren't true bill pay (better for people-to-people)."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Doxo", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Doxo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Doxo** | General consumers who want one place to pay *all* bills"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Papaya", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Papaya", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Papaya** | Users who prefer a \"snap-and-pay\" experience"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Paymentus", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Paymentus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Paymentus** (formerly Finovera) | People who value **payment alerts & archival**"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Prism", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Prism** | Pure bill-payment app (no extra budgeting features)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Quicken", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Quicken", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Quicken** (Bill Manager) | Existing Quicken users who want a full financial suite"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|SilverBills", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "SilverBills", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**SilverBills** | Seniors or caregivers who need **assistance** with bill management"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Everyday Money Management", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Everyday Money Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Older adults or people with chronic illness who need **day-to-day bill control**"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Bank's Bill-Pay", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Bank's Bill-Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "No advanced features (no bill-tracking dashboards, no budgeting, no multi-vendor approvals)."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Melio", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**You run a small business (≤50 invoices/month) and want a friendly UI** | **Melio** (Go plan: 5 free ACH payments)."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|AvidXchange", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**You're an enterprise with complex workflows and multiple ERPs** | **AvidXchange** or **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|BILL", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "growing business that needs full AP automation + QuickBooks sync** | **BILL** or **Melio** (Core tier)"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Tipalti", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**You need to pay vendors in multiple currencies** | **Tipalti**."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Airbase", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**You want corporate cards + bill-pay bundled together** | **Airbase** or **Ramp Bill Pay**."}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|Ramp Bill Pay", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Businesses already using Ramp cards | Seamless card-based bill pay, instant approvals"}, {"id": "mai-20260917-1752-baseline-2|c230-m3|zai-small|QuickBooks Online Bill Pay", "prompt": "c230-m3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Online Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "QuickBooks-based businesses | Native AP workflow, auto-match invoices"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|Melio", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best bill pay platform is generally **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|Bill.com", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it removes the high monthly subscription fees common in accounting software like Bill.com or Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|Tipalti", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "removes the high monthly subscription fees common in accounting software like Bill.com or Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|Your Bank's Online Portal", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your Bank's Online Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Zero-Cost\" Alternative: Your Bank's Online Portal"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|QuickBooks Online", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "check their native Accounts Payable features first"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|Xero", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you already pay for **QuickBooks Online**, **Xero**, or **FreshBooks**, check their native Accounts Payable features first"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|alibaba-small|FreshBooks", "prompt": "c230-m4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "check their native Accounts Payable features first"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|anthropic-small|Bank's Online Bill Pay Services", "prompt": "c230-m4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bank's Online Bill Pay Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "using a bank's online bill pay services might be the best solution, as most of these bill pay services offered by banks are free"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|anthropic-small|Quicken", "prompt": "c230-m4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Quicken", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For slightly more automation at minimal cost, Quicken offers excellent value."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|anthropic-small|BILL", "prompt": "c230-m4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "BILL is one of the more expensive options per user, so it may not be a good fit for small businesses on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|challenger-small|Melio", "prompt": "c230-m4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is the safest default recommendation"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|challenger-small|bank's online bill pay", "prompt": "c230-m4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "bank's online bill pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a **bank\\u2019s online bill pay** can be even cheaper for very simple AP needs"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|challenger-small|Ramp Bill Pay", "prompt": "c230-m4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp Bill Pay** is also a strong option because it offers a **free tier**"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|challenger-small|BILL", "prompt": "c230-m4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose BILL** only if you need more advanced **approvals, controls, and AP automation** and can handle higher per-user pricing"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|Melio", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is the clear winner — it's genuinely free to start"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong runner-up for seamless integration"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|Your Bank's Online Bill Pay", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your Bank's Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best if very simple needs)"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|Plooto", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Flat-rate ~$20-25/mo | Consistent monthly volume, ACH-heavy"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|Ramp", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free (card-based) | Needs corporate cards + AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|BILL (Bill.com)", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid BILL and other full AP platforms ($29-45+/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|deepseek-small|FreshBooks", "prompt": "c230-m4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$23/month | Invoicing-first businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|Melio", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is widely considered the best dedicated bill pay tool for small businesses on a budget."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|Ramp", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is arguably the most powerful free financial platform on the market."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|Mercury", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury or Rho (Best Bank-Integrated Bill Pay)"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|Rho", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you can use a modern business banking platform like **Mercury** or **Rho**"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "using their native **QuickBooks Bill Pay** is highly convenient"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|google-small|BILL (formerly Bill.com)", "prompt": "c230-m4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Limited Budget: **BILL** ... BILL will unnecessarily drain a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|meta-small|Melio", "prompt": "c230-m4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bill pay platform for businesses on a limited budget is Melio's Go plan, which is $0/month"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|meta-small|a bank's online bill pay services", "prompt": "c230-m4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "a bank's online bill pay services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are using a bank's online bill pay services"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|meta-small|Rippling", "prompt": "c230-m4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are ... Rippling, and Expensify"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|meta-small|Expensify", "prompt": "c230-m4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are ... Rippling, and Expensify"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|minimax-small|Melio", "prompt": "c230-m4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio's free Go plan** is currently the best starting point due to its zero monthly cost"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|minimax-small|Ramp Bill Pay", "prompt": "c230-m4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Free Tier) - Free tier available for businesses processing under 100 invoices/month"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|minimax-small|Bank's Online Bill Pay", "prompt": "c230-m4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bank's Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Simplest Budget Option) - Many banks offer free bill pay services for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|mistral-small|Melio", "prompt": "c230-m4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is frequently recommended as the best bill pay platform"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|mistral-small|your bank's online bill pay service", "prompt": "c230-m4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "your bank's online bill pay service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "using your bank\\u2019s online bill pay service might also be a good, low-cost option"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|moonshot-small|Melio", "prompt": "c230-m4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Melio's free plan** if you have a truly limited budget and need standalone bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|moonshot-small|Ramp", "prompt": "c230-m4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Ramp** if you also need corporate cards and want an all-in-one spend management platform at no cost."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|moonshot-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for QuickBooks Users ... Integrated if you already use QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|moonshot-small|Your Bank's Online Bill Pay", "prompt": "c230-m4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your Bank's Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most Basic/Cheapest - Often FREE with business checking"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|moonshot-small|BILL", "prompt": "c230-m4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "| **BILL** | $49/mo | Complex approval workflows (higher budget) |"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|openai-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best bill pay platform is usually **QuickBooks Bill Pay** if you already use QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|openai-small|Melio", "prompt": "c230-m4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Melio** if you want a low-cost standalone option"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|openai-small|Bill.com", "prompt": "c230-m4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need more automation and controls later:** **Bill.com**"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|openai-small|Ramp Bill Pay", "prompt": "c230-m4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its fees and per-user pricing make it less ideal for a very tight budget"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|xai-small|Melio", "prompt": "c230-m4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio stands out as the best bill pay platform"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|xai-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use QuickBooks, start there (free ACH)."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|xai-small|Ramp Bill Pay", "prompt": "c230-m4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong free/low-cost alternatives"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|xai-small|BILL (Essentials)", "prompt": "c230-m4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (Essentials)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$49/user ... 50+ bills/mo with complex needs (less budget-friendly)."}, {"id": "mai-20260917-1752-baseline-2|c230-m4|xai-small|Your bank’s bill pay", "prompt": "c230-m4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your bank’s bill pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "often the absolute cheapest ($0 fees) for simple needs but lacks automation/syncs"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|zai-small|Melio", "prompt": "c230-m4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all‑around business bill‑pay platform is **Melio** (specifically its \"Go\" plan)"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|zai-small|Ramp", "prompt": "c230-m4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Ramp** (if you want AP automation + corporate cards). Both have free or near‑free options"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|zai-small|QuickBooks Bill Pay", "prompt": "c230-m4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a QuickBooks Online user: Start with QuickBooks Bill Pay's free Basic tier"}, {"id": "mai-20260917-1752-baseline-2|c230-m4|zai-small|Wave", "prompt": "c230-m4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very small businesses that already use Wave for accounting and want a simple AP tool"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|alibaba-small|Bill.com", "prompt": "c230-m5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "evaluating a Bill Pay Platform (like Bill.com, Tipalti, Anthroway, Kounta, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|alibaba-small|Tipalti", "prompt": "c230-m5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "evaluating a Bill Pay Platform (like Bill.com, Tipalti, Anthroway, Kounta, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|alibaba-small|Anthroway", "prompt": "c230-m5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Anthroway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "evaluating a Bill Pay Platform (like Bill.com, Tipalti, Anthroway, Kounta, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|alibaba-small|Kounta", "prompt": "c230-m5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Kounta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "evaluating a Bill Pay Platform (like Bill.com, Tipalti, Anthroway, Kounta, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|AvidXchange", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **AvidXchange, Stampli, Tipalti, BILL, Ramp, and HighRadius** are commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|Stampli", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|Tipalti", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|BILL", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|Ramp", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|deepseek-small|HighRadius", "prompt": "c230-m5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly recommended in the 100–500+ employee range"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|Ramp", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For Combined Spend (Cards, Travel, & Bill Pay):** **Ramp** or **Brex**. ... these modern spend management suites are industry leaders."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|Brex", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** or **Brex**. If you want your 500 employees to use one platform for corporate cards, reimbursable expenses, and vendor bills"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|Stampli", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For Team Collaboration & Fast Workflows:** **Stampli**. ... It integrates deeply with mid-market ERPs."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|Tipalti", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "need elite tax compliance, Tipalti is the gold standard. *Drawback: Implementation is expensive and time-consuming.*"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|AvidXchange", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MineralTree** or **AvidXchange**. Great if your company operates in check-heavy or traditional industries"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|google-small|MineralTree", "prompt": "c230-m5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Traditional Mid-Market ERP Native Processing:** **MineralTree** or **AvidXchange**."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|Bill.com", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|Tipalti", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|Melio", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|MineralTree", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|AvidXchange", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|PEX", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "PEX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|Ramp", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|mistral-small|Divvy", "prompt": "c230-m5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "create a long list (e.g., Bill.com, Tipalti, Melio, MineralTree, AvidXchange, PEX, Ramp, Divvy)"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|Bill.com", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Costs scale quickly with users; can feel rigid for complex ERP workflows."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|Ramp", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Newer to AP; best if you want an all-in-one spend platform, not a standalone AP tool."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|Tipalti", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global payables, multi-currency, tax compliance, mass payouts."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|Stampli", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep ERP integration (especially NetSuite/Intacct); collaborative invoice-centric workflows."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|AvidXchange", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market firms with high invoice volume and industry-specific needs"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|moonshot-small|Melio", "prompt": "c230-m5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Likely too lightweight for 500 employees needing controls and audit trails."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|xai-small|BILL", "prompt": "c230-m5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shortlist 3-5**: BILL/Ramp for mid-size; Coupa if enterprise-heavy."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|xai-small|Ramp", "prompt": "c230-m5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Shortlist 3-5**: BILL/Ramp for mid-size; Coupa if enterprise-heavy."}, {"id": "mai-20260917-1752-baseline-2|c230-m5|xai-small|Melio", "prompt": "c230-m5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Melio | Flexible payments | Free/$80 unlimited | $0.50 ACH (after free) |"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|xai-small|Rippling", "prompt": "c230-m5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Rippling | Global + HR integration | $3/employee/mo | Varies |"}, {"id": "mai-20260917-1752-baseline-2|c230-m5|xai-small|Coupa", "prompt": "c230-m5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa if enterprise-heavy"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Doxo", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid: High Fees & Predatory Practices ... Doxo has faced significant legal and regulatory scrutiny."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|SilverBills", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "SilverBills", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid**: SilverBills and similar senior-targeted services with high fixed costs."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Quicken Bill Manager (Standalone)", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Quicken Bill Manager (Standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "paying solely for bill management through its ecosystem can be costly"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|MoneyGram / Western Union Bill Pay", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "MoneyGram / Western Union Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid**: These platforms charge significant per-transaction fees or markups."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Rocket Money (formerly Truebill)", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Rocket Money (formerly Truebill)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Be Cautious**: Rocket Money and Prism; read recent reviews for customer service issues."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Prism", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Prism", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "user reviews are mixed regarding customer support and app stability"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Your Bank\\u2019s Mobile App", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Your Bank\\u2019s Mobile App", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Most major banks (Chase, Wells Fargo, BoA, etc.) offer free bill pay ... This is the cheapest and most secure method."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|alibaba-small|Paymentus", "prompt": "c230-m6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Paymentus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Paymentus**: Often used by utilities; check if your bank integrates with it."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|anthropic-small|Doxo", "prompt": "c230-m6", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Doxo**: This online bill payment firm will pay $2.1 million to settle Federal Trade Commission allegations that it used misleading search ads to impersonate consumers' billers"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|anthropic-small|BILL.com", "prompt": "c230-m6", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While a legitimate service, consumers report repeated complaints about withheld or delayed payments and lost funds"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|challenger-small|Doxo", "prompt": "c230-m6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consumer complaints and utility warnings have specifically called out **Doxo** as something some billers tell customers not to use for their bills"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|Doxo", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The main platform to outright avoid is **Doxo** (FTC-actioned)"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|Prism", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Prism", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "shut down permanently on February 20, 2024**. If you run across it, it's defunct."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|BILL.com", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many complaints about **poor customer service, delayed or held funds... If you're considering it, proceed with caution."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|Venmo", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "never use P2P apps to pay businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|Cash App", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "never use P2P apps to pay businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|PayPal", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these are *not* designed for paying bills to businesses, and they're the favored tool of scammers"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|deepseek-small|Zelle", "prompt": "c230-m6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "never use P2P apps to pay businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|google-small|Doxo", "prompt": "c230-m6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Doxo (Avoid)** ... the subject of severe regulatory action"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|google-small|Papaya Payments", "prompt": "c230-m6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Papaya Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Papaya Payments (Proceed with Extreme Caution)**"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|google-small|Prism", "prompt": "c230-m6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Prism", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "claiming to be \"Prism Bill Pay\" or offering legacy versions, **avoid them completely**"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|google-small|Your Bank's Native Bill Pay", "prompt": "c230-m6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Your Bank's Native Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Use Your Bank's Native Bill Pay:** Most major banks and credit unions offer free, secure online bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|minimax-small|Doxo", "prompt": "c230-m6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Doxo** is the primary company the FTC has taken action against."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Doxo", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**1. Doxo** - AVOID"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Willow Pays", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Willow Pays", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**2. Willow Pays** - AVOID"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Melio", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**3. Melio** - USE WITH CAUTION"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Plastiq", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**4. Plastiq** - USE WITH CAUTION"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Dave App", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Dave App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**5. Dave App** - USE WITH CAUTION"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|BILL.com", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**6. BILL.com** - MIXED REVIEWS ... customer satisfaction appears low"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Zelle", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Zelle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Zelle specifically:** Senate investigation found banks only reimbursed 38% of fraud claims"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Venmo", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Venmo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Zelle, Venmo, Cash App - Scam Risks"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Cash App", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Cash App", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Zelle, Venmo, Cash App - Scam Risks"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|moonshot-small|Direct bank bill pay", "prompt": "c230-m6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Direct bank bill pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Consider these instead:\n- **Direct bank bill pay** through your own bank's website/app"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Doxo", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FTC sued in 2024 for misleading search ads impersonating utilities ... Avoid Google searches—go directly to your biller's site."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|BILL.com", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "BBB rating 1.09/5 (108+ reviews), 188 complaints in 3 years. Common issues: payment delays/holds, poor customer support, unauthorized charges"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Papaya", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Papaya", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "240 BBB complaints in 3 years ... Reports of processing delays (leading to late fees/disconnections), double charges"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Fiserv/CheckFree", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Fiserv/CheckFree", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Frequent complaints about login issues, email verification failures, 10+ day delays, unresponsive support."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|bank's built-in bill pay", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "bank's built-in bill pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use your **bank's built-in bill pay** (e.g., via Chase, Wells Fargo)—free, direct, secure."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Mint Bills", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Mint Bills", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Safer alternatives: Mint Bills, Quicken Simplifi, or Prism (generally better-rated)."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Quicken Simplifi", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Quicken Simplifi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Safer alternatives: Mint Bills, Quicken Simplifi, or Prism (generally better-rated)."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|xai-small|Prism", "prompt": "c230-m6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Prism", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Safer alternatives: Mint Bills, Quicken Simplifi, or Prism (generally better-rated)."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|zai-small|Doxo", "prompt": "c230-m6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "By avoiding platforms like Doxo and Bill.com... FTC sued for deceptive search ads"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|zai-small|Bill.com (BILL)", "prompt": "c230-m6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "By avoiding platforms like Doxo and Bill.com, steering clear of unverified third-party sites"}, {"id": "mai-20260917-1752-baseline-2|c230-m6|zai-small|CheQ", "prompt": "c230-m6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "CheQ", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mixed ratings; caution advised for users with credit-related payments."}, {"id": "mai-20260917-1752-baseline-2|c230-m6|zai-small|Papaya", "prompt": "c230-m6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Papaya", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less information available, but be cautious with any app that isn't widely vetted."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|alibaba-small|Melio", "prompt": "c230-s1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Melio** if your main goal is simply to pay vendors faster and easier than checks."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|alibaba-small|BILL", "prompt": "c230-s1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Move to **BILL** once you find yourself drowning in accounts receivable tasks"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|alibaba-small|Direct Bank Bill Pay", "prompt": "c230-s1", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Direct Bank Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Low Costs... stick with your existing business checking account"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|anthropic-small|Bill.com", "prompt": "c230-s1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL's ACH billing services are best for small to mid-sized businesses looking to modernize their payment processes"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|anthropic-small|Nickel", "prompt": "c230-s1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offering unlimited ACH transfers with no per-transaction fees and no monthly caps on any plan"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|anthropic-small|Melio", "prompt": "c230-s1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For SMBs paying and collecting bills, Bill.com or Melio are good options"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|anthropic-small|PayPal Business", "prompt": "c230-s1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "PayPal Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PayPal Business and Square provide excellent starting points with their user-friendly interfaces"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|anthropic-small|Square", "prompt": "c230-s1", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PayPal Business and Square provide excellent starting points"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|challenger-small|Melio", "prompt": "c230-s1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall bill pay platform is usually **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|challenger-small|BILL", "prompt": "c230-s1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL**: best if you need **heavier AP workflows**, multi-level approvals"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|challenger-small|Ramp", "prompt": "c230-s1", "model": "challenger-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp**: best if you want **bill pay + corporate cards/spend management** in one platform"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|deepseek-small|Melio", "prompt": "c230-s1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio — Best overall for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-s1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Move to **BILL** once you have higher volume, multiple approvers"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|deepseek-small|Rippling Bill Pay", "prompt": "c230-s1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Rippling Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also need HR/IT/benefits in one platform"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-s1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already run on that accounting software"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|deepseek-small|Xero bill pay", "prompt": "c230-s1", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Xero bill pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "their built-in bill pay (or integrated options) may be the least disruptive and most cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|google-small|Melio", "prompt": "c230-s1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Simple, cost-effective bill pay & maximizing cash flow... Melio is highly popular among small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|google-small|BILL (formerly Bill.com)", "prompt": "c230-s1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Growing companies needing robust approval workflows and a massive vendor network"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|google-small|Ramp (Bill Pay)", "prompt": "c230-s1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp (Bill Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Businesses that want unified corporate card spend + free AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|google-small|Forwardly", "prompt": "c230-s1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Forwardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Real-time, instant payments"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|google-small|MakersHub", "prompt": "c230-s1", "model": "google-small", "cat": "business-bill-pay", "variant": "direct", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Operationally complex businesses (Construction, Wholesale, Manufacturing)"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|meta-small|BILL", "prompt": "c230-s1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL - a financial operations platform primarily designed for small and midsize enterprises (SMEs) with simple AP/AR"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|meta-small|Payoneer", "prompt": "c230-s1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Payoneer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Payoneer - a payment giant that is suitable for small businesses or freelancers."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|meta-small|Ramp Bill Pay", "prompt": "c230-s1", "model": "meta-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp Bill Pay - a bill pay solution that offers a free tier for small businesses under 100 invoices per month"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|minimax-small|Melio", "prompt": "c230-s1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is typically the best balance of cost, simplicity, and features"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|minimax-small|Ramp", "prompt": "c230-s1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Ramp** – Best for Combined Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|minimax-small|BILL.com", "prompt": "c230-s1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL.com** provides more robust automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|minimax-small|Tipalti", "prompt": "c230-s1", "model": "minimax-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| International payments needed | **Tipalti** |"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|mistral-small|Melio", "prompt": "c230-s1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is widely regarded as the best bill pay platform for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|mistral-small|BILL (formerly Bill.com)", "prompt": "c230-s1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better for businesses that need more advanced AP/AR workflows and deeper accounting integrations, but it can be more expensive and complex."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|mistral-small|Plooto", "prompt": "c230-s1", "model": "mistral-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for AP and AR automation, especially for accounting firms, but may be overkill for very small businesses."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|moonshot-small|Melio", "prompt": "c230-s1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest starting with **Melio** if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-s1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** is the safest upgrade path due to its established integrations and reliability"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|moonshot-small|Ramp", "prompt": "c230-s1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** — Best for Unified Spend Management"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|moonshot-small|Tipalti", "prompt": "c230-s1", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pay international vendors frequently | **BILL** or **Tipalti**"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|openai-small|BILL", "prompt": "c230-s1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around bill pay platform is usually **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|openai-small|Melio", "prompt": "c230-s1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Melio if you want something simpler and more lightweight for just paying vendors"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|openai-small|Ramp Bill Pay", "prompt": "c230-s1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp Bill Pay if you also want cards/expense management in the same platform"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|openai-small|QuickBooks Bill Pay", "prompt": "c230-s1", "model": "openai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose QuickBooks Bill Pay if your company already runs everything inside QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|xai-small|Melio", "prompt": "c230-s1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Melio** if you're a tiny B2B operation ... It's the most praised for ease, zero subscription, and B2B flexibility"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c230-s1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to BILL** for scaling B2B needs like custom approvals or AR"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|xai-small|Ramp Bill Pay", "prompt": "c230-s1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free AP + expense management/corporate cards ... newer fees make it less \"free\""}, {"id": "mai-20260917-1752-baseline-2|c230-s1|xai-small|Plooto", "prompt": "c230-s1", "model": "xai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Accounting firms/small B2B needing AP+AR sync"}, {"id": "mai-20260917-1752-baseline-2|c230-s1|zai-small|Melio", "prompt": "c230-s1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lowest cost & simplicity:** **Melio** (Go plan)."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|zai-small|BILL", "prompt": "c230-s1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best balance of controls & automation:** **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|zai-small|Ramp", "prompt": "c230-s1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want card + bill‑pay together:** **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|zai-small|QuickBooks Bill Pay", "prompt": "c230-s1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you're already on QuickBooks:** **QuickBooks Bill Pay**."}, {"id": "mai-20260917-1752-baseline-2|c230-s1|zai-small|Tipalti", "prompt": "c230-s1", "model": "zai-small", "cat": "business-bill-pay", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher price and complexity; overkill for a very small B2B with limited invoice volume."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|alibaba-small|Bill.com", "prompt": "c230-s2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Bill.com ... It is the industry leader for small-to-midsize businesses (SMBs)."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|alibaba-small|Plooto", "prompt": "c230-s2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Plooto ... more streamlined and user-friendly than Bill.com for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|alibaba-small|Stripe Invoicing / Stripe Payment Links", "prompt": "c230-s2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stripe Invoicing / Stripe Payment Links", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendation: Stripe Invoicing / Stripe Payment Links"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|alibaba-small|Square Invoices", "prompt": "c230-s2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Square Invoices ... free to start and very easy to use"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|alibaba-small|Wave", "prompt": "c230-s2", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong Contender: Wave ... While it doesn’t have deep AP automation like Bill.com, its invoicing module is robust"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|anthropic-small|BILL", "prompt": "c230-s2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|anthropic-small|Melio", "prompt": "c230-s2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up Options: **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|anthropic-small|Nickel", "prompt": "c230-s2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nickel offers unlimited free ACH transfers with no per-transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|anthropic-small|Stampli", "prompt": "c230-s2", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stampli works well for small to mid-sized businesses outgrowing basic AP tools"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|challenger-small|Melio", "prompt": "c230-s2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Melio** as the default choice because it is repeatedly positioned as a small-business-friendly vendor payment platform"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|challenger-small|BILL", "prompt": "c230-s2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** if you want a more complete AP/AR system with strong accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|challenger-small|Plooto", "prompt": "c230-s2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plooto** if you want a platform focused on streamlining accounts payable and receivable"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|challenger-small|Ramp Bill Pay", "prompt": "c230-s2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp Bill Pay** if you are a lean startup and want low-cost, high-speed automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|challenger-small|Tipalti", "prompt": "c230-s2", "model": "challenger-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tipalti** if you have heavy international payment volume"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|deepseek-small|Melio", "prompt": "c230-s2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-s2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use QuickBooks Online, this is the cleanest \"all-in-one\" option."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-s2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose this if you need **deeper AP/AR workflow**... but pricier (~$45\\u201349/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|deepseek-small|Ramp", "prompt": "c230-s2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick this if you want a **free corporate card + spend management** bundled with bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|deepseek-small|Plooto", "prompt": "c230-s2", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you're an accounting firm or want strong **AP & AR automation with approval controls**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|google-small|Melio", "prompt": "c230-s2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is incredibly user-friendly and keeps monthly overhead low... **Melio** will save you hundreds of dollars in user licensing fees."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|google-small|BILL (formerly Bill.com)", "prompt": "c230-s2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL is the industry standard for small-to-midsize business AP."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|google-small|Ramp (or BILL Spend & Expense)", "prompt": "c230-s2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp (or BILL Spend & Expense)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "expense management platforms like Ramp are excellent"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|google-small|Stripe", "prompt": "c230-s2", "model": "google-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stripe is the most customizable API-driven option"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|meta-small|Plooto", "prompt": "c230-s2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Plooto - provides a payment automation platform focused on streamlining accounts payable and receivable processes for small and midsize businesses."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|meta-small|BILL", "prompt": "c230-s2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "BILL - a B2B payment automation tool that combines accounts payable, accounts receivable, and basic payment processing in a single platform."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|meta-small|Apron", "prompt": "c230-s2", "model": "meta-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Apron", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Apron - a financial operations platform for small businesses that automates supplier payments, payroll, invoice capture, and expense management."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|minimax-small|Melio", "prompt": "c230-s2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd suggest **Melio** if your primary need is simple, affordable vendor payments with minimal friction."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|minimax-small|QuickBooks Online", "prompt": "c230-s2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need full accounting capabilities alongside payments, **QuickBooks Online** is the more comprehensive solution."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|minimax-small|Stampli", "prompt": "c230-s2", "model": "minimax-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for businesses wanting to automate their accounts payable process."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|mistral-small|Melio", "prompt": "c230-s2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a standalone solution, **Melio** or **Plooto** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|mistral-small|QuickBooks Bill Pay", "prompt": "c230-s2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're already using QuickBooks, **QuickBooks Bill Pay** is likely the best fit due to its seamless integration and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|mistral-small|Plooto", "prompt": "c230-s2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a standalone solution, **Melio** or **Plooto** are excellent choices"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|mistral-small|Veem", "prompt": "c230-s2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Veem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Streamlines both payables and receivables, making it a good fit for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|mistral-small|BILL", "prompt": "c230-s2", "model": "mistral-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "One of the most widely adopted tools for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|Melio", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Melio** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|BILL (formerly Bill.com)", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** is the established leader in this space"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|Ramp", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Melio** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|Helcim", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rated as best overall B2B payments solution for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|Plooto", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focused on automating accounts payable and receivable processes"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|moonshot-small|QuickBooks Bill Pay", "prompt": "c230-s2", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Already use QuickBooks** | QuickBooks Bill Pay or BILL"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|openai-small|BILL", "prompt": "c230-s2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BILL** as the default choice."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|openai-small|Tipalti", "prompt": "c230-s2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're a bit larger, have lots of vendors, or need heavier compliance and global payables automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|openai-small|Melio", "prompt": "c230-s2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a simpler, lighter-weight option for very small businesses that mainly want easy bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|openai-small|Airbase", "prompt": "c230-s2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if you want spend management plus payments, not just vendor payables"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|openai-small|Ramp", "prompt": "c230-s2", "model": "openai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you want spend management plus payments, not just vendor payables"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|xai-small|Melio", "prompt": "c230-s2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Melio as the top starting point"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|xai-small|Ramp", "prompt": "c230-s2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need cards/expenses? Ramp."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|xai-small|BILL (Bill.com)", "prompt": "c230-s2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing with AR needs? BILL."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|xai-small|QuickBooks Bill Pay", "prompt": "c230-s2", "model": "xai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're already using QuickBooks | Included in QBO"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|Plooto", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Plooto** is the strongest all‑in‑one choice for small B2B sellers."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|Helcim", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Businesses that want **payment processing + invoicing** in one suite."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|Bill.com", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill.com** or **Melio** are excellent, user‑friendly options."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|Tipalti", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better suited for mid‑market scaling"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|AvidXchange", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Mid‑market to enterprise with higher AP volume (500‑2,500+ invoices/month)"}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|Melio", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bill.com** or **Melio** are excellent, user‑friendly options."}, {"id": "mai-20260917-1752-baseline-2|c230-s2|zai-small|QuadPay / Affirm", "prompt": "c230-s2", "model": "zai-small", "cat": "business-bill-pay", "variant": "paraphrase", "raw": "QuadPay / Affirm", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Not a primary AP tool, but can help with collections."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|alibaba-small|MELIO", "prompt": "c230-s3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "MELIO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MELIO (Best for Small Teams & Low Volume)... Choose **Melio** if you are a solo founder or a tiny team"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c230-s3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It is more robust but significantly more expensive than Melio."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|alibaba-small|RAMP", "prompt": "c230-s3", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "RAMP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "RAMP (Best for Combined Spend & AP) ... Great if you want to streamline everything into one ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|anthropic-small|Ramp Bill Pay", "prompt": "c230-s3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp Bill Pay is a free-tier, AI-native AP automation platform that processes bills, routes approvals, and pays vendors"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|anthropic-small|BILL (Bill.com)", "prompt": "c230-s3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL offers QuickBooks and Xero-centric AP with the largest vendor network."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|anthropic-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "QuickBooks Bill Pay offers bill capture, approval controls, scheduled and batch payments, free standard ACH transfers"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|anthropic-small|Melio", "prompt": "c230-s3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Melio is purpose-built around AP and bill payment workflows rather than broader enterprise finance automation."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|anthropic-small|Zoho Books", "prompt": "c230-s3", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books bundles bill management, a vendor portal, and approval workflows into its accounting platform, built for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|challenger-small|Melio", "prompt": "c230-s3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick Melio** if your team is small and wants the easiest bill pay setup."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|challenger-small|BILL", "prompt": "c230-s3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick BILL** if you need approvals, auditability, and more mature AP workflows."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|challenger-small|Ramp Bill Pay", "prompt": "c230-s3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Ramp Bill Pay** if bill pay is part of a wider need for spend control and finance automation."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|challenger-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams already living in QuickBooks | Native accounting connection and convenience"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|challenger-small|Xero bills/payments", "prompt": "c230-s3", "model": "challenger-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Xero bills/payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More limited as a standalone bill-pay platform than dedicated AP tools"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|Melio", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is the current top pick for small teams who just want to stop writing checks without paying a monthly subscription."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|BILL", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need formal approval routing and audit trails: **BILL** (worth the expense)."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|Ramp", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to merge corporate cards with bill pay to get full spend visibility: **Ramp**."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want the cheapest, simplest solution: **QuickBooks Bill Pay** (free ACH, if you have QBO)"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|Plooto", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Plooto is a solid mid-tier option favored by accounting firms"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|AvidXchange", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they are often overkill for a \"small team.\" AvidXchange targets mid-market real estate/property management"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|deepseek-small|Tipalti", "prompt": "c230-s3", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tipalti is global payouts enterprise software"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|Melio", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio (Best for Simplicity & Cash Flow Flexibility) ... Choose Melio if you are a very small team (or solo founder) looking for a cheap, user-friendly tool"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|BILL (formerly Bill.com)", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Scaling Teams & Standard AP ... Choose BILL if your CPA or outsourced bookkeeper insists on using it"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|Ramp Bill Pay", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for All-in-One Expense & Card Management"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|MakersHub", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Operationally Complex Teams"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Basic, In-Ledger AP"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|google-small|Tipalti", "prompt": "c230-s3", "model": "google-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Global & Contractor-Heavy Teams"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|Melio", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is a dedicated bill payment platform that is easy to use and has approval controls, vendor payment flexibility, and accounting sync."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|BILL", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL is better for businesses that need deeper AP automation and approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|Plooto", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plooto is excellent for accounting firms and businesses that want AP and AR workflows connected to QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the most natural fit if you already run your books in QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|Xero", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Xero is ideal if you want bill pay inside a modern accounting platform."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|Zoho Books", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a high-value choice for budget-conscious teams that want accounting and bill pay in one place"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|meta-small|Ramp", "prompt": "c230-s3", "model": "meta-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ramp is a good option if you want bill pay bundled with corporate cards."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Melio", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** stands out as the easiest, most affordable starting point"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Rippling", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rippling** wins if you want one system for payroll, HR, and expenses"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Ramp", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** offers the best free comprehensive suite"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|BILL", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL** is the leader for serious AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Expensify", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Travel & expense management | Receipt scanning, travel booking"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Brex", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want expense + bill pay combined** | Ramp or Brex"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|minimax-small|Plooto", "prompt": "c230-s3", "model": "minimax-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**QuickBooks-heavy business** | BILL or Plooto"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|mistral-small|Melio", "prompt": "c230-s3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Low cost and simplicity make it ideal for small teams or those just starting out with bill pay automation."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|mistral-small|BILL (formerly Bill.com)", "prompt": "c230-s3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong automation and scalability, making it a top choice for growing teams."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|mistral-small|QuickBooks Online", "prompt": "c230-s3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless integration for businesses already using QuickBooks, but less robust for complex approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|mistral-small|Ramp", "prompt": "c230-s3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines expense management and bill pay, ideal for teams that rely heavily on corporate cards."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|mistral-small|MakersHub", "prompt": "c230-s3", "model": "mistral-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Advanced features for businesses with complex operational needs."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|moonshot-small|Melio", "prompt": "c230-s3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is hard to beat. Its free tier keeps costs near zero"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|moonshot-small|Ramp", "prompt": "c230-s3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best bundled with cards:** Ramp"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|moonshot-small|BILL", "prompt": "c230-s3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** is the most mature... The downside is strictly per-user pricing plus transaction fees, which makes it costly for small teams"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|moonshot-small|Mercury", "prompt": "c230-s3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Already using Mercury banking?** Use Mercury's built-in bill pay before buying a separate tool."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|moonshot-small|Stampli", "prompt": "c230-s3", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Likely overkill and overpriced for a lean team."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|openai-small|BILL", "prompt": "c230-s3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want the best classic AP platform?** Look at **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|openai-small|Melio", "prompt": "c230-s3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Want simplest bill pay?** Start with **Melio**."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|openai-small|Ramp Bill Pay", "prompt": "c230-s3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want bill pay plus cards/spend control?** Consider **Ramp** or **Airbase**."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|openai-small|Airbase", "prompt": "c230-s3", "model": "openai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often more of a finance-ops platform than a simple bill payer"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|xai-small|Melio", "prompt": "c230-s3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Melio** for most small teams due to its free tier and simplicity."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|xai-small|BILL", "prompt": "c230-s3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **BILL** if you need multi-user approvals or AR."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|xai-small|QuickBooks Bill Pay", "prompt": "c230-s3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Teams already using QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|xai-small|Ramp", "prompt": "c230-s3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Teams wanting bill pay + corporate cards/expenses"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|xai-small|Plooto", "prompt": "c230-s3", "model": "xai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Accounting firms or QB/Xero users needing AP+AR"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|zai-small|Melio", "prompt": "c230-s3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is widely considered the top choice for very small teams and freelancers."}, {"id": "mai-20260917-1752-baseline-2|c230-s3|zai-small|BILL (Bill.com)", "prompt": "c230-s3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL (formerly known as Bill.com) is the industry standard for small-to-mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s3|zai-small|Ramp", "prompt": "c230-s3", "model": "zai-small", "cat": "business-bill-pay", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp if: You want to stop using personal credit cards for business expenses."}, {"id": "mai-20260917-1752-baseline-2|c230-s4|alibaba-small|Melio", "prompt": "c230-s4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is widely considered the best starting point for small businesses looking to eliminate paper checks"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|alibaba-small|Bill.com", "prompt": "c230-s4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** enterprise-level platforms like Bill.com or Tipalti for now, as their entry prices ($85+/mo) are too high"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|alibaba-small|Ramp", "prompt": "c230-s4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp offers a powerful Accounts Payable (AP) stack that is completely free"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|alibaba-small|Zoho Books", "prompt": "c230-s4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for All-in-One Accounting... Zoho offers a \"forever free\" plan for micro-businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|alibaba-small|Tipalti", "prompt": "c230-s4", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid** enterprise-level platforms like Bill.com or Tipalti for now"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|anthropic-small|Bank Bill Pay Services", "prompt": "c230-s4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bank Bill Pay Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Using a bank's online bill pay services might be the best solution for small businesses that are on a budget"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|anthropic-small|Ramp", "prompt": "c230-s4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or try Ramp's free tier for more automation features"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|anthropic-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its built-in bill management handles scheduling, reminders, and vendor tracking without a separate tool for basic bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|anthropic-small|Zoho Books", "prompt": "c230-s4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Books is recommended for budget-conscious small businesses wanting AP inside an all-in-one accounting suite."}, {"id": "mai-20260917-1752-baseline-2|c230-s4|anthropic-small|BILL (previously Bill.com)", "prompt": "c230-s4", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (previously Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget... it's one of the more expensive options per user, so it may not be a good fit"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|challenger-small|Melio", "prompt": "c230-s4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Melio** because it has a **$0/month plan**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|challenger-small|Ramp Bill Pay", "prompt": "c230-s4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **free tier** and also need **cards/spend management**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|challenger-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you already use **QuickBooks Online**... but it is more of a convenience choice than the cheapest standalone option"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|challenger-small|BILL", "prompt": "c230-s4", "model": "challenger-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally **too expensive for a tight budget**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Melio", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Melio** (Best for tight budgets)"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Your bank's bill pay", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your bank's bill pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Simplest option if you have few vendors and uncomplicated AP — many accountants recommend this as the cheapest route"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Ramp", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cost-conscious businesses that also want corporate cards + expense management"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Mercury", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look into **Mercury** or **Bluevine**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Bluevine", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free banking + bill pay/invoicing in one place, plus up to 3.0% APY"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|Rippling Spend", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Rippling Spend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "~$3/user/month | Startups wanting bill pay integrated with payroll/HR"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|deepseek-small|BILL (Bill.com)", "prompt": "c230-s4", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget - **BILL (Bill.com)** — runs **$45–$89 per user/month**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|google-small|Melio", "prompt": "c230-s4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio: Best Overall for Low-to-Medium Volume ... most budget-friendly dedicated bill pay platform for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|google-small|Ramp", "prompt": "c230-s4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp Bill Pay: Best for Automation & Free AP Features"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|google-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Bill Pay (Basic or Premium): Best if You Already Use QBO"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|google-small|BILL (formerly Bill.com)", "prompt": "c230-s4", "model": "google-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platform to Avoid on a Tight Budget: BILL ... generally too expensive for a small business on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c230-s4|meta-small|bank's online bill pay services", "prompt": "c230-s4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "bank's online bill pay services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bill pay platform for small businesses on a tight budget is likely to be a bank's online bill pay services or Melio's Go plan"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|meta-small|Melio", "prompt": "c230-s4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Melio's Go plan, which is free with 5 ACH payments included and $0.50 for each additional payment"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|meta-small|Rippling", "prompt": "c230-s4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Rippling, which offers automation and integration with accounting software"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|meta-small|Accounting Seed", "prompt": "c230-s4", "model": "meta-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Accounting Seed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Accounting Seed, which provides a range of bill pay software programs for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|minimax-small|Melio", "prompt": "c230-s4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Melio** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|minimax-small|Ramp", "prompt": "c230-s4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Melio** or **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|minimax-small|Mercury", "prompt": "c230-s4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free when you use their banking services"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|minimax-small|Expensify", "prompt": "c230-s4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Expensify** at $5/user/month"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|minimax-small|BILL", "prompt": "c230-s4", "model": "minimax-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Starting at $45/user/month"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|mistral-small|Melio", "prompt": "c230-s4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best bill pay platform is often **Melio**, especially if you pay fewer than 50 bills per month"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|mistral-small|bank's online bill pay service", "prompt": "c230-s4", "model": "mistral-small", "cat": "business-bill-pay", "variant": "budget", "raw": "bank's online bill pay service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is to use your **bank\\u2019s online bill pay service**, which is usually free or low-cost"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|moonshot-small|Melio", "prompt": "c230-s4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|moonshot-small|Ramp", "prompt": "c230-s4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Worth Considering: **Ramp**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|moonshot-small|Your Bank's Online Bill Pay", "prompt": "c230-s4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Your Bank's Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simplest Option: **Your Bank's Online Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|moonshot-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Honorable Mention: **QuickBooks Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|openai-small|Melio", "prompt": "c230-s4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall budget choice:** **Melio**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|openai-small|BILL", "prompt": "c230-s4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it's usually not the cheapest option for a tiny budget"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|openai-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "openai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already live in QuickBooks:** **QuickBooks Bill Pay**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|xai-small|Melio", "prompt": "c230-s4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Melio (Best for standalone, ultra-low-cost bill pay)**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|xai-small|Ramp Bill Pay", "prompt": "c230-s4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Ramp Bill Pay (Best if you want cards + bill pay bundled free)**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|xai-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Use QuickBooks Online: **QuickBooks Bill Pay (Seamless integration, often free ACH)**"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|xai-small|BILL", "prompt": "c230-s4", "model": "xai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "BILL (avoid)| $29–$79/user"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|zai-small|Melio", "prompt": "c230-s4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company with a tight budget, the best platform is **Melio**."}, {"id": "mai-20260917-1752-baseline-2|c230-s4|zai-small|QuickBooks Bill Pay", "prompt": "c230-s4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already pays for QuickBooks Online, this is likely your most cost-effective option"}, {"id": "mai-20260917-1752-baseline-2|c230-s4|zai-small|Bank Bill Pay", "prompt": "c230-s4", "model": "zai-small", "cat": "business-bill-pay", "variant": "budget", "raw": "Bank Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Zero Cost\" Option: Bank Bill Pay ... Drawbacks: It lacks the integration with accounting software"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|alibaba-small|Bill.com", "prompt": "c230-s5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com:** The most popular. High integrations, strong virtual card rewards, easy interface."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|alibaba-small|Rippling", "prompt": "c230-s5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are also replacing your HR/Payroll/IT management, Rippling includes built-in bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|alibaba-small|Billwerk", "prompt": "c230-s5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Billwerk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for excellent UX and integration with QuickBooks specifically."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|alibaba-small|Coupa", "prompt": "c230-s5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often considered \"enterprise,\" but they have a product for smaller businesses that is very robust on purchasing approvals."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|alibaba-small|Prytula", "prompt": "c230-s5", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Prytula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Gaining traction for its focus on expense reimbursement combined with bill pay."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|Melio", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Melio** — very easy, free tier available"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|BILL", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** — most mature approval workflows and AP automation"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|Plooto", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use QuickBooks or Xero and want AP + AR together** | **Plooto**"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|Ramp", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** — free core bill pay, modern UX"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**QuickBooks Bill Pay** — native integration"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|deepseek-small|BILL Spend & Expense", "prompt": "c230-s5", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL Spend & Expense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "combined bill pay + spend management platform** like **Ramp** or **BILL Spend & Expense**"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|Melio", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you pay fewer than 15 bills a month, **Melio** or **QuickBooks Bill Pay** will easily suffice."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|Ramp", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you pay 50+ bills a month, prioritize a platform with robust OCR/AI and approvals like **Ramp** or **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|QuickBooks Bill Pay", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native inside QuickBooks Online, meaning absolutely zero integration sync issues"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|BILL", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize a platform with robust OCR/AI and approvals like **Ramp** or **BILL**"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|Tipalti", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally too expensive, complex, and overpowered for a 30-person team"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|Airbase", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Airbase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally too expensive, complex, and overpowered for a 30-person team"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|google-small|Brex", "prompt": "c230-s5", "model": "google-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look seriously at **Ramp** or **Brex** to solve both corporate cards and bill pay simultaneously"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Bill.com", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Melio", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Tipalti", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|MineralTree", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Plooto", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Divvy", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|mistral-small|Ramp", "prompt": "c230-s5", "model": "mistral-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "create a shortlist (e.g., Bill.com, Melio, Tipalti, MineralTree, Plooto, Divvy, Ramp, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Melio", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Melio** — often recommended for simple, low-cost small business payments"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|BILL", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BILL** — stronger on approval workflows and AP automation; widely used"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Ramp", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Ramp / Brex** — if you want bill pay tightly integrated with corporate cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Brex", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ramp / Brex** — if you want bill pay tightly integrated with corporate cards and spend management"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Stripe", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Stripe, Mercury, Wise** — depending on whether you want banking + payments in one place"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Mercury", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Stripe, Mercury, Wise** — depending on whether you want banking + payments in one place"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|moonshot-small|Wise", "prompt": "c230-s5", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Stripe, Mercury, Wise** — depending on whether you want banking + payments in one place"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|xai-small|BILL", "prompt": "c230-s5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms like BILL, Melio, Ramp, or Rippling, which are frequently recommended for businesses your size"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|xai-small|Melio", "prompt": "c230-s5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize platforms like BILL, Melio, Ramp, or Rippling"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|xai-small|Ramp", "prompt": "c230-s5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3–5: Demo BILL, Melio, Ramp (free trials)"}, {"id": "mai-20260917-1752-baseline-2|c230-s5|xai-small|Rippling", "prompt": "c230-s5", "model": "xai-small", "cat": "business-bill-pay", "variant": "scale", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams needing HR/payroll integration"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|alibaba-small|BILL (formerly Bill.com)", "prompt": "c230-s6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platform Requiring Extreme Caution: BILL (formerly Bill.com) ... you should be cautious or avoid it if"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|alibaba-small|Rippling", "prompt": "c230-s6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "users frequently note it is **restricted to US-based businesses** ... it may be overkill and harder to navigate"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|alibaba-small|Divvy (by Ramp)", "prompt": "c230-s6", "model": "alibaba-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Divvy (by Ramp)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users often cite **slow ACH transaction processing times**"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|anthropic-small|Bill.com", "prompt": "c230-s6", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Bill.com's recommendation engine has introduced fraudulent vendors, with one customer losing $5,680.22 to a vendor impersonating a state agency"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|anthropic-small|Plastiq", "prompt": "c230-s6", "model": "anthropic-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Plastiq's 2.99% processing fee can be expensive at high volumes without card rewards or extended float offsetting it"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|BILL.com", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "subscription costs and ACH fees can become impractical for small businesses with low bill volume"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|Tipalti", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often aimed at **mid-market or larger operations** ... it can be more platform than a small business needs"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|Stampli", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be unnecessary overhead for a small business with simple bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|AvidXchange", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small businesses should check whether the feature set is overkill for their volume"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|Brex", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "missing several key AP features** and has **limited support options"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|Ramp", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notes **per-transaction Bill Pay fees** and limited fit for businesses that want a very simple, low-cost bill-pay-only workflow"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|QuickBooks Bill Pay", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "best treated as a **basic convenience tool**, not a dedicated AP system"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|challenger-small|Melio", "prompt": "c230-s6", "model": "challenger-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "often better served by **lower-cost, simpler tools** like Melio or even bank bill pay"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BILL (formerly Bill.com) — **Highest Caution** ... **BILL** | 🔴 Very High"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|Plooto", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Plooto** (flat-rate, praised for customer support)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|Stampli", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** (strong AI automation, support responds in under a minute)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|QuickBooks Bill Pay", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**QuickBooks Bill Pay** (native, $15/month, syncs flawlessly with QBO)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|Melio Payments", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Melio | 🟠 High | Funds disappear, accounts locked, 62% complaints unresolved"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|PayPal Bill Pay", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "PayPal Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**avoid using PayPal to pay your bills**"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|deepseek-small|Ramp", "prompt": "c230-s6", "model": "deepseek-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ramp** (good for card-first spending with AP automation)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|AvidXchange", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AvidXchange (Avoid / High Caution) ... Predatory vendor monetization."}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|BILL (formerly Bill.com)", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BILL (formerly Bill.com) (High Caution) ... Customer service vacuum and automated account lockouts."}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Melio", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Melio (High Caution) ... Rigid compliance freezes and zero phone support."}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Plastiq", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Plastiq (High Caution) ... Recent bankruptcy history and high transaction fees."}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Traditional Bank Bill Pay", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Traditional Bank Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Traditional Bank Bill Pay (Avoid for Scaling Businesses)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Ramp", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "When evaluating alternative systems (such as **Ramp, Brex, Airbase, or Stampli**)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Brex", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "alternative systems (such as **Ramp, Brex, Airbase, or Stampli**)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Airbase", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "alternative systems (such as **Ramp, Brex, Airbase, or Stampli**)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|google-small|Stampli", "prompt": "c230-s6", "model": "google-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "alternative systems (such as **Ramp, Brex, Airbase, or Stampli**)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|QuickBooks Payments", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "such as QuickBooks Payments, Stripe, and Square, may not be suitable for businesses that process large or frequent ACH transactions"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Stripe", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may not be suitable for businesses that process large or frequent ACH transactions, or those that need deep accounting integration"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Square", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not be suitable for businesses that process large or frequent ACH transactions"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Bill.com", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Bill.com and Melio are mentioned as having powerful tools, but with subscription costs and ACH limits that may make them impractical"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Melio", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "subscription costs and ACH limits that may make them impractical for businesses scaling payment operations"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Bluevine", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other alternatives, such as Bluevine, Ramp, Tipalti, Stampli, Brex, QuickBooks Online, and AvidXchange, are also mentioned as potential options"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Ramp", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Tipalti", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Stampli", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|Brex", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|QuickBooks Online", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|meta-small|AvidXchange", "prompt": "c230-s6", "model": "meta-small", "cat": "business-bill-pay", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "also mentioned as potential options for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|minimax-small|BILL (Bill.com)", "prompt": "c230-s6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Poor customer service**... **BBB rating**: 1.09/5 stars based on 111 customer reviews"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|minimax-small|Melio (via Shopify Bill Pay)", "prompt": "c230-s6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio (via Shopify Bill Pay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Verification issues**: Some users report excessive proof requirements... **Failed payments**: Reports of payments failing despite sufficient funds"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|minimax-small|Ramp", "prompt": "c230-s6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "popular alternatives like **Melio**, **Ramp**, **Brex**, and **QuickBooks** generally receive more positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|minimax-small|Brex", "prompt": "c230-s6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "popular alternatives like **Melio**, **Ramp**, **Brex**, and **QuickBooks** generally receive more positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|minimax-small|QuickBooks", "prompt": "c230-s6", "model": "minimax-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "popular alternatives like **Melio**, **Ramp**, **Brex**, and **QuickBooks** generally receive more positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|mistral-small|BILL (formerly Bill.com)", "prompt": "c230-s6", "model": "mistral-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it is also noted as one of the more expensive options, with plans starting at $49 per user per month. This can be cost-prohibitive for very small businesses"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|mistral-small|Rippling", "prompt": "c230-s6", "model": "mistral-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may not be suitable if you need bill pay capabilities built directly into your existing banking platform or require full international vendor support"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|Doxo", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Doxo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Doxo entirely** due to FTC enforcement action"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|Plastiq", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Plastiq", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Be very cautious with Plastiq** if payment timing matters"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|Melio", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Account freezes without warning** – a recurring complaint"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|BILL.com (Bill.com)", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL.com (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Expensive scaling costs**: $45–$89/user/month before transaction fees"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|QuickBooks Bill Pay", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Native integration, transparent pricing, established backing"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|Ramp", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "No subscription fee (though now charges per transaction)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|moonshot-small|Your bank's bill pay", "prompt": "c230-s6", "model": "moonshot-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Your bank's bill pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Direct relationship, easier dispute resolution"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|BILL (formerly Bill.com)", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "exercise caution with BILL (formerly Bill.com)... high risk of disruptions for time-sensitive payments"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|Melio Payments", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio Payments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Affordable (low/no sub fees), but reliability issues can cause cash flow problems"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|QuickBooks Bill Pay", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mixed; some call it pricey ... with chat-only support"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|Corpay (Nvoicepay)", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Corpay (Nvoicepay)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "One scathing Capterra review labels it \"worst for small business\" due to delays and support ... less data, so verify fit"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|bank bill pay", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "bank bill pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "praise free/low-cost options like bank bill pay (for simple needs)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|xai-small|Ramp", "prompt": "c230-s6", "model": "xai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ramp (bundled with cards)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|zai-small|Bill.com (BILL)", "prompt": "c230-s6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why to be cautious: - Poor Customer Service: Trustpilot shows an average score of around 1.9/5"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|zai-small|BillGO", "prompt": "c230-s6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "BillGO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: - BBB Complaints: The Better Business Bureau lists multiple complaints, including reports from users describing the company as a \"SCAM.\""}, {"id": "mai-20260917-1752-baseline-2|c230-s6|zai-small|Melio", "prompt": "c230-s6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better-reviewed alternatives (such as Melio, Ramp, or Tipalti) that are currently rated more favorably"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|zai-small|Ramp", "prompt": "c230-s6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better-reviewed alternatives (such as Melio, Ramp, or Tipalti)"}, {"id": "mai-20260917-1752-baseline-2|c230-s6|zai-small|Tipalti", "prompt": "c230-s6", "model": "zai-small", "cat": "business-bill-pay", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better-reviewed alternatives (such as Melio, Ramp, or Tipalti)"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|alibaba-small|Avalara", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most modern B2B enterprises focusing on growth and agility, **Avalara** is currently the safest, most versatile choice."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|alibaba-small|Vertex", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your company relies on a complex SAP ecosystem, **Vertex** remains the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|alibaba-small|TaxJar", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may lack the granular support required for a massive, multi-entity industrial manufacturer"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|alibaba-small|Anrok", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Anrok is an API-first solution designed to replace spreadsheets entirely. It is excellent for B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|anthropic-small|Avalara", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara offers enterprise-grade calculation engine with ECM Pro certificate management add-on and 1,200+ ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|anthropic-small|Zamp", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zamp provides fully managed service with exemption certificate management, registrations, filings, audit support"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|anthropic-small|Vertex", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vertex is an enterprise tax engine for large distributors with complex product taxability rules"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|anthropic-small|CCH SureTax", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CCH SureTax is purpose-built for manufacturers and distributors with included certificate management"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|anthropic-small|Sovos", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise platforms like Vertex, Sovos, Avalara, or Wolters Kluwer/CCH tend to work better"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|challenger-small|Avalara", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **Avalara** if you want the broadest compliance coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|challenger-small|Vertex", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** is the stronger enterprise specialist"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Often grouped with Vertex for enterprise/global indirect tax complexity"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|challenger-small|Wolters Kluwer CCH SureTax", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Wolters Kluwer CCH SureTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Automates sales and use tax returns and can work from ERP, POS, eCommerce, or billing data"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|deepseek-small|Vertex", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertex** (Best overall for enterprise B2B)"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|deepseek-small|Avalara", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is the strongest all-around default with the largest ecosystem and scalability."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|deepseek-small|Sovos", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos** if you have significant global (especially European/Latin American) operations."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|deepseek-small|TaxJar", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**TaxJar** (Not recommended for enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|google-small|Vertex (O Series)", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex (O Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is widely considered the gold standard for massive, complex multinational corporations."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|google-small|Avalara (AvaTax Enterprise & CertCapture)", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax Enterprise & CertCapture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara is the market leader in cloud-based tax compliance... CertCapture is arguably the best tool on the market for B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|google-small|Sovos (Compliance Cloud)", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos (Compliance Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global B2B enterprises facing strict European/LATAM VAT and e-invoicing mandates."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|google-small|Anrok", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise B2B SaaS, software, and digital-first subscription businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|meta-small|Avalara", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for an enterprise B2B company is Avalara, with a modular indirect tax suite and 1,400+ integrations."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|meta-small|Guideflow", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Guideflow, Zamp, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|meta-small|Zamp", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Guideflow, Zamp, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|meta-small|Anrok", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Guideflow, Zamp, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|minimax-small|Vertex", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise with complex multi-entity operations and existing ERP infrastructure, **Vertex** is generally the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|minimax-small|Avalara AvaTax", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need broader automation and API integrations across many jurisdictions, **Avalara** is equally strong."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|minimax-small|TaxJar", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TaxJar** – Strong for automation and API integrations"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|minimax-small|Sovos", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Sovos** – Enterprise-focused with strong compliance features"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|minimax-small|QuickBooks Tax", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "QuickBooks Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**QuickBooks Tax** – More suited for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|mistral-small|Avalara", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is the best choice for most enterprise B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|mistral-small|Vertex", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your operations are heavily ERP-integrated or you are a large manufacturing/retail enterprise, **Vertex** may be preferable."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|mistral-small|Sovos", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have significant international or e-invoicing requirements... **Sovos** is the strongest option."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|moonshot-small|Vertex", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Vertex** – Best for Large Enterprises & Complex ERPs"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|moonshot-small|Avalara", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Avalara** if you want faster implementation, broader integration options"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|moonshot-small|Sovos", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Sovos** if international VAT/GST compliance and e-invoicing mandates are critical"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|openai-small|Avalara", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default pick is usually **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|openai-small|Vertex", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** is often a top contender if you have a very complex ERP-centric tax environment"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|openai-small|Sovos", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos** is often worth comparing if your priorities include broader regulatory compliance, VAT, e-invoicing"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|xai-small|Avalara", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quick pick:** **Avalara** for most (market leader, broadest coverage); **Vertex** if ERP-centric or needing superior support/ratings."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|xai-small|Vertex", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex** if ERP-centric or needing superior support/ratings"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|xai-small|Sovos", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong cross-border VAT/sales tax, regulatory reporting; good for multinational B2B. | Fewer reviews, heavier for non-US focus."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|xai-small|TaxJar", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TaxJar (4.7/5 G2, SMB-focused) is cheaper/easier but less scalable for enterprise complexity."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|Avalara", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is the most versatile \"go-to\" for most enterprise B2B firms seeking broad, modular compliance with extensive integration support."}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|Vertex", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** is the right choice when your compliance needs are exceptionally complex, global"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal if you already run a large ERP and want a single tax suite covering indirect, direct, and trade compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|Anrok", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anrok** is highlighted for SaaS and usage-based billing"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|TaxJar", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**TaxJar** or **TaxCloud** (not enterprise-grade but worth considering for smaller scale)"}, {"id": "mai-20260917-1752-baseline-2|c231-l1|zai-small|TaxCloud", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "(not enterprise-grade but worth considering for smaller scale)"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|alibaba-small|Avalara", "prompt": "c231-l2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avalara (Best for Broad Integration & AI Automation)"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|alibaba-small|Vertex", "prompt": "c231-l2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Recommendation: Vertex (Best for SAP/Oracle & Heavy Industry)"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|anthropic-small|Avalara", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is typically the most balanced choice for enterprise B2B companies that want broad capability with internal control"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|anthropic-small|Vertex", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** serves organizations prioritizing maximum ERP integration depth and scalability"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|anthropic-small|Zamp", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zamp ranks #1 as the best sales tax automation software for B2B wholesalers"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|challenger-small|Vertex", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertex** is the safest recommendation from these results because it is repeatedly associated with **large multinational** and **large ERP** use cases"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|challenger-small|Sovos", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the vendor to handle more of the filing work, **Sovos** is the better fit."}, {"id": "mai-20260917-1752-baseline-2|c231-l2|challenger-small|Avalara", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The strongest general-purpose enterprise choice in the results is **Avalara** for broad coverage and automation"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|deepseek-small|Vertex", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the two clear leaders are **Vertex** and **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|deepseek-small|Avalara", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** is the strongest all-around option for automation at scale"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A third option worth considering for enterprise complexity is **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|deepseek-small|TaxJar", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I'd **steer you away from TaxJar** (best for e-commerce/marketplace sellers and SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|google-small|Vertex (Vertex O Series)", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Heavy Enterprise and Complex ERP Environments ... gold standard for massive, multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|google-small|Avalara (AvaTax / Avalara for Enterprise)", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax / Avalara for Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Fast-Growing Enterprises with Broad/Hybrid Tech Stacks ... Avalara is the strongest candidate"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|google-small|Sovos (Sovos Compliance Cloud)", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos (Sovos Compliance Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global B2B Enterprises and International E-Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|google-small|Anrok", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Specifically if Your B2B Enterprise is a SaaS / Digital Goods Company"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|meta-small|Zamp", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Zamp: A fully managed service that handles exemption certificate collection"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|meta-small|CCH SureTax", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CCH SureTax: A comprehensive sales tax software that provides accurate tax rates and rules"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|meta-small|AvaTax", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AvaTax: A cloud-based sales tax calculation software that automates complex tax scenarios"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|meta-small|TaxConnex", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxConnex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxConnex: A fully managed solution that includes sales tax calculation software, return preparation, filing, payment, and reporting."}, {"id": "mai-20260917-1752-baseline-2|c231-l2|minimax-small|Avalara", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Avalara** as my top choice"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|minimax-small|Vertex", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Vertex** as a strong alternative depending on your existing ERP infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large global tax teams needing enterprise indirect-tax engine"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|minimax-small|Sovos", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for global companies with regulatory and e-invoicing mandates"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|mistral-small|Vertex", "prompt": "c231-l2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Vertex** or **Avalara** as the top sales tax calculation and filing tools."}, {"id": "mai-20260917-1752-baseline-2|c231-l2|mistral-small|Avalara", "prompt": "c231-l2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** is also a strong choice, often cited as the best overall solution for sales tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|moonshot-small|Vertex", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|moonshot-small|Avalara", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|moonshot-small|Sovos", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "When to Consider **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|openai-small|Avalara", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Avalara** as the first place to look"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|openai-small|Vertex", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd also evaluate **Vertex** alongside Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|openai-small|Thomson Reuters", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vertex and Thomson Reuters are widely used among organizations running SAP"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|openai-small|TaxJar", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side Avalara vs Vertex vs TaxJar comparison"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|xai-small|Vertex", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Vertex or Avalara as the top sales tax calculation and filing tools"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|xai-small|Avalara", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend Vertex or Avalara as the top sales tax calculation and filing tools"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|xai-small|TaxJar", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "TaxJar is better for SMB/e-commerce"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|xai-small|Zamp", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like Zamp or CCH SureTax suit mid-market or specific niches but lack the same depth for ultra-large ops"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|xai-small|CCH SureTax", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools like Zamp or CCH SureTax suit mid-market or specific niches but lack the same depth for ultra-large ops"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|zai-small|Avalara", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|zai-small|Vertex", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner‑Up for Enterprise Complexity: Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|zai-small|ONESOURCE (Thomson Reuters)", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A robust global tax determination solution for large, multi‑entity environments"}, {"id": "mai-20260917-1752-baseline-2|c231-l2|zai-small|Zamp", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want managed compliance with shared liability, **Zamp** is a compelling choice."}, {"id": "mai-20260917-1752-baseline-2|c231-l2|zai-small|CCH SureTax (Wolters Kluwer)", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Another strong calculation and filing solution with rate accuracy"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|TaxJar", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "mid-market solutions like TaxJar or TaxCloud are popular for smaller e-commerce brands"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|TaxCloud", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "mid-market solutions like TaxJar or TaxCloud are popular for smaller e-commerce brands"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|Avalara", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best For: Broad automation, ease of use, and seamless integration with a wide variety of ERPs and e-commerce platforms."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|Vertex", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Select Vertex if: You are a large multinational running SAP or Oracle... need robust audit defense"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Select ONESOURCE if: Your compliance burden extends beyond sales tax into international trade"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|alibaba-small|Sovos", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Select Sovos if: You are a DTC brand or operate heavily on marketplaces"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|anthropic-small|Avalara", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise-grade systems include Avalara and Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|anthropic-small|Vertex", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Enterprise-grade systems include Avalara and Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|anthropic-small|Sovos", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos is best for global compliance breadth"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|anthropic-small|Wolters Kluwer/CCH", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "additional enterprise options including Sovos, Wolters Kluwer/CCH, and others"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|anthropic-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "This is best for complex ERP-led global tax"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|challenger-small|Avalara", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "positioned as the broadest all-around option in several reviews"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|challenger-small|Vertex", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "often described as the best fit for SAP, Oracle, and similarly complex enterprise environments"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "End-to-end suite spanning indirect tax, direct tax, trade, and reporting workflows"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|challenger-small|Sovos", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in global indirect tax and managed compliance services"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|Avalara (AvaTax)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The largest and most automation-centric sales tax platform... **Need breadth of integrations and ease?** → Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|Vertex (Vertex O Series)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Ultra-large enterprises needing precision and deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|Sovos (Sovos Compliance Cloud)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos (Sovos Compliance Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Global enterprises with complex multinational VAT, GST, and e-invoicing obligations."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|TaxJar (Stripe-owned)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (Stripe-owned)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less suited to complex global enterprise tax. Best for: Scaling e-commerce and SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|Anrok", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Software companies with complex subscription billing."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|deepseek-small|Zamp", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Growth-stage SaaS and e-commerce teams that want sales tax fully handled"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|google-small|Vertex (Vertex O Series)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is the industry heavyweight for complex corporate structures."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|google-small|Avalara (Avalara AvaTax / Avalara Platform)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (Avalara AvaTax / Avalara Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara has the largest pre-built integration ecosystem in the industry"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|google-small|Sovos (Sovos Compliance Cloud)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos (Sovos Compliance Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos is uniquely positioned to handle both the tax calculation and the mandatory e-invoicing compliance."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|google-small|Thomson Reuters ONESOURCE (Indirect Tax)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE (Indirect Tax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ONESOURCE is heavily favored by Fortune 500 tax directors"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|google-small|Anrok", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you run on Stripe or subscription billing, Anrok is the optimal fit."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|meta-small|Avalara AvaTax", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara AvaTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Avalara AvaTax is best for automated tax calculation and filing at scale"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|meta-small|Vertex O Series", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex O Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex O Series is best for enterprise-grade indirect tax management"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|meta-small|Sovos", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sovos is a global compliance platform that consolidates compliance programs"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|Avalara", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises needing broad integration catalog and managed filings"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|Vertex", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vertex if you have deep ERP systems (SAP/Oracle) and global operations"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|Sovos", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sovos if you need hands-on managed services and strong international VAT support"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|TaxJar", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose TaxJar if you're mid-market with e-commerce focus"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|Anrok", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Anrok if you're a SaaS company"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|minimax-small|Zamp", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Zamp if you want fully outsourced compliance management"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|mistral-small|Vertex", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex excels in ERP integration and global indirect tax management, making it ideal for large, multinational corporations with complex operations."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|mistral-small|Avalara", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall for global enterprises due to its vast integration ecosystem and comprehensive tax content."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|mistral-small|Fonoa", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for global digital businesses needing AI-powered, end-to-end tax automation."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|mistral-small|Anrok", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tailored for SaaS and digital products, with strong support for subscription billing and complex tax scenarios."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|moonshot-small|Avalara", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Avalara** 🏆\n**Best for:** Large enterprises with complex ERPs; broadest market coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|moonshot-small|Vertex", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Differentiator:** The gold standard for **manufacturing, telecom, and financial services**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|moonshot-small|Sovos", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Leading solution for e-invoicing mandates**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for organizations wanting one vendor for all tax functions."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|openai-small|Avalara", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is often the best “all-in-one automation” option if you want tax calculation plus filing plus broad commerce/ERP coverage."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|openai-small|Vertex", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex** if you are an ERP-heavy enterprise with complex governance and integration requirements."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|openai-small|Sovos", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Sovos** if compliance operations, filing, and managed services matter most."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|openai-small|TaxJar", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "popular for SMBs, but it is generally **not** the first choice for complex enterprise tax operations"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|xai-small|Avalara", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade sales tax tools ... are Avalara, Vertex, Sovos, and Thomson Reuters ONESOURCE."}, {"id": "mai-20260917-1752-baseline-2|c231-l3|xai-small|Vertex", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Deep ERP embedding; global indirect tax (sales/use, VAT/GST)"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|xai-small|Sovos", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Multinational enterprises needing e-invoicing/SAF-T compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|xai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ultra-enterprise with direct + indirect tax needs"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|zai-small|Avalara", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Omnichannel e-commerce, SaaS, or mid-market with diverse integrations | **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|zai-small|Vertex", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Manufacturing, telecom, or heavily regulated industries with complex tax rules | **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Large enterprises with M&A activity, corporate tax integration, or SAP/Oracle focus | **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|zai-small|Quadient Taxware", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quadient Taxware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global corporations needing VAT/GST compliance across 150+ countries | **Quadient Taxware**"}, {"id": "mai-20260917-1752-baseline-2|c231-l3|zai-small|Fonoa", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global e-commerce/SaaS expanding quickly, wanting AI-driven autonomous compliance | **Fonoa**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Taxwire", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Taxwire (Flat-Fee Managed Service)"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Vertex", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Vertex (Enterprise-Grade with Negotiated Caps)"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Avalara", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Avalara (Modular, Potentially Capped via Enterprise Agreement)"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Stripe Tax", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Options to Approach with Caution *   **Stripe Tax / TaxJar:** ... costs can spiral unpredictably"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|TaxJar", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "their pricing is **usage-based** (per transaction/API call)"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Prophit.ai", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Prophit.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may lack the depth, global reach, or ERP integration required by very large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|alibaba-small|Sphere", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may lack the depth, global reach, or ERP integration required by very large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|anthropic-small|Sphere", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sphere", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sphere's flat-rate model would likely be the most cost-effective** and easiest to budget for"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|anthropic-small|Vertex", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex remains the traditional choice** if you need extensive ERP integration and are willing to manage custom licensing costs."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|anthropic-small|Avalara", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vertex and Avalara require custom quotes, making budgeting less predictable upfront"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|challenger-small|TaxWire", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxWire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for predictable cost:** **TaxWire** — flat annual pricing and full-lifecycle compliance[5]"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|challenger-small|Avalara", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is the most commonly recommended overall enterprise option, but its pricing is described as **custom/volume-based** and therefore less predictable at scale"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|challenger-small|Vertex", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it likewise uses **custom pricing**, so it is not the best choice if “predictable total cost” is the deciding factor"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|deepseek-small|Avalara", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent complaint: expensive and **annual price increases** that are hard to predict"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|deepseek-small|Vertex", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex** are the industry standards, but budget for volume-based pricing and potential annual escalations"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|deepseek-small|Sovos", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for global VAT/e-invoicing, information reporting, and specialized verticals."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|deepseek-small|Zamp", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zamp** is the best fit — flat, all-inclusive pricing with no transaction-volume surprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Vertex (Vertex O Series)", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you run SAP or Oracle ERPs:** Choose **Vertex**. Their custom enterprise contracts are highly predictable, support unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Sovos", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar to Vertex, Sovos is designed for Fortune 500 companies that need robust global tax determination"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Galvix", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Evaluate **Kintsugi** or **Galvix**. They offer flat, per-return pricing with unlimited user seats"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Kintsugi", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate **Kintsugi** or **Galvix**. They offer flat, per-return pricing with unlimited user seats"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Avalara", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why You Should Avoid \"Variable SaaS\" Platforms (Like Avalara AvaTax)"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|google-small|Anrok", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "often transition larger companies to a percentage-of-revenue pricing model. If your top-line revenue doubles, your sales tax software bill doubles"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|meta-small|Vertex", "prompt": "c231-l4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a large company that needs predictable total cost across thousands of users is Vertex."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|minimax-small|Prophet.ai", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Prophet.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Note**: Not designed for thousands of users - limited to small teams"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|minimax-small|Taxwire", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Best for Mid-Market with Predictable Flat Fee) ... No transaction-volume surprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|minimax-small|Avalara", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "(Enterprise Leader) ... Most established enterprise solution"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|minimax-small|Vertex", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(For Large Enterprises) ... Enterprise-scale with deep configurability"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|mistral-small|Vertex", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertex** is best for large, global enterprises needing predictable, scalable pricing and deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|mistral-small|Avalara", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is a strong alternative, especially if your company is already embedded in its ecosystem, but requires careful contract negotiation"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Avalara", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Transaction-based brackets + per-module fees | Costs rise with volume; overage charges"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Vertex", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** with custom unlimited-user enterprise terms"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Sovos", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Transaction volume + jurisdictions + modules ($15K–$500K+) | Modular consumption-based model"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Stripe Tax", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "0.5% per transaction or subscription tiers | Revenue-proportional or tier overages"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Numeral", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**1. Numeral** (Most Predictable) - **Flat annual pricing**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Worth evaluating for **seat-based or site-license pricing**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|openai-small|Vertex", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for large enterprise + predictable cost:** **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|openai-small|Sovos", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then compare it against **Sovos** and **Zamp**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|openai-small|Zamp", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want managed-service predictability:** **Zamp**"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|openai-small|Avalara", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing is generally **custom/usage-based** ... That makes total cost harder to predict"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|xai-small|Vertex", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertex** stands out as the strongest option for a large enterprise needing sales tax compliance software with predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|xai-small|Avalara", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unpredictable for high-volume growth."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|xai-small|Sovos", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Complex add-ons inflate costs."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|xai-small|Taxwire", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Taxwire for simpler flat-fee managed compliance (quick setup, audit defense included), but verify scalability for your user base."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|xai-small|TaxJar/Anrok", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar/Anrok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Not built for thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|Prophit.ai", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Prophit.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prophit.ai is the strongest choice for a large enterprise with thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|Avalara", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You already have a deep integration stack with Avalara | Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|Vertex", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need multi-country indirect-tax expertise | Vertex or Thomson Reuters ONESOURCE"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|TaxJar", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You have a very small footprint (e.g., one-state operation) | TaxJar or DAVO"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|DAVO", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "DAVO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "limited to basic features and may not scale to thousands of users without add-ons"}, {"id": "mai-20260917-1752-baseline-2|c231-l4|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These platforms specialize in global indirect tax and can handle cross-border scenarios beyond the US."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|anthropic-small|Avalara", "prompt": "c231-l5", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Avalara rates 3.9-stars with 483 reviews from large-scale companies"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|anthropic-small|Vertex", "prompt": "c231-l5", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex rates 4.2-stars with 219 reviews"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|anthropic-small|DAVO Sales Tax", "prompt": "c231-l5", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "DAVO Sales Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "DAVO Sales Tax and LOVAT both rate 4.9-stars with reviews from large companies"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|anthropic-small|LOVAT", "prompt": "c231-l5", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "LOVAT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "DAVO Sales Tax and LOVAT both rate 4.9-stars with reviews from large companies"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|challenger-small|Avalara", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the vendors most commonly positioned for enterprise use in the results are **Avalara**, **Vertex**, and **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|challenger-small|Vertex", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex around enterprise ERP depth"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ONESOURCE around complex, multi-domain tax operations"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|deepseek-small|Vertex", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Vertex** — strongest for large, complex enterprises on major ERPs (SAP, Oracle, NetSuite); deep industry-specific rules."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|deepseek-small|Avalara", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "huge native integration library and managed services; broad global coverage; strong for mixed tech stacks"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|deepseek-small|Thomson Reuters (ONESOURCE)", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters (ONESOURCE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong end-to-end enterprise indirect tax platform"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|deepseek-small|Sovos", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solid enterprise/SaaS focus with strong compliance back-end"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|deepseek-small|TaxJar", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Smaller \"plug-in\" tools like TaxJar are generally a poor fit at your scale (US-only, SMB pricing tiers, fewer enterprise security controls)."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|google-small|Vertex", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Vertex or Sovos:** Best if your core systems are dominated by legacy, on-premise, or highly customized enterprise ERPs (like SAP or Oracle)."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|google-small|Sovos", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex or Sovos:** Best if your core systems are dominated by legacy, on-premise, or highly customized enterprise ERPs"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|google-small|Avalara", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Best for general, diverse business models, but watch pricing complexity and customer support reviews."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|google-small|Anrok", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Anrok:** The gold standard if your 5,000-person enterprise is primarily a SaaS, software, or digital product business."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|meta-small|Avalara", "prompt": "c231-l5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara: Offers a comprehensive, integrated solution for calculation, filing, and remittance, with enterprise-grade security and compliance features."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|meta-small|Vertex", "prompt": "c231-l5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex: An enterprise-grade indirect tax solution trusted by large, complex global corporations."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|minimax-small|Avalara", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** appears as a leading option with SOC 2 Type II, ISO 27001, SSO, and enterprise-grade features"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|minimax-small|BoomTax", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "BoomTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoomTax** is another option with SOC 2 Type II and SSO support."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|Avalara", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider these leading sales tax compliance vendors (all SOC 2 compliant, with SSO and enterprise features):\n- **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|Vertex", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|Sovos", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|TaxJar", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **TaxJar** (now part of Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|Exactor", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Exactor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Exactor** (by Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|mistral-small|ONESOURCE (Thomson Reuters)", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **ONESOURCE (Thomson Reuters)**"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|moonshot-small|Avalara", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Avalara has the broadest integrations but can have service issues"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|moonshot-small|Vertex", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex tends to win on accuracy and support but costs more"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|moonshot-small|Sovos", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos excels internationally"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|openai-small|Avalara", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "send to Avalara, Vertex, Sovos, TaxJar, etc."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|openai-small|Vertex", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "send to Avalara, Vertex, Sovos, TaxJar, etc."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|openai-small|Sovos", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "send to Avalara, Vertex, Sovos, TaxJar, etc."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|openai-small|TaxJar", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "send to Avalara, Vertex, Sovos, TaxJar, etc."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|Avalara", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "*Avalara explicitly lists SOC 2 Type II + ISO 27001 + SSO.*"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|Vertex", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Vertex excels in SAP/Oracle; Avalara in broad ecosystem.*"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|TaxJar", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players like **Avalara**, **Vertex**, **TaxJar**, **Sovos**, and **Zamp** frequently appear in enterprise reviews"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|Sovos", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Shortlist (1 week):** RFP to Avalara, Vertex, Sovos, TaxValet/Zamp."}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|Zamp", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "RFP to Avalara, Vertex, Sovos, TaxValet/Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-l5|xai-small|TaxValet", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "RFP to Avalara, Vertex, Sovos, TaxValet/Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Numeral", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid/Caution:** **Numeral**, **Kintsugi**, **TaxCloud**, **Lovat**."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Kintsugi", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to Avoid/Caution:** **Numeral**, **Kintsugi**, **TaxCloud**, **Lovat**."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|TaxCloud", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to Avoid/Caution:** **Numeral**, **Kintsugi**, **TaxCloud**, **Lovat**."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Lovat", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Lovat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools to Avoid/Caution:** **Numeral**, **Kintsugi**, **TaxCloud**, **Lovat**."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|TaxJar (Stripe Tax)", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe Tax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tools to Caution:** **TaxJar (Stripe Tax)**, basic configurations of **Avalara**."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Avalara", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "basic configurations of **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|QuickBooks", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Tools to Avoid:** Generic **QuickBooks** add-ons or **Shopify's** native tax defaults."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Shopify", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Tools to Avoid:** Generic **QuickBooks** add-ons or **Shopify's** native tax defaults."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Vertex", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Tools to Caution:** Older versions of **Vertex** or legacy **Thomson Reuters ONESOURCE** instances hosted locally."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "legacy **Thomson Reuters ONESOURCE** instances hosted locally"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|anthropic-small|Kintsugi", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Kintsugi and Numeral sales tax pitch simplicity, but their pricing models create surprises as you scale"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|anthropic-small|Numeral", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Numeral's reported filing reliability issues are a concern... Numeral lacks depth for SaaS and technology businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|TaxJar", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**SMB-focused tools** such as **TaxJar, Kintsugi, TaxCloud, and Anrok** may be a poor fit if your enterprise needs deep ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Kintsugi", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**SMB-focused tools** such as **TaxJar, Kintsugi, TaxCloud, and Anrok** may be a poor fit"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|TaxCloud", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**SMB-focused tools** such as **TaxJar, Kintsugi, TaxCloud, and Anrok** may be a poor fit"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Anrok", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Anrok is described as focused on digital and hybrid businesses rather than companies primarily selling physical goods"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Avalara", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the sources still flag **Avalara** as potentially **expensive** and sometimes **overbuilt**"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Vertex", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The enterprise-grade tools most consistently recommended for large organizations are **Avalara, Vertex, Sovos, Thomson Reuters ONESOURCE, and Wolters Kluwer/CCH**"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Sovos", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-grade tools most consistently recommended for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "enterprise-grade tools most consistently recommended for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|challenger-small|Wolters Kluwer/CCH", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "enterprise-grade tools most consistently recommended for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|TaxJar (Stripe Tax)", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe Tax)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: TaxJar is explicitly designed for e-commerce SMBs."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|TaxCloud", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: While strong for mid-market US e-commerce, it is US-centric and lacks the international VAT/GST depth"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Anrok", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: These are modern tools designed for digital/SaaS businesses and start-ups."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Lappa", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Lappa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Anrok / Lappa / Fonoa: Why to avoid: These are modern tools designed for digital/SaaS businesses and start-ups."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Fonoa", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Fonoa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Anrok / Lappa / Fonoa: Why to avoid: ... lack the heavy-duty determinative logic"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Avalara (AvaTax)", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Caution: It is the market leader with 1,400+ integrations, but it is not a plug-and-play tool."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Sovos", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Long, painful implementation (3–6 months minimum) and a \"clunky\" architecture with fragmented portals."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|deepseek-small|Thomson Reuters ONESOURCE Indirect Tax", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE Indirect Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "it is costly, requires significant professional services for setup, and has lower user satisfaction scores (3.8/5 G2)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|TaxJar (by Stripe)", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (by Stripe)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB and Mid-Market Tools (Avoid for Core Enterprise Infrastructure) ... Examples: TaxJar (by Stripe)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Stripe Tax", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid for Core Enterprise Infrastructure) ... TaxJar (by Stripe), Stripe Tax, Quaderno, TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Quaderno", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples: TaxJar (by Stripe), Stripe Tax, Quaderno, TaxCloud. Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|TaxCloud", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples: TaxJar (by Stripe), Stripe Tax, Quaderno, TaxCloud. Why to avoid them"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Avalara (AvaTax)", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Legacy Enterprise Giants (Approach with Extreme Caution) ... Platforms like Avalara are heavily criticized for \"bait-and-switch\" pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Vertex", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Deploying systems like Vertex or Sovos often requires specialized third-party system integrators"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Sovos", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Deploying systems like Vertex or Sovos often requires specialized third-party system integrators"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy Enterprise Giants (Approach with Extreme Caution) ... Thomson Reuters ONESOURCE"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Anrok", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pure-Play SaaS and Digital-Only Tools (Avoid if you have a hybrid or physical footprint) ... Anrok, Sphere"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Sphere", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sphere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why to be cautious: These platforms are highly optimized... However, they are a poor fit if your enterprise has any physical product lines"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Paddle", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Paddle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Merchant of Record (MoR) Models (Avoid at Enterprise Scale) ... Paddle, Lemon Squeezy"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|google-small|Lemon Squeezy", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Lemon Squeezy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Merchant of Record (MoR) Models (Avoid at Enterprise Scale) ... Paddle, Lemon Squeezy"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|meta-small|Avalara", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara: has been criticized for its limited support responsiveness"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|meta-small|Vertex", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Vertex: has a complex implementation process and may not be suitable for businesses with simple tax requirements"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|meta-small|Sovos", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Sovos: is geared towards large global corporations and may be too complex for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|meta-small|Wolters Kluwer/CCH", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the following sales tax tools are mentioned as being suitable for large enterprises: * Avalara * Vertex * Sovos * Wolters Kluwer/CCH"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|minimax-small|TaxJar", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TaxJar is frequently mentioned as being better suited for e-commerce brands and marketplace sellers rather than large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|minimax-small|Avalara", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look for platforms with proven enterprise track records (like Avalara, Vertex, or Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|minimax-small|Vertex", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for platforms with proven enterprise track records (like Avalara, Vertex, or Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|minimax-small|Sovos", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for platforms with proven enterprise track records (like Avalara, Vertex, or Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|mistral-small|Avalara", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "while Avalara and Vertex are robust, they can be \"bloated and overpriced\" for smaller sellers and may require significant resources to manage effectively"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|mistral-small|Vertex", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "while Avalara and Vertex are robust, they can be \"bloated and overpriced\" for smaller sellers"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|mistral-small|Sovos", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Avalara and Sovos are often cited for broader global coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|TaxJar (Stripe Tax)", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe Tax)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid**: Designed for small marketplace sellers, not enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Quaderno", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid**: Built for SMB ecommerce, not large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|QuickBooks/TurboTax Sales Tax Features", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks/TurboTax Sales Tax Features", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid**: These are income tax preparation tools, not comprehensive sales tax automation platforms"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Avalara", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools to **Be Cautious About** ... Avalara ... High cost with custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Vertex", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires substantial internal tax and IT resources ... Multi-month implementation process"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|TaxCloud", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reporting features better suited for mid-market than large global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Lower user satisfaction scores (3.8/5 vs competitors)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|CCH SureTax", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "CCH SureTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lower ratings (7.9/10) compared to top competitors"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Sovos", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "While rated well, it's positioned for mid-market to enterprise ... Service dependency creates risk"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Anrok", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Consider evaluating **next-generation platforms** like **Anrok** (SaaS-specific)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|moonshot-small|Fonoa", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fonoa** (AI-driven global platform) as alternatives to legacy providers"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|openai-small|ONESOURCE IDT Determination Original", "prompt": "c231-l6", "model": "openai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "ONESOURCE IDT Determination Original", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Thomson Reuters announced that **ONESOURCE IDT Determination Original** will be retired effective **July 1, 2026**, and warns customers to migrate to avoid an unsupported platform."}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|SAP", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "ERP Native Sales Tax Tools (e.g., built-in features in SAP, Oracle, NetSuite) - Why avoid/caution? ... lack scalability for multi-state/global operations"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Oracle", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "ERP Native Sales Tax Tools (e.g., built-in features in SAP, Oracle, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|NetSuite", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ERP Native Sales Tax Tools (e.g., built-in features in SAP, Oracle, NetSuite)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Avalara", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avalara draws complaints for slow support (2+ months for issues), integration breaks, and post-acquisition declines"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|TaxJar", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "SMB-Focused Tools (e.g., TaxJar, Quaderno for non-SaaS) - Built for small/mid-market with limited jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Quaderno", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SMB-Focused Tools (e.g., TaxJar, Quaderno for non-SaaS)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Vertex", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize: Vertex/Sovos (ERP depth, accuracy; G2 4.2/5)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Sovos", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Prioritize: Vertex/Sovos (ERP depth, accuracy; G2 4.2/5)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|TaxValet", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "managed services (TaxValet/Zamp/Galvix with human review)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Zamp", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "managed services (TaxValet/Zamp/Galvix with human review)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Galvix", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "managed services (TaxValet/Zamp/Galvix with human review)"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|TaxConnex", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxConnex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "TaxValet, Leyton, and TaxConnex warn of \"silent failures\" in remittances"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|xai-small|Thomson Reuters", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Leyton/Thomson Reuters highlight compatibility delays"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|zai-small|Avalara", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While established players (like early versions of Avalara or Vertex) have longevity, very old platforms may lack the agility to handle modern complexities"}, {"id": "mai-20260917-1752-baseline-2|c231-l6|zai-small|Vertex", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While established players (like early versions of Avalara or Vertex) have longevity, very old platforms may lack the agility to handle modern complexities"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|alibaba-small|Avalara", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara is arguably the market leader in automated tax compliance... If you sell Physical Goods (Durable Consumer Products): Choose **Avalara**."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|alibaba-small|Vertex", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are a Hybrid Company (SaaS + Hardware): Choose **Vertex**."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|alibaba-small|Waystar", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Waystar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you sell Software/SaaS (High Volume): Choose **Waystar** or **MetaTax**."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|alibaba-small|Sovos", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies worried about regulatory changes and global expansion."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|alibaba-small|MetaTax", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "MetaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Waystar** or **MetaTax**. The focus on digital service regulation and W-form management is critical here."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|anthropic-small|Taxwire", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Taxwire** - Best for B2B specifically"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|anthropic-small|Anrok", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Anrok** - Best for SaaS/subscription B2B"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|anthropic-small|Avalara", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Avalara** - Broadest option"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|challenger-small|TaxWire", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxWire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxWire** is the strongest overall pick if you want the most hands-off approach"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|challenger-small|Avalara", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** is the best software-first option for broader tax coverage and enterprise-ready scale"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|challenger-small|Anrok", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Anrok** is also a strong contender because it is specifically positioned for modern software, SaaS"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|challenger-small|TaxJar", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a simpler sales-tax tool and lower operational burden"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|challenger-small|TaxCloud", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if you are more ecommerce-leaning or want a cost-effective mid-market option with SST filing benefits"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|deepseek-small|Avalara", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is the most proven, well-rounded default choice"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|deepseek-small|Zamp", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zamp** is the best option if you want to fully outsource compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|deepseek-small|Vertex", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vertex** is best if you run a complex ERP (Oracle/SAP) environment"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|deepseek-small|Sovos", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sovos \\u2014 Best for governance/audit-readiness**"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|deepseek-small|TaxJar (Stripe)", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "US-focused only; less suited to complex B2B multi-state/cross-border footprints."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|google-small|Anrok", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company sells software, subscriptions, or digital services, Anrok is widely considered the modern gold standard."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|google-small|Avalara (with CertCapture)", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (with CertCapture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B business deals with tangible property, physical supply chains, or manufacturing, Avalara remains the industry heavyweight."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|google-small|Taxwire", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-market companies ($20M to $250M in revenue) that do not have a dedicated, in-house corporate tax team, Taxwire provides a unique \"hybrid\" solution."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|google-small|Vertex", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vertex is the preferred enterprise option ... Limitation: Highly complex, expensive, and overkill for a standard lower-to-mid-market company."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Taxwire", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a mid-market B2B company is Taxwire"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Prophit.ai", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Avalara", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Vertex", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Anrok", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Stripe Tax", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|TaxCloud", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|meta-small|Zamp", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Taxwire", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Taxwire** is frequently mentioned as a top-rated option specifically for mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|TaxJar", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "often referred to as the \"Mid-Market Favorite\" and is well-suited for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Avalara", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended for companies needing broad integrations and managed filings"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Zamp", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "offers a managed service approach, which can be helpful for companies that want hands-off tax compliance management"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Vertex", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if you have SAP/Oracle enterprise systems"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Anrok", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for pure SaaS requirements"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|minimax-small|Prophit", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers combined sales/use tax and certificate management at flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|mistral-small|Avalara (AvaTax)", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need broad, multi-jurisdiction compliance with strong ERP integrations, choose **Avalara**."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|mistral-small|TaxJar", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is a top pick."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|mistral-small|Vertex", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For very complex tax determination or enterprise-scale operations, **Vertex** is the leader."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|moonshot-small|Avalara", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Avalara** offers the best balance of functionality, integrations, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|moonshot-small|TaxJar", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|moonshot-small|Vertex", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Custom enterprise pricing; may be overkill for simpler mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|moonshot-small|Anrok", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SaaS/Subscription B2B"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|openai-small|Avalara", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Avalara** if you want the strongest all-around fit"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|openai-small|Vertex", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** is often the stronger pick... if you have **more complex indirect tax needs**"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|openai-small|Thomson Reuters ONESOURCE", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Thomson Reuters ONESOURCE or Sovos if your tax footprint is especially broad"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|openai-small|Sovos", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Thomson Reuters ONESOURCE or Sovos if your tax footprint is especially broad"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|xai-small|Avalara", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara stands out as the top recommendation for most mid-market B2B setups"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|xai-small|Vertex", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex wins on ratings if you're ERP-centric"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|xai-small|TaxJar", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpler B2B with e-comm elements ... Less robust for pure B2B exemptions"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|xai-small|TaxCloud", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cost-conscious US-focused B2B | 4.5 | $19/mo+"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|xai-small|Zamp/Taxwire", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp/Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fully managed B2B (exemptions, audits) ... Newer/less proven at scale"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Taxwire", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Taxwire** is widely regarded as the top choice in 2026"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Avalara", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is the best alternative if you need a **robust integration ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Anrok", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **SaaS or recurring\\u2011revenue businesses**, **Anrok** is the best fit."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Stripe Tax", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stripe Tax** offers the lowest\\u2011code option"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Vertex", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vertex** remains the go\\u2011to for the most complex, enterprise\\u2011grade indirect\\u2011tax requirements"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|TaxJar", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A **low\\u2011cost, entry\\u2011level** choice for B2B ecommerce brands that don\\u2019t need full\\u2011service support."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Quaderno", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great for companies that need **strong EU/UK/VAT support** but are smaller in scale."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Numeral", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ideal if you want **pay\\u2011as\\u2011you\\u2011go filing** without a large upfront commitment."}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Zamp", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Taxwire** (or Zamp if you prefer fully outsourced)"}, {"id": "mai-20260917-1752-baseline-2|c231-m1|zai-small|Quadient", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Less common for mid\\u2011market B2B, but worth mentioning"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|alibaba-small|Avalara", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Automation & Integration: **Avalara**\nAvalara is the industry standard for mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|alibaba-small|Zamp", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Set and Forget\" Peace of Mind: **Zamp**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|alibaba-small|TaxJar", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Modern Tech Stacks & Ease of Use: **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|anthropic-small|Vertex", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common options that mid-sized companies evaluate include Vertex, TaxJar, Avalara, and similar platforms"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|anthropic-small|TaxJar", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common options that mid-sized companies evaluate include Vertex, TaxJar, Avalara, and similar platforms"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|anthropic-small|Avalara", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common options that mid-sized companies evaluate include Vertex, TaxJar, Avalara, and similar platforms"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|challenger-small|Taxwire", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Taxwire** if you want a **full-service sales tax calculation and filing tool** with the least operational burden"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|challenger-small|Avalara", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is the broadest enterprise-grade alternative for mid-market companies with complex, multi-system tax needs"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|challenger-small|Zamp", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you are B2B wholesale specifically:** **Zamp**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|deepseek-small|Avalara (AvaTax)", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara (AvaTax)** is the tool I'd most strongly recommend"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|deepseek-small|Vertex", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Typically heavier/custom pricing — consider only if you have genuinely complex manufacturing or multi-jurisdiction needs."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|deepseek-small|TaxJar", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Developer-friendly and transparently priced... Weaker on the exemption-certificate-heavy B2B use case."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|deepseek-small|Anrok", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Less ideal for traditional product/wholesale B2B."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for most mid-sized firms."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Anrok", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company sells software, subscriptions, or digital products, **Anrok** is widely considered the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Avalara (with CertCapture)", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (with CertCapture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Traditional B2B (Physical Goods, Manufacturing, Wholesalers): **Avalara (with CertCapture)**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Taxwire", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated specifically for mid-market B2B companies ... pair a real-time tax calculation engine ... with an in-house team of tax professionals"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Zamp", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another highly rated \"white-glove\" option."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Vertex", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you need a tool with an airtight NetSuite connector (Avalara, Vertex, Anrok)"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Prophit.ai", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Prophit.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(Avalara and Prophit.ai excel here)"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|Stripe Tax", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a modern API-driven tool like Anrok or Stripe Tax is a smoother fit"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|google-small|TaxJar", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Software-only tools (like standard TaxJar or Avalara) leave it to your team to read, research, and reply to these notices."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|meta-small|Avalara", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Avalara: Best for automated tax calculation and filing at scale."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|meta-small|Taxwire", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top-rated sales tax compliance platform for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|meta-small|Zamp", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully managed service with exemption certificate management, registrations, filings, audit support"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|meta-small|CCH SureTax Returns", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax Returns", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A software solution designed to automate sales and use tax (SUT) returns"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|minimax-small|Avalara AvaTax", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Avalara AvaTax** if budget allows"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|minimax-small|Sovos", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Sovos** if cost is a major concern"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|minimax-small|TaxJar", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, less suitable for complex B2B scenarios"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|mistral-small|Avalara", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** and **Taxwire** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|mistral-small|Taxwire", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Specifically highlighted as the top-rated platform for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|mistral-small|Vertex", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for larger enterprises or those already using SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|mistral-small|Kintsugi", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in SaaS, **Kintsugi** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|mistral-small|Zamp", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a managed service approach, which can be ideal for companies that prefer a hands-off, fully outsourced solution."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|moonshot-small|Anrok", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Anrok** if you're in SaaS/subscriptions due to its specialized handling of recurring revenue"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|moonshot-small|Avalara", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a more complex tech stack or mixed business model, **Avalara** provides the most comprehensive coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|moonshot-small|TaxJar", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar** (now Stripe Tax) - Best for Cost-Conscious Companies"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|openai-small|Avalara", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Avalara** as the strongest default choice for **sales tax calculation plus filing**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|openai-small|TaxJar", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is the main alternative worth considering"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|openai-small|Vertex", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vertex or Sovos** if you're already very enterprise-heavy"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|openai-small|Sovos", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vertex or Sovos** if you're already very enterprise-heavy"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|xai-small|Avalara", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Avalara as the top sales tax calculation and filing tool"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|xai-small|Vertex", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-leaning; overkill/pricey for most mid-sized unless high-volume."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|xai-small|TaxJar", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Affordable, dev-friendly API; less robust for pure B2B exemptions/ERP."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|xai-small|Taxwire", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good if you want hands-off, but less proven integrations"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|xai-small|Anrok", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If SaaS-heavy, peek at Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|Taxwire", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Taxwire**"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|Avalara", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Avalara if: you need deep ERP/e-commerce integrations and plan to scale globally."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|Zamp", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Zamp or CCH SureTax if: your focus is on B2B wholesale/distribution"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|CCH SureTax", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Zamp or CCH SureTax if: your focus is on B2B wholesale/distribution"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|TaxJar", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose TaxJar if: your sales are primarily e-commerce with lighter compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|Vertex", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise & complex global operations | Enterprise-grade indirect tax management; heavy customization"}, {"id": "mai-20260917-1752-baseline-2|c231-m2|zai-small|TaxCloud", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market U.S. ecommerce | SST CSP — free filing in 24 states"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|TaxJar", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose TaxJar** if you run a standard online store (Shopify/WooCommerce) and want simplicity."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Avalara", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Avalara** if you are a large enterprise needing deep ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Anrok", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Anrok** if you are a tech company needing custom tax logic for subscriptions."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Galvix", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Galvix** if you have a finance team that wants expert human review and hands-off filing without enterprise-level costs."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Sovos", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sovos leans towards mid-market to enterprise"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Stripe Tax", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you process all payments through Stripe, using Stripe Tax reduces setup friction."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|QuickBooks", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Business-User Friendly (TaxJar, QuickBooks):** These prioritize dashboards and plugins."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Zoho Books", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Domestic Focused (TaxJar, Zoho Books):** Primarily designed for US Sales and Use Tax."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|alibaba-small|Vertex", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Global Focused (Avalara, Vertex, Sovos):**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|Kintsugi", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Kintsugi positions itself as an end-to-end solution handling everything from registration to filing"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|Avalara", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Avalara is the legacy heavyweight, with its AvaTax product covering everything from rate calculations to registrations"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|TaxJar", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TaxJar, QuickBooks Sales Tax, and Zamp focus on e-commerce with simple setup and affordable pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|Stripe Tax", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Stripe Tax targets SaaS and digital businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|QuickBooks Sales Tax", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TaxJar, QuickBooks Sales Tax, and Zamp focus on e-commerce"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|Zamp", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zamp acts more like a bridge between software and a managed service provider"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|anthropic-small|TaxCloud", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "TaxCloud is often seen as a good fit for small to mid-sized retailers"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Avalara", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Avalara** or **Vertex** for **enterprise complexity**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Vertex", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Avalara** or **Vertex** for **enterprise complexity**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|TaxJar", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **TaxJar** or **TaxCloud** for **e-commerce and simpler US filing**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|TaxCloud", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TaxJar** or **TaxCloud** for **e-commerce and simpler US filing**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Stripe Tax", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Stripe Tax** if you are already built around **Stripe**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Anrok", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Anrok** for **SaaS revenue/compliance**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Quaderno", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Quaderno** if you need **invoicing plus global VAT/GST**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Sovos", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong compliance orientation for businesses needing broader tax management"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Fonoa", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Positioned around global indirect-tax automation across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|challenger-small|Numeral", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Appears more SMB-oriented in comparison lists"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Avalara", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** — Best overall / enterprise"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Vertex", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large/global enterprises ... Most powerful for the highest end of the market but expensive and complex."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|TaxJar", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small US e-commerce sellers** on a budget → **TaxJar** or **TaxCloud**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Anrok", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SaaS/subscription businesses** → **Anrok** (billing-native)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Sovos", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for growing businesses & compliance suites"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Stripe Tax", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Already on payments like Stripe** → **Stripe Tax** for zero-setup integration."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Zoho Books", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Small businesses wanting accounting + tax in one** → **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Quaderno", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global businesses & SaaS; $49/mo"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|TaxCloud", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Budget US e-commerce; from $19/mo (free plan available)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Kintsugi", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Early-stage startups; pay-per-filing models"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Numeral", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Early-stage startups; pay-per-filing models"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|ONESOURCE (Thomson Reuters)", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Large enterprises on SAP/Oracle/NetSuite with global operations → **Vertex** or **ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|deepseek-small|Zamp", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Zamp** (managed service)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|Avalara", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Avalara** or **Vertex** if you are a massive business using a major ERP"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|Anrok", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Anrok** if you are a fast-growing SaaS business with a complex billing stack"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|Paddle", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Paddle** if you are a SaaS founder who wants zero tax headaches"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|Lemon Squeezy", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Lemon Squeezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Merchant of Record (Paddle, Lemon Squeezy):** These platforms act as resellers."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|Vertex", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Avalara** or **Vertex** if you are a massive business using a major ERP"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|TaxJar", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **TaxCloud** or **TaxJar** if you run a standard Shopify or e-commerce store"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|google-small|TaxCloud", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **TaxCloud** or **TaxJar** if you run a standard Shopify or e-commerce store"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Quaderno", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Avalara", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos..."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|TaxJar", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos..."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Vertex", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos..."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Sovos", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include ... Vertex, Sovos, QuickBooks Tax..."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|QuickBooks Tax", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Xero Tax", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Xero Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Stripe Tax", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|TaxCloud", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|meta-small|Sales Tax DataLINK", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sales Tax DataLINK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "QuickBooks Tax, Xero Tax, Stripe Tax, TaxCloud, and Sales Tax DataLINK"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Avalara", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mid-market**: Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Vertex", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Enterprise/multinational**: Vertex or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|TaxJar (Stripe)", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small e-commerce**: TaxJar or Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Stripe Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Small e-commerce**: TaxJar or Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|QuickBooks Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated with QuickBooks bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Quaderno", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SaaS subscriptions**: Anrok or Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Anrok", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SaaS subscriptions**: Anrok or Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Sovos", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise/multinational**: Vertex or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|TaxCloud", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Budget-conscious US only**: TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Xero Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Xero Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Accounting software**: QuickBooks Tax, Xero Tax"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|minimax-small|Zamp", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Automated filing**: Avalara, TaxJar, Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Zamp", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zamp stands out as a managed service, while most others are software platforms."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Avalara", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Enterprise businesses with complex needs"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|TaxJar", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: US e-commerce businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Vertex", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Large enterprises using SAP, Oracle, or Dynamics"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Anrok", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: SaaS and tech companies"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Kintsugi", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: B2B SaaS and tech teams"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Numeral", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Businesses with complex state obligations"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|mistral-small|Sovos", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Businesses needing centralized tax compliance and regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|Avalara", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Avalara** if you need extensive ERP integrations, operate across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|TaxJar", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose TaxJar** if you're a growing e-commerce business or SaaS startup that values predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|Vertex", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Vertex** if you're a large enterprise with complex industry-specific tax requirements"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|TaxCloud", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose TaxCloud** if you're budget-conscious and primarily operate in the US"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|Anrok", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Anrok** specifically if you're a SaaS company with recurring revenue"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|moonshot-small|Stripe Tax", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Stripe Tax** | Stripe-native businesses | 0.5% per transaction | Native payment integration |"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|Avalara", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best enterprise/comprehensive:** Avalara"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|TaxJar", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best ecommerce specialist:** TaxJar"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|Stripe Tax", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you're already in Stripe:** Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|Vertex", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best enterprise ERP/global compliance:** Vertex or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|Sovos", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best enterprise ERP/global compliance:** Vertex or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|Shopify Tax", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Shopify Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Easiest / lightest:** Shopify Tax, basic WooCommerce tax features"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|openai-small|WooCommerce's tax options", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "WooCommerce's tax options", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Usually less powerful for advanced nexus, multi-channel, filing, exemption handling, or global tax needs"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Avalara", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Enterprise → Avalara/Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|TaxJar", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SMBs → TaxJar/TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Vertex", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large enterprises, ERPs"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Sovos", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global compliance, managed services"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|TaxCloud", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget SMBs, U.S. focus"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Anrok", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SaaS → Anrok/Stripe"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Stripe Tax", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Pure self-serve like Stripe Tax lacks robust support."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Galvix", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "niche players like Galvix/Kintsugi add human review/managed filing"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|xai-small|Kintsugi", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "niche players like Galvix/Kintsugi add human review/managed filing"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Avalara", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is the most broadly recognized all‑rounder with deep automation and integrations."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Vertex", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** wins for enterprises with complex ERP and global indirect tax needs."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|TaxJar", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar** leads for SMBs and e‑commerce sellers seeking simple, transparent pricing and AutoFile."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Anrok", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anrok** is tailored for SaaS and digital‑first businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Sovos", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sovos** and **Fonoa** excel at global compliance and AI‑driven automation."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|TaxCloud", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TaxCloud**, **Kintsugi**, and **Numeral** offer low‑cost options for smaller sellers or startups."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Kintsugi", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Kintsugi (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Numeral", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Pay‑per‑state model, no recurring fees"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Lovat", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Lovat", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**International seller needing VAT/GST** | Lovat, Fonoa, Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Fonoa", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Sovos** and **Fonoa** excel at global compliance and AI‑driven automation."}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Sphere", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Flat per‑state:** Sphere (≈$100/state/month)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|TaxValet", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Hands‑Off / Managed:** TaxValet (managed filing)"}, {"id": "mai-20260917-1752-baseline-2|c231-m3|zai-small|Stripe Tax", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Transaction‑based:** Stripe Tax (0.5% per transaction, noted in SwitchLabs guide)"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|alibaba-small|TaxCloud", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud is widely considered the most affordable solution for small-to-medium businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|alibaba-small|Taxero", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TaxCloud** and **Taxero** are generally the most cost-effective options in 2026"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|alibaba-small|TaxJar", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid TaxJar (as of now):** ... their recent 2026 price hikes ... make them a poor choice for companies with *strictly* limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|anthropic-small|TaxCloud", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud offers a cost-effective solution with automated sales tax filing and real-time calculations, making it ideal for businesses focused on affordability."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|anthropic-small|Kintsugi", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kintsugi and TaxCloud are worth a look for teams specifically looking for budget-friendly sales tax software for small business."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|anthropic-small|TaxJar", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing starts affordable for small businesses but includes limitations... has limitations as you grow"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|anthropic-small|Taxwire", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Taxwire provides affordable entry-level automation for those just starting to worry about sales tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|challenger-small|TaxCloud", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with a **limited budget**, the best choice is usually **TaxCloud**."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|challenger-small|TaxJar", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **TaxJar** if you can spend a bit more for a more polished e-commerce workflow"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|challenger-small|Zoho Books", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Zoho Books** if you want sales tax compliance bundled with accounting and invoicing in one system."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|TaxCloud", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: TaxCloud — TaxCloud is widely considered the best budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|Xero Tax", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other Strong Budget Alternatives | **Xero Tax** | ~$13/mo | Xero users"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|TaxJar", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar's starter plan (~$39/mo)** is another excellent, commonly recommended choice"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|QuickBooks Tax", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "QuickBooks Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Tax** | ~$25/mo | Existing QuickBooks users"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|Quaderno", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Quaderno** | ~$49/mo | Global/SaaS businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|Stripe Tax", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Stripe Tax** | ~$90/mo *or* 0.5%/transaction | Stripe-native businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|deepseek-small|Avalara", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "significantly undercutting Avalara and TaxJar at similar scale"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|google-small|TaxJar", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Historically, TaxJar was the go-to cheap option for small businesses, but recent price hikes—including doubling base rates to $39/month"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|google-small|TaxCloud", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TaxCloud: Best Overall for Businesses Selling in Multiple States"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|google-small|Quaderno", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quaderno: Best Flat-Rate Option for Multichannel & International Sellers"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|google-small|Stripe Tax", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stripe Tax: Best for Early-Stage Startups with Very Low Sales Volume"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|google-small|Numeral", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Numeral: Best Pay-Per-Filing Option for Low-State Footprints"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|meta-small|TaxCloud", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a company with a limited budget is TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|meta-small|Kintsugi", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|meta-small|TaxJar", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|meta-small|Zoho Books", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|meta-small|Quaderno", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options include Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|minimax-small|TaxCloud", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, I'd suggest starting with **TaxCloud**"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|minimax-small|TaxJar", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Usage-based pricing (typically $19-$99/month range) - Known for simplicity and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|minimax-small|Kintsugi", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another budget-friendly option for smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|minimax-small|Stripe Tax", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Near-zero setup, integrated directly into Stripe... cheapest option with minimal setup required"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|minimax-small|Shopify Tax", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built into Shopify stores - These trade breadth for low cost and minimal setup"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|mistral-small|TaxCloud", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a limited budget, **TaxCloud** and **Numeral** are often cited as the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|mistral-small|Numeral", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TaxCloud** and **Numeral** are often cited as the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|mistral-small|Avalara", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Comprehensive features, but can be more expensive"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|mistral-small|Quaderno", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need international support, **Quaderno** is a good choice."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|moonshot-small|TaxCloud", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** - Most Affordable Overall ... TaxCloud is consistently the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|moonshot-small|Zoho Books", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're just starting out** (under $50K revenue): **Zoho Books** (free plan)"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|moonshot-small|TaxJar", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While popular, TaxJar can get expensive quickly—adding team members or filings significantly increases costs"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|moonshot-small|Stripe Tax", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you already use Stripe:** **Stripe Tax** (no monthly commitment)"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|openai-small|TaxCloud", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the budget is tight, **TaxCloud** is usually the best starting point for sales tax compliance software"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|openai-small|TaxJar", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar Starter** is the next-best choice"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|openai-small|Avalara", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically a **custom-quote / higher-cost** option rather than a budget pick"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|xai-small|TaxCloud", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud stands out as one of the most affordable dedicated sales tax compliance software options"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|xai-small|Zoho Books", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**All-in-one accounting**: Zoho Books (truly free tier with solid tax tools)"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|xai-small|Stripe Tax (Basic)", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax (Basic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Transaction-based**: Stripe Tax if you're already on Stripe."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|xai-small|TaxJar", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "filing fees add up (more expensive than TaxCloud in most TCO comparisons)"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|xai-small|Shopify Tax", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Free calculations**; ~$75/filing | Shopify sellers | Built-in, no subscription."}, {"id": "mai-20260917-1752-baseline-2|c231-m4|zai-small|TaxCloud", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Budget Option: TaxCloud ... most affordable option on the market"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|zai-small|TaxJar", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for E-commerce (Shopify/Amazon): TaxJar ... remains the most robust tool for integrations"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|zai-small|Quaderno", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Digital Products: Quaderno ... is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c231-m4|zai-small|Stripe Tax", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you use Stripe: Stripe Tax ... You only pay for what you use."}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Avalara", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** | Mid-market SaaS/ecommerce; broad integrations; strong automation"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Vertex", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** | Enterprise/global; complex B2B taxability; SAP/ERP-centric"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|TaxJar", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Smaller ecommerce (likely too SMB-focused for 500 people, but good API)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Anrok", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anrok** | SaaS/recurring revenue firms"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Taxwire", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market B2B with heavy \"human-in-the-loop\" tax-professional support"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|CereTax", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "CereTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market B2B with heavy \"human-in-the-loop\" tax-professional support"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Galvix", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Mid-market B2B with heavy \"human-in-the-loop\" tax-professional support"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Large enterprise, global indirect tax"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|Anrok", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Anrok:** A modern, highly-rated favorite for **SaaS and subscription-based companies**"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|Avalara", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara (AvaTax):** The industry giant. They have the most integrations and a massive tax-code library."}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|Vertex", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade legacy giants... Likely overkill for a 500-person company"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|Sovos", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade legacy giants... Likely overkill for a 500-person company"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|Stripe Tax", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they can sometimes lack the deep enterprise-grade notice-resolution or exemption certificate management needed at the 500-employee scale"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|google-small|TaxJar", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they can sometimes lack the deep enterprise-grade notice-resolution or exemption certificate management needed at the 500-employee scale"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|mistral-small|Avalara", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Is the vendor a market leader (e.g., Avalara, Vertex, Sovos)?"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|mistral-small|Vertex", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Is the vendor a market leader (e.g., Avalara, Vertex, Sovos)?"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|mistral-small|Sovos", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Is the vendor a market leader (e.g., Avalara, Vertex, Sovos)?"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|mistral-small|TaxJar", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Identify 3-5 vendors that meet your criteria (e.g., Avalara, Vertex, Sovos, TaxJar, Thomson Reuters)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|mistral-small|Thomson Reuters", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Identify 3-5 vendors that meet your criteria (e.g., Avalara, Vertex, Sovos, TaxJar, Thomson Reuters)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|moonshot-small|TaxCloud", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**TaxCloud** | Mid-market U.S. ecommerce | SST CSP – free filing in 24 states (~$19/month)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|moonshot-small|Taxwire", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Taxwire** | Mid-market B2B | In-house tax professionals + automation"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Thomson Reuters ONESOURCE** | Large/mid-market multi-system | Global indirect tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|moonshot-small|Avalara", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Avalara** | Enterprise scalability | Broad integration ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|moonshot-small|Vertex", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vertex** | Complex tax scenarios | Advanced tax determination"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|Avalara", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara (overall leader)... Popular options like Avalara excel for mid-large firms due to robust automation and support"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|TaxJar/Stripe Tax", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar/Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxJar (ecom-focused)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|Vertex", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vertex (complex ops)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|Anrok", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Anrok/Taxwire (SaaS/B2B)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|TaxCloud/Zinancal", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud/Zinancal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TaxCloud/Zinancal | Mid-market/ecom | $19+/mo"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|Taxwire", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Anrok/Taxwire (SaaS/B2B)"}, {"id": "mai-20260917-1752-baseline-2|c231-m5|xai-small|Sovos", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist 4-6 vendors: Avalara, Vertex, TaxJar, Sovos, Anrok, TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|Zamp", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zamp notes that with self-serve software, your team handles state notices, and it recommends fully managed services"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|TaxValet", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TaxValet says exemption status will not flow automatically unless the exemption tool is connected to your sales channels"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|TaxCloud", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TaxCloud\ns comparison emphasizes checking whether a platform offers audit readiness, audit defense, or an audit guarantee"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|Avalara", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "when evaluating vendors like Avalara, TaxJar, Anrok, Stripe Tax, or Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|TaxJar", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "when evaluating vendors like Avalara, TaxJar, Anrok, Stripe Tax, or Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|Anrok", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "when evaluating vendors like Avalara, TaxJar, Anrok, Stripe Tax, or Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|Stripe Tax", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "when evaluating vendors like Avalara, TaxJar, Anrok, Stripe Tax, or Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|challenger-small|Kintsugi", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "when evaluating vendors like Avalara, TaxJar, Anrok, Stripe Tax, or Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|Numeral", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if you rely on them for guaranteed, error-free filing."}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|DAVO by Avalara", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "DAVO by Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be cautious if you have irregular cash flow or need full control over bank withdrawals."}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|Avalara", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Treat them as \"powerful but potentially frustrating\" rather than \"safe.\""}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|TaxJar", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TaxJar users on Reddit and Trustpilot report that it has been \"decimated by layoffs,\" with broken reporting features"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|TaxCloud", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Safer alternatives based on community feedback often include TaxCloud (for audit readiness)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|TaxValet", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TaxValet (for firms that guarantee their errors)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|deepseek-small|Stripe Tax", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Stripe Tax (if you're already on Stripe, but with manual filing)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Avalara", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara is notorious for automatic contract renewals with unexpected, massive price hikes"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|TaxJar", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "leaving the standalone TaxJar platform in a somewhat neglected state"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Stripe Tax", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Stripe Tax only monitors sales thresholds for transactions processed *on Stripe*"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Shopify Tax", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "excellent for *calculating* tax at checkout, but they are not end-to-end filing solutions"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Paddle", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Paddle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "MoRs typically take 5% to 8% of *every transaction*"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Lemon Squeezy", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Lemon Squeezy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Loss of Brand Control ... statements will say \"PADDLE.NET\" or \"LEMONSQUEEZY\""}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Zamp", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for platforms (like Zamp, Numeral, or TaxCloud) that offer human tax experts to verify your data."}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|Numeral", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Look for platforms (like Zamp, Numeral, or TaxCloud) that offer human tax experts"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|google-small|TaxCloud", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for platforms (like Zamp, Numeral, or TaxCloud) that offer human tax experts"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|TaxJar", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple red flags from user reports: **Accuracy issues**... **Poor customer support**"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|TaxCloud", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Critical liability limitation**: Their terms cap liability at **$1,000 or 30 days of fees**—whichever is less"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|Sovos Taxify", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos Taxify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Slow support response times** measured in \"days or weeks rather than hours\" during critical periods"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|Avalara", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While more robust, users report: **Poor customer support**... **Steep learning curve** and complex configuration"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|TaxValet", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Audit guarantees**: Rare—only providers like TaxValet and Zamp offer error coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|moonshot-small|Zamp", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "only providers like TaxValet and Zamp offer error coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|Avalara (AvaTax)", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid if you need responsive help or simple e-commerce; better for large setups with in-house experts."}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|Numeral", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reddit \"horror stories\" of misfilings. Steer clear for multi-state ops"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|TaxJar", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-rated alternatives (fewer complaints): TaxJar (e-com focus)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|TaxCloud", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxCloud (affordable SMB)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|Vertex", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vertex (enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|xai-small|TaxValet", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Use accountants or services like TaxValet for reviews."}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|Shopify", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many platforms like Shopify and BigCommerce have basic tax tools, but they often: - Have **incorrect product taxability settings** by default"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|BigCommerce", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "BigCommerce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many platforms like Shopify and BigCommerce have basic tax tools, but they often: - Have **incorrect product taxability settings** by default"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|Avalara", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best approach is to use reputable, integrated solutions (like Avalara, Vertex, TaxJar, or Anrok)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|Vertex", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "use reputable, integrated solutions (like Avalara, Vertex, TaxJar, or Anrok)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|TaxJar", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "use reputable, integrated solutions (like Avalara, Vertex, TaxJar, or Anrok)"}, {"id": "mai-20260917-1752-baseline-2|c231-m6|zai-small|Anrok", "prompt": "c231-m6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "use reputable, integrated solutions (like Avalara, Vertex, TaxJar, or Anrok)"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|alibaba-small|Zamp", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zamp is frequently ranked as the top choice for B2B because it handles the complexity of exemption certificates"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|alibaba-small|ACTSOLV", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "ACTSOLV", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "highly regarded for small-to-mid-sized businesses that need robust Exemption Certificate Management (ECM) without the enterprise price tag"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|alibaba-small|Avalara (Avatax)", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (Avatax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Drawback: It can be more expensive and complex to set up than ACTSOLV or Zamp."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|alibaba-small|Zoho Books", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Low Volume / Integrated Users... Limitation: It lacks the automated \"push\" for exemption certificates"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|alibaba-small|Vertex", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "generally more affordable than enterprise solutions like Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|anthropic-small|Kintsugi", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Kintsugi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Kintsugi is the best sales tax compliance software for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|anthropic-small|Anrok", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anrok offers sales tax software for small businesses to ensure accurate tax calculations and returns filing"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|anthropic-small|Zamp", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zamp provides a comprehensive dashboard giving users a complete overview of their tax status"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|anthropic-small|TaxJar", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, note that B2B transactions with exemptions can cause issues."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|challenger-small|TaxJar", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **TaxJar** if you want a straightforward, affordable, self-service tool"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|challenger-small|TaxCloud", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxCloud** is a strong alternative if you want low-cost filing support"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|challenger-small|Kintsugi", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you want an AI-driven small-business platform"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|challenger-small|Avalara", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is typically heavier than what many small B2B firms need"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|Avalara", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Avalara** if budget allows, or **Zamp** for a fully managed alternative"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|TaxJar", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is a safe, affordable starting point"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|TaxCloud", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small wholesalers with multi-state coverage"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|Zamp", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Zamp** for a fully managed alternative"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|Anrok", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Anrok ($100/market/month) is purpose-built for subscription B2B SaaS"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|deepseek-small|Stripe Tax", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stripe Tax (0.5% per transaction) is great if you process through Stripe"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Anrok", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company sells software, SaaS, or digital subscriptions, Anrok is widely considered the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Avalara (AvaTax + ECM Pro)", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax + ECM Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Overall for Traditional B2B ... Downside: Avalara's pricing is transaction-based, complex, and can scale up aggressively"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Prophit.ai", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophit.ai is an excellent modern alternative."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Stripe Tax", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "turning on Stripe Tax is a strong, zero-code choice"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Galvix", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for \"Hands-Off\" Audit Protection: Galvix or Taxwire"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|google-small|Taxwire", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Galvix and Taxwire use a \"human-in-the-loop\" model"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|meta-small|Zoho Books", "prompt": "c231-s1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books - Best for small businesses with integrated invoicing"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|meta-small|Quaderno", "prompt": "c231-s1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Quaderno - Best for small businesses selling globally, covering US sales tax, EU VAT, GST, and 12,000+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|minimax-small|TaxJar", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-conscious**: TaxJar Starter ($39/mo) – good for basic needs"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|minimax-small|Avalara", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**B2B with complex exemptions**: Zamp or Avalara – better certificate management"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|minimax-small|Zamp", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**B2B with complex exemptions**: Zamp or Avalara – better certificate management"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|minimax-small|TaxCloud", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Businesses prioritizing audit protection | Varies | Includes audit defense and guarantee"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|minimax-small|Quaderno", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Global sales**: Quaderno – handles VAT/GST across 12,000+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|mistral-small|Kintsugi", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Kintsugi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Kintsugi** and **Zamp** are the best choices"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|mistral-small|Zamp", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Kintsugi** and **Zamp** are the best choices"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|mistral-small|TaxJar", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar** is a good option if you're in ecommerce or already integrated with its ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|mistral-small|TaxWire", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxWire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing starts at $12K–$15K/year, so it's better suited for companies with more complex needs and higher revenue."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|moonshot-small|TaxJar", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **TaxJar** if you want simplicity and quick setup, or **TaxCloud** if cost savings and transparent pricing are priorities"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|moonshot-small|TaxCloud", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **TaxCloud** if cost savings and transparent pricing are priorities"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|moonshot-small|Avalara AvaTax", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avalara** may be worth the extra investment despite the steeper learning curve"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|moonshot-small|Zoho Books", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Integrated Option - Best for: Small businesses needing integrated invoicing and accounting"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|openai-small|TaxJar", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default recommendation for a small B2B company, I'd say **TaxJar first**"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|openai-small|Avalara", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "unless you specifically need advanced exemption management or broader compliance tooling, in which case **Avalara** is the stronger choice"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|openai-small|Sovos", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top 3 comparison table** for **TaxJar vs Avalara vs Sovos"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|xai-small|Avalara AvaTax", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara AvaTax (Best overall for B2B small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|xai-small|TaxJar", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxJar (Best for affordability and simplicity)"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|xai-small|TaxCloud", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxCloud (Best value alternative)"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|TaxJar", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for small B2B:** **TaxJar** or **TaxCloud**—affordable, easy to use, and strong on exemption certificates."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|TaxCloud", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for small B2B:** **TaxJar** or **TaxCloud**—affordable, easy to use"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Quaderno", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SaaS B2B:** **Anrok** or **Quaderno**—strong global and subscription focus."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Zamp", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for fully managed compliance:** **Zamp**—handles everything including exemption certs"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Avalara (AvaTax)", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires sales consultation; more complex; overkill for very small businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Anrok", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for SaaS B2B:** **Anrok** or **Quaderno**"}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Kintsugi", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Accessible entry point for small US-focused B2B businesses with optional managed services."}, {"id": "mai-20260917-1752-baseline-2|c231-s1|zai-small|Vertex", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "For enterprise-focused tools (Avalara, Vertex), request a custom quote"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|alibaba-small|Avalara", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard for Automation: **Avalara** ... Avalara is widely considered the industry leader."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|alibaba-small|TaxJar", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for E-commerce & Integrations: **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|alibaba-small|Stripe Tax", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Digital Goods / SaaS: **Stripe Tax**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|alibaba-small|Quaderno", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cross-Border/VAT Compliance: **Quaderno**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|anthropic-small|TaxJar", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend considering **TaxJar** or **Avalara** as they're purpose-built for business-to-business (B2B) sales tax management."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|anthropic-small|Avalara", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend considering **TaxJar** or **Avalara** as they're purpose-built for business-to-business (B2B) sales tax management."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|anthropic-small|QuickBooks", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Other options** worth evaluating:\n- **QuickBooks** (if you're already using it)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|anthropic-small|Vertex", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vertex** (for enterprise-level needs)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|challenger-small|TaxJar", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TaxJar** if you want a straightforward, relatively affordable tool for sales tax **calculation and filing**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|challenger-small|Anrok", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anrok** is the better fit because it is built for **B2B and B2C SaaS companies**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|challenger-small|Zamp", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zamp** is a strong option because it handles **registrations, filings, and notices**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|deepseek-small|Avalara", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation: **Avalara** (AvaTax + Returns)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|deepseek-small|TaxJar", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong budget/DIY alternative: **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|deepseek-small|Zamp", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A serious alternative worth evaluating: **Zamp**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|Anrok", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B business sells software, SaaS, or digital subscriptions, **Anrok** is the premier tool on the market."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|Zamp", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Zamp** (more budget-friendly) or **TaxValet** (for premium, audit-proof service)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|TaxValet", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More expensive than pure software, but they offer an **audit-proof guarantee**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|Avalara", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avalara can be incredibly expensive, onboarding is notoriously slow/complex, and their customer support can be difficult to reach for smaller businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|TaxJar", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "they are **generally poor fits for physical B2B sales**. They lack robust, automated exemption certificate validation"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|google-small|Stripe Tax", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "While **TaxJar** and **Stripe Tax** are fantastic for B2C e-commerce ... they are **generally poor fits for physical B2B sales**"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|meta-small|QuickBooks", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "QuickBooks - Offers sales tax calculation software that can help simplify the process of calculating and filing sales tax."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|meta-small|TaxJar", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TaxJar - Automates the entire sales tax lifecycle, from calculations to filing, across all sales channels."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|meta-small|Xero", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Xero - Offers sales tax calculation software"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|meta-small|Avalara", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Avalara - Offers a sales tax calculator that can help determine the correct sales tax rate for a specific location."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|meta-small|CCH SureTax", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CCH SureTax - Offers a comprehensive sales tax solution that includes calculation, exemption certificate management, reporting, and returns."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|minimax-small|Avalara", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** (Best Overall for B2B)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|minimax-small|Sovos Taxify", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos Taxify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sovos Taxify** (Best Value for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|minimax-small|TaxCerts", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCerts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxCerts** (Specialized for Exemption Certificates)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|minimax-small|Quaderno", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Quaderno** (Best for Global B2B)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|mistral-small|Zoho Books", "prompt": "c231-s2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Zoho Books** as the best sales tax calculation and filing tool"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|mistral-small|Kintsugi", "prompt": "c231-s2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Kintsugi**, which is praised for B2B SaaS companies needing US sales tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|moonshot-small|TaxJar", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with TaxJar** if you have straightforward needs, lower transaction volume, and want predictable costs"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|moonshot-small|Avalara AvaTax", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Avalara** if you need deep accounting software integration or anticipate rapid multi-state growth"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|moonshot-small|Zamp", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Zamp** if you want a fully managed service and don't mind paying more for hands-off compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|openai-small|Avalara", "prompt": "c231-s2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara for most B2B small businesses**, especially if you sell into multiple states or deal with exempt customers"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|openai-small|TaxJar", "prompt": "c231-s2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're very early-stage and simple, **TaxJar** can be a good lower-complexity option."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|xai-small|TaxJar", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend TaxJar as the top starting point for sales tax calculation and filing."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|xai-small|Avalara", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Avalara (AvaTax + Exemption Management)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|xai-small|TaxCloud", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good budget pick for US-only filing (free in 24 SST states)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|xai-small|Vertex", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Vertex (enterprise-level, custom/expensive)."}, {"id": "mai-20260917-1752-baseline-2|c231-s2|zai-small|Avalara (AvaTax)", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Top Recommendation: Avalara (AvaTax)"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|zai-small|Zamp", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Wholesalers/Distributors: Zamp"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|zai-small|Kintsugi", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SaaS/Tech-Forward Businesses: Kintsugi"}, {"id": "mai-20260917-1752-baseline-2|c231-s2|zai-small|Quaderno", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International B2B (EU/UK): Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|alibaba-small|TaxJar (part of Stripe)", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (part of Stripe)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose TaxJar if: You are a US-only e-commerce seller on Shopify wanting the best user experience"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|alibaba-small|TaxCloud", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose TaxCloud if: You are operating strictly within Streamlined Sales Tax (SST) states and want the cheapest solution possible."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|alibaba-small|Quaderno", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Quaderno if: You are selling digital products or subscriptions globally"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|alibaba-small|Numeral", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Numeral if: You are too busy to manage the tool itself and want an expert to handle the filings"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Avalara", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top contenders for sales tax software for small businesses are Avalara, TaxJar, Zamp, Numeral, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|TaxJar", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TaxJar is a cloud-based sales tax compliance platform tailored for small to mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Zamp", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "With Zamp, you'll get a dedicated account manager, pay no activation fees, and benefit from all-inclusive pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Numeral", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top contenders for sales tax software for small businesses are Avalara, TaxJar, Zamp, Numeral, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Anrok", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top contenders for sales tax software for small businesses are Avalara, TaxJar, Zamp, Numeral, and Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Sovos", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sovos Taxify pairs Sovos software with access to a managed services team."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|Vertex", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vertex is a sales tax calculation and compliance platform that supports multi-state sales tax"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|anthropic-small|TaxCloud", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TaxCloud is often seen as a good fit for small to mid-sized retailers"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|TaxJar", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**E-commerce on Shopify/Amazon/marketplaces:** TaxJar."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|TaxCloud", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Very tight budget:** TaxCloud."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Anrok", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SaaS or metered billing:** Anrok."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Quaderno", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**International digital sales:** Quaderno."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Zamp", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Want experts to handle filing:** Galvix or Zamp."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Galvix", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More **managed** than typical SaaS tools; returns are reviewed by a tax specialist before filing."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Stripe Tax", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Already on Stripe:** Stripe Tax."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|challenger-small|Avalara", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Broad enterprise-grade coverage, but usually more than a small team needs."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Avalara (AvaTax)", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Powerful but the most complex and expensive... overkill and pricey for the smallest teams."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|TaxJar", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "US e-commerce small team on Shopify/Amazon → **TaxJar** (simplest, affordable)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Quaderno", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global/SaaS teams (US + EU)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Stripe Tax", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on Stripe → **Stripe Tax**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|TaxCloud", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for the leanest US e-commerce teams"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Anrok", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Purpose-built for SaaS subscriptions/complex billing, but expensive."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Vertex", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-grade global tax engine, overkill for small teams."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Zoho Books", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Minimal budget, a few US states, want bundled accounting → **TaxCloud** or **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Numeral", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Pay-per-filing models for sellers in only a few states."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|deepseek-small|Kintsugi", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pay-per-filing models for sellers in only a few states."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|TaxJar (by Stripe)", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you sell physical goods on Shopify/Amazon:** Choose **TaxJar** or **TaxCloud**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|TaxCloud", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **TaxJar** or **TaxCloud** (using the SST program to minimize software costs)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|Anrok", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a scaling B2B SaaS startup with custom contracts:** Choose **Anrok**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|Stripe Tax", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you already use Stripe for all of your billing and want a quick, native solution:** Use **Stripe Tax**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|Quaderno", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "International digital product sellers who want a global footprint on a budget"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|Lemon Squeezy", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Lemon Squeezy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you are a tiny team selling software/digital products and want zero administrative tax headache:** Go with a **Merchant of Record like Lemon Squeezy**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|google-small|Paddle", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Merchant of Record (e.g., Lemon Squeezy, Paddle)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Zamp", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zamp is a managed service with 99.9%+ filing accuracy"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Avalara", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Avalara is an enterprise software with 1,400+ integrations"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|TaxJar", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TaxJar is best for US e-commerce SMBs"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Vertex", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vertex is best for enterprise tax determination for SAP, Oracle, and Dynamics environments"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Anrok", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anrok is a SaaS-native compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Kintsugi", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kintsugi is known for its intelligent product categorization for B2B SaaS and tech teams"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|meta-small|Numeral", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Numeral is a compliance platform for contained state obligations"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|TaxJar", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-conscious teams:** TaxJar (starting $19/month) or Zoho Books ($20/month)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Avalara", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need comprehensive compliance:** Avalara or Prophet.ai"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Zoho Books", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Budget-conscious teams:** TaxJar (starting $19/month) or Zoho Books ($20/month)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Vertex", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Enterprises with SAP/Oracle systems"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Anrok", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**SaaS/digital products:** Quaderno, Anrok"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Prophet.ai", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Prophet.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want predictable flat pricing:** Prophet.ai ($199/month flat)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|DAVO", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "DAVO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Retail-focused:** DAVO (POS-driven, order-level outputs)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Quaderno", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SaaS/digital products:** Quaderno, Anrok"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Shopify Tax", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Already using Shopify/Stripe:** Use their native tax tools"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|minimax-small|Stripe Tax", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Stripe-native businesses:** Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|TaxJar", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Focused on simplicity and practicality, making it ideal for teams that want a quick, guided setup"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|Avalara", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be more expensive and complex for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|Zoho Books", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For integrated accounting: Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|Anrok", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For SaaS/subscriptions: Anrok"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|TaxCloud", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For e-commerce: TaxJar or TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|mistral-small|Numeral", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For hands-off filing: Numeral"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|TaxJar", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **TaxJar** – Best for E-commerce Teams"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|TaxCloud", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Just starting out with e-commerce:** **TaxCloud** (free tier) or **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|Zoho Books", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need accounting integration:** **Zoho Books**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|Quaderno", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Selling internationally:** **Quaderno**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|Kintsugi", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Very limited budget/state exposure:** **Kintsugi** or **Numeral** (pay-per-use)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|Numeral", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Limited State Exposure"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|moonshot-small|Anrok", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SaaS/subscription business:** **Anrok**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|openai-small|TaxJar", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're a small ecommerce team:** start with **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|openai-small|Stripe Tax", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you already run on Stripe:** consider **Stripe Tax**"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|openai-small|Avalara", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Usually more expensive and less transparent on pricing - Can be overkill for a small, straightforward team"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|openai-small|Vertex", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not usually the first choice for a small team - More complex and heavier to implement"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|openai-small|Sovos", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually not the simplest or cheapest option for a small domestic team."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|xai-small|TaxJar", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud/TaxJar for starters (<$100/mo)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|xai-small|TaxCloud", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TaxCloud/TaxJar for starters (<$100/mo)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|xai-small|Avalara (AvaTax/Select)", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax/Select)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avalara for growth ... Pricier per state"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|xai-small|Numeral", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Newer (2023); per-use can scale costs; mixed support reviews"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Avalara", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for large businesses with complex ERP needs: Vertex or Avalara – deep integration and jurisdictional accuracy."}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|TaxJar", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall for most small e‑commerce teams: TaxJar – low entry price, excellent e‑commerce integrations, strong AutoFile automation"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Vertex", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Expensive, complex setup; overkill for simple e‑commerce"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Anrok", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SaaS / subscription businesses: Anrok – real‑time exposure monitoring"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|TaxCloud", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Low budget, quick start → TaxCloud ($19/mo)"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|DAVO (Avalara)", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "DAVO (Avalara)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for retail‑heavy operations: DAVO (Avalara) – POS‑driven order‑level tax outputs"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Quaderno", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for global sellers (US + EU/VAT): Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Kintsugi", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Early‑stage startups needing AI‑driven automation | $75 per filing"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Numeral", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Small sellers filing in a few states | $75 per filing"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Stripe Tax", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stripe‑native teams (Stripe checkout/e‑commerce) | Included with Stripe payments"}, {"id": "mai-20260917-1752-baseline-2|c231-s3|zai-small|Zamp", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Managed service + shared liability → Zamp (not listed above but worth noting)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|TaxJar", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My advice: Start with the free trial of **TaxJar**. It is the safest bet for a small business"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|TaxCloud", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxCloud (Best for Low Volume & DIY)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|Shopify Tax", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their automated tool is incredibly powerful and often free if you are a Shopify Merchant"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|WooCommerce (Jetpack Pro)", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "WooCommerce (Jetpack Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a plugin similar to TaxJar that calculates rates at checkout."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|Sincera Tax", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sincera Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "They offer a **\"Starter\" plan** that is very affordable"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|Avalara", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "growing SMBs who find Avalara too expensive"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|alibaba-small|Vertex", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "newer player compared to the giants like Avalara or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|anthropic-small|TaxCloud", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **TaxCloud** is the most cost-effective option"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|anthropic-small|Taxwire", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Taxwire provides affordable entry-level automation, and Taxwire costs less than established competitors"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|anthropic-small|Zamp", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zamp combines software with a dedicated tax team ... with flat, predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|anthropic-small|Avalara", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs can escalate quickly as businesses grow or add jurisdictions, making budgeting challenging"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|challenger-small|TaxCloud", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** is the strongest low-cost pick overall"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|challenger-small|TaxJar", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is the best-known alternative if you want a very simple setup and predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|challenger-small|Quaderno", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you sell **globally** ... **Quaderno** is the better fit, but it is usually not the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|TaxCloud", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 TaxCloud — Best Overall Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|TaxJar", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For e-commerce sellers: TaxJar is the most popular and well-supported choice"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|Xero Tax", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero Tax:** ~$13/month (cheapest if you already use Xero)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|Zoho Books", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "From $20/month with integrated invoicing and sales tax handling — great value"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|Stripe Tax", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe Tax's per-transaction model generally offer the lowest-cost path to compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|Avalara", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of Avalara and Vertex — they're powerful but use custom pricing that's typically too expensive"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|deepseek-small|Vertex", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be wary of Avalara and Vertex — they're powerful but use custom pricing that's typically too expensive"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|Avalara", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard enterprise tools like Avalara or Vertex are usually too expensive and complex for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|Vertex", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard enterprise tools like Avalara or Vertex are usually too expensive and complex for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|TaxCloud", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with TaxCloud if you sell physical goods on Shopify/WooCommerce and want to use the state-funded SST program"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|TaxJar (by Stripe)", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar (by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxJar is the industry favorite for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|Quaderno", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quaderno is widely considered the best-value software for digital-first businesses."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|Paddle", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with Paddle or Lemon Squeezy (MoR) if you sell SaaS or digital files"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|google-small|Lemon Squeezy", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Lemon Squeezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "use a Merchant of Record (MoR) like Paddle or Lemon Squeezy (owned by Stripe)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|meta-small|TaxCloud", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud: This software is designed for budget-conscious SMBs and ecommerce sellers... Pricing starts at $19/mo"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|meta-small|TaxJar", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a solid option for smaller companies looking for predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|meta-small|Kintsugi", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "another option for smaller sellers who want a usage-based or free-tier sales tax software"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|minimax-small|TaxCloud", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** if you need basic reporting + filing at the lowest cost"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|minimax-small|Numeral", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeral's free monitoring** if you just need calculation and tracking before upgrading"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|minimax-small|Quaderno", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Small sellers and new companies"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|minimax-small|Software Advice (Sales Tax Software)", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Software Advice (Sales Tax Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Free tiers from Software Advice** if you have very low transaction volumes"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|mistral-small|TaxCloud", "prompt": "c231-s4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **TaxCloud** and **Zoho Books** are the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|mistral-small|Zoho Books", "prompt": "c231-s4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets, **TaxCloud** and **Zoho Books** are the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|mistral-small|Numeral", "prompt": "c231-s4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more advanced features, Numeral is a good mid-tier choice."}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|TaxCloud", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** - Best Overall Value"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|Zoho Books", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** - Best Integrated Solution"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|TaxJar", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: Gets expensive as you scale (Professional plan jumps to $99+/month)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|Stripe Tax", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you use Stripe → **Stripe Tax** (pay only when you sell)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|QuickBooks Tax", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **QuickBooks Tax** | $25/mo | Existing QuickBooks users |"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|Xero Tax", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Xero Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Xero Tax** | $13/mo | Existing Xero users |"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|moonshot-small|Avalara", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Avalara and enterprise solutions - they're overkill and overpriced"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|openai-small|TaxJar Starter", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar Starter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default pick is **TaxJar Starter**"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|openai-small|Stripe Tax", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use Stripe heavily:** **Stripe Tax**"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|openai-small|Avalara", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Usually not best for tight budgets:** **Avalara**, because it's typically quote-based"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|TaxCloud", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud stands out as one of the best sales tax compliance software options"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|TaxJar", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often beats TaxJar on cost (e.g., $199/year Starter vs. TaxJar's $419+)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|Zoho Books", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free plan** includes sales tax automation... Top pick (TechRepublic) for simple small biz invoicing + tax"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|Kintsugi", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Free** for nexus monitoring/risk audits; **$75 per filing/registration**"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|Quaderno", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If international VAT needed, consider Quaderno ($49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|xai-small|DAVO", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "DAVO", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For POS/retail, DAVO (~$58/location)"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|zai-small|TaxCloud", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, **TaxCloud** is usually the best choice"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|zai-small|Zoho Books", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Zoho Books** as a solid \"all-in-one\" alternative"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|zai-small|TaxJar (Stripe)", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Why TaxJar (now part of Stripe) is a strong runner-up"}, {"id": "mai-20260917-1752-baseline-2|c231-s4|zai-small|Numeral", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for rare filers:** **Numeral** – pay-per-filing model."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|alibaba-small|Oracle Tax", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Oracle Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely do not have the budget or headcount for enterprise-grade solutions like Oracle Tax or massive implementations of Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|alibaba-small|Vertex", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely do not have the budget or headcount for enterprise-grade solutions like Oracle Tax or massive implementations of Vertex"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|alibaba-small|TaxJar", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are primarily e-commerce (B2C), look at tools like **TaxJar**, **JetBoost**, or **Avalara Breezeway**."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|alibaba-small|JetBoost", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "JetBoost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at tools like **TaxJar**, **JetBoost**, or **Avalara Breezeway**. These offer the \"set and forget\" model ideal for smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|alibaba-small|Avalara Breezeway", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara Breezeway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look at tools like **TaxJar**, **JetBoost**, or **Avalara Breezeway**. These offer the \"set and forget\" model ideal for smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Vertex", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you probably don't need an enterprise-grade global tax engine like Vertex just yet"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Galvix", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zamp / Galvix** | Mid-market \"managed\" | If you want to offload the mental burden with human-in-the-loop review"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Avalara", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely TaxJar vs. Avalara vs. TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Stripe Tax", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already run on Stripe; limited elsewhere"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|TaxJar", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Create a shortlist of 2–3 (likely TaxJar vs. Avalara vs. TaxCloud)"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|TaxCloud", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "likely TaxJar vs. Avalara vs. TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Anrok", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Anrok from ~$100/market/mo (SaaS-focused)"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|deepseek-small|Zamp", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zamp / Galvix** | Mid-market \"managed\""}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|TaxCloud", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TaxCloud | Growing E-commerce / Retail | Highly cost-effective; heavily leverages the SST program... Not built for complex B2B SaaS models."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|Avalara", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Implementation can be very complex, pricing is high, and customer support can be difficult for small teams."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|Anrok", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Anrok | B2B SaaS / Subscriptions | Built specifically for recurring billing (Stripe, HubSpot); great global VAT/GST coverage."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|TaxJar", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TaxJar | Multi-channel SMB E-commerce | Native to Stripe; very clean UI... Customer support can be slow"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|Zamp", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Strongly lean toward a managed service... Zamp or TaxValet | Hands-off Managed Service | Outstanding customer service"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|google-small|TaxValet", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxValet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Zamp or TaxValet | Hands-off Managed Service | they handle registrations, filings, and audit notices for you."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|minimax-small|TaxJar", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most top solutions (like TaxJar, Avalara, or others) offer tiered pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|minimax-small|Avalara", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most top solutions (like TaxJar, Avalara, or others) offer tiered pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|Avalara", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors based on your needs (e.g., Avalara, TaxJar, Sovos, Vertex, or smaller players like Zonos or TaxCloud)."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|TaxJar", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're mostly in one state, simpler tools like TaxJar or even your accounting software's built-in features might suffice."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|Sovos", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Avalara, TaxJar, Sovos, Vertex, or smaller players like Zonos or TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|Vertex", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Avalara, TaxJar, Sovos, Vertex, or smaller players like Zonos or TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|Zonos", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zonos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "smaller players like Zonos or TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|mistral-small|TaxCloud", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "smaller players like Zonos or TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|moonshot-small|Anrok", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "*Examples: Anrok, Avalara, TaxJar.*"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|moonshot-small|Avalara", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some vendors (like Avalara) offer penalty protection"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|moonshot-small|TaxJar", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "*Examples: TaxJar, Avalara, Vertex.*"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|moonshot-small|Vertex", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "*Examples: TaxJar, Avalara, Vertex.*"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|TaxJar", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxJar**: E-comm focus, easy Shopify integration (~$100/mo)."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|Avalara", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara**: Robust, scalable; great for multi-channel (~usage-based)."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|TaxCloud", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxCloud**: Affordable, strong audit protection (free calc engine)."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|Sovos", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TaxJar, Avalara, TaxCloud, Sovos, Vertex, Galvix (good for SMBs per reviews)."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|Vertex", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy like Vertex unless high-volume."}, {"id": "mai-20260917-1752-baseline-2|c231-s5|xai-small|Galvix", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Galvix (good for SMBs per reviews)"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Avalara", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Avalara** | Global enterprises; broad integrations (700+) | Custom (expensive)"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Anrok", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Anrok** | Subscription/SaaS; international VAT/GST | Custom"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|TaxJar", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TaxJar** | SMBs, ecommerce, marketplace sellers | ~$19–$99/month"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Vertex", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vertex** | Large enterprises, complex ERP integrations | Custom"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Paddle", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paddle** | Digital products, global tax compliance | Custom"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Quaderno", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Quaderno** | SMB ecommerce, international VAT/GST | ~$49/month"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|Sovos Taxify", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos Taxify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sovos Taxify** | SMBs | Custom | Managed services team"}, {"id": "mai-20260917-1752-baseline-2|c231-s5|zai-small|TaxCloud", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**TaxCloud** | Mid‑market U.S. ecommerce | ~$19/month"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|alibaba-small|TaxJar/Stripe Tax", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar/Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**TaxJar/Stripe Tax** - User reviews consistently cite issues with local jurisdiction support, accuracy problems, and poor customer service"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|anthropic-small|Avalara", "prompt": "c231-s6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara might not suit small startups or freelancers with limited sales volume, as its enterprise-level setup and pricing can be too advanced"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|anthropic-small|Vertex", "prompt": "c231-s6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "for small and mid-sized businesses, it's usually overkill — expensive to license, complex to implement, and far more than most sellers need"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|anthropic-small|QuickBooks Sales Tax", "prompt": "c231-s6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "if you don't use the QuickBooks ecosystem, integration and usability might feel limited"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Avalara/AvaTax", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara/AvaTax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid enterprise-grade tools (Avalara), volume-bucket billing traps"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Numeral", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviews specifically report \"significant tax issues,\" delays and penalties from poor handling of state taxes"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|TaxJar", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "customer reports of broken reporting, and a serious issue where users paid out more sales tax than they collected"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Squarespace", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Squarespace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid ... built-in checkout tax features that aren't designed for real multi-state compliance"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Shopify", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Built-in checkout/e-commerce tax features (e.g., Squarespace, basic Shopify settings)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Stripe", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Stripe and similar processors collect the money but often don't break out tax by jurisdiction"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|TaxCloud", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simpler tools like TaxCloud at ~$19/month"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|deepseek-small|Quaderno", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Quaderno/Numeral-style small-seller plans — but verify reviews before committing"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Avalara", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Giants (Avoid: e.g., Avalara, Vertex, Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Vertex", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Giants (Avoid: e.g., Avalara, Vertex, Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Sovos", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Giants (Avoid: e.g., Avalara, Vertex, Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|TaxJar", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Post-Acquisition Tools with Recent Price Hikes (Exercise Caution: e.g., TaxJar)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Stripe Tax", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Transaction-Percentage Payment Engines (Exercise Caution: e.g., Stripe Tax)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Numeral", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "purchase an expensive add-on/partner integration (like Numeral or TaxComplete) to get the filings submitted"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|TaxComplete", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxComplete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "(like Numeral or TaxComplete) to get the filings submitted"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|TaxCloud", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some platforms (like TaxCloud) participate in the SST program."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Zamp", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Look for services (like Zamp, Galvix, or TaxValet) that have human tax professionals review files before they are submitted."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|Galvix", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Look for services (like Zamp, Galvix, or TaxValet) that have human tax professionals review files"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|google-small|TaxValet", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Look for services (like Zamp, Galvix, or TaxValet) that have human tax professionals review files"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|TaxCloud", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Avalara", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Sovos", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|AccurateTax", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "AccurateTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Avior", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avior", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Exactor (Intuit)", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Exactor (Intuit)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the tools mentioned include TaxCloud, Avalara, Sovos, AccurateTax, Avior, Exactor (Intuit), Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Vertex", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the tools mentioned include ... Vertex, TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|TaxJar (Stripe)", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the tools mentioned include ... TaxJar (Stripe), Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Stripe Tax", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the tools mentioned include ... Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|meta-small|Numeral", "prompt": "c231-s6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the tools mentioned include ... Stripe Tax, and Numeral."}, {"id": "mai-20260917-1752-baseline-2|c231-s6|minimax-small|Avalara", "prompt": "c231-s6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara\n**Should be cautious about:**\n- **Poor customer support**"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|minimax-small|TaxJar", "prompt": "c231-s6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TaxJar\n**Should be cautious about:**\n- **Expensive for high-volume sellers**"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|mistral-small|Avalara", "prompt": "c231-s6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Avalara, was originally designed for larger enterprises and may be overly complex or expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|moonshot-small|TaxJar", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Approaches to Be Cautious About\n\n### 1. **TaxJar** (Now owned by Stripe)\n**Why be cautious:**\n- **Severe customer support issues**"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|moonshot-small|Avalara", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why be cautious (especially for small businesses):**\n- **Opaque pricing**... **Better suited for enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|moonshot-small|Zamp", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Zamp** – Human-in-the-loop verification, proactive nexus forecasting"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|moonshot-small|Numeral", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeral** – Good for sellers in few states ($75/filing, no monthly fee)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|moonshot-small|Anrok", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Anrok** – Popular for SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|xai-small|TaxCloud", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "TaxCloud (3.0-3.5/5 ratings on Capterra/G2; complaints of \"no service,\" slow responses)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|xai-small|Numeral", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Numeral (G2/Trustpilot issues with delays, penalties from unresolved problems)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|xai-small|TaxJar", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "TaxJar (post-Stripe acquisition, some report \"non-existent support\")"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|xai-small|Avalara", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avalara ... Reddit calls it unfit for SMBs—steep curve, opaque pricing"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|xai-small|DAVO", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "DAVO", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Look at highly rated for SMBs like DAVO (POS-focused, 4.9/5)"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|Avalara", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara’s registration costs roughly **$403 per location** and is custom‑priced... Review snapshots (e.g., Avalara and Sovos) show recurring complaints"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|Sovos", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Review snapshots (e.g., Avalara and Sovos) show recurring complaints about: Slow or unresponsive reps"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|QuickBooks", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "QuickBooks, for example, provides free calculation but no filing, destination‑rate tracking, or nexus monitoring"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|TaxCloud", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TaxCloud’s limitations article points out that even when a tool offers calculation, filing, and nexus monitoring, you still need to handle registrations, notices, and audit support"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|Anrok", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Anrok, for example, is explicitly positioned for well‑funded SaaS companies at **$399/month**, which is not practical for a small retailer"}, {"id": "mai-20260917-1752-baseline-2|c231-s6|zai-small|Quaderno", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A Quaderno comparison shows that global coverage (12,000+ jurisdictions) is rare"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|alibaba-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE is widely considered the \"Gold Standard.\""}, {"id": "mai-20260917-1752-baseline-2|c232-l1|alibaba-small|Wolters Kluwer CCH Tagetik Tax Provision", "prompt": "c232-l1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tagetik Tax Provision is the most logical choice because it sits natively within the same data model."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|alibaba-small|Longview Tax", "prompt": "c232-l1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Longview Tax** if you want to maximize the efficiency of your tax department"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|alibaba-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Still relatively young compared to ONESOURCE or Longview in terms of historical track record"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|anthropic-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE Tax Provision by Thomson Reuters is a leading enterprise-grade solution for automating complex tax provision processes"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|anthropic-small|CCH Corptax (Wolters Kluwer)", "prompt": "c232-l1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Corptax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a robust enterprise-grade tax provision software designed to automate ASC 740 calculations"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-l1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built around an integrated data model, Bloomberg Tax Provision adapts to new business facts as they arise"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|anthropic-small|Longview Tax (insightsoftware)", "prompt": "c232-l1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a corporate tax management solution that provides businesses with tools for managing tax strategies"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|anthropic-small|Oracle Tax Reporting", "prompt": "c232-l1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "fits enterprise groups that want a repeatable provision close with consolidation-ready evidence"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|CSC Corptax", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CSC Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for provision-focused close workflows:** **CSC Corptax**"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|Workiva", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Workiva** and **CCH Tagetik** as strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|CCH Tagetik", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong alternatives depending on your workflow and finance stack"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you want strong provision review and tie-out workflows:** **Sovos Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|challenger-small|Bloomberg Tax Provision", "prompt": "c232-l1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best known in some rankings for broad enterprise tax provisioning:** **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most consistently recommended overall: Thomson Reuters ONESOURCE Tax Provision — the market leader for multinational enterprise provision."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for close/CPM integration: CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ranks highly (9.0/10 in some reviews) for global teams wanting repeatable ASC 740/IAS 12 provision-close workpapers"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Workiva Tax & Provision", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Workiva Tax & Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice if reporting and disclosure are your bottlenecks"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Oracle Tax Reporting / Cloud EPM", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Oracle Tax Reporting / Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you're already deep in the Oracle ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Vertex O Series", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex O Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "great for provision-to-return reporting with strong audit trails"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|OneStream Tax Provision", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ideal for consolidation-heavy enterprises on OneStream"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bloomberg Tax Provision and Longview Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|deepseek-small|Longview Tax", "prompt": "c232-l1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bloomberg Tax Provision and Longview Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE is the undisputed market leader and the standard platform for the majority of Fortune 500 and large multinational enterprises."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|CSC Corptax (Accounting for Income Taxes - AIT)", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CSC Corptax (Accounting for Income Taxes - AIT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corptax is the primary rival to ONESOURCE. Its major selling point is its unified database model"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|Bloomberg Tax Provision (BTP)", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision (BTP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "has gained rapid market share as an alternative to legacy platforms"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|Oracle Cloud EPM Tax Reporting / Hyperion Tax Provision", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Oracle Cloud EPM Tax Reporting / Hyperion Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Oracle ERP Shops ... Oracle's native tax provision tool is the logical choice."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|Longview Tax (by insightsoftware)", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Aligning Tax with Corporate Finance & FP&A"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|google-small|OneStream Tax Provision", "prompt": "c232-l1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want tax and FP&A unified under a single CPM system | OneStream / Longview"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|meta-small|ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate tax provision software for an enterprise B2B company is ONESOURCE Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|meta-small|Sovos", "prompt": "c232-l1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include Sovos, TaxStream, and Longview Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|meta-small|TaxStream", "prompt": "c232-l1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include Sovos, TaxStream, and Longview Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|meta-small|Longview Tax", "prompt": "c232-l1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include Sovos, TaxStream, and Longview Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|minimax-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thomson Reuters ONESOURCE Tax Provision** (Top Pick)"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|minimax-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sovos Tax Provision** if your priority is global compliance with traceable reconciliation workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|minimax-small|OneStream Tax Provision", "prompt": "c232-l1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneStream** if you have complex consolidations requiring advanced automation"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|minimax-small|Vertex Tax Accounting", "prompt": "c232-l1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vertex Tax Accounting** ... Overall Score:** 8.0/10"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|minimax-small|Wolters Kluwer CorpTax (Tax Provision Suite)", "prompt": "c232-l1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Wolters Kluwer CorpTax (Tax Provision Suite)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Strong for:** Tax accounting and provision close workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|mistral-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ONESOURCE Tax Provision** is the top choice due to its comprehensive features, strong audit trails"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|mistral-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sovos Tax Provision** is a strong alternative for global teams needing traceable, close-ready outputs"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|mistral-small|Longview Tax (insightsoftware)", "prompt": "c232-l1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Longview Tax** is excellent for those seeking deep integration with financial consolidation and reporting ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thomson Reuters ONESOURCE Tax Provision** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|moonshot-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend evaluating **ONESOURCE Tax Provision** or **Sovos Tax Provision** first"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|moonshot-small|Longview Tax", "prompt": "c232-l1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team prefers working in Excel while maintaining system controls, **Longview Tax** is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-l1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for**: Firms with technical tax provision needs and strict GAAP compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|moonshot-small|Oracle Tax Reporting Cloud", "prompt": "c232-l1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is heavily invested in Oracle's ecosystem, **Oracle Tax Reporting Cloud** offers excellent integration."}, {"id": "mai-20260917-1752-baseline-2|c232-l1|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best\" answer is usually **Thomson Reuters ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|openai-small|CORPTAX", "prompt": "c232-l1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CORPTAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CORPTAX** \\u2014 strong enterprise contender, worth evaluating in RFPs"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|openai-small|CCH Axcess / CCH ProSystem fx ecosystem", "prompt": "c232-l1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess / CCH ProSystem fx ecosystem", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more often seen in broader tax prep/compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thomson Reuters ONESOURCE Tax Provision (Frequently #1 or #2) ... Excels in multinational setups"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Often ranked #1 in provision-specific lists) ... Best for global teams"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Longview Tax (now Insightsoftware)", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (now Insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Consistent top 3) ... Scalable for multi-entity ops, strong ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Bloomberg Tax Provision", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bloomberg Tax Provision | Research + audit-ready reporting | 7.8-9.3/10"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Oracle Tax Reporting Cloud", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle Tax Reporting Cloud | EPM integration, CbCR | 8.2/10 | Oracle ERP users"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Vertex Tax Provision", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vertex Tax Provision | Compliance + automation | 7.3-9.0/10"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Wolters Kluwer CCH Tagetik | Group-level data harmonization"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|Workiva", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workiva | Governed workflows | 7.6/10 | Reporting-heavy teams"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|xai-small|OneStream", "prompt": "c232-l1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "closest are Financial Close/Consolidation or EPM, where OneStream, Oracle, CCH Tagetik lead"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|zai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thomson Reuters ONESOURCE Tax Provision** is the leading choice"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|zai-small|Longview Tax", "prompt": "c232-l1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Longview Tax** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c232-l1|zai-small|Sovos Tax Provision", "prompt": "c232-l1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos Tax Provision** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|Avalara", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should prioritize vendors specializing in federal/corporate taxes over those famous only for sales tax (like Avalara)"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "This is widely considered the gold standard for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|CCH Tagetik (by SAP)", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH Tagetik (by SAP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies already using SAP, Oracle, or Microsoft Dynamics who need deep financial integration."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|Dipexia", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Dipexia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dipexia is a newer player that has gained significant traction among mid-market to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|Plexus Group", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Plexus Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider adding a dedicated compliance vendor like **Plexus Group** or **Epic** solely to handle the high-volume withholding filings"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|alibaba-small|Epic", "prompt": "c232-l2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Epic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider adding a dedicated compliance vendor like **Plexus Group** or **Epic**"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|anthropic-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Thomson Reuters ONESOURCE** (Recommended)"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|anthropic-small|Vertex", "prompt": "c232-l2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex is best for enterprise ERP depth and is built for large and mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|anthropic-small|Asure Payroll Tax Management", "prompt": "c232-l2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Asure Payroll Tax Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Asure's payroll tax management solution provides flexible, scalable options to support payroll tax filing for any payroll system"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|anthropic-small|Paycom", "prompt": "c232-l2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Paycom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These integrated HCM platforms offer comprehensive payroll tax management alongside HR functions"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|anthropic-small|Paycor", "prompt": "c232-l2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Paycor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Paycom or Paycor**: These integrated HCM platforms offer comprehensive payroll tax management"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Thomson Reuters ONESOURCE** or **Vertex** as the strongest enterprise-grade options"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|challenger-small|Vertex", "prompt": "c232-l2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex** as the first choice if your environment is heavily ERP-centric and indirect-tax complex"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|challenger-small|TaxJar", "prompt": "c232-l2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I would generally **not** start with SMB-oriented tools like TaxJar, TaxCloud, or other smaller-scale products"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|challenger-small|TaxCloud", "prompt": "c232-l2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would generally **not** start with SMB-oriented tools like TaxJar, TaxCloud"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Thomson Reuters ONESOURCE Corporate Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Vertex", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent if you have substantial multistate/sales and use tax exposure"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Wolters Kluwer CCH Tagetik", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong enterprise choice, particularly if you want tighter integration with corporate performance management"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A solid, respected option for major corporations focused on ASC 740 tax provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Oracle Tax Reporting", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit if you're already deeply invested in the Oracle ERP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|deepseek-small|Avalara", "prompt": "c232-l2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though its core strength is indirect tax rather than corporate income tax provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|Thomson Reuters ONESOURCE (Income Tax)", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE (Income Tax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE is widely considered the industry standard for enterprise tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|CSC Corptax", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CSC Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Thomson Reuters ONESOURCE** (if highly multinational) or **CSC Corptax** (if heavily U.S.-focused with a need for single-database automation)."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|Wolters Kluwer CCH Axcess Tax / CCH Integrator", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Axcess Tax / CCH Integrator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CCH Axcess is a robust, cloud-native tax preparation and compliance engine."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|ADP SmartCompliance", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ADP SmartCompliance** to overlay on your existing ERP/payroll software"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|MasterTax (by Equifax)", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "MasterTax (by Equifax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MasterTax is a dedicated payroll tax technology built for massive volume."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|Symmetry Software or BSI (Business Software, Inc.)", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Symmetry Software or BSI (Business Software, Inc.)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These are the underlying \"tax engines\" used by major HR providers"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|Vertex Enterprise", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Implement **Vertex** alongside your ERP to manage sales tax and buyer exemption certificates."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|google-small|Avalara AvaTax", "prompt": "c232-l2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrating Vertex or Avalara with your ERP (SAP/Oracle) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|meta-small|Fonoa", "prompt": "c232-l2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fonoa - offers tools monitored and maintained by professionals to streamline the entire transactional chain for large, digital-first companies."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|meta-small|Vertex", "prompt": "c232-l2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex - a top-tier solution designed for large enterprises focusing on indirect tax management."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|meta-small|Thomson Reuters", "prompt": "c232-l2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers business tax software for medium and large organizations, with features such as robust reporting, audit support, and user experience"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|minimax-small|ADP SmartCompliance", "prompt": "c232-l2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ADP SmartCompliance** – They are the market leader in enterprise payroll tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Thomson Reuters ONESOURCE** if you need broader corporate tax management"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|minimax-small|Sovos Withholding Tax", "prompt": "c232-l2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos Withholding Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sovos Withholding Tax** (Best for Withholding Compliance)"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|minimax-small|Avalara", "prompt": "c232-l2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Avalara** (Best for Tax Determination & Filing)"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|mistral-small|Vertex Corporate Tax", "prompt": "c232-l2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large tax teams needing repeatable provision workpapers... widely regarded as a top choice for enterprise-level tax compliance and provisioning"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|mistral-small|Sovos", "prompt": "c232-l2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended when you need the same provision flow backed by strong audit-trail and filing output."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|mistral-small|Fonoa", "prompt": "c232-l2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers tools monitored and maintained by professionals to streamline the entire transactional chain for large, digital-first companies."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|mistral-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|mistral-small|Bloomberg Tax Provision", "prompt": "c232-l2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "and **Bloomberg Tax Provision**, which are also designed for larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Enterprise ... it offers the most comprehensive coverage and is considered the enterprise standard."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|moonshot-small|Vertex", "prompt": "c232-l2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily invested in SAP/Oracle: Vertex – it has the deepest ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|moonshot-small|ADP SmartCompliance", "prompt": "c232-l2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If payroll tax is your primary concern: ADP SmartCompliance"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|moonshot-small|Sovos Compliance Cloud", "prompt": "c232-l2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos Compliance Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Scale ... Large multinational enterprises with complex VAT/GST requirements"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|openai-small|ADP SmartCompliance", "prompt": "c232-l2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **ADP SmartCompliance** as the first place to look"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|openai-small|Thomson Reuters", "prompt": "c232-l2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprise corporate tax operations:** **Thomson Reuters** tax automation tools"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|openai-small|Sovos", "prompt": "c232-l2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global indirect tax / e-invoicing compliance:** **Sovos** or **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|openai-small|Vertex", "prompt": "c232-l2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for global indirect tax / e-invoicing compliance:** **Sovos** or **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|xai-small|Thomson Reuters ONESOURCE", "prompt": "c232-l2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Thomson Reuters ONESOURCE as the top choice for income tax compliance software."}, {"id": "mai-20260917-1752-baseline-2|c232-l2|xai-small|Vertex O Series", "prompt": "c232-l2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex O Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Indirect + direct tax in manufacturing/ERP-heavy firms"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c232-l2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Integrated tax provision with financial planning"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|xai-small|Bloomberg Tax Provision", "prompt": "c232-l2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Research + provision for analytics-focused teams"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|zai-small|Thomson Reuters ONESOURCE Income Tax", "prompt": "c232-l2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE Income Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Thomson Reuters ONESOURCE Income Tax**"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|zai-small|Avalara", "prompt": "c232-l2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "consider **Sovos** or **Avalara** as complementary or primary options"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|zai-small|Vertex", "prompt": "c232-l2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vertex** may be the better fit"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|zai-small|Sovos", "prompt": "c232-l2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Sovos** or **Avalara** as complementary or primary options"}, {"id": "mai-20260917-1752-baseline-2|c232-l2|zai-small|Fonoa", "prompt": "c232-l2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More niche; may need complementary solutions for full enterprise direct tax coverage."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|alibaba-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE is widely considered the \"gold standard\" for large-cap public companies."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|alibaba-small|Wolters Kluwer CorpTax (Tax Provision Suite)", "prompt": "c232-l3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Wolters Kluwer CorpTax (Tax Provision Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose CorpTax if you are looking for a tool that unifies your tax compliance (filings) and tax provisioning under one roof"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|alibaba-small|Workiva", "prompt": "c232-l3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Workiva if your team is small-to-medium size, you want to reduce \"close time\" significantly"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|alibaba-small|Donnelley Financial Solutions (XR)", "prompt": "c232-l3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Donnelley Financial Solutions (XR)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cons: Less ubiquitous in the Fortune 500 compared to ONESOURCE or CorpTax"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|ONESOURCE (Thomson Reuters)", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's a leading enterprise-grade solution for automating complex tax provision processes"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bloomberg Tax Provision is a top choice for firms managing complex tax and compliance work"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|CCH Corptax (Wolters Kluwer)", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Corptax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CCH Corptax is a robust enterprise-grade tax provision software designed to automate ASC 740 calculations"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|TaxStream", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxStream is the strongest fit for ASC 740 provision workpapers that require controlled interim and year-end iterations"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|Oracle Tax Reporting", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Standout features include country-by-country reporting, tax provision calculations, automated imports"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|anthropic-small|CCH Tagetik", "prompt": "c232-l3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CCH Tagetik stands out with an enterprise tax and finance data model that links tax reporting to consolidation"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise provision suite:** **Thomson Reuters ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for global ASC 740 / IAS 12 workpapers:** **Sovos Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Longview Tax", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Positioned as scalable with ERP integration and enterprise tax operations support."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Oracle Tax Reporting", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Oracle-heavy environments:** **Oracle Tax Reporting**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for audit-ready provision reporting:** **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|Vertex Tax Provision / Vertex Corporate Tax", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Provision / Vertex Corporate Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vertex tends to stand out for **structured workflows**, **governance**, and **enterprise tax calculation**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|challenger-small|CCH Tagetik", "prompt": "c232-l3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for finance-close integration:** **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **market benchmark**, serving a majority of the Fortune 500... Fortune 500 multinationals with complex structures and strong compliance needs → **ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Longview Tax (insightsoftware)", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consolidation-driven finance teams → **Longview**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Corptax (CSC / 1st Source)", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax (CSC / 1st Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "US-heavy companies wanting provision + return in one system → **Corptax**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams wanting modern UX and fast, audit-ready close → **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Repeatable ASC 740/IAS 12 provision-close **workpapers with traceable variances**"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Oracle Tax Reporting Cloud", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle Tax Reporting is ideal for Oracle ERP shops"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|TaxStream", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cloud-based ASC 740 provision and planning, popular as an ONESOURCE alternative"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|Vertex Tax Accounting", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more structured, repeatable corporate provision workflows oriented around close outputs"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|deepseek-small|NetSuite (ERP approach)", "prompt": "c232-l3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "NetSuite (ERP approach)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "for mid-market firms wanting tax provision embedded in their ERP rather than a dedicated engine"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed market heavyweight... Unmatched depth in tax-technical capabilities."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|CSC Corptax (Accounting for Income Taxes - AIT)", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CSC Corptax (Accounting for Income Taxes - AIT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ONESOURCE's primary best-of-breed competitor... The Winner: CSC Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|Oracle Cloud Tax Reporting (TRCS / Tax Reporting Cloud Service)", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Cloud Tax Reporting (TRCS / Tax Reporting Cloud Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Oracle TRCS if your organization is already anchored in Oracle Cloud ERP/EPM"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|Insightsoftware Longview Tax", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Insightsoftware Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Longview Tax if you want a highly flexible, user-friendly, standalone corporate tax provision platform"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|OneStream Tax Provision", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose OneStream Tax Provision if you are already using (or migrating to) OneStream"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|google-small|Wolters Kluwer CCH Tagetik / CCH Integrator", "prompt": "c232-l3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik / CCH Integrator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly favored in Europe and Asia-Pacific... native handling of IFRS and local GAAPs."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|TaxStream", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade tax provision tools include TaxStream, Oracle Tax Reporting, ONESOURCE Tax Provision, Vertex Tax Accounting, Sovos, Taxfyle, TaxDome, and Avalara."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|Oracle Tax Reporting", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade tax provision tools include TaxStream, Oracle Tax Reporting, ONESOURCE Tax Provision..."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade tax provision tools include ... ONESOURCE Tax Provision, Vertex Tax Accounting..."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|Vertex Tax Accounting", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vertex Tax Accounting, Sovos, Taxfyle, TaxDome, and Avalara"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|Sovos", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vertex Tax Accounting, Sovos, Taxfyle, TaxDome, and Avalara"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|Taxfyle", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Taxfyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sovos, Taxfyle, TaxDome, and Avalara"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|TaxDome", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Taxfyle, TaxDome, and Avalara"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|meta-small|Avalara", "prompt": "c232-l3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "TaxDome, and Avalara. These tools differ in their features, ease of use, and value."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Sovos Tax Provision**\n- **Rating:** 9.0/10 (WorldMetrics)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Rating:** 8.7/10 ... SAP S/4HANA-certified ASC 740 and IAS 12 automation"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|Corptax (Wolters Kluwer)", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise tax departments needing comprehensive tax accounting"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|CCH Tagetik Tax Provision & Reporting (Wolters Kluwer)", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik Tax Provision & Reporting (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Enterprises needing tax provision driven by consolidation and statutory reporting data"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|Workiva", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Overall pick for ease of use and value"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|minimax-small|OneStream Tax Provision", "prompt": "c232-l3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Consolidation-heavy teams needing controlled tax provision automation across jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|mistral-small|Corptax", "prompt": "c232-l3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Renowned for robust compliance and provision capabilities, especially for large enterprises... making it a top choice for complex tax provision and compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|mistral-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often considered the most comprehensive enterprise tax management platform"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|mistral-small|Vertex Tax Accounting (O Series)", "prompt": "c232-l3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting (O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for enterprise use... making it ideal for multi-jurisdictional operations."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|mistral-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excels in automating ASC 740 calculations, integrating with tax workpapers, and supporting audit-ready reporting."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|mistral-small|Longview", "prompt": "c232-l3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers scalable tax provision capabilities with strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Sovos Tax Provision** (9.0/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Thomson Reuters ONESOURCE Tax Provision** (8.7/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Longview Tax", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Longview Tax** (8.5/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Oracle Cloud EPM Tax Reporting", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Cloud EPM Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Oracle Cloud EPM Tax Reporting** (8.2/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Bloomberg Tax Provision** (7.9/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Workiva Tax and Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax and Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "### 6. **Workiva Tax and Provision** (7.6/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|Vertex Tax Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "### 7. **Vertex Tax Provision** (7.3/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|OneStream Tax Provision", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "### 8. **OneStream Tax Provision** (7.0/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|moonshot-small|CSC Corptax AIT", "prompt": "c232-l3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CSC Corptax AIT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "### 9. **CSC Corptax AIT** (6.8/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tax department-led buy:** ONESOURCE is often the first place to look."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|openai-small|Oracle Hyperion Tax Provision", "prompt": "c232-l3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Hyperion Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle Hyperion Tax Provision** = best if you're already deeply in Oracle EPM."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|openai-small|Wolters Kluwer CCH Tagetik Corporate Tax / Tax Provision & Reporting", "prompt": "c232-l3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik Corporate Tax / Tax Provision & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CCH Tagetik** = best if you want tax provision inside a wider finance/performance management platform."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thomson Reuters ONESOURCE Tax Provision** (often top-ranked)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Wolters Kluwer CCH Corptax", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Wolters Kluwer CCH Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Corptax** for end-to-end corporate tax (provision + returns/planning)."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Vertex Tax Accounting / Vertex Tax Provision", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting / Vertex Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pick Vertex** for integrated direct/indirect tax at massive scale."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Bloomberg Tax Provision", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Bloomberg** if research/audit prep is key, or for quicker setup."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Oracle Tax Reporting Cloud", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick Oracle/TaxStream** for ERP-aligned or workpaper-heavy teams."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|TaxStream", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TaxStream shines for interim controls"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sovos for entity/jurisdiction traceability + ETR variance"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Workiva", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workiva** (strong in reporting and governance)"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|xai-small|Longview Tax (Cube Software)", "prompt": "c232-l3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax (Cube Software)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "appear in lists but less dominantly for pure provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l3|zai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE is widely considered the market leader in tax content and calculation engines."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|zai-small|Workiva Tax Provision", "prompt": "c232-l3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workiva if your priority is high-level governance and linking tax data to your financial disclosures."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|zai-small|OneStream Tax Provision", "prompt": "c232-l3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose OneStream if you want to replace your spreadsheets and unify your entire financial close process."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|zai-small|CCH Tagetik Tax Provision & Reporting", "prompt": "c232-l3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose CCH Tagetik if you are looking for a holistic CPM solution that aligns tax with broader financial strategy."}, {"id": "mai-20260917-1752-baseline-2|c232-l3|zai-small|Sovos Tax Provision", "prompt": "c232-l3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Multinational teams that already use Sovos for indirect tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|alibaba-small|Longview Tax (by Insight Software)", "prompt": "c232-l4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax (by Insight Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Longview Tax (by Insight Software) — *Best for Flexibility & TCO Control*"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|alibaba-small|Thomson Reuters OneSource Corporate Tax", "prompt": "c232-l4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters OneSource Corporate Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneSource is the \"heavyweight champion\" for complex, multinational corporations."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|alibaba-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c232-l4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CCH Tagetik (Wolters Kluwer) — *Best for Finance Integration*"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|anthropic-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. ONESOURCE Tax Provision (Thomson Reuters)** ... This approach provides better cost predictability compared to per-transaction models."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|anthropic-small|Oracle Tax Reporting Cloud", "prompt": "c232-l4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "particularly suited for large enterprises with complex organizational structures requiring centralized tax data governance"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|anthropic-small|CSC Corptax", "prompt": "c232-l4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CSC Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CSC Corptax is a corporate tax solution aimed at large corporations and accounting firms"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|anthropic-small|Vertex", "prompt": "c232-l4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vertex typically starts at $100,000+ annually based on user count, jurisdictions, and modules"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|challenger-small|Bloomberg Tax Provision", "prompt": "c232-l4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Bloomberg Tax Provision** if your priority is an enterprise provision platform"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|challenger-small|CCH Tagetik", "prompt": "c232-l4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CCH Tagetik** if you want tax provision embedded in a wider finance/tax reporting stack"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|challenger-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong enterprise contender, especially if you also need a larger tax platform ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c232-l4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you can negotiate a fixed-fee enterprise license... Predictable *only* if you get the unlimited-reader clause in writing."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|deepseek-small|Bloomberg Tax", "prompt": "c232-l4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat costs make this prohibitive... Not the first choice for massive user counts."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|deepseek-small|CCH Tagetik Tax Provision & Reporting", "prompt": "c232-l4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for true enterprise-wide, flat-fee licensing... Predictability score: ★★★★★"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|deepseek-small|Corptax", "prompt": "c232-l4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simple, entity-based pricing with no per-user fees | **Corptax**"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-l4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Thomson Reuters ONESOURCE** or **CSC Corptax**. Request a **Corporate Site License** with unlimited users in the RFP."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|google-small|CSC Corptax", "prompt": "c232-l4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CSC Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Thomson Reuters ONESOURCE** or **CSC Corptax** ... Both represent the gold standard for Fortune 500 audit-readiness"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|google-small|OneStream (Tax Provision Module)", "prompt": "c232-l4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "OneStream (Tax Provision Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have a modern Enterprise Performance Management (EPM) system: Go with **OneStream Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|google-small|Longview Tax (by insightsoftware)", "prompt": "c232-l4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "insightsoftware offers customized, predictable multi-year enterprise agreements"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|google-small|Oracle Cloud EPM Tax Reporting", "prompt": "c232-l4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Oracle Cloud EPM Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **OneStream Tax Provision** or **Oracle Cloud EPM Tax Reporting**"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|meta-small|Sovos Tax Provision", "prompt": "c232-l4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is Sovos Tax Provision. It is the strongest fit for corporate tax provision teams"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|meta-small|CCH Tagetik", "prompt": "c232-l4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include CCH Tagetik and Vertex Corporate Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|meta-small|Vertex Corporate Tax", "prompt": "c232-l4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include CCH Tagetik and Vertex Corporate Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-l4|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c232-l4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thomson Reuters ONESOURCE (market leader, Fortune 100 standard)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|minimax-small|Corptax", "prompt": "c232-l4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corptax (strong provision automation)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|minimax-small|SAP Tax Compliance", "prompt": "c232-l4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "SAP Tax Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP Tax Compliance | User-based (claimed ~$8/user/mo) | Likely higher at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|minimax-small|Bloomberg Tax Provision", "prompt": "c232-l4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bloomberg Tax Provision (excellent for multi-jurisdiction tracing)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|minimax-small|CCH Tagetik", "prompt": "c232-l4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "CCH Tagetik (integrates with financial consolidation)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|mistral-small|CCH® Tagetik Tax Provision & Reporting", "prompt": "c232-l4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH® Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CCH® Tagetik Tax Provision & Reporting** stands out as the best choice"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|mistral-small|Sovos Tax Provision", "prompt": "c232-l4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing is modular and driven by transaction volume, jurisdictions, and modules, making it less predictable"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|mistral-small|Vertex Tax Accounting", "prompt": "c232-l4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may lead to less predictable costs as your business grows"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|moonshot-small|Workiva Tax Reporting", "prompt": "c232-l4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Workiva Tax Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** stands out because it explicitly includes unlimited users in all packages—eliminating the risk of cost overruns"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|moonshot-small|Longview Tax (insightsoftware)", "prompt": "c232-l4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Designer users cost 4-5x Standard users, so costs can escalate with power users"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-l4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bloomberg's Corporate Site License** is worth negotiating if you prefer their provision capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-l4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid per-seat models** (like ONESOURCE at $25K-$80K per seat) for large user bases"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|moonshot-small|Sovos", "prompt": "c232-l4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Transaction/jurisdiction-based | ⭐⭐⭐ Moderate (volume-dependent)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Thomson Reuters ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as one of the strongest options for a large company needing tax provision software with predictable total costs"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|xai-small|Sovos Tax Provision", "prompt": "c232-l4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Consumption/transaction-based ($15k-$500k+/yr) | Strong features, but variable costs"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|xai-small|Bloomberg Tax Provision", "prompt": "c232-l4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for pure ASC 740 automation with traceable calcs; scalable but pricier per user at volume"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|xai-small|CCH Tagetik", "prompt": "c232-l4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If integrated FP&A/consolidation is needed; predictable via platform subscriptions but higher entry (~$150k+/yr)"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|xai-small|Vertex Corporate Tax", "prompt": "c232-l4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Transaction/revenue-based ($10k-$150k/mo) | Multi-entity focus, less predictable at scale"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|zai-small|CCH Tagetik", "prompt": "c232-l4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Tagetik", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best software solution is **CCH Tagetik**"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|zai-small|Thomson Reuters ONESOURCE", "prompt": "c232-l4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why it might be the runner-up... the cost can be unpredictable"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|zai-small|Corptax", "prompt": "c232-l4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Thomson Reuters ONESOURCE or Corptax) are excellent, they often rely on \"entity-based\" or \"module-based\" pricing"}, {"id": "mai-20260917-1752-baseline-2|c232-l4|zai-small|Bloomberg Tax Provision", "prompt": "c232-l4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricing is often opaque or quote-based, and it lacks the per-user flexibility of Tagetik for very large, distributed teams."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|challenger-small|ONESOURCE Tax Provision", "prompt": "c232-l5", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the sources point to several common enterprise options, especially **ONESOURCE Tax Provision**, **CCH Tagetik**, **Bloomberg Tax Provision**, **Corptax**, and **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|challenger-small|CCH Tagetik", "prompt": "c232-l5", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "several common enterprise options, especially **ONESOURCE Tax Provision**, **CCH Tagetik**, **Bloomberg Tax Provision**, **Corptax**, and **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|challenger-small|Bloomberg Tax Provision", "prompt": "c232-l5", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "several common enterprise options, especially ... **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|challenger-small|Corptax", "prompt": "c232-l5", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "several common enterprise options, especially ... **Corptax**, and **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|challenger-small|OneStream", "prompt": "c232-l5", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "several common enterprise options, especially ... and **OneStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|deepseek-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant player. Strong ASC 740/IAS 12 engine, deep integration with SAP, and dedicated UTP module."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|deepseek-small|Longview Tax (insightsoftware)", "prompt": "c232-l5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for **close-cycle** integration and \"one source of truth\" with the finance close."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|deepseek-small|Sovos Tax Provision", "prompt": "c232-l5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong on **governance and traceability**. Good fit if you want a modern, cloud-native UI"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|deepseek-small|CSC Corptax", "prompt": "c232-l5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CSC Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Expert in **US federal/state returns** and an integrated data model."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|deepseek-small|AXIOM (Axcentria)", "prompt": "c232-l5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "AXIOM (Axcentria)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need **Pillar Two** modeling now, this is a specialist. Could be a niche add-on."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|google-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-l5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE Tax Provision (Thomson Reuters):** The market incumbent. Highly robust, deeply trusted by Big 4 auditors"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|google-small|Corptax (CSC)", "prompt": "c232-l5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Corptax (CSC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for being incredibly powerful and highly customizable... It has a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|google-small|Bloomberg Tax Provision", "prompt": "c232-l5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, cloud-native option that is easier to use and implement than legacy competitors"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|google-small|Longview Tax (insightsoftware)", "prompt": "c232-l5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent choice if your organization is already using advanced enterprise performance management (EPM) systems"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|meta-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential corporate tax provision software solutions to consider based on the search results include:"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|meta-small|PowerPlan Tax Provision", "prompt": "c232-l5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "PowerPlan Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- PowerPlan Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|meta-small|Exactera Tax Provision", "prompt": "c232-l5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Exactera Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|meta-small|Tax Technologies, Inc. Tax Series", "prompt": "c232-l5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Tax Technologies, Inc. Tax Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Tax Technologies, Inc. Tax Series"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|mistral-small|Thomson Reuters ONESOURCE", "prompt": "c232-l5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: e.g., Thomson Reuters ONESOURCE, Vertex, Wolters Kluwer CCH Tagetik, Workiva, or Procor."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|mistral-small|Vertex", "prompt": "c232-l5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: e.g., Thomson Reuters ONESOURCE, Vertex, Wolters Kluwer CCH Tagetik, Workiva, or Procor."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|mistral-small|Wolters Kluwer CCH Tagetik", "prompt": "c232-l5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: e.g., Thomson Reuters ONESOURCE, Vertex, Wolters Kluwer CCH Tagetik, Workiva, or Procor."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|mistral-small|Workiva", "prompt": "c232-l5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: e.g., ... Workiva, or Procor."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|mistral-small|Procor", "prompt": "c232-l5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Procor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist Vendors: e.g., ... Workiva, or Procor."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong ASC 740 depth, ERP integration, and enterprise governance."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|moonshot-small|Corptax (CSC)", "prompt": "c232-l5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Corptax (CSC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Heavy enterprise automation, workflow controls."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|moonshot-small|OneStream Tax Provision", "prompt": "c232-l5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already in the OneStream ecosystem; strong consolidation ties."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|moonshot-small|Workiva", "prompt": "c232-l5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for governed collaboration and audit trails if provision is tightly coupled with external reporting."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|moonshot-small|Sovos Tax Provision", "prompt": "c232-l5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong on automated close and governance for multinational teams."}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE (top-ranked for provision, confirmed SOC 2/SSO)"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|Bloomberg Tax Provision", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist: ONESOURCE ..., Bloomberg Tax, CCH Tagetik, Sovos"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist: ONESOURCE ..., Bloomberg Tax, CCH Tagetik, Sovos"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|Sovos Tax Provision", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shortlist: ONESOURCE ..., Bloomberg Tax, CCH Tagetik, Sovos"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|Exactera", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Exactera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Exactera, and Longview Tax frequently appear in enterprise reviews"}, {"id": "mai-20260917-1752-baseline-2|c232-l5|xai-small|Longview Tax", "prompt": "c232-l5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Exactera, and Longview Tax frequently appear in enterprise reviews"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|anthropic-small|Excel Spreadsheets", "prompt": "c232-l6", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet methods are time-consuming and prone to human error, and often lack transparency"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|challenger-small|NetSuite", "prompt": "c232-l6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**NetSuite-only or ERP-native approaches** for tax provision, because NetSuite does not natively handle income tax provisions"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|challenger-small|ONESOURCE", "prompt": "c232-l6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the safer shortlist is usually **Corptax**, **ONESOURCE**, **Vertex**, and similar enterprise-grade platforms"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|challenger-small|Corptax", "prompt": "c232-l6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For a large enterprise, the safer shortlist is usually **Corptax**, **ONESOURCE**, **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|challenger-small|Vertex", "prompt": "c232-l6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the safer shortlist is usually **Corptax**, **ONESOURCE**, **Vertex**, and similar enterprise-grade platforms"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|Spreadsheets (Excel)", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Spreadsheets (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "AVOID: Spreadsheets (Excel) as the Primary Provision Engine"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|OneStream", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BE CAUTIOUS: Generic CPM/Consolidation Platforms (e.g., OneStream, Oracle Hyperion)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|Oracle Hyperion", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Oracle Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BE CAUTIOUS: Generic CPM/Consolidation Platforms (e.g., OneStream, Oracle Hyperion)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|Longview Tax", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Legacy Tools with Stale Architecture (e.g., Longview Tax) ... Longview Tax scored significantly lower (6.2/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|ONESOURCE", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High-Performing Tools without Internal Governance (e.g., ONESOURCE) ... requires strong tax account mapping governance"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|Sovos", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You want a cloud-native, purpose-built tool (like Sovos, TaxStream, or Bloomberg Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|TaxStream", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "cloud-native, purpose-built tool (like Sovos, TaxStream, or Bloomberg Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-l6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "cloud-native, purpose-built tool (like Sovos, TaxStream, or Bloomberg Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|Microsoft Excel", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on it as the **primary global engine** for calculating and consolidating tax provisions is a high-risk strategy that modern enterprises should avoid"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|SAP", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard ERP financial modules are designed for transactional accounting, not the unique GAAP-to-tax adjustments required for ASC 740/IAS 12"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|Oracle", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why to be cautious: Standard ERP financial modules are designed for transactional accounting"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|Workday", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "native tax-provisioning modules bundled with their core General Ledger or Enterprise Resource Planning (ERP) systems (such as standard SAP, Oracle, or Workday tools)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "highly capable, but they require a specific type of caution"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|Corptax", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "highly capable, but they require a specific type of caution"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|google-small|insightsoftware's Longview", "prompt": "c232-l6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "insightsoftware's Longview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "highly capable, but they require a specific type of caution"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|meta-small|Sovos Tax Provision", "prompt": "c232-l6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sovos Tax Provision and ONESOURCE Tax Provision are popular choices for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|meta-small|ONESOURCE Tax Provision", "prompt": "c232-l6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sovos Tax Provision and ONESOURCE Tax Provision are popular choices for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|meta-small|Taxfyle", "prompt": "c232-l6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Taxfyle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "mention that Taxfyle is a better fit for mid-market finance organizations"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|meta-small|spreadsheets", "prompt": "c232-l6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "a large enterprise should be cautious about or avoid using spreadsheets for tax provisioning"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|Excel", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Solutions (Excel) ... it poses significant risks for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|Vertex Tax Accounting", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Limited visibility into audit-grade workflows, narrower coverage for complex jurisdictional modeling"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|TaxPoint", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Initial configuration can be time-consuming for multi-jurisdiction hierarchies"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|Corptax", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The most suitable options for large enterprises typically include platforms like Corptax"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|Bloomberg Tax Provision", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "most suitable options for large enterprises typically include platforms like Corptax, Bloomberg Tax Provision, CCH Tagetik, and Longview"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|CCH Tagetik", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "most suitable options for large enterprises typically include ... CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|minimax-small|Longview", "prompt": "c232-l6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "most suitable options for large enterprises typically include ... Longview"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|mistral-small|Spreadsheets (e.g., Excel)", "prompt": "c232-l6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Spreadsheets (e.g., Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The risk of inaccuracies and lack of auditability makes them a poor choice for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|mistral-small|Bloomberg Tax Provision", "prompt": "c232-l6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "should invest in specialized tax provision software (such as Bloomberg Tax Provision, Corptax, Longview, or ONESOURCE Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|mistral-small|Corptax", "prompt": "c232-l6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specialized tax provision software (such as Bloomberg Tax Provision, Corptax, Longview, or ONESOURCE Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|mistral-small|Longview", "prompt": "c232-l6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specialized tax provision software (such as Bloomberg Tax Provision, Corptax, Longview, or ONESOURCE Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|mistral-small|ONESOURCE Tax Provision", "prompt": "c232-l6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialized tax provision software (such as Bloomberg Tax Provision, Corptax, Longview, or ONESOURCE Tax Provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|Microsoft Excel", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should primarily avoid or exercise extreme caution with spreadsheet-based tools (e.g., Microsoft Excel or Google Sheets) for tax provisioning"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|Google Sheets", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "avoid or exercise extreme caution with spreadsheet-based tools (e.g., Microsoft Excel or Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|ONESOURCE", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Gartner Peer Insights praises tools like ONESOURCE"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|Bloomberg Tax Provision", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cautions for Dedicated Tax Provision Software (e.g., Bloomberg Tax Provision, Corptax, ONESOURCE, Longview)"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|Corptax", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even robust tools (common for enterprises) carry risks if mishandled"}, {"id": "mai-20260917-1752-baseline-2|c232-l6|xai-small|Longview", "prompt": "c232-l6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cautions for Dedicated Tax Provision Software (e.g., Bloomberg Tax Provision, Corptax, ONESOURCE, Longview)"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|alibaba-small|Longview Tax", "prompt": "c232-m1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Sweet Spot for Most Mid-Market Companies: **Longview Tax**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c232-m1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drawback:** High cost and longer implementation times (6–18 months). It may be overkill if you are purely domestic"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|alibaba-small|Corptax (Wolters Kluwer)", "prompt": "c232-m1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Corptax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for U.S. Focused Complexity: **Corptax (Wolters Kluwer)**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|alibaba-small|TaxStream", "prompt": "c232-m1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start by requesting demos from **Longview Tax** and **TaxStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "This is a strong choice if you prioritize user-friendliness and are focused primarily on tax provision automation."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|anthropic-small|InsightSoftware (Longview Tax)", "prompt": "c232-m1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "InsightSoftware (Longview Tax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It fits when mid-market to enterprise teams need controlled tax provision closes with audit-traceable workpapers"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|anthropic-small|Thomson Reuters ONESOURCE", "prompt": "c232-m1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the Tax Provision module generates precise corporate tax estimates with detailed reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|anthropic-small|CCH Axcess CorpTax from Wolters Kluwer", "prompt": "c232-m1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess CorpTax from Wolters Kluwer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "automates complex federal, state, and international tax preparation, excels in handling multi-state apportionment and tax provisions"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|challenger-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ONESOURCE Tax Provision** is the safest default for a mid-market B2B company with a real provision process"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|challenger-small|Wolters Kluwer CCH Tagetik Tax Provision & Reporting", "prompt": "c232-m1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative when your finance team wants tighter group-level financial reporting alignment"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|challenger-small|CSC Corptax", "prompt": "c232-m1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CSC Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Corptax** if you want a **broader tax management platform**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest, most broadly recommended pick for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Corptax (Wolters Kluwer)", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Corptax (Wolters Kluwer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "just be aware it trends toward the larger end of mid-market/enterprise in cost and complexity"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "if you want something significantly **easier to use and more affordable**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Vertex Tax Accounting", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good structured workflow option"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Sovos Tax Provision", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for globally distributed/controlled, traceable multi-entity workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|deepseek-small|Workiva", "prompt": "c232-m1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "it's more a close/reporting platform than a pure tax engine"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|google-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **absolute best mix of rapid setup (<2 months), robust calculation, and intuitive interface**, choose **Bloomberg Tax Provision**."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-m1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Highly Complex, Multinational, or Rapidly Scaling Companies... It is highly complex, has a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|google-small|Exactera Tax Provision", "prompt": "c232-m1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Use & Cost-Effectiveness"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|google-small|Longview Tax (by insightsoftware)", "prompt": "c232-m1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "go with **Longview Tax**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|google-small|Vena Solutions (Tax Provisioning Module)", "prompt": "c232-m1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vena Solutions (Tax Provisioning Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Teams That Want to Keep Excel"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|meta-small|ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best corporate tax provision software for a mid-market B2B company is ONESOURCE Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|meta-small|Taxfyle", "prompt": "c232-m1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Taxfyle, Avalara, and CCH Axcess Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|meta-small|Avalara", "prompt": "c232-m1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include Taxfyle, Avalara, and CCH Axcess Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|meta-small|CCH Axcess Tax", "prompt": "c232-m1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other notable options include Taxfyle, Avalara, and CCH Axcess Tax."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|minimax-small|ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ONESOURCE** or **Bloomberg Tax Provision** as they specifically target mid-market needs"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|minimax-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **ONESOURCE** or **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|minimax-small|Vertex Tax Accounting", "prompt": "c232-m1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Structured corporate provision workflows with repeatable close outputs"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|minimax-small|Taxfyle", "prompt": "c232-m1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market finance organizations wanting tax technology platform with provision workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|minimax-small|CCH Tagetik Tax Provision & Reporting", "prompt": "c232-m1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for growing B2B companies needing scalability"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|mistral-small|ONESOURCE Tax Provision by Thomson Reuters", "prompt": "c232-m1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision by Thomson Reuters", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is widely regarded as the best corporate tax provision software for mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|mistral-small|Sovos Tax Provision", "prompt": "c232-m1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global tax teams needing repeatable ASC 740 and IAS 12 provision-close workpapers"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|mistral-small|Vertex Tax Accounting", "prompt": "c232-m1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers structured corporate provision workflows focused on repeatable close outputs."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|mistral-small|Longview Tax", "prompt": "c232-m1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good for consolidation features, though some users find the interface dated."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **ONESOURCE Tax Provision** is the safest choice due to its balance of power, audit readiness, and scalability."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|FloQast Tax Provision", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "FloQast Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you prefer a lighter, more modern cloud solution with faster onboarding and lower total cost of ownership, **FloQast Tax Provision** is increasingly popular"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|CCH Tagetik", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you have complex multi-entity consolidation:** **CCH Tagetik** or **Longview** provide stronger group-level consolidation"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|Longview Tax", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Companies wanting **provision + financial close integration**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|Sovos Tax Provision", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Global** mid-market teams | Strong ASC 740 and IAS 12 support"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|moonshot-small|Lucasys Tax Provision", "prompt": "c232-m1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Lucasys Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If deferred tax automation is your primary pain point:** **Lucasys Tax Provision** offers jurisdiction-level deferred tax configuration"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **corporate tax provision** software is often **Thomson Reuters ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|openai-small|Longview Tax", "prompt": "c232-m1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "it's worth also looking at **Longview Tax** and **CCH Axcess/ProSystem fx tax provision offerings** in a shortlist process"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|openai-small|CCH Axcess/ProSystem fx tax provision offerings", "prompt": "c232-m1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess/ProSystem fx tax provision offerings", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth also looking at ... **CCH Axcess/ProSystem fx tax provision offerings** in a shortlist process"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|openai-small|ONESOURCE Income Tax / Direct Tax Essential", "prompt": "c232-m1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Income Tax / Direct Tax Essential", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need a broader tax stack with compliance + provision:** **ONESOURCE Income Tax / Direct Tax Essential**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|openai-small|Vertex", "prompt": "c232-m1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "consider **Vertex** for indirect tax, but it is not the clearest provision-first choice from the sources I found"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ONESOURCE Tax Provision (Thomson Reuters)** – **Most Recommended Overall for Mid-Market**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|Vertex Tax Accounting", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex Tax Accounting** – **Strong Runner-Up for Structured Workflows**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|Taxfyle", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Taxfyle or TaxPoint** – **Best Value for Lean Mid-Market Teams**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|TaxPoint", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Taxfyle or TaxPoint** – **Best Value for Lean Mid-Market Teams**"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Technical ASC 740 powerhouse (GAAP/IFRS), audit-ready reports. Great for mid-market with strict compliance but pricier/niche."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|TaxStream", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High scores (9.0/10) for traceable workpapers; fits controlled mid-to-enterprise closes."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|xai-small|Longview Tax (insightsoftware)", "prompt": "c232-m1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for ERP-tied consolidations, jurisdictional continuity."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|zai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thomson Reuters ONESOURCE Tax Provision (Top Recommendation)"}, {"id": "mai-20260917-1752-baseline-2|c232-m1|zai-small|Bloomberg Tax Provision", "prompt": "c232-m1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Efficiency and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|zai-small|Sovos Tax Provision", "prompt": "c232-m1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Controlled, repeatable workflows and traceability."}, {"id": "mai-20260917-1752-baseline-2|c232-m1|zai-small|Longview Tax (insightsoftware)", "prompt": "c232-m1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: A mid-market specific, scalable solution."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|Aptean Alphatax", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Aptean Alphatax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Aptean Alphatax**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|CCH Axcess Tax Pro (Wolters Kluwer)", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH Axcess Tax Pro (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: CCH Axcess Tax Pro (Wolters Kluwer)** ... this is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|Bloomberg Tax", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bloomberg Tax Workpapers** is the industry standard, though it typically comes with a higher price tag"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|Avalara", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Avalara is the undisputed market leader for mid-market e-commerce and B2B sales tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|Vertex", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Vertex** if your B2B business has a complex manufacturing supply chain"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**All-In-One Suite** | **Thomson Reuters ONESOURCE** | Large mid-sized companies (>$100M rev)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|Intuit ProConnect or QuickBooks Tax", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Intuit ProConnect or QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Intuit ProConnect or QuickBooks Tax** (if you use QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|CCH Axcess", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH Axcess", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**CCH Axcess or Thomson Reuters ONESOURCE** (comprehensive enterprise solutions)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CCH Axcess or Thomson Reuters ONESOURCE** (comprehensive enterprise solutions)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|Drake Tax", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Drake Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Drake Tax or UltraTax** (professional-grade software)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|UltraTax", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "UltraTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Drake Tax or UltraTax** (professional-grade software)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|anthropic-small|Wolters Kluwer eSpeed", "prompt": "c232-m2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer eSpeed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Wolters Kluwer eSpeed** (for larger operations)"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|challenger-small|Avalara", "prompt": "c232-m2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Avalara** as the default choice if you need broad, scalable compliance coverage and ERP integration."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|challenger-small|Vertex O Series", "prompt": "c232-m2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex O Series", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex O Series** if your company has **more complex tax requirements**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|challenger-small|ADP SmartCompliance", "prompt": "c232-m2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ADP SmartCompliance** if your main need is tax and regulatory compliance tied closely to **HR/ERP workflows**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|challenger-small|Sovos", "prompt": "c232-m2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sovos** if your compliance needs span **multi-state or multi-region** obligations"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|Thomson Reuters ONESOURCE Income Tax", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE Income Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Thomson Reuters ONESOURCE Income Tax** is the strongest overall choice"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|CCH Tagetik", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often rated \"best overall\" for corporate tax teams; strong provision depth."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|Longview Tax", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for B2B firms with complex financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|Vertex", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More focused on indirect tax, but strong compliance workflows."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|Corptax", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A well-regarded specialist option."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|deepseek-small|Avalara", "prompt": "c232-m2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Primarily indirect/sales tax with some income tax** \\u2192 **Vertex** or **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Avalara", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms like *Avalara AvaTax*, *TaxJar*, or *Anrok* ... **they do not file corporate income taxes**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Anrok", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms like *Avalara AvaTax*, *TaxJar*, or *Anrok* ... they do not file corporate income taxes"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Thomson Reuters ONESOURCE** if you are a larger, audited mid-market C-Corp with multiple subsidiaries"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Bloomberg Tax", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an excellent, highly modern alternative to ONESOURCE for corporate tax planning and compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|CCH Axcess Tax", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH Axcess Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CCH Axcess Tax** if you want to collaborate seamlessly with your external CPA"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Corptax", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "generally easier to run in ONESOURCE or Corptax"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|Intuit Lacerte Tax or ProConnect Tax", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Intuit Lacerte Tax or ProConnect Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your corporate tax needs are straightforward ... Intuit\\u2019s professional-grade tools are highly efficient."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|TurboTax Business", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Retail Software (e.g., TurboTax Business):** ... introduces high audit risks"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|google-small|TaxJar", "prompt": "c232-m2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "they do not file corporate income taxes"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|meta-small|Avalara", "prompt": "c232-m2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best income tax compliance software for a mid-sized B2B company would be Avalara"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|minimax-small|Avalara", "prompt": "c232-m2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Avalara for broader tax coverage and ONESOURCE if you focus primarily on corporate income tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|minimax-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ONESOURCE if you focus primarily on corporate income tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|minimax-small|Vertex", "prompt": "c232-m2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise ERP depth"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|minimax-small|ADP SmartCompliance", "prompt": "c232-m2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "ADP SmartCompliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good for midsize or larger companies"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|mistral-small|Vertex O Series", "prompt": "c232-m2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex O Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "two of the most highly recommended income tax compliance software options are **Vertex O Series** and **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|mistral-small|Avalara", "prompt": "c232-m2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "two of the most highly recommended income tax compliance software options are **Vertex O Series** and **Avalara**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|moonshot-small|Longview Tax", "prompt": "c232-m2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatively, consider **Longview Tax** if your priority is tight integration with your financial close process"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|moonshot-small|Vertex Tax Accounting", "prompt": "c232-m2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured Provision Workflow"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|moonshot-small|CCH ProSystem fx Tax", "prompt": "c232-m2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "CCH ProSystem fx Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Accounting Firm Integration"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|openai-small|Thomson Reuters ONESOURCE Income Tax", "prompt": "c232-m2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE Income Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend starting with **Thomson Reuters ONESOURCE Income Tax**"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|openai-small|Wolters Kluwer CCH Axcess / CCH Integrator", "prompt": "c232-m2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Axcess / CCH Integrator", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "wants a strong alternative with a broad corporate tax suite, **Wolters Kluwer CCH Axcess / CCH Integrator** is also worth a look"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|openai-small|Wolters Kluwer CCH SureTax", "prompt": "c232-m2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you mean **sales and use tax compliance** rather than corporate income tax, then **Wolters Kluwer CCH SureTax** is a strong choice"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|xai-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Thomson Reuters ONESOURCE as the top choice for income tax compliance software"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|xai-small|Vertex O Series", "prompt": "c232-m2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex O Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "More sales-tax focused, pricier setup"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|xai-small|Wolters Kluwer CCH Axcess/ProSystem fx", "prompt": "c232-m2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wolters Kluwer CCH Axcess/ProSystem fx", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're US-only/simple, CCH might suffice cheaper."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|xai-small|Bloomberg Tax", "prompt": "c232-m2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Bloomberg Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Deep analytics, but lighter on full compliance | Costly for pure filing needs"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|xai-small|Avalara", "prompt": "c232-m2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent for *sales/use tax* ... but not primarily for *income tax*"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Thomson Reuters ONESOURCE", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Corporate income tax (direct tax)** | Thomson Reuters ONESOURCE or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|PwC Navigate", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "PwC Navigate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An automated solution for corporate tax compliance—automates tax computation, basis of preparation, and tax return filing."}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Vertex", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Corporate income tax (direct tax)** | Thomson Reuters ONESOURCE or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Avalara", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Avalara for breadth"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Taxwire", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Taxwire for full-lifecycle + expert support"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Anrok", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Anrok for subscription businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Zamp", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Zamp for B2B wholesalers"}, {"id": "mai-20260917-1752-baseline-2|c232-m2|zai-small|Fonoa", "prompt": "c232-m2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Global tax automation platform for tax ID validation, tax calculation, invoice generation, transaction reporting, and tax return filing."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose Sovos if your primary concern is defending your numbers during an audit and you have a highly complex global structure."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Industry standard for large, traditional enterprises; strong interim-to-year-end consistency."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|Longview Tax (Longview Systems / OneStream)", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax (Longview Systems / OneStream)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Longview if you are already using OneStream for consolidation"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|Workiva", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Workiva if your main pain point is getting provision data into final reports accurately"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|Vertex Tax Accounting", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Seamless integration with Vertex's transaction-level tax engine."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|alibaba-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market companies that find enterprise tools too complex or expensive."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading solution for automating ASC 740 tax provision calculations, ETR analysis, and financial disclosures with robust integrations"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|Corptax", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular solutions include ONESOURCE Tax Provision, Corptax, Bloomberg Tax Provision, Longview Tax, and Oracle EPM Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for firms with technical tax provision needs and GAAP compliance requirements"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|Longview Tax", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular solutions include ONESOURCE Tax Provision, Corptax, Bloomberg Tax Provision, Longview Tax, and Oracle EPM Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|Oracle EPM Tax Provision", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle EPM Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Oracle Tax Reporting fits enterprise groups that want a repeatable provision close with consolidation-ready evidence"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|TaxStream", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TaxStream is the strongest choice when tax teams need controlled interim and year-end provision workpapers with strong traceability and approvals"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|anthropic-small|CCH Axcess Provision", "prompt": "c232-m3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Axcess Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CCH Axcess Provision excels in seamless cloud-based workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong on **return-to-provision reconciliation** and traceable variances."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong on **provision-to-return reconciliation** and consistent close controls."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Longview Tax", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focuses on **workflow-driven provision close reporting**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Oracle Tax Reporting", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Differentiates through **deep ERP integration** and enterprise reporting."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong on **calculation support**, workpaper integration"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|Workiva", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best known for **documented workflows, approvals, and traceability**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|OneStream Tax Provision", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Stands out for **controlled tax provision automation across jurisdictions**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|challenger-small|CCH Tagetik", "prompt": "c232-m3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Chosen for **ERP alignment**, multi-entity support, and compliance automation."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant, most comprehensive enterprise platform (used by much of the Fortune 500)."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Corptax (CSC)", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax (CSC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A long-standing US specialist in corporate income tax provision and compliance."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Longview Tax (insightsoftware)", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax (insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tight coupling with the close/consolidation cycle... Tradeoff: Pricing scales with the CPM suite"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Workiva (Tax & Provision)", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva (Tax & Provision)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Teams needing controlled, governed financial/provision reporting and disclosure management"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Generally among the highest-rated for pure provision features"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|OneStream (Tax Provision)", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream (Tax Provision)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "often a lower-cost, integrated entry point"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Vertex Tax Provision / Tax Accounting", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Provision / Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "good for recurring provision and multi-entity compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Oracle Tax Reporting Cloud", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ERP-native options for companies already consolidated on Oracle or SAP."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|SAP S/4HANA Cloud for Tax", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "SAP S/4HANA Cloud for Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ERP-native options for companies already consolidated on Oracle or SAP."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "A global determination platform strong in IAS 12 and cross-border provision."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|Exactera Tax Provision", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "fastest path for teams with <20 entities still on Excel"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|deepseek-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c232-m3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "CPM-based, controlled ASC 740/IFRS workflows with traceable workpapers"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "OTP is the market-heavyweight software.... Best For: Large, multinational corporations seeking an end-to-end global tax ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|CSC Corptax Provision", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CSC Corptax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corptax is the primary rival to ONESOURCE. Its defining feature is its **single-database architecture**."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bloomberg Tax Provision** offers a highly accurate, research-backed system with a much lower barrier to entry."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|insightsoftware Longview Tax", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "insightsoftware Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Longview Tax** is exceptionally strong at handling these multi-dimensional data challenges."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|Oracle Tax Reporting Cloud Service (TRCS)", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud Service (TRCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your organization runs on Oracle Cloud ... **Oracle TRCS** is a natural choice"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|google-small|CCH Tagetik Tax Provision & Reporting", "prompt": "c232-m3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Honorable Mention: **CCH Tagetik Tax Provision & Reporting** by Wolters Kluwer is another notable tool"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|meta-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tax provision tools include Sovos Tax Provision, ONESOURCE Tax Provision, Bloomberg Tax Provision, Vertex Corporate Tax, and OneStream."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|meta-small|ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tax provision tools include Sovos Tax Provision, ONESOURCE Tax Provision, Bloomberg Tax Provision, Vertex Corporate Tax, and OneStream."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|meta-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tax provision tools include Sovos Tax Provision, ONESOURCE Tax Provision, Bloomberg Tax Provision, Vertex Corporate Tax, and OneStream."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|meta-small|Vertex Corporate Tax", "prompt": "c232-m3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vertex Corporate Tax, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|meta-small|OneStream", "prompt": "c232-m3", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Vertex Corporate Tax, and OneStream"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Calculation engine speed; strong SAP integration"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ASC 740/IAS 12 compliance; jurisdictional coverage"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Longview Tax", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Integration with corporate performance management"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Data depth; regulatory coverage"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Workiva", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Connected controls; audit trail strength"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Vertex Tax Provision", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workflow automation; ease of use"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|OneStream Tax Provision", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GL/consolidation integration"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|minimax-small|Oracle Tax Reporting", "prompt": "c232-m3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep Oracle ecosystem integration"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|mistral-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sovos excels in global compliance and auditability."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|mistral-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ONESOURCE is best for end-to-end automation and integration with corporate tax processes."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|mistral-small|Workiva Financial Reporting", "prompt": "c232-m3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Financial Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Workiva stands out for governed data workflows and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Corptax", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Corptax** (Best Overall - Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Corptax or Bloomberg** if you need comprehensive enterprise-grade automation with the highest audit standards"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ONESOURCE** if you want a balance of functionality and established vendor support"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Workiva", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Workiva** if financial reporting controls and document governance are priorities"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Vertex Corporate Tax", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Vertex** if you need structured, repeatable close workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|OneStream", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose OneStream** if you want provision capabilities integrated with your consolidation platform at a lower cost point"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|moonshot-small|Sovos Tax Flow", "prompt": "c232-m3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Flow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tax data workflow focused on compliance processes, including transformation and reporting"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most enterprise-scale tax provision depth:** ONESOURCE Tax Provision."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|openai-small|Wolters Kluwer CCH Tagetik Tax Provision", "prompt": "c232-m3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Wolters Kluwer CCH Tagetik Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want provision inside a broader finance close platform:** CCH Tagetik."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|openai-small|Corptax", "prompt": "c232-m3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want tax-specific workflow/control orientation:** Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m3|openai-small|Vertex", "prompt": "c232-m3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Better known for tax determination and indirect tax, but it also appears in the corporate tax software market"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos Tax Provision** (often ranked #1 overall; score ~9.0-9.4/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Thomson Reuters ONESOURCE Tax Provision** (strong #1-2; ~8.7/10)"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Workiva (Tax & Provision or Financial Reporting)", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva (Tax & Provision or Financial Reporting)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Less specialized in pure tax calculations; better as complement"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|CSC Corptax", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CSC Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "top 5, especially for Fortune 500"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|OneStream Tax Provision", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top in consolidation-heavy scenarios"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excellent for multi-entity traceability"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Vertex Tax Accounting/Provision", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting/Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "structured workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Oracle Tax Reporting Cloud", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Oracle Tax Reporting Cloud** or **Longview Tax** (EPM-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|xai-small|Longview Tax", "prompt": "c232-m3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Oracle Tax Reporting Cloud** or **Longview Tax** (EPM-integrated)"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Sovos Tax Provision", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Multinational with many entities and jurisdictions; need repeatable ASC 740/IAS 12 workpapers and traceable variances** | **Sovos Tax Provision** or **ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sovos Tax Provision** or **ONESOURCE Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Bloomberg Tax Provision", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Heavy reliance on primary-source tax research and audit-traceable authority records** | **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|OneStream Tax Provision", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Finance already uses OneStream for GL/consolidation; want tax to be part of the same platform** | **OneStream Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Longview Tax Provision", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Finance already uses Longview for CPM; want tax tightly embedded in the close process** | **Longview Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Workiva Tax and Provision", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax and Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Audit-focused environment that demands governed workpapers, audit trails, and approval workflows** | **Workiva Tax and Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Oracle Tax Reporting Cloud", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Oracle/SAP-centric enterprise seeking cloud-native provision close with consolidation-ready evidence** | **Oracle Tax Reporting Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|TaxStream (Thomson Reuters)", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mid-market to enterprise needing a cloud ASC 740 engine with provision-to-return reconciliation** | **TaxStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-m3|zai-small|Corptax", "prompt": "c232-m3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Large enterprise with complex compliance needs and heavy jurisdictional coverage** | **Corptax**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Drake Tax", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best Choice: Drake Tax or Intuit ProSeries ... you likely do not need true \"provision\" software"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Intuit ProSeries", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProSeries", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "stick to **Drake Tax** or **ProSeries**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Longview Tax", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Longview Tax** is generally considered the strongest \"middle ground\" solution to escape the spreadsheet trap without breaking the bank"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Vertex Corporate Tax", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vertex Corporate Tax: Excellent for recurring provisions and multi-entity tracking."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cannot justify the six-figure price tag of enterprise suites like Bloomberg or Thomson Reuters ONESOURCE"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Microsoft Excel", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Microsoft Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Choice: Microsoft Excel (with discipline) ... Cons: High risk of human error"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|ONE STREAM", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONE STREAM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "explicitly **avoid** ... ONE STREAM: Generally requires a minimum commitment of ~$200k\\u2013$300k/year"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Corptax (Wolters Kluwer)", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax (Wolters Kluwer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Limited Budgets ... Corptax (Wolters Kluwer): Average deal sizes are ~$80k\\u2013$130k"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|alibaba-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Bloomberg Tax Provision: An enterprise-grade platform with high implementation overhead."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|anthropic-small|Exactera Tax Provision", "prompt": "c232-m4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exactera Tax Provision** appears to be one of the more accessible options in the market."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|anthropic-small|Armanino", "prompt": "c232-m4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Armanino", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Armanino's income tax and provision solution offers sophisticated tools and deep provision knowledge"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|anthropic-small|Excel", "prompt": "c232-m4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tax provision software can't always replace the need for Excel"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|challenger-small|OneStream", "prompt": "c232-m4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest recommendation from the available results is **OneStream** ... it is specifically called out as the lower-cost entry option"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|challenger-small|TaxAct", "prompt": "c232-m4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxAct** or **TaxSlayer** are the clearest low-cost picks in the results, but those are better aligned to tax preparation"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|challenger-small|TaxSlayer", "prompt": "c232-m4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxAct** or **TaxSlayer** are the clearest low-cost picks in the results, but those are better aligned to tax preparation"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|challenger-small|Corptax", "prompt": "c232-m4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "stronger all-around provision automation, but positioned more as an enterprise tool than a budget option"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|challenger-small|ONESOURCE Tax Provision", "prompt": "c232-m4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong for multinational provision and compliance, but not presented as a low-cost choice"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Exactera Tax Provision", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exactera** is the clear frontrunner for mid-sized companies."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Bloomberg", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly cheaper than enterprise solutions like Bloomberg (often $50k-$100k+)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|ONESOURCE", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid:** Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Workiva", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Drake Tax", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Buy **Drake Tax** (or similar) for the return, use free **Excel templates** for the schedules"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|TaxAct Professional", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Professional", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tools:** **Drake Tax** (small business) or **TaxAct Professional** (SMB)."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Longview", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Oracle Tax Reporting", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|deepseek-small|Corptax", "prompt": "c232-m4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid:** Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "routinely costs between $50,000 and $100,000+ annually in licensing and implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|CSC Corptax (AIT)", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CSC Corptax (AIT)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tier-1 enterprise software...routinely costs between $50,000 and $100,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Longview Tax", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tier-1 enterprise software...routinely costs between $50,000 and $100,000+ annually"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Exactera Tax Provision", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Request demos from **Exactera** and **TTI (Tax Series)**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Tax Series (by Tax Technologies, Inc. - TTI)", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Tax Series (by Tax Technologies, Inc. - TTI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Request demos from **Exactera** and **TTI (Tax Series)**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|ONESOURCE Tax Provision Starter", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "they offer a \"Starter\" package...core tax calculation engine and standard templates at a significantly lower entry cost"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Bloomberg Tax Workpapers", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Workpapers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If your budget is almost zero:** Upgrade your homegrown Excel sheets to **Bloomberg Tax Workpapers**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Vena", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "already paying for a CPM or financial planning tool (such as **Vena, Cube, or Prophix**)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Cube", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "such as **Vena, Cube, or Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|google-small|Prophix", "prompt": "c232-m4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "such as **Vena, Cube, or Prophix**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|meta-small|ONESOURCE Tax Provision", "prompt": "c232-m4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated options include ONESOURCE Tax Provision, Bloomberg Tax Provision, Sovos, and Vertex O Series"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|meta-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated options include ONESOURCE Tax Provision, Bloomberg Tax Provision, Sovos, and Vertex O Series"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|meta-small|Sovos", "prompt": "c232-m4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated options include ONESOURCE Tax Provision, Bloomberg Tax Provision, Sovos, and Vertex O Series"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|meta-small|Vertex O Series", "prompt": "c232-m4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex O Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top-rated options include ONESOURCE Tax Provision, Bloomberg Tax Provision, Sovos, and Vertex O Series"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|TaxAct Business", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxAct Business or TurboTax Business provide the best value"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|TurboTax Business", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TaxAct Business or TurboTax Business provide the best value"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|TaxSlayer Business", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Price-sensitive filers"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "industry leaders but are enterprise-priced ($800+/month)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|Vertex", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "industry leaders but are enterprise-priced ($800+/month)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|minimax-small|TaxStream", "prompt": "c232-m4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some smaller companies use **TaxStream** or simpler spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|mistral-small|OneStream", "prompt": "c232-m4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often highlighted as the best value for companies needing ASC 740 income tax provision capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|mistral-small|ONESOURCE", "prompt": "c232-m4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "more affordable than enterprise solutions like ONESOURCE or Bloomberg"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|mistral-small|Longview Tax", "prompt": "c232-m4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**OneStream** and **Longview Tax** are frequently recommended as they balance cost with essential features"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|mistral-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is also a viable, though potentially pricier, choice"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Taxfyle", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Taxfyle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Taxfyle ⭐ (Best for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Excel-Based Solutions", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel-Based Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with Excel templates for ASC 740 provision if your structure is simple"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Get quotes from Bloomberg Tax if you need more robust ASC 740 capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise Options to AVOID on a Limited Budget | Thomson Reuters ONESOURCE | $200K–$2M+/year"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Vertex", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-focused, indirect tax only (no provision)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Longview Tax", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Quote-based (typically high) | Enterprise CPM platform"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|moonshot-small|Corptax", "prompt": "c232-m4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise pricing | Comprehensive automation for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|Exactera Tax Provision", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Exactera Tax Provision is likely *not* the budget pick** because publicly listed pricing starts around **$20,000/year**"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|TaxDome", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxDome", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best \"budget\" choice overall:** **TaxDome** if you want the cheapest platform with some tax workflow capability."}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|Intuit ProConnect Tax", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProConnect Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a better fit for smaller firms or simpler tax workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|Intuit ProSeries Tax", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProSeries Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a better fit for smaller firms or simpler tax workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|TurboTax Business", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "these tend to be more cost-conscious than dedicated provision platforms, but they may be better for preparation/compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|TaxAct Business", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "these tend to be more cost-conscious than dedicated provision platforms"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|openai-small|H&R Block business-oriented products", "prompt": "c232-m4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "H&R Block business-oriented products", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these tend to be more cost-conscious than dedicated provision platforms"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Bloomberg Tax Provision", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "are powerful but not truly \"budget-friendly\" for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "ONESOURCE estimates around $60K+ for mid-sized needs"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Vertex", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but not truly \"budget-friendly\" for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|TaxStream", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If growth looms, request quotes from TaxStream or Lucasys (potentially lower entry than big names)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Longview Tax", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but not truly \"budget-friendly\" for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Microsoft Excel (with Templates)", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Microsoft Excel (with Templates)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Often the Best Free/Low-Cost Starting Point"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Zoho Books", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Affordable for SMBs; handles basic tax workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|QuickBooks Online", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tracks income/expenses, generates tax reports, and exports to provision tools"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Xero", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong for small businesses; automates reconciliations and basic tax summaries"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|TaxSlayer Self-Employed", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Cheapest among rated options for business entities"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|H&R Block Self-Employed", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "H&R Block Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Covers partnerships/S-corps/C-corps; includes 5 federal filings"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|TurboTax", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Often cheaper than TurboTax ($140+)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|FreeTaxUSA", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "FreeTaxUSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Ultra-low-cost for simple corps/sole props"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Cash App Taxes", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Cash App Taxes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "$0 federal/state for basics"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|xai-small|Lucasys", "prompt": "c232-m4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Lucasys", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "request quotes from TaxStream or Lucasys (potentially lower entry than big names)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|TaxSlayer Pro", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Lowest viable software cost: TaxSlayer Pro (~$540/year)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|CCH ProSystem fx Tax", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH ProSystem fx Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Professional, budget-friendly mid-range: CCH ProSystem fx Tax (~$1,000/user/year for small firms)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|Drake Tax Provision", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best balance of features and cost for small businesses: Drake Tax Provision or Intuit ProConnect Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|Intuit ProConnect Tax", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProConnect Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market alternative: Intuit ProConnect Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|Excel-based solution", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel-based solution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Absolute lowest cost: Excel-based solution (if you can implement strong controls)"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|ONESOURCE", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "more affordable than enterprise solutions like ONESOURCE or Bloomberg"}, {"id": "mai-20260917-1752-baseline-2|c232-m4|zai-small|Bloomberg", "prompt": "c232-m4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "more affordable than enterprise solutions like ONESOURCE or Bloomberg"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|deepseek-small|ONESOURCE Tax Provision (Thomson Reuters)", "prompt": "c232-m5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE Tax Provision (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "strong audit trails, dataflow, UTP modules; a common safe bet for mid-market to enterprise."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|deepseek-small|Longview Tax (Insightsoftware)", "prompt": "c232-m5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview Tax (Insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "plugs into the financial close; good for repeatable close cycles."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-m5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for traceable reporting across many entities/jurisdictions and rate-rec flexibility."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|deepseek-small|Sovos Tax Provision", "prompt": "c232-m5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "rated highly for repeatable ASC 740/IAS 12 close with traceable variances."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|deepseek-small|Vertex Tax Accounting / Velotax / Tax Series (Tax Technologies)", "prompt": "c232-m5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex Tax Accounting / Velotax / Tax Series (Tax Technologies)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth including, especially for GILTI/Subpart F depth."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|google-small|Bloomberg Tax Provision", "prompt": "c232-m5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently the \"go-to\" for mid-market companies. It is highly regarded for its transparent calculations (no black box), rapid implementation, and excellent customer support."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|google-small|Longview Tax (by insightsoftware)", "prompt": "c232-m5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview Tax (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A very strong, cloud-based option that scales incredibly well"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|google-small|Tax Series (by Tax Technologies, Inc.)", "prompt": "c232-m5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Tax Series (by Tax Technologies, Inc.)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modular, user-friendly SaaS solution that covers the end-to-end tax lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|google-small|Thomson Reuters ONESOURCE Tax Provision (OTP)", "prompt": "c232-m5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these systems may represent more cost, complexity, and implementation friction than you need"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|google-small|CSC Corptax", "prompt": "c232-m5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tier 2: Heavy-Duty Enterprise (Often Overkill)"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|meta-small|Sovos", "prompt": "c232-m5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top corporate tax provision software include Sovos, Taxfyle, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|meta-small|Taxfyle", "prompt": "c232-m5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Taxfyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top corporate tax provision software include Sovos, Taxfyle, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|meta-small|Workiva", "prompt": "c232-m5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top corporate tax provision software include Sovos, Taxfyle, and Workiva."}, {"id": "mai-20260917-1752-baseline-2|c232-m5|minimax-small|ONESOURCE Tax Provision", "prompt": "c232-m5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ONESOURCE Tax Provision (Thomson Reuters) – Strong for mid-market to enterprise, good jurisdictional coverage"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|minimax-small|Vertex Tax Accounting", "prompt": "c232-m5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vertex Tax Accounting – Structured workflow, repeatable close processes"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|minimax-small|Bloomberg Tax Provision", "prompt": "c232-m5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bloomberg Tax Provision – User-friendly, specifically for provision pros"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|minimax-small|Taxfyle", "prompt": "c232-m5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Taxfyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Taxfyle – Good for mid-market wanting journal-ready documentation without over-engineering"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|minimax-small|Exactera", "prompt": "c232-m5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Exactera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Exactera – Fast implementation, intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|ONESOURCE Tax Provision (Wolters Kluwer)", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE Tax Provision (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist of Vendors to Consider ... ONESOURCE Tax Provision (Wolters Kluwer), CorpTax"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|CorpTax", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CorpTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ONESOURCE Tax Provision (Wolters Kluwer), CorpTax, TaxAct Corporate"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|TaxAct Corporate", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "TaxAct Corporate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "CorpTax, TaxAct Corporate, CCH Tagetik"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "TaxAct Corporate, CCH Tagetik (Wolters Kluwer), Vena"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|Vena", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "CCH Tagetik (Wolters Kluwer), Vena, Prophix"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|Prophix", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vena, Prophix, BlackLine Tax, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|BlackLine Tax", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "BlackLine Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prophix, BlackLine Tax, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|Workiva", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BlackLine Tax, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|SAP Tax Compliance", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "SAP Tax Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ERP-Integrated: SAP Tax Compliance, Oracle Tax Reporting, NetSuite Tax Engine"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|Oracle Tax Reporting", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SAP Tax Compliance, Oracle Tax Reporting, NetSuite Tax Engine"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|mistral-small|NetSuite Tax Engine", "prompt": "c232-m5", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "NetSuite Tax Engine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Oracle Tax Reporting, NetSuite Tax Engine"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-m5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Thomson Reuters ONESOURCE** – Market leader, strong for multi-entity"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|moonshot-small|Bloomberg Tax", "prompt": "c232-m5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bloomberg Tax** – Strong audit trail and workflow"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|moonshot-small|Sovos", "prompt": "c232-m5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sovos** – Good traceability across entities"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|moonshot-small|Vertex", "prompt": "c232-m5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vertex** – Structured workflows for repeatable closes"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|moonshot-small|Wolters Kluwer CCH Tagetik", "prompt": "c232-m5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wolters Kluwer CCH Tagetik** – Strong integration with financial close"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|Bloomberg Tax Provision", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Prioritize tools like Bloomberg Tax Provision, Vertex Corporate Tax, Sovos, CCH Tagetik, Thomson Reuters ONESOURCE, or OneStream"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|Vertex Corporate Tax", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Sovos/Vertex excel in traceability for audits"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|Sovos", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Sovos/Vertex excel in traceability for audits"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|CCH Tagetik", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CCH Tagetik, Thomson Reuters ONESOURCE, or OneStream, which score highly in recent 2024-2026 reviews for mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|Thomson Reuters ONESOURCE", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Thomson Reuters ONESOURCE, or OneStream, which score highly in recent 2024-2026 reviews"}, {"id": "mai-20260917-1752-baseline-2|c232-m5|xai-small|OneStream", "prompt": "c232-m5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or OneStream, which score highly in recent 2024-2026 reviews for mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|anthropic-small|Excel", "prompt": "c232-m6", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many companies rely upon Excel for calculating their provision for income taxes, but many limitations exist when trying to use Excel to accurately calculate income taxes under ASC 740."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|challenger-small|Checkpoint", "prompt": "c232-m6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Checkpoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Checkpoint is better avoided if you need more than basic tax prep, since it is not meant to replace a dedicated provision platform"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|challenger-small|Corptax", "prompt": "c232-m6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A comparison of Checkpoint vs. Corptax says"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|challenger-small|Excel", "prompt": "c232-m6", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Excel-only / manual provision processes: Bloomberg Tax warns that manual methods and spreadsheet-heavy processes create key-person dependency"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|deepseek-small|Excel", "prompt": "c232-m6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "avoid DIY/Excel and generic tools"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|deepseek-small|Avalara", "prompt": "c232-m6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Automated sales tax tools improperly configured (e.g., Avalara) ... \"garbage in, garbage out.\""}, {"id": "mai-20260917-1752-baseline-2|c232-m6|deepseek-small|ONESOURCE", "prompt": "c232-m6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the safest move for complex provisions is a purpose-built ASC 740 platform (ONESOURCE, Bloomberg, Sovos, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|deepseek-small|Bloomberg", "prompt": "c232-m6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a purpose-built ASC 740 platform (ONESOURCE, Bloomberg, Sovos, etc.) with proper setup"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|deepseek-small|Sovos", "prompt": "c232-m6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a purpose-built ASC 740 platform (ONESOURCE, Bloomberg, Sovos, etc.) with proper setup"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|Excel", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Excel is the absolute primary tool you should actively seek to avoid."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|ONESOURCE Tax Provision (OTP)", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE Tax Provision (OTP)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "mid-market enterprises or lean tax teams (fewer than 5–10 people) should approach them with caution"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|CSC Corptax", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "mid-market enterprises or lean tax teams (fewer than 5–10 people) should approach them with caution"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|Bloomberg Tax Provision", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look into modern, agile alternatives like **Bloomberg Tax Provision**, **Longview Tax**, or **Exactera**"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|Longview Tax", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look into modern, agile alternatives like **Bloomberg Tax Provision**, **Longview Tax**, or **Exactera**"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|google-small|Exactera", "prompt": "c232-m6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Exactera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look into modern, agile alternatives like **Bloomberg Tax Provision**, **Longview Tax**, or **Exactera**"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|minimax-small|Excel", "prompt": "c232-m6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Excel is widely used, it carries significant risks: **Formula errors** and version control issues"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c232-m6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When evaluating vendors (like Thomson Reuters ONESOURCE, TaxStream, Exactera, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|minimax-small|TaxStream", "prompt": "c232-m6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When evaluating vendors (like Thomson Reuters ONESOURCE, TaxStream, Exactera, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|minimax-small|Exactera", "prompt": "c232-m6", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Exactera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When evaluating vendors (like Thomson Reuters ONESOURCE, TaxStream, Exactera, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|mistral-small|Spreadsheets (e.g., Excel)", "prompt": "c232-m6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Spreadsheets (e.g., Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are not designed for critical corporate processes like tax provisioning... prone to errors, lack of transparency"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|mistral-small|Bloomberg Tax Provision", "prompt": "c232-m6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leading solutions include Bloomberg Tax Provision, Corptax, Longview, and Sovos Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|mistral-small|Corptax", "prompt": "c232-m6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading solutions include Bloomberg Tax Provision, Corptax, Longview, and Sovos Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|mistral-small|Longview", "prompt": "c232-m6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leading solutions include Bloomberg Tax Provision, Corptax, Longview, and Sovos Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|mistral-small|Sovos Tax Provision", "prompt": "c232-m6", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leading solutions include Bloomberg Tax Provision, Corptax, Longview, and Sovos Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Excel", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid relying primarily on Excel for ASC 740 calculations.**"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Corptax", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "highlight **Corptax, Thomson Reuters ONESOURCE, Bloomberg Tax Provision, Workiva, Lucasys, and FloQast** as purpose-built solutions"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "highlight **Corptax, Thomson Reuters ONESOURCE, Bloomberg Tax Provision, Workiva, Lucasys, and FloQast** as purpose-built solutions"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "as purpose-built solutions that address the above risks"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Workiva", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "as purpose-built solutions that address the above risks"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|Lucasys", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Lucasys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "as purpose-built solutions that address the above risks"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|moonshot-small|FloQast", "prompt": "c232-m6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "No major standalone provision tools were flagged as ones to avoid entirely"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|Spreadsheets (e.g., Excel)", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Spreadsheets (e.g., Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "prone to errors in data entry, calculations, version control, and lack audit trails"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|ONESOURCE", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommend purpose-built software (e.g., ONESOURCE, Sovos) over spreadsheets for complex ASC 740/IAS 12 tasks"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|Sovos", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommend purpose-built software (e.g., ONESOURCE, Sovos) over spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|TurboTax", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TurboTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Consumer Reports (older tests) found glitches missing deductions; some poor support access."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|H&R Block", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "H&R Block", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Trustpilot complaints on small business handling."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|TaxSlayer", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxSlayer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "found glitches missing deductions; some poor support access."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|TaxAct", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxAct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "found glitches missing deductions; some poor support access."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|Jackson Hewitt Online", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Jackson Hewitt Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "PCMag notes weak user experience/help despite low price."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|xai-small|FreeTaxUSA", "prompt": "c232-m6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "FreeTaxUSA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Top-rated in 2024/2025 surveys (Kiplinger, Money.com): FreeTaxUSA, TurboTax (for complex needs), H&R Block."}, {"id": "mai-20260917-1752-baseline-2|c232-m6|zai-small|Excel/Spreadsheet-Only Tax Provisioning", "prompt": "c232-m6", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel/Spreadsheet-Only Tax Provisioning", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** relying on spreadsheets and disconnected systems for tax provisioning."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Bloombergtax", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloombergtax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid **Bloomberg Tax Provision** and **Thomson Reuters ONESOURCE** unless you have a large staff and a budget exceeding $25k–$50k/year."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|ONESOURCE", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid **Bloomberg Tax Provision** and **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Exactera", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Exactera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: Exactera ... the best balance of enterprise-grade power and user-friendliness for the mid-market and smaller businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|TaxStream", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner Up: TaxStream ... TaxStream is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Pilot", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Platform: Pilot (or Ramp/Divvy) + Specialist CPA"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Ramp", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pilot (or Ramp/Divvy) + Specialist CPA"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Divvy", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Divvy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pilot (or Ramp/Divvy) + Specialist CPA"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Avalara", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for Automation: Avalara — The industry leader for automatic calculation and filing of sales tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|TaxJar", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for Value: TaxJar — A more affordable, simpler alternative for smaller merchants"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|Lacerte", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Lacerte", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Lacerte** / **UltraTax** (via CPA)"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|alibaba-small|UltraTax", "prompt": "c232-s1", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "UltraTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Lacerte** / **UltraTax** (via CPA)"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|anthropic-small|TaxSlayer", "prompt": "c232-s1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxSlayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "TaxSlayer was the optimal choice for cost"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|anthropic-small|H&R Block", "prompt": "c232-s1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "H&R Block", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "with H&R Block rising to the top for companies that need help filing"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|anthropic-small|TurboTax Business", "prompt": "c232-s1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TurboTax Business is built for small business owners already in the Intuit ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|anthropic-small|ONESOURCE Tax Provision", "prompt": "c232-s1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ONESOURCE Tax Provision is a software that enables organizations to manage and automate the calculation, analysis, and reporting of income tax provision."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Alternatively, Bloomberg Tax Provision applies ASC 740 directly in the system"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|challenger-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would lean toward **Bloomberg Tax Provision** for a provision-first use case"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|challenger-small|CCH Tagetik Tax Provision & Reporting", "prompt": "c232-s1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Tagetik Tax Provision & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is a strong alternative if your company wants a more integrated tax-data and reporting layer"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c232-s1", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for broader tax suite + compliance:** **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|ONESOURCE", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid ONESOURCE and Corptax unless you have a Fortune-500-style tax department."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|Corptax", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid ONESOURCE and Corptax unless you have a Fortune-500-style tax department."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|Longview", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Longview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(ONESOURCE, Corptax, Longview) are **enterprise-grade products** designed for multinationals... This is overkill for a typical small B2B company."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|Excel", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Excel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the best \"software\" is a well-built Excel provisioning template managed by your CPA firm or internal controller"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|Drake Tax Provision", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Drake Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Drake Tax Provision** is the most cost-effective fit for your size."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bloomberg Tax Provision is a viable alternative."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|Thomson Reuters ONESOURCE", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "large enterprises rely on heavy, expensive legacy engines like Thomson Reuters ONESOURCE or CSC Corptax, these are often overkill... To capture smaller businesses, they offer a scaled-down \"Starter\" edition"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|CSC Corptax", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy, expensive legacy engines like Thomson Reuters ONESOURCE or CSC Corptax, these are often overkill, highly complex, and prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Growing Mid-Market Companies: **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|Aleq", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Aleq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Modern & AI-Powered (Ledger-Integrated): **Aleq**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|Exactera Tax Provision", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Cloud-Native Simplicity & Workflows: **Exactera Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|google-small|Neo.Tax", "prompt": "c232-s1", "model": "google-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Neo.Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if R&D Credits & Section 174 Capitalization Drive Your Provision: **Neo.Tax**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|meta-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated corporate tax software include Bloomberg Tax Provision, Vertex O Series, Intuit ProConnect Tax, and TaxCalc Corporation Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|meta-small|Vertex O Series", "prompt": "c232-s1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex O Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated corporate tax software include Bloomberg Tax Provision, Vertex O Series, Intuit ProConnect Tax, and TaxCalc Corporation Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|meta-small|Intuit ProConnect Tax", "prompt": "c232-s1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Intuit ProConnect Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated corporate tax software include Bloomberg Tax Provision, Vertex O Series, Intuit ProConnect Tax, and TaxCalc Corporation Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|meta-small|TaxCalc Corporation Tax", "prompt": "c232-s1", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxCalc Corporation Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top-rated corporate tax software include Bloomberg Tax Provision, Vertex O Series, Intuit ProConnect Tax, and TaxCalc Corporation Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|TaxStream", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Taxfyle** or **TaxStream** as they offer good balance of features and SMB-friendly pricing"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|Sovos Tax Provision", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong fit for global tax teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for firms with technical ASC 740 needs"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|Taxfyle", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Taxfyle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with **Taxfyle** or **TaxStream**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|TaxPoint Cloud", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxPoint Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cloud tax provision and compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|Tax Technologies Provision Module", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Tax Technologies Provision Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SaaS solution for corporate tax teams, user-friendly ASC 740 module"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|Intuit TurboTax Business", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Intuit TurboTax Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While primarily tax preparation, can handle basic provision needs for smaller C-Corps"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|minimax-small|H&R Block Small Business", "prompt": "c232-s1", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "H&R Block Small Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Similar to TurboTax, covers business entities"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|mistral-small|ONESOURCE Tax Provision", "prompt": "c232-s1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "robust but may be more suited for larger or growing companies due to its complexity and cost"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|mistral-small|Vertex O Series", "prompt": "c232-s1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex O Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex O Series** and **Sovos** are often the most practical choices"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|mistral-small|Sovos", "prompt": "c232-s1", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Vertex O Series** and **Sovos** are often the most practical choices"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|TaxJar", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd suggest starting with **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Companies planning to scale or with multinational operations ... More enterprise-focused but has offerings for smaller companies"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|Avalara", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Avalara** if you anticipate growth and need more robust compliance features"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|TaxSlayer Self-Employed", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TaxSlayer Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Affordability ... Very small B2B operations, sole proprietors, LLCs"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|Vertex", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "better pricing and implementation timelines than enterprise solutions like Vertex or Sovos, which are designed for larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|moonshot-small|Sovos", "prompt": "c232-s1", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise solutions like Vertex or Sovos, which are designed for larger organizations"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|openai-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most small B2B companies:** **Bloomberg Tax Provision**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|openai-small|CCH Axcess / CCH ProSystem fx provision stack", "prompt": "c232-s1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess / CCH ProSystem fx provision stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you already use Wolters Kluwer tools ... but it can be more than a small team needs"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|openai-small|ONESOURCE Tax Provision", "prompt": "c232-s1", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "generally positioned as an enterprise product rather than a small-company-first option"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid full provision giants like ONESOURCE or Bloomberg unless you're mid-market with complex GAAP needs—they start at $10K+"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|Thomson Reuters ONESOURCE", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid full provision giants like ONESOURCE or Bloomberg unless you're mid-market with complex GAAP needs"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|Sovos", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often enterprise-grade and pricey (e.g., Bloomberg Tax Provision, Thomson Reuters ONESOURCE, Sovos), which may overwhelm a small firm"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|Drake Tax", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Drake Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Drake Tax** stands out as the sweet spot for small B2B companies: Affordable, unlimited usage"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|CCH Axcess Tax Essentials", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "CCH Axcess Tax Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cloud/multi-user, some growth**: CCH Axcess Essentials."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|UltraTax CS", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "UltraTax CS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**High accuracy/integration**: UltraTax CS."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|Taxfyle", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Outsource provisions**: Taxfyle."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|TurboTax Business", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "TurboTax Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "suffice for simple filing but lack robust provision calcs/M-3 support"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|xai-small|H&R Block", "prompt": "c232-s1", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "H&R Block", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "suffice for simple filing but lack robust provision calcs/M-3 support"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|zai-small|Drake Tax Provision", "prompt": "c232-s1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Drake Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drake Tax Provision** is widely considered the best fit for small to mid-sized businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|zai-small|Exactera", "prompt": "c232-s1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Exactera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you have higher complexity, **Exactera** is a strong runner-up"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|zai-small|Vena", "prompt": "c232-s1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your small B2B company uses an ERP like NetSuite or SAP, you might consider **Vena**."}, {"id": "mai-20260917-1752-baseline-2|c232-s1|zai-small|Thomson Reuters ONESOURCE", "prompt": "c232-s1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "for a small B2B company, these are usually **not recommended**"}, {"id": "mai-20260917-1752-baseline-2|c232-s1|zai-small|Bloomberg Tax Provision", "prompt": "c232-s1", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "direct", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid: These are designed for Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|TaxJar", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your main pain point is staying compliant with state/country sales rules:** Go with **TaxJar** (easiest setup)"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|Avalara", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara** (most robust)"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|Kintsugi", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best For:** Modern businesses wanting an open-source, API-first approach."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|TurboTax Business", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need to file your yearly profit taxes:** Use **TurboTax Business** or retain a CPA."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|H&R Block Enterprise Tax", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block Enterprise Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** Multi-entity businesses (multiple DBAs or entities)."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|Brinta", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Brinta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A newer platform specifically designed for cross-border tax compliance and automation."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|alibaba-small|Fueler", "prompt": "c232-s2", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Fueler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Offers a unified ecosystem that combines accounting with compliance"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|anthropic-small|TurboTax Business", "prompt": "c232-s2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TurboTax Business is one of the most popular options for small businesses and supports various business structures"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|anthropic-small|TaxAct Business", "prompt": "c232-s2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxAct Business hits the sweet spot when you want professional filing capabilities without breaking the budget"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|anthropic-small|TaxSlayer", "prompt": "c232-s2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxSlayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxSlayer was the optimal choice for cost"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|anthropic-small|H&R Block", "prompt": "c232-s2", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with H&R Block rising to the top for companies that need help filing"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|challenger-small|Avalara", "prompt": "c232-s2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Avalara** if your main need is **sales tax compliance** across states or countries"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|challenger-small|TaxBandits", "prompt": "c232-s2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxBandits", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TaxBandits** if your main need is **business tax form filing** like 1099s, W-2s, or payroll-related forms"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|challenger-small|QuickBooks", "prompt": "c232-s2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks** is a strong choice when you already use it for accounting"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|challenger-small|TaxAct", "prompt": "c232-s2", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TaxAct** is a lower-cost option for entity returns"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|TurboTax Business / TurboTax Self-Employed", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business / TurboTax Self-Employed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall – TurboTax Business / TurboTax Self-Employed"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|TaxAct", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **TaxAct** as the budget alternative"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|FreeTaxUSA", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "FreeTaxUSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget DIY (sole prop only) – FreeTaxUSA"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|QuickBooks with the Expert Business Tax add-on", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks with the Expert Business Tax add-on", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you already use QuickBooks – QuickBooks with the Expert Business Tax add-on"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|TaxJar", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong recommendation for a small B2B business."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|TaxCloud", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free for small businesses monitoring nexus and filing in a single home state."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|Avalara", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "priced for larger scale (probably overkill for a small shop)"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|deepseek-small|Zamp / Taxwire", "prompt": "c232-s2", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Zamp / Taxwire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "geared toward mid-market revenue ($20M+), so likely too expensive for a small business"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|TurboTax Business (Desktop) / TurboTax Live Business", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business (Desktop) / TurboTax Live Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Businesses using QuickBooks who want maximum ease of use and automated data entry."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|TaxAct Business", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxAct is widely regarded as the best-value software for complex, entity-level returns."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|H&R Block Premium & Business", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block Premium & Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "supports partnerships, LLCs, S-corps, and C-corps, alongside K-1 and 1099 creation"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|Avalara", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you will need to pair your income tax software with a separate tool like **Avalara, TaxCloud, or Kintsugi**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|TaxCloud", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a separate tool like **Avalara, TaxCloud, or Kintsugi**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|google-small|Kintsugi", "prompt": "c232-s2", "model": "google-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a separate tool like **Avalara, TaxCloud, or Kintsugi**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|meta-small|Brinta", "prompt": "c232-s2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Brinta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Brinta - Founded in 2023, Brinta covers over 19 countries, automating tax calculation, invoicing, reporting, filing, and remittance."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|meta-small|TaxJar", "prompt": "c232-s2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. TaxJar - Handles sales tax compliance, including tracking nexus obligations across states"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|meta-small|Kintsugi", "prompt": "c232-s2", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Kintsugi - Similar to TaxJar, Kintsugi handles sales tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|minimax-small|QuickBooks Online", "prompt": "c232-s2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **QuickBooks Online** or **Xero** as starting points"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|minimax-small|Xero", "prompt": "c232-s2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **QuickBooks Online** or **Xero** as starting points"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|minimax-small|FreshBooks", "prompt": "c232-s2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simpler, more user-friendly - Great for service-based B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|minimax-small|Wave", "prompt": "c232-s2", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for very small businesses - Free accounting software with paid add-ons"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|mistral-small|Avalara", "prompt": "c232-s2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend considering **Avalara** and **Kintsugi** as top options for income tax compliance software."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|mistral-small|Kintsugi", "prompt": "c232-s2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend considering **Avalara** and **Kintsugi** as top options"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|mistral-small|TurboTax Business", "prompt": "c232-s2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more general tax prep solution, you might also look at options like TurboTax Business"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|mistral-small|H&R Block Small Business", "prompt": "c232-s2", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block Small Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "options like TurboTax Business or H&R Block Small Business"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|QuickBooks Online", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick:** ... I'd recommend **QuickBooks Online** for its ecosystem and accountant familiarity"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|Xero", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** – Best for Growing Teams & Modern UX"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|TaxJar", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already have accounting software and just need sales tax automation, go with **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|Avalara", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Avalara** – Best for Complex Tax Needs"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|TurboTax", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "integrates seamlessly with TurboTax"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|moonshot-small|Wave", "prompt": "c232-s2", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Budget-conscious** | TaxJar or Wave (free option)"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|openai-small|Avalara", "prompt": "c232-s2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I\td generally recommend **Avalara** as the strongest default choice"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|openai-small|QuickBooks Sales Tax", "prompt": "c232-s2", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Sales Tax** is a simpler choice if your accounting is already on QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (QBO) paired with TurboTax Business as the top choice for income tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|TurboTax Business", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TurboTax Business for filing**: Seamlessly imports data from QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|TurboTax Live Self-Employed", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Live Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If solo/very simple (Schedule C only)**: TurboTax Live Self-Employed (~$120 + state fees)"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|H&R Block Self-Employed", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block Self-Employed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "H&R Block Self-Employed (~$115). Both user-friendly per Newsweek and TRUiC 2024/2025 reviews."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|Xero", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good international/B2B alternative ... but weaker US tax filing links vs. QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|xai-small|TaxAct Business", "prompt": "c232-s2", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cheaper for complex returns (~$100+), strong for S/C-corps per Money.com."}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|Avalara AvaTax", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **Avalara** is the strongest choice for compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|TaxJar", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-friendly option with multi-state sales tax** | **TaxJar**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|Stripe Tax", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Stripe Tax** | B2B/B2C, global businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|Vertex", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vertex** | Large ERP systems, global sales | Enterprise-grade controls"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|QuickBooks Online", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**QuickBooks Online** or **Xero** are excellent if you want integrated accounting and tax features in one place"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|Xero", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**QuickBooks Online** or **Xero** are excellent if you want integrated accounting and tax features"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|FreshBooks", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**FreshBooks** | Service-based B2B businesses | Tax-ready financial management"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|Wave", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Wave** | Budget-conscious sole proprietors | Basic tax features tied to bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|TurboTax Business", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TurboTax Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Simplified income tax return filing** | **TurboTax Business**"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|TaxAct Business", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "TaxAct Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If your primary focus is income tax filing, **TurboTax Business** or **TaxAct** will get the job done"}, {"id": "mai-20260917-1752-baseline-2|c232-s2|zai-small|H&R Block / Block Advisors", "prompt": "c232-s2", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "paraphrase", "raw": "H&R Block / Block Advisors", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**H&R Block / Block Advisors** | Working with a tax professional | Access to human tax experts"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|alibaba-small|Workiva", "prompt": "c232-s3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "arguably the most popular choice for growing teams... Stick with **Excel templates** supplemented by **Workiva** for the final hand-off to your auditor"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|alibaba-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look at **Bloomberg** if you want to eliminate the \"spreadsheet math\" errors entirely"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|alibaba-small|Corptax", "prompt": "c232-s3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "competitors like Corptax are built strictly for large multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|alibaba-small|OneStream", "prompt": "c232-s3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OneStream** if your finance team is already consolidating reports elsewhere"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|alibaba-small|Drake Software / Wolters Kluwer", "prompt": "c232-s3", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Drake Software / Wolters Kluwer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For:** CPA Practitioners or small teams focused on compliance and filing"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|TaxStream", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxStream is the strongest choice when tax teams need controlled interim and year-end provision workpapers with strong traceability and approvals"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can add workflow depth that creates operational overhead for small ad hoc teams if governance steps are not sized to the operating model"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|Oracle Tax Reporting", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "fits enterprise groups that want a repeatable provision close with controlled evidence and consolidation-ready reporting"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "produces provision-to-return and return-to-provision reconciliation artifacts that preserve audit-ready verification evidence"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|Workiva Tax Provision", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "connected reporting platform supporting tax provision data linking, calculations, and SOX-compliant disclosures"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|anthropic-small|Longview Tax", "prompt": "c232-s3", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "robust enterprise-grade tax provision software designed to automate ASC 740 and IAS 12 calculations"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|challenger-small|ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose **ONESOURCE** or **Sovos** for the most provision-specific automation"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|challenger-small|Sovos Tax Provision", "prompt": "c232-s3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "choose **ONESOURCE** or **Sovos** for the most provision-specific automation"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|challenger-small|Longview Tax", "prompt": "c232-s3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Longview** for consolidation-heavy workflows"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|challenger-small|Workiva Tax and Provision", "prompt": "c232-s3", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax and Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workiva** if you need the best collaboration and reporting environment around the provision process"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|FloQast Tax Provision", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "FloQast Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **FloQast Tax Provision** and **Bloomberg Tax Provision** represent the sweet spot"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Bloomberg if you need rigorous GAAP/audit-ready documentation without the enterprise price tag"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Sovos Tax Provision", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for repeatable, traceable provision cycles"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Lucasys Tax Provision", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Lucasys Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for audit-traceable deferred tax workpapers"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise systems (ONESOURCE, TaxStream, Oracle) unless you truly need global consolidation."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|TaxStream", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise systems (ONESOURCE, TaxStream, Oracle) unless you truly need global consolidation."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Oracle Tax Reporting", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Tax Reporting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise systems (ONESOURCE, TaxStream, Oracle) unless you truly need global consolidation."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Vertex", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually overkill for small teams ... priced and scoped for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Longview", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Longview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "usually overkill for small teams ... priced and scoped for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|deepseek-small|Workiva", "prompt": "c232-s3", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Workiva is more of a connected reporting layer than a dedicated provision engine."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Microsoft Excel", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "manual spreadsheets carry massive risks regarding version control, broken formulas, and audit scrutiny"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Thomson Reuters ONESOURCE", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Heavyweight enterprise tools like Thomson Reuters ONESOURCE or CSC Corptax are often too expensive, require steep learning curves"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|CSC Corptax", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often too expensive, require steep learning curves, and demand a dedicated database administrator"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for: Small teams wanting a quick implementation with robust tax research integration."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Exactera Tax Provision (formerly CrossBorder Solutions)", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Exactera Tax Provision (formerly CrossBorder Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams prioritizing smooth audits and transparent calculations."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Tax Series (by Tax Technologies Inc. - TTI)", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Tax Series (by Tax Technologies Inc. - TTI)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Small teams with complex global footprints (multinationals)."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|OneStream Tax Provision", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Small tax teams whose accounting departments already use these ERP/EPM tools."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|google-small|Oracle Cloud EPM", "prompt": "c232-s3", "model": "google-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ERP-Integrated Modules (e.g., OneStream Tax Provision or Oracle Cloud EPM)"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|Workiva", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Overall best choice for most teams ... For a small team, I'd suggest starting with **Workiva** or **Taxfyle**"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Teams needing traceable provision reporting across entities"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|Vertex Tax Accounting", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vertex Tax Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Recurring provision and multi-entity compliance with strong review governance"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused, robust but may be overkill for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|Drake Tax Provision", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Drake Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Drake Tax Provision** offers a more affordable entry point while still handling tax provision needs"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|minimax-small|Taxfyle", "prompt": "c232-s3", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Taxfyle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I'd suggest starting with **Workiva** or **Taxfyle** due to their balance of features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|mistral-small|Workiva", "prompt": "c232-s3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Workiva** and **Taxfyle** are the top choices due to their balance of features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|mistral-small|Taxfyle", "prompt": "c232-s3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Taxfyle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Workiva** and **Taxfyle** are the top choices"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|mistral-small|Drake Tax Provision (Drake Software)", "prompt": "c232-s3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Drake Tax Provision (Drake Software)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More tailored to firms that already use Drake’s ecosystem, rather than a standalone tax provision solution."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|mistral-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "More focused on larger teams or those with complex tax situations, but can be used by smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|Exactera Tax Provision", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exactera** offers the best balance of dedicated provision functionality and usability for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need to hand clean Excel files to auditors:** **Bloomberg** is likely the smoothest workflow."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be cost-prohibitive or overly complex for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|Workiva Tax and Provision", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva Tax and Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team already uses Workiva for SEC reporting or ESG, the provision module fits naturally into that control environment"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|CCH Axcess Tax Essentials", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Axcess Tax Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Not a true ASC 740 provision tool**—it is tax return software."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|TaxSlayer", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxSlayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "refer to **tax preparation and filing**"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|TurboTax Business", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "refer to **tax preparation and filing**"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|moonshot-small|TaxAct", "prompt": "c232-s3", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxAct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "refer to **tax preparation and filing**"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|openai-small|Thomson Reuters ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "“What software should help us do the tax provision close?” → **ONESOURCE Tax Provision** is the stronger fit."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|openai-small|CCH Axcess Tax Essentials / CCH Axcess Tax", "prompt": "c232-s3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Axcess Tax Essentials / CCH Axcess Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CCH Axcess Tax Essentials** is usually the better fit... Provision support is lighter/less specialized"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|openai-small|CCH ProSystem fx ecosystem", "prompt": "c232-s3", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH ProSystem fx ecosystem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Less of a standalone provision-first answer than ONESOURCE"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|ONESOURCE Tax Provision", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid for now**: ... full enterprise like ONESOURCE/Avalara (custom quotes often $10k+ setup + annual)"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Bloomberg Tax Provision", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful but often overkill—quote-based pricing, high setup costs, and complexity make them better for mid-market+"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Sovos", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but often overkill—quote-based pricing, high setup costs, and complexity"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Corptax", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but often overkill—quote-based pricing, high setup costs, and complexity"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Drake Tax (Drake Software)", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Drake Tax (Drake Software)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start here if ultra-small/budget < $1k/year**: Drake Tax or TaxAct—handle 80% of SMB provisions without enterprise overhead."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Intuit ProConnect Tax", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Intuit ProConnect Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If integrated with accounting**: ProConnect (pairs with QuickBooks)."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|TaxAct Professional", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TaxAct Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Start here if ultra-small/budget < $1k/year**: Drake Tax or TaxAct"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|CCH Axcess Tax (Wolters Kluwer)", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "CCH Axcess Tax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Scalable for 3-5 users but steeper ramp-up."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|TurboTax", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "TurboTax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for now**: TurboTax/H&R Block (great prep, weak provisions)"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|H&R Block", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "H&R Block", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid for now**: TurboTax/H&R Block (great prep, weak provisions)"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|xai-small|Avalara", "prompt": "c232-s3", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "full enterprise like ONESOURCE/Avalara (custom quotes often $10k+ setup + annual)"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|Workiva", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva:** The market leader. ... Choose **Workiva** or **Corptax** if: Your small team is part of a larger finance department that needs to produce a formal ASC 740 tax provision"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|Corptax", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Corptax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Workiva** or **Corptax** if: ... need audit trails."}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|Thomson Reuters ONESOURCE", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ONESOURCE** is generally the go-to for teams with highly complex U.S. state tax structures"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|Drake Tax", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Drake Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drake Tax** is the most affordable option ... but lacks the full suite of GAAP workpaper capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|ProSeries / UltraTax CS", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "ProSeries / UltraTax CS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProSeries/CS** are more powerful than Drake but still focus primarily on the return filing process"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|Vena", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Vena** if: Your team loves Excel but hates the version control and lack of governance"}, {"id": "mai-20260917-1752-baseline-2|c232-s3|zai-small|OneStream", "prompt": "c232-s3", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "An integrated planning platform (usually enterprise, but has a \"OneStream XLC\" module for smaller teams)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Bloomberg Tax", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Top-tier tools (like Bloomberg Tax or Thomson Reuters OneSource) often cost upwards of $15,000–$30,000 per year."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Thomson Reuters OneSource", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters OneSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Top-tier tools (like Bloomberg Tax or Thomson Reuters OneSource) often cost upwards of $15,000–$30,000 per year."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Vena", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Winner:** **Vena Solutions** is widely recognized for being intuitive enough for finance teams who aren't software engineers."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Host Analytics", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Host Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The Best \"Modern\" Alternative: FP&A Platforms (e.g., Vena or Host Analytics)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Avalara", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have < $10,000 budget:** Use **Avalara** for data accuracy and handle the calculations internally"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|alibaba-small|Excel", "prompt": "c232-s4", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you have < $2,000 budget:** Use **Excel** with a professionally vetted template."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|anthropic-small|TaxAct", "prompt": "c232-s4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxAct** stands out as the best overall choice if you have a relatively straightforward tax situation"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|anthropic-small|FreeTaxUSA", "prompt": "c232-s4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "FreeTaxUSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreeTaxUSA** offers a free option if your income and business structure qualify"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|anthropic-small|TaxSlayer", "prompt": "c232-s4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an affordable option for sole proprietors or LLCs that doesn't skimp on features"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|anthropic-small|H&R Block", "prompt": "c232-s4", "model": "anthropic-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "H&R Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best inexpensive desktop software for Schedule C businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|challenger-small|TaxSlayer", "prompt": "c232-s4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxSlayer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget pick overall:** **TaxSlayer** — highlighted as the best for affordability in a small-business tax-software comparison."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|challenger-small|H&R Block", "prompt": "c232-s4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "H&R Block", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want a familiar brand with more support:** **H&R Block** — ranked best overall in one small-business review"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|challenger-small|TurboTax Desktop Business", "prompt": "c232-s4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax Desktop Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "however, these are generally more feature-heavy and likely less budget-friendly for a small company"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|challenger-small|Bloomberg Tax Provision", "prompt": "c232-s4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "a dedicated provision platform like **Bloomberg Tax Provision**... generally more feature-heavy and likely less budget-friendly"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|challenger-small|CSC Corptax", "prompt": "c232-s4", "model": "challenger-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**CSC Corptax**; however, these are generally more feature-heavy and likely less budget-friendly for a small company"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the enterprise provision platforms (Bloomberg, ONESOURCE, Longview, Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the enterprise provision platforms (Bloomberg, ONESOURCE, Longview, Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Longview", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the enterprise provision platforms (Bloomberg, ONESOURCE, Longview, Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Vertex", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid the enterprise provision platforms (Bloomberg, ONESOURCE, Longview, Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Oracle", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-grade tools priced by quote... almost always out of reach for a small business"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|TaxStream", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-grade tools priced by quote... almost always out of reach for a small business"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Drake Tax", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Drake Tax** is the most cost-effective all-around pick, with published flat pricing and strong small-business value."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Intuit Lacerte Tax", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit Lacerte Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Solid for complex corporate returns with good diagnostics"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Intuit ProConnect Tax (cloud)", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProConnect Tax (cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ProConnect Tax** is the smoothest budget option"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|Zoho Books", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "if your provision needs are simple... your accounting software plus a spreadsheet... may be enough"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|deepseek-small|QuickBooks Online", "prompt": "c232-s4", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "if your provision needs are simple... your accounting software plus a spreadsheet... may be enough"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|google-small|ONESOURCE Tax Provision", "prompt": "c232-s4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level platforms that can easily cost $50,000 to $85,000+ annually in licensing, plus months of expensive implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|google-small|Corptax", "prompt": "c232-s4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level platforms that can easily cost $50,000 to $85,000+ annually in licensing, plus months of expensive implementation fees"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|google-small|Exactera Tax Provision", "prompt": "c232-s4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Exactera** or **Bloomberg Tax Provision**. They both offer rapid setup and are highly trusted by auditors."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|google-small|Bloomberg Tax Provision", "prompt": "c232-s4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Exactera** or **Bloomberg Tax Provision**. They both offer rapid setup and are highly trusted by auditors."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|google-small|Vena Solutions (Tax Provisioning Module)", "prompt": "c232-s4", "model": "google-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vena Solutions (Tax Provisioning Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you **love Excel but need database security and automation**: Go with **Vena Solutions**."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|meta-small|Drake Tax Provision by Drake Software", "prompt": "c232-s4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax Provision by Drake Software", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top-rated options include:\n\n1. Drake Tax Provision by Drake Software"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|meta-small|Intuit ProSeries Tax", "prompt": "c232-s4", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Intuit ProSeries Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Intuit ProSeries Tax"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|CorpTax", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CorpTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CorpTax** - Offers scalable pricing and is well-regarded for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides comprehensive tax provision software with flexible pricing options for smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|CCH Axcess", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Axcess", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers modular pricing so you can start with basic features and add more as needed."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|GoSystem Tax", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "GoSystem Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides cloud-based solutions with competitive pricing for smaller firms."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|Xero", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "While primarily an accounting software, its tax features can work for very small corporations"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|minimax-small|QuickBooks", "prompt": "c232-s4", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basic tax provision capabilities for very small companies, very affordable."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|mistral-small|Thomson Reuters ONESOURCE Corporate Tax", "prompt": "c232-s4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Corporate Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Thomson Reuters ONESOURCE Corporate Tax (starting at $8/user/month) and TaxAct Professional are top choices for small companies"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|mistral-small|TaxAct Professional", "prompt": "c232-s4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Professional", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TaxAct Professional are top choices for small companies"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|mistral-small|Drake Tax Provision", "prompt": "c232-s4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a good fit for budget-conscious small businesses"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|mistral-small|OneStream", "prompt": "c232-s4", "model": "mistral-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OneStream is recommended as a lower-cost entry point for finance teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|Excel-Based Solutions", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel-Based Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **Simple structure (1 entity, minimal complexity)** | **Excel templates** + thorough review processes |"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|TaxDome", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxDome", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Slightly more complex** | **TaxDome** or similar affordable cloud tools (~$800-1,500/year) |"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|Drake Tax", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Drake Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**More focused on tax preparation** than provision, but has some corporate capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|ONESOURCE", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For a small company with a tight budget, these are likely **prohibitively expensive**."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|Longview Tax", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "pricing that typically starts at **$60,000-$85,000+ annually**"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**enterprise-grade solutions** with pricing that typically starts at **$60,000-$85,000+ annually**"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|TaxStream", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these are likely **prohibitively expensive**"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|moonshot-small|Vertex", "prompt": "c232-s4", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these are likely **prohibitively expensive**"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|openai-small|Thomson Reuters ONESOURCE", "prompt": "c232-s4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the best choice ... is usually **not** the big enterprise platforms like Thomson Reuters ONESOURCE or CCH Axcess/ProSystem fx"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|openai-small|CCH Axcess/ProSystem fx", "prompt": "c232-s4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "CCH Axcess/ProSystem fx", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not** the big enterprise platforms like Thomson Reuters ONESOURCE or CCH Axcess/ProSystem fx, because those are typically built for larger, more complex tax teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|openai-small|Fondo TaxPass", "prompt": "c232-s4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Fondo TaxPass", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best pure budget pick:** **Fondo** if you need corporate tax filing support and want predictable pricing."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|openai-small|Exactera Tax Provision", "prompt": "c232-s4", "model": "openai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Best if your main need is actual provision software:** **Exactera**, but only if their quote fits your budget."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|Bloomberg Tax Provision", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like Bloomberg Tax Provision, ONESOURCE Tax Provision, Vertex, or Sovos typically start at thousands per year"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|ONESOURCE Tax Provision", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "ONESOURCE Tax Provision", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically start at thousands per year (quote-based, enterprise-focused)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|Vertex", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically start at thousands per year (quote-based, enterprise-focused)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|Sovos", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically start at thousands per year (quote-based, enterprise-focused)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|Excel/Google Sheets", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Start here: Excel for provisions + TaxAct/H&R for returns"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|TaxAct Business", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cheapest credible DIY option supporting C-Corps (1120)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|H&R Block Premium & Business", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "H&R Block Premium & Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Solid for small entity filers (Sole Prop to C-Corp)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|TurboTax Business", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cons: Pricier than TaxAct; limited native provision depth."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|TaxStream", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid: Enterprise tools (e.g., TaxStream, Longview)—not budget-friendly for small co."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|xai-small|Longview", "prompt": "c232-s4", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Longview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid: Enterprise tools (e.g., TaxStream, Longview)—not budget-friendly for small co."}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|Excel (or Google Sheets)", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Excel (or Google Sheets)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the \"best\" software is likely **Excel (or Google Sheets)**"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|Bloomberg", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Bloomberg", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bloomberg Tax Provision:** ... Starts at approximately **$800 per user per year**ered ... significantly cheaper than competitors"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|OneSource", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "OneSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly cheaper than competitors like OneSource or Exactera (which can cost $20,000+)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|Exactera", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "Exactera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "competitors like OneSource or Exactera (which can cost $20,000+)"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|TaxAct Business", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TaxAct Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TaxAct Business (Best Value) ... most affordable full-featured business tax software"}, {"id": "mai-20260917-1752-baseline-2|c232-s4|zai-small|TurboTax Business", "prompt": "c232-s4", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "budget", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TurboTax Business:** ... Starts around **$229** for federal filing"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|alibaba-small|OneSource", "prompt": "c232-s5", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneSource", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "likely too small to justify the six-figure budgets associated with enterprise suites like OneSource or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|alibaba-small|Vertex", "prompt": "c232-s5", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "likely too small to justify the six-figure budgets associated with enterprise suites like OneSource or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Exactera", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Exactera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Exactera Tax Provision** – starts around **$20K/year**, built for smaller teams, simple data upload, quick implementation."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Taxfyle", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Taxfyle** – mid-market provision-to-journal automation, controlled review history, good traceability."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bloomberg Tax Provision** – easiest to implement, spreadsheet-friendly, strong ASC 740 compliance, audit-ready reporting."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|OneSource", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneSource", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for now:** OneSource, Corptax, Longview – these are enterprise-grade tools with enterprise-grade price tags."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Longview", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for now:** OneSource, Corptax, Longview"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Corptax", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for now:** OneSource, Corptax, Longview"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|Vertex", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Vertex Tax Accounting** – structured corporate provision workflow, repeatable close outputs, can grow with you if you expand."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|deepseek-small|CCH Tagetik", "prompt": "c232-s5", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Enterprise** (OneSource, CCH Tagetik) | $60K–$90K+"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Thomson Reuters ONESOURCE", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cons: Extremely expensive, high learning curve, overkill for most 30-person firms."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|CSC Corptax", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CSC Corptax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Extremely expensive, high learning curve, overkill for most 30-person firms."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Longview", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Extremely expensive, high learning curve, overkill for most 30-person firms."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Bloomberg Tax Provision", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Mid-Market / Agile Provision ... Mid-sized companies, venture-backed scaleups. Pros: Balanced pricing, modern SaaS UI, robust ASC 740 engines, audit-ready."}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Tax Series (TTI)", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Tax Series (TTI)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Mid-Market / Agile Provision | Bloomberg Tax Provision, Tax Series (TTI), Crowe Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Crowe Tax Provision", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Crowe Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mid-Market / Agile Provision | Bloomberg Tax Provision, Tax Series (TTI), Crowe Tax Provision"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Neo.Tax", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Neo.Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fast-growing startups, especially those with heavy R&D... Cons: Newer to the market"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|google-small|Finrep.ai", "prompt": "c232-s5", "model": "google-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Finrep.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Automation & Emerging AI-Enabled Tools | Neo.Tax, Finrep.ai"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|meta-small|Sovos", "prompt": "c232-s5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "insights into the top-rated corporate tax provision software and their features, such as Sovos and Taxfyle"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|meta-small|Taxfyle", "prompt": "c232-s5", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Taxfyle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "insights into the top-rated corporate tax provision software and their features, such as Sovos and Taxfyle"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|minimax-small|Sovos", "prompt": "c232-s5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Sovos** – strong for traceable outputs across entities/jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|minimax-small|Taxfyle", "prompt": "c232-s5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Taxfyle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Taxfyle** – good for mid-market wanting journal-ready documentation without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|minimax-small|Workiva", "prompt": "c232-s5", "model": "minimax-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workiva** – often referenced for connected controls"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|moonshot-small|Exactera", "prompt": "c232-s5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Exactera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Exactera** — specifically targets ease-of-use and fast implementation for ASC 740"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|moonshot-small|Bloomberg Tax Provision", "prompt": "c232-s5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bloomberg Tax Provision** — strong on automation and audit-ready outputs"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|moonshot-small|OneStream", "prompt": "c232-s5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneStream** — if you're already using them for consolidation"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|moonshot-small|Sovos", "prompt": "c232-s5", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sovos** — good for multi-entity/jurisdiction traceability"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|Bloomberg Tax Provision", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common options include Bloomberg Tax Provision, Sovos, Vertex Corporate Tax, CCH Tagetik, OneStream, and Workiva—request demos from 3-5"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|Sovos", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common options include Bloomberg Tax Provision, Sovos, Vertex Corporate Tax, CCH Tagetik, OneStream, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|Vertex Corporate Tax", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vertex Corporate Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common options include Bloomberg Tax Provision, Sovos, Vertex Corporate Tax, CCH Tagetik, OneStream, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|CCH Tagetik", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common options include ... CCH Tagetik, OneStream, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|OneStream", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common options include ... OneStream, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|xai-small|Workiva", "prompt": "c232-s5", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Common options include ... OneStream, and Workiva—request demos from 3-5 based on your pain points"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|zai-small|ONESOURCE", "prompt": "c232-s5", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Thomson Reuters ONESOURCE Tax Provision | Strong integration with ERPs (SAP, Oracle, etc.), Excel workpaper support, comprehensive ASC 740 capabilities"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|zai-small|Longview", "prompt": "c232-s5", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Longview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Longview Tax | Integrates with 200+ data sources, strong ERP/GL connectivity, good for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|zai-small|Vena", "prompt": "c232-s5", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Vena | Centralized data platform, integrates with ERP/GL and HRIS, journal-ready outputs"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|zai-small|Bloomberg Tax Provision", "prompt": "c232-s5", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bloomberg Tax Provision | Deep tax law content, audit-ready outputs, strong for complex, multi-jurisdictional environments"}, {"id": "mai-20260917-1752-baseline-2|c232-s5|zai-small|TaxPoint", "prompt": "c232-s5", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "scale", "raw": "TaxPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TaxPoint | Focus on traceability, automation, and controls for mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|Oracle Tax Reporting Cloud", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large-scale corporate tools like Oracle Tax Reporting Cloud, SAP, or high-end modules of OneWorld... Why Avoid: ... these tools are often \"over-engineered.\""}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|SAP", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Large-scale corporate tools like Oracle Tax Reporting Cloud, SAP, or high-end modules of OneWorld"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|OneWorld", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "OneWorld", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "high-end modules of OneWorld... Why Avoid: For a small business ... these tools are often \"over-engineered.\""}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|Exactera", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Exactera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for \"Small Business\" or \"Light Corporate\" specific providers (like Exactera or simplified versions of BlackLine)"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|BlackLine", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simplified versions of BlackLine) designed for faster deployment"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|alibaba-small|Excel", "prompt": "c232-s6", "model": "alibaba-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Excel introduces significant risk through formula errors, lack of version control, and broken links"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|ONESOURCE", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid the enterprise suites until you genuinely need them."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|Longview", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Longview", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid the enterprise suites until you genuinely need them."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|Corptax", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid the enterprise suites until you genuinely need them."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|Oracle Tax Reporting Cloud", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Oracle Tax Reporting Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid the enterprise suites until you genuinely need them."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|Bloomberg Tax Provision", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Be very cautious before buying these for a small business... Avoid the enterprise suites"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|deepseek-small|Excel workbook", "prompt": "c232-s6", "model": "deepseek-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel workbook", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "the IRS/GAAP math (current + deferred tax, basic rate rec) is typically fine in a well-built **Excel workbook**"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Microsoft Excel", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relying on complex, self-made workbooks is highly risky"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Thomson Reuters ONESOURCE", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid these heavy-duty tools. For a small business, the return on investment is virtually non-existent"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Corptax", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Corptax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid these heavy-duty tools."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Vertex", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid these heavy-duty tools."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|TurboTax Business", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TurboTax Business", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Never rely on basic filing software to calculate GAAP-compliant tax provisions."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|H&R Block", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "H&R Block", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Never rely on basic filing software to calculate GAAP-compliant tax provisions."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|ChatGPT", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "ChatGPT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid using unguided AI for tax provision calculations."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Bloomberg Tax Provision", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Bloomberg Tax Provision", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look for mid-market, cloud-based provision tools (such as *Bloomberg Tax Provision* or *Exactera*)"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|google-small|Exactera", "prompt": "c232-s6", "model": "google-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Exactera", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for mid-market, cloud-based provision tools (such as *Bloomberg Tax Provision* or *Exactera*)"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|meta-small|Drake Tax", "prompt": "c232-s6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Drake Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular tax provision tools for small businesses include Drake Tax, TurboTax Business, and TaxSlayer."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|meta-small|TurboTax Business", "prompt": "c232-s6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TurboTax Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular tax provision tools for small businesses include Drake Tax, TurboTax Business, and TaxSlayer."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|meta-small|TaxSlayer", "prompt": "c232-s6", "model": "meta-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TaxSlayer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular tax provision tools for small businesses include Drake Tax, TurboTax Business, and TaxSlayer."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|moonshot-small|Thomson Reuters OneSource Tax Provision (OTP)", "prompt": "c232-s6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Thomson Reuters OneSource Tax Provision (OTP)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **Thomson Reuters OneSource Tax Provision (OTP)** or similar high-end provision software are often **overkill for small businesses**"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|moonshot-small|Excel", "prompt": "c232-s6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While Excel seems cost-effective, relying on spreadsheets for tax provisions creates risks"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|moonshot-small|QuickBooks", "prompt": "c232-s6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Integrated accounting software with basic tax features (QuickBooks, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|moonshot-small|Xero", "prompt": "c232-s6", "model": "moonshot-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Integrated accounting software with basic tax features (QuickBooks, Xero)"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|xai-small|TurboTax", "prompt": "c232-s6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "TurboTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**DIY Tax Software (e.g., TurboTax, H&R Block for Business)** - **Why be cautious?** These tools excel for simple individual returns but often fall short for businesses."}, {"id": "mai-20260917-1752-baseline-2|c232-s6|xai-small|H&R Block for Business", "prompt": "c232-s6", "model": "xai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "H&R Block for Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**DIY Tax Software (e.g., TurboTax, H&R Block for Business)** ... **When to avoid:** Complex setups"}, {"id": "mai-20260917-1752-baseline-2|c232-s6|zai-small|Excel", "prompt": "c232-s6", "model": "zai-small", "cat": "corporate-tax-provision", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "using it as the *sole* source of truth for tax provisions is widely considered a major risk for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Sovos", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Global Compliance & Tax Integration: **Sovos** ... widely considered the leader for multinationals operating in complex regulatory environments"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Pagero (by Thomson Reuters)", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero (by Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pagero is arguably the leading specialized e-invoicing network for B2B document exchange"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|HighRadius", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-driven suite that automates the full \"Order-to-Cash\" cycle"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Apsentra", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Apsentra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically focuses on connecting ERPs to banking and payment systems"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Edicom", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Edicom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sovos**, Edicom, Vertisys"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Vertisys", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertisys", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sovos**, Edicom, Vertisys"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Invoicemonk", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Pagero**, Invoicemonk, Scentry"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Scentry", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Scentry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Pagero**, Invoicemonk, Scentry"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Basware", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Apsentra**, Basware, HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|SAP Ariba", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SAP Ariba** (if budget allows)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|alibaba-small|Oracle Transactional Cloud", "prompt": "c233-l1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Oracle Transactional Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Sovos**, **Oracle Transactional Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|ClearTax", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "ClearTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ClearTax is a global e-invoicing and tax compliance platform that helps enterprises generate, validate, submit, and archive electronic invoices ... across 50+ countries"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|Sprint AP by Mindsprint", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sprint AP by Mindsprint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sprint AP by Mindsprint is purpose-built for evolving global e-invoicing mandates across jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|Basware", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basware for 100-country multinational compliance coverage"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|Pagero", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pagero for PEPPOL-first European mandate coverage"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|SAP Ariba", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP Ariba for SAP-native e-invoicing within S2P"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|anthropic-small|Comarch EDI and e-Invoicing", "prompt": "c233-l1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Comarch EDI and e-Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other Notable Platforms:- Comarch EDI and e-Invoicing is a comprehensive, cloud-based B2B/B2G integration platform"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|challenger-small|Pagero", "prompt": "c233-l1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice is usually **Pagero** if your priority is **global B2B document exchange plus compliance**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|challenger-small|Sovos", "prompt": "c233-l1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "choose **Sovos** or **Vertex** when your main need is **tax-led compliance control**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|challenger-small|Vertex", "prompt": "c233-l1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Positioned for **high-volume invoice processing with tax integration**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|challenger-small|Axway", "prompt": "c233-l1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Axway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Suited to global **B2B & B2G compliance** and broader integration needs"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|challenger-small|Zycus", "prompt": "c233-l1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong if you want compliance embedded in an integrated AP/P2P stack"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|Sovos", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** is widely considered the strongest enterprise-grade e-invoicing compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|eezi by VAT IT", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "eezi by VAT IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**eezi by VAT IT** is a compelling alternative if you want compliance technology bundled with deep VAT advisory expertise"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|Pagero", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pagero** is the standout choice if Peppol network connectivity and cross-border exchange are your top priorities"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|SAP Ariba / SAP Business Network", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba / SAP Business Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for SAP-Centric Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|Avalara", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Avalara:** Excellent cloud-based indirect tax automation for growing international businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|Vertex", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Vertex:** Strong enterprise tax automation with rule-based VAT decisions integrated into invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|EDICOM", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EDICOM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**EDICOM:** Excellent cross-border electronic invoicing with international interoperability"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|deepseek-small|Basware", "prompt": "c233-l1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Basware** | Global | Multi-format invoice capture | Large multi-entity multinationals with mixed ERPs |"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|Sovos", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Fortune 500 and large multinational enterprises running major ERPs (SAP, Oracle) who need a unified global compliance framework."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|EDICOM", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EDICOM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EDICOM (Unmatched EDI capabilities)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|Avalara", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos or Avalara (Strong tax-determination backbones)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|Pagero", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pagero (Network-led, open interoperability)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|Comarch", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Comarch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comarch provides stellar coverage for European mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|google-small|SAP Document and Reporting Compliance (SAP DRC)", "prompt": "c233-l1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Document and Reporting Compliance (SAP DRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SAP DRC (Keep it native to your core ERP)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|meta-small|Tungsten Automation", "prompt": "c233-l1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tungsten Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Tungsten Automation, Vatit, and Acquisition International"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|meta-small|Zoho Billing", "prompt": "c233-l1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top e-invoicing compliance solutions include Zoho Billing, which is an all-in-one billing and revenue management solution"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|meta-small|Zycus", "prompt": "c233-l1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Zycus, which provides automated invoice processing and compliance update models"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Sovos", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** or **Pagero** are typically recommended for compliance strength"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Pagero", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sovos** or **Pagero** are typically recommended for compliance strength"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Medius", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Medius** or **HighRadius** if you need deeper AP automation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|HighRadius", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Medius** or **HighRadius** if you need deeper AP automation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Basware", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good for large multi-entity multinationals with mixed ERPs"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|VAT IT", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "VAT IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Purpose-built for scalability from day one"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Vertex", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong for integrated indirect tax and invoice compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|minimax-small|Invoicemonk", "prompt": "c233-l1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for multi-mandate breadth without per-country add-ons"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|mistral-small|Sovos Compliance Cloud", "prompt": "c233-l1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos Compliance Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos Compliance Cloud** and **Basware** are the top recommendations due to their global reach, compliance automation, and integration capabilities."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|mistral-small|Basware", "prompt": "c233-l1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sovos Compliance Cloud** and **Basware** are the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|mistral-small|Pagero Network", "prompt": "c233-l1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EEZI** and **Pagero** are also excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|mistral-small|Axway eInvoicing", "prompt": "c233-l1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Axway eInvoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A cloud-based solution that enables organizations to send, receive, and manage B2B and B2G e-invoices globally"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|mistral-small|EEZI by VAT IT", "prompt": "c233-l1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EEZI by VAT IT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need strong VAT reporting or are expanding in EMEA/LATAM, **EEZI** and **Pagero** are also excellent choices."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|Sovos", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start your evaluation with **Sovos** (pure compliance power), **Pagero** (network/Peppol strength), and **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|Pagero", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start your evaluation with **Sovos** (pure compliance power), **Pagero** (network/Peppol strength), and **Basware**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|Basware", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Basware** (analyst-validated AP automation + compliance)"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|VAT IT (eezi)", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "VAT IT (eezi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tier 2: Strong Specializations - **VAT IT (eezi)** – Purpose-built for global digital reporting and VAT-integrated compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|Vertex", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vertex** – Deep enterprise tax automation with integrated indirect tax and invoice compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|moonshot-small|Tungsten Automation", "prompt": "c233-l1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tungsten Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Tungsten Automation** – Heavy focus on enterprise AP/AR automation with compliance workflows."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|openai-small|Sovos", "prompt": "c233-l1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for global enterprise compliance:** **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|openai-small|Vertex", "prompt": "c233-l1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex** if tax determination and compliance need to stay tightly coupled."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|openai-small|OpenText", "prompt": "c233-l1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "OpenText", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OpenText** if your company is already heavily invested in enterprise integration/EDI."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|openai-small|Pagero/Thomson Reuters", "prompt": "c233-l1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero/Thomson Reuters", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Peppol is central to your footprint:** **Pagero** or **EDICOM**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|openai-small|EDICOM", "prompt": "c233-l1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EDICOM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if Peppol is central to your footprint:** **Pagero** or **EDICOM**"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Sovos (Compliance Cloud E-Invoicing)", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos (Compliance Cloud E-Invoicing)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently ranked #1 overall for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Basware", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner (2026 AP Apps MQ) and Forrester Wave"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Pagero", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for open networks and broad coverage."}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Avalara", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Global tax + e-invoicing | 8.4/10 in lists | Tax-heavy B2B"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Vertex", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise tax compliance | 8.7/10 | SAP/Oracle users"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Zycus", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "60+ mandates + AI AP | High automation scores"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Tungsten Automation (Kofax)", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tungsten Automation (Kofax)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Networks + AP | Enterprise AP focus"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|SAP Ariba", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leaders like Basware, SAP Ariba, Coupa excel broadly"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|xai-small|Coupa", "prompt": "c233-l1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leaders like Basware, SAP Ariba, Coupa excel broadly"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|Sovos", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cross‑border compliance focus:** Sovos or EDICOM"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|Medius", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Large AP automation with ERP integration:** Medius or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|Basware", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Large AP automation with ERP integration:** Medius or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|Tipalti", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**High‑volume global payouts + compliance:** Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|Infinite IT Solutions", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Infinite IT Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unified global compliance framework:** Infinite IT Solutions"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|EDICOM", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EDICOM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Cross‑border compliance focus:** Sovos or EDICOM"}, {"id": "mai-20260917-1752-baseline-2|c233-l1|zai-small|HighRadius", "prompt": "c233-l1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**End‑to‑end autonomous finance:** HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|alibaba-small|Sovos (formerly Thomson Reuters ONE Source)", "prompt": "c233-l2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos (formerly Thomson Reuters ONE Source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sovos is arguably the heavy-weight champion for large enterprises dealing with complex regulations."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|alibaba-small|Avalara (an Intuit company)", "prompt": "c233-l2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara (an Intuit company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is connecting quickly to your current ERP and automating calculation:** Go with **Avalara**."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|alibaba-small|Vertex", "prompt": "c233-l2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your priority is handling extremely complex product bundles/tax codes:** Go with **Vertex**."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|alibaba-small|Thomson Reuters / Wolters Kluwer (CCH Tagetik or Tax Network Direct)", "prompt": "c233-l2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters / Wolters Kluwer (CCH Tagetik or Tax Network Direct)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "their specific **VAT Compliance** module is highly regarded for data aggregation"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|anthropic-small|Vertex", "prompt": "c233-l2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A highly sophisticated, enterprise-grade tax determination and compliance platform built to handle complex, high-volume transactions across the globe."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|anthropic-small|Avalara", "prompt": "c233-l2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "customer sentiment is currently low regarding support and pricing transparency, with hidden fees and \"bait-and-switch\" renewal tactics being common complaints."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|anthropic-small|Comply by Fintua", "prompt": "c233-l2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Comply by Fintua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comply is ERP-agnostic and works with a wide range of accounting, billing and enterprise systems"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|anthropic-small|Taxually", "prompt": "c233-l2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trusted by 20,000+ B2B companies in over 150 countries"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|challenger-small|Vertex", "prompt": "c233-l2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Vertex** as the first choice for **VAT compliance software**"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|challenger-small|Sovos", "prompt": "c233-l2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "pair Vertex with a specialist such as **Sovos** or **Pagero** ... it is a credible alternative"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|challenger-small|Pagero", "prompt": "c233-l2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "pair Vertex with a specialist such as **Sovos** or **Pagero** for those jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|challenger-small|Avalara", "prompt": "c233-l2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a short **Vertex vs. Sovos vs. Avalara** recommendation table"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|deepseek-small|Vertex", "prompt": "c233-l2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vertex** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|deepseek-small|Sovos", "prompt": "c233-l2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best choice if you operate heavily in e-invoicing/Continuous Transaction Controls (CTC) jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|deepseek-small|Thomson Reuters ONESOURCE (Indirect Compliance)", "prompt": "c233-l2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE (Indirect Compliance)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A leading enterprise-grade global compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|deepseek-small|Avalara", "prompt": "c233-l2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it's more oriented toward mid-market and e-commerce. For very large B2B enterprises, Vertex is generally regarded as the stronger value."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|google-small|Vertex (Vertex O Series)", "prompt": "c233-l2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Vertex is widely considered the gold standard for large global enterprises."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|google-small|Sovos (Sovos Intelligent Compliance)", "prompt": "c233-l2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos (Sovos Intelligent Compliance)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sovos is the global market leader in managing these real-time compliance mandates... **Sovos** should be heavily prioritized."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|google-small|Thomson Reuters ONESOURCE (Indirect Tax)", "prompt": "c233-l2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE (Indirect Tax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ONESOURCE is a staple in the corporate tax world... **The Catch:** It is highly specialized for tax professionals."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|google-small|Avalara (Avalara AvaTax for Enterprise)", "prompt": "c233-l2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara (Avalara AvaTax for Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Modern, cloud-first enterprises seeking rapid deployment and broad software integrations."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|google-small|VAT IT (eezi)", "prompt": "c233-l2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VAT IT (eezi)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you may want to look at a combination of software and managed services, such as **VAT IT (eezi)**"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|meta-small|Fintua", "prompt": "c233-l2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Fintua", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended VAT compliance software ... is Fintua, Vertex, or Sovos. Fintua is used by 85% of Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|meta-small|Vertex", "prompt": "c233-l2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex offers a cloud-based, enterprise-grade VAT compliance software and reporting solution"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|meta-small|Sovos", "prompt": "c233-l2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Sovos provides an Indirect Tax Suite, a comprehensive solution to manage global indirect tax obligations"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|minimax-small|Sovos", "prompt": "c233-l2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sovos edges slightly ahead for very large multinationals requiring transaction-level traceability"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|minimax-small|Avalara VAT & Compliance", "prompt": "c233-l2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara VAT & Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Sovos** or **Avalara** as your top choices"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|minimax-small|Fonoa", "prompt": "c233-l2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fonoa** (Best for Multi-Country Enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|mistral-small|Sovos", "prompt": "c233-l2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sovos and Vertex are the most popular choices, with Sovos often recommended for transaction-level traceability"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|mistral-small|Vertex", "prompt": "c233-l2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sovos and Vertex are the most popular choices ... Vertex for enterprises deeply integrated with SAP/Oracle"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|mistral-small|Fintua", "prompt": "c233-l2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Fintua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fintua is also a strong contender, especially for Fortune 500 companies."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c233-l2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Thomson Reuters ONESOURCE** or **Vertex** as your primary options"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|moonshot-small|Vertex", "prompt": "c233-l2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest evaluating **Thomson Reuters ONESOURCE** or **Vertex** as your primary options"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|moonshot-small|Sovos", "prompt": "c233-l2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Sovos** as a strong alternative if e-invoicing compliance is critical"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|moonshot-small|Avalara", "prompt": "c233-l2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Cloud-First & Rapid Deployment ... **Avalara** offers best value"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|moonshot-small|Pagero", "prompt": "c233-l2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sovos** or **Pagero** as add-on"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|openai-small|Vertex VAT Compliance", "prompt": "c233-l2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex VAT Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean **Vertex** first, then **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|openai-small|Thomson Reuters ONESOURCE", "prompt": "c233-l2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong choice if you need a broad enterprise indirect tax platform for VAT, GST, and global tax determination"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|openai-small|Avalara VAT Returns & Reporting", "prompt": "c233-l2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara VAT Returns & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if you want a cloud platform with strong enterprise-scale compliance, broad integrations"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|openai-small|Sovos", "prompt": "c233-l2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is **SAP-heavy** ... I'd lean **Vertex** or **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Vertex", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Vertex as the top choice"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Sovos", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Sovos and Thomson Reuters ONESOURCE as strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Thomson Reuters ONESOURCE", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "IDC MarketScape Leader (2024 VAT/sales tax); broad compliance incl. returns/filing"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Avalara", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Solid but sometimes critiqued for enterprise depth vs. Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Taxamo", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vertex/Sovos shine here over lighter tools like Taxamo/Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|xai-small|Stripe Tax", "prompt": "c233-l2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "shine here over lighter tools like Taxamo/Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Vertex", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your company runs **SAP or Oracle** and needs deep, transaction‑level VAT automation integrated into your core ERP, **Vertex** is the most appropriate choice."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Sovos", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Do you need e‑invoicing support (e.g., EU CTC, LatAm)? | Yes → Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Avalara", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avalara** provides a scalable and flexible solution."}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Commenda", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market to enterprise multi‑entity coverage (5–30 entities, 8+ countries)"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Taxually", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "API‑first platform for VAT operations and e‑invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Odoo Tax", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Odoo Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more limited for large, multi‑jurisdictional B2B needs"}, {"id": "mai-20260917-1752-baseline-2|c233-l2|zai-small|Tradeshift Tax Compliance", "prompt": "c233-l2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Tradeshift Tax Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "more limited for large, multi‑jurisdictional B2B needs"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|alibaba-small|HighRadius", "prompt": "c233-l3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Choose HighRadius if your biggest pain point is slow collections and managing customer payment portals."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|alibaba-small|Basware", "prompt": "c233-l3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Choose Basware if you need to tightly integrate supplier catalogs, contracts, and invoicing within your procurement workflow."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|alibaba-small|Tungsten Automation (Tungsten Network)", "prompt": "c233-l3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation (Tungsten Network)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Choose Tungsten if you struggle with connecting to diverse suppliers/buyers who use different ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|alibaba-small|Sovos Compliance / Sovos E-Invoicing", "prompt": "c233-l3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos Compliance / Sovos E-Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Choose Sovos if you operate in regions with strict real-time e-invoicing laws"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|alibaba-small|Zycus", "prompt": "c233-l3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose Zycus if you want to overhaul your entire procurement and AP department with a single AI-driven platform."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Sovos", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sovos approaches compliance as an ongoing regulatory process through dedicated regulatory expertise combined with cloud-based compliance technology"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Basware", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the leading platforms are Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Pagero", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the leading platforms are Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Avalara", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the leading platforms are Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|SAP Ariba", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the leading platforms are Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Doxis AI.dp", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Doxis AI.dp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Doxis AI.dp is an AI-powered intelligent document processing platform"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Tipalti", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "top platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Mindsprint SprintAP", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "top platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Medius", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "top platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Coupa", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "top platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|anthropic-small|Comarch", "prompt": "c233-l3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Comarch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Comarch provides a comprehensive digital document ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Pagero", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for supplier network exchange**: **Pagero**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Sovos", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for global compliance**: **Sovos** or **ClearTax**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Basware", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for AP/procure-to-pay transformation**: **Basware** or **Tungsten Automation**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|OpenText", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "OpenText", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scalable enterprise EDI/e-invoicing and document exchange"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Tungsten Automation", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for AP/procure-to-pay transformation**: **Basware** or **Tungsten Automation**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|SAP Document and Reporting Compliance / SAP AP", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Document and Reporting Compliance / SAP AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for SAP-heavy enterprises**: **SAP Document and Reporting Compliance**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Tipalti", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for broad enterprise invoice automation**: **Tipalti** or **HighRadius**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|HighRadius", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "More automation-centric than network-centric."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|ClearTax", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Best for global compliance**: **Sovos** or **ClearTax**."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|challenger-small|Avalara", "prompt": "c233-l3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "but less specialist than pure e-invoicing networks for complex clearance regimes"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Sovos", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Frequently identified in comparisons as the best fit for cross-border operations governed by exchange controls."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Pagero (ONESOURCE, part of Thomson Reuters)", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (ONESOURCE, part of Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one of the most comprehensive compliance-plus-finance-automation offerings"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Basware", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often recommended for large, multi-entity multinationals running mixed ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Tradeshift", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Buyer-centric organizations wanting deep supplier onboarding and network effects"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Tungsten Automation", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: High-volume buyers and suppliers wanting a reliable, format-agnostic exchange network."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|SAP Ariba", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "historically viewed as stronger as a giant trading network than as a standalone tax-compliance engine"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Avalara", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "start with a compliance platform: Sovos, Pagero, Avalara, or Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Vertex", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vertex and Avalara are both rated as strong enterprise compliance options in several 2026 comparisons."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Tipalti", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti (196-country payouts and built-in tax compliance)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|HighRadius", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "often ranked #1 in enterprise invoice-automation lists"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|deepseek-small|Medius", "prompt": "c233-l3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Medius (100+ ERP connectors, AI fraud detection)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|Pagero (A Thomson Reuters Company)", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (A Thomson Reuters Company)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "choose an *Open Network* provider like **Pagero**. It handles formatting in the background."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|Sovos", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sovos** is heavily optimized for these tax-compliance professionals."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|SAP Ariba / SAP Document and Reporting Compliance (DRC)", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba / SAP Document and Reporting Compliance (DRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a pure SAP enterprise, **SAP DRC** is a logical choice"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|Basware", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Basware** has the strongest multi-ERP connector capabilities."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|Coupa", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "go with **SAP Ariba** or **Coupa**"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|ClearTax", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ClearTax** provides modern REST APIs that make integration much faster than legacy EDI formats."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|google-small|Edicom", "prompt": "c233-l3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Edicom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Open Network & Interoperability** (e.g., Pagero, Edicom)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|ClearTax", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ClearTax has coverage in 50+ countries, while others may have more limited coverage."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|HighRadius", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade e-invoicing platforms include ClearTax, HighRadius, Pagero (Thomson Reuters)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Pagero (Thomson Reuters)", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pagero (Thomson Reuters), Tungsten Automation (Tungsten Network)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Tungsten Automation (Tungsten Network)", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation (Tungsten Network)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tungsten Automation (Tungsten Network), Storecove"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Storecove", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Storecove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Storecove, Qvalia, CLARC Infinity"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Qvalia", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Qvalia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Qvalia, CLARC Infinity, Invoicedge"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|CLARC Infinity", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "CLARC Infinity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CLARC Infinity, Invoicedge, Peppobox, and Nexbal"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Invoicedge", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Invoicedge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Invoicedge, Peppobox, and Nexbal"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Peppobox", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Peppobox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Peppobox, and Nexbal"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|meta-small|Nexbal", "prompt": "c233-l3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Nexbal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Peppobox, and Nexbal"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|SAP S/4HANA (with Document and Reporting Compliance – DRC)", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP S/4HANA (with Document and Reporting Compliance – DRC)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For SAP or Oracle shops: SAP S/4HANA DRC and Oracle Cloud ERP are the most tightly integrated and compliant solutions."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Oracle Cloud ERP (with Collaboration Messaging Framework – CMK)", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Oracle Cloud ERP (with Collaboration Messaging Framework – CMK)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SAP S/4HANA DRC and Oracle Cloud ERP are the most tightly integrated and compliant solutions."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Basware", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basware, Pagero, and Tungsten excel in connectivity and compliance, especially in Europe."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Pagero (Thomson Reuters)", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in Europe, with a reputation for handling complex, cross-border invoicing and regulatory updates"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|HighRadius", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For AP automation: HighRadius, Medius, and Tipalti lead in automating invoice processing and payments."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Coupa", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprises prioritizing source-to-pay (S2P) process integration."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Tungsten Automation (formerly Tungsten Network)", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation (formerly Tungsten Network)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may lack some advanced automation features compared to newer platforms"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Sovos", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For tax compliance: Sovos is the specialist"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Tipalti", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Strong in payments and tax, but e-invoicing is part of a broader AP/payments suite"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|mistral-small|Medius", "prompt": "c233-l3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focus on AP automation and fraud prevention, ERP-agnostic"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|HighRadius", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**190+ agentic AI agents** across 21 products"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Sovos Compliance Cloud", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos Compliance Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**For compliance-heavy operations** → Sovos or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Basware", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For compliance-heavy operations** → Sovos or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|SAP Ariba", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For SAP environments** → SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Coupa", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For procurement integration** → Coupa or SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Pagero", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For open standards/Peppol** → Pagero or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Tipalti", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**For global payment complexity** → Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|moonshot-small|Medius", "prompt": "c233-l3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**For fraud prevention** → Medius"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|SAP Ariba / SAP Document and Reporting Compliance", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba / SAP Document and Reporting Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Need a SAP-aligned enterprise stack: SAP Ariba / SAP Document and Reporting Compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|Basware", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need strong AP automation and control: Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|Pagero", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need broad network exchange across many countries: Pagero or Tungsten"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|Tungsten Automation / Tungsten Network", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation / Tungsten Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Network/interoperability-first: Pagero or Tungsten"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|OpenText", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "OpenText", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need deep B2B document integration / managed EDI: OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|Coupa", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "More of a broad procure-to-pay and spend management platform than a pure e-invoicing specialist."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|Tradeshift", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need network collaboration / supplier marketplace workflows: Tradeshift"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|openai-small|EDICOM", "prompt": "c233-l3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "EDICOM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Compliance-first across many jurisdictions: EDICOM or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|HighRadius", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius often #1 for AI; Agentic AI for 90%+ touchless processing"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Sovos", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tax & compliance-first e-invoicing ... Sovos for mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Pagero", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open network & interoperability | 100+ countries | Peppol access"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Basware", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong supplier portals; rigid for non-ERP users."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Tungsten Automation", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Peppol/EDI networks, validation workflows"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Esker", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gartner Leader (I2C, 2024), Forrester Leader (APIA, Q3 2024)"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Avalara", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tax-centric (e.g., nexus tracking); lighter on full AR networks."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|xai-small|Vertex", "prompt": "c233-l3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong in tax comparisons vs. Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-l3|zai-small|SAP Ariba", "prompt": "c233-l3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP Ariba is the market leader in spend management and procurement networks.... **Choose SAP Ariba** if your ERP is SAP S/4HANA and you need deep, native integration."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|zai-small|Coupa", "prompt": "c233-l3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Coupa** if you want the fastest implementation and a modern interface that suppliers will actually enjoy using."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|zai-small|Ivalua", "prompt": "c233-l3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ivalua** if you need a unified platform that combines procurement, invoicing, and supplier management into one governance suite."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|zai-small|Tipalti", "prompt": "c233-l3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Tipalti** if you are struggling with supplier onboarding and global payments compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-l3|zai-small|GEP (formerly GEP SMART)", "prompt": "c233-l3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "GEP (formerly GEP SMART)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GEP is a powerhouse for massive enterprises with complex procurement needs."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|eInvoice.be / Peppol Managed Access Point Service", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "eInvoice.be / Peppol Managed Access Point Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "you pay a **fixed monthly fee** (e.g., €6K/month) regardless of whether you send 1,000 or 100,000 invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|EDI Link / EDI Network Providers", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "EDI Link / EDI Network Providers", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many traditional EDI providers ... offer enterprise flat-rate contracts for high-volume partners"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Sedna", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sedna", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(like **Sedna**, **True Commerce**) offer enterprise flat-rate contracts"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|True Commerce", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "True Commerce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(like **Sedna**, **True Commerce**) offer enterprise flat-rate contracts"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Pagero", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "choose **Pagero** and request an **enterprise flat-rate license**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Medius (Tungsten Automation)", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Medius (Tungsten Automation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Medius specializes in AP automation for large enterprises ... making costs predictable across thousands of internal users"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Sovos Compliance Cloud", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos Compliance Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "choose **Sovos** and negotiate a **site-wide license with a transaction cap**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|EDICOM", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "EDICOM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **EDICOM** | Deep Local Mandates (EMEA/LatAm) | Managed Service Fee (Custom) | ★★★☆☆ |"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Ariba Network", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Ariba Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "| **Ariba Network** | SAP Shop Floor Integration | Subscription + Transaction Fees | ★★★☆☆ |"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Docuflair", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Docuflair", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid SMB-focused tools (like Docuflair, Zoho, or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|Zoho", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid SMB-focused tools (like Docuflair, Zoho, or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|alibaba-small|QuickBooks", "prompt": "c233-l4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid SMB-focused tools (like Docuflair, Zoho, or QuickBooks)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|anthropic-small|Comarch e-Invoicing Platform", "prompt": "c233-l4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Comarch e-Invoicing Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Comarch e-Invoicing Platform** appears to be an excellent fit for your specific needs."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|anthropic-small|HighRadius", "prompt": "c233-l4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is another strong option for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|anthropic-small|Sprint AP by Mindsprint", "prompt": "c233-l4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sprint AP by Mindsprint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sprint AP by Mindsprint is purpose-built for evolving global e-invoicing mandates across jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|anthropic-small|Basware", "prompt": "c233-l4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For 100-country multinational compliance coverage, Basware is recommended"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|anthropic-small|Sovos", "prompt": "c233-l4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sovos is recommended for VAT and CTC tax compliance depth across 100 countries"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|challenger-small|Sovos", "prompt": "c233-l4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** is the best first choice for a large enterprise prioritizing **compliance scale + cost predictability**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|challenger-small|Pagero", "prompt": "c233-l4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest fit is usually **Sovos** or **Pagero**, with **Sovos** the safer default"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Sovos", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Sovos** – But only if you force a 3-year all-inclusive contract."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Pagero (Thomson Reuters)", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Final recommendation:** ... the **best balance of predictability and compliance coverage** is **Pagero** (now Thomson Reuters ONESOURCE Pagero)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Avalara", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Poor for enterprise** – Public entry ~$60K/yr, but scales per volume; user count irrelevant. Surprises from new mandates."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|SAP Document & Reporting Compliance", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "SAP Document & Reporting Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already on **SAP ERP** ... **SAP Document & Reporting Compliance** – Built-in, negotiable per-document blocks."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Pruvio", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pruvio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "this is not a global compliance platform—it's a spend-management tool ... **Not scalable to thousands of users globally.**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Coupa", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "buy a **Procure-to-Pay (P2P) suite with built-in e-invoicing** like **Coupa** or **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|deepseek-small|Ivalua", "prompt": "c233-l4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "buy a **Procure-to-Pay (P2P) suite with built-in e-invoicing** like **Coupa** or **Ivalua**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|google-small|Avalara E-Invoicing and Live Reporting (ELR)", "prompt": "c233-l4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara E-Invoicing and Live Reporting (ELR)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara offers **transaction-only pricing** that scales directly with actual business billing activity."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|google-small|Thomson Reuters ONESOURCE Pagero", "prompt": "c233-l4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Thomson Reuters ONESOURCE Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pagero uses a **tiered transaction-based subscription model**."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|google-small|Yooz", "prompt": "c233-l4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its pricing structure explicitly **includes unlimited users with no per-seat charges**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|google-small|Basware", "prompt": "c233-l4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Basware is built for large, multi-entity operations and focuses its pricing on **predictable transaction-based subscriptions**."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|google-small|Sovos", "prompt": "c233-l4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Both Avalara and Sovos offer robust pre-built connectors to mitigate this."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|meta-small|Sovos Compliance Network", "prompt": "c233-l4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos Compliance Network", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best e-invoicing compliance platform for a large company that needs predictable total cost across thousands of users is Sovos Compliance Network."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|SAP S/4HANA Cloud (e‑invoice/ compliance)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "SAP S/4HANA Cloud (e‑invoice/ compliance)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Deep ERP integration; strong global tax content; robust governance. | Higher total cost for very large user bases"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Oracle NetSuite e‑Invoicing", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Oracle NetSuite e‑Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Native NetSuite fit; good for companies already on Oracle stack"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Microsoft Dynamics 365 Finance", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong O365 integration; good for Microsoft‑centric shops."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Avalara AvaTax (e‑invoice & compliance)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara AvaTax (e‑invoice & compliance)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Broad tax‑content library; strong in North America & EU."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Vertex O Series", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Vertex O Series", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong US tax‑engine heritage; good compliance for North America."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Sovos e‑Invoice & VAT Compliance", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos e‑Invoice & VAT Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focused on global VAT & e‑invoice mandates; strong in EU & LATAM."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Coupa Procure‑to‑Pay (e‑invoice)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Coupa Procure‑to‑Pay (e‑invoice)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for spend management; built‑in approval workflows."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Tipalti (Payments & e‑invoice)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Tipalti (Payments & e‑invoice)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More payment‑centric; may need complementary e‑invoice module."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Bill.com (AP/AR automation)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Bill.com (AP/AR automation)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Limited global compliance coverage; not ideal for large multinationals."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|minimax-small|Sage Intacct (e‑invoice)", "prompt": "c233-l4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sage Intacct (e‑invoice)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Good for mid‑market & service organizations; solid reporting."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|mistral-small|eConnect", "prompt": "c233-l4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "eConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**eConnect and Avalara** are the strongest contenders due to their transparent, bundled pricing and proven scalability"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|mistral-small|Avalara", "prompt": "c233-l4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**eConnect and Avalara** are the strongest contenders due to their transparent, bundled pricing and proven scalability"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|mistral-small|HighRadius", "prompt": "c233-l4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often ranked at the top for enterprise-scale e-invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|mistral-small|Pagero", "prompt": "c233-l4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A top choice for compliance-oriented e-invoicing exchange"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|Basware", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall**: **Basware** – transparent per-invoice pricing, no per-user fees, proven at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|HighRadius", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most innovative**: **HighRadius** – outcome-based pricing eliminates upfront risk"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|Comarch E-Invoicing", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Comarch E-Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simplest SaaS**: **Comarch** – volume-based subscription, no user limits"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|Sovos", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Global Compliance Breadth"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|Pagero (Thomson Reuters)", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "\"compounds with countries, document types, and volumes\" – less predictable"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|SAP Ariba", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher cost, requires additional licensing for tax automation, complex module-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|moonshot-small|Coupa", "prompt": "c233-l4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Quote-only pricing, typically spend-percentage based (0.05–0.5% of managed spend) – can become expensive at scale"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|openai-small|Thomson Reuters ONESOURCE e-invoicing / Pagero", "prompt": "c233-l4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Thomson Reuters ONESOURCE e-invoicing / Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually **Thomson Reuters ONESOURCE e-invoicing / Pagero**"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|openai-small|SAP Business Network / SAP Ariba Buying and Invoicing", "prompt": "c233-l4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "SAP Business Network / SAP Ariba Buying and Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A strong runner-up is **SAP Business Network / SAP Ariba Buying and Invoicing**, especially if your company is already on SAP."}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Comarch E-Invoicing", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Comarch E-Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Comarch E-Invoicing (Strongest for Predictable Costs)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Sovos", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compliance leader (60+ countries, real-time reporting). Pricing often volume/transaction-tiered with enterprise caps"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Basware", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise deals emphasize total cost visibility"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Pagero", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Network-focused, scalable for enterprises; pricing volume-based with predictable add-ons"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Esker", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in Gartner Magic Quadrant ... Enterprise pricing is subscription/volume-oriented; handles thousands of users well"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|BILL", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for your criteria: Pure per-user platforms (e.g., some AP tools like BILL at $49+/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|xai-small|Coupa", "prompt": "c233-l4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Hybrid | Medium (negotiate) | Esker, Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|zai-small|Avalara", "prompt": "c233-l4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** offers the most transparent and predictable pricing model through its transaction-based approach"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|zai-small|Sovos", "prompt": "c233-l4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sovos** or **Pagero** may be better choices if you need specialized ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c233-l4|zai-small|Pagero", "prompt": "c233-l4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top recommendation for large, multi-entity multinationals with mixed ERPs"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|meta-small|Tradeshift", "prompt": "c233-l5", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some potential e-invoicing compliance platforms to consider are:\n\n1. Tradeshift"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|meta-small|Sovos Compliance Network", "prompt": "c233-l5", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos Compliance Network", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Sovos Compliance Network"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|meta-small|Complyance.io", "prompt": "c233-l5", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Complyance.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Complyance.io"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|meta-small|Invoicetrack (Springtime Technologies)", "prompt": "c233-l5", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Invoicetrack (Springtime Technologies)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Invoicetrack (Springtime Technologies)"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|minimax-small|Sovos", "prompt": "c233-l5", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Recommended vendors to evaluate**: Sovos, Zycus, Traild, Fintua (based on the search results)—all position for enterprise with SOC 2/ISO 27001."}, {"id": "mai-20260917-1752-baseline-2|c233-l5|minimax-small|Zycus", "prompt": "c233-l5", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Recommended vendors to evaluate**: Sovos, Zycus, Traild, Fintua"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|minimax-small|Traild", "prompt": "c233-l5", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Traild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Recommended vendors to evaluate**: Sovos, Zycus, Traild, Fintua"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|minimax-small|Fintua", "prompt": "c233-l5", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Fintua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Recommended vendors to evaluate**: Sovos, Zycus, Traild, Fintua"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Coupa", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors: Start with platforms that meet your compliance and integration needs (e.g., Coupa, Tipalti, Bill.com, Zoho Invoice, or regional specialists like Pagero or Sovos)."}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Tipalti", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Coupa, Tipalti, Bill.com, Zoho Invoice, or regional specialists like Pagero or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Bill.com", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Coupa, Tipalti, Bill.com, Zoho Invoice, or regional specialists like Pagero or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Zoho Invoice", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Coupa, Tipalti, Bill.com, Zoho Invoice, or regional specialists like Pagero or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Pagero", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "regional specialists like Pagero or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|mistral-small|Sovos", "prompt": "c233-l5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "regional specialists like Pagero or Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Sovos", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Traild", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Traild", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Raindrop Systems", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Raindrop Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Basware", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Comarch", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Comarch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|Pagero", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focus on vendors like Sovos, Traild, Raindrop Systems, Basware, Comarch, Pagero, or VAT IT"}, {"id": "mai-20260917-1752-baseline-2|c233-l5|xai-small|VAT IT", "prompt": "c233-l5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "VAT IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "these frequently appear in enterprise comparisons with SOC 2 Type II and SSO support"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|alibaba-small|FreshBooks", "prompt": "c233-l6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to scrutinize: Generic cloud invoicing tools (e.g., basic tiers of FreshBooks, Wave, or simple versions of QuickBooks Online) that lack robust backend APIs."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|alibaba-small|Wave", "prompt": "c233-l6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid basic accounting software designed primarily for small-to-medium businesses (SMBs)... basic tiers of FreshBooks, Wave, or simple versions of QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|alibaba-small|QuickBooks Online", "prompt": "c233-l6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to scrutinize: ... simple versions of QuickBooks Online) that lack robust backend APIs."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Basware e-Invoicing Network", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware e-Invoicing Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like **Basware e-Invoicing Network, Pagero, and Tungsten Network** can feel heavy to configure and onboard if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Pagero", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can feel heavy to configure and onboard if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Tungsten Network", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can feel heavy to configure and onboard if your needs are simple"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Xero", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Xero** and similar accounting-first tools are mentioned as starting points ... the results also distinguish them from enterprise-grade compliance and automation platforms"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Square Invoices", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Square Invoices", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Square Invoices** is listed in a general software comparison, but the same source says enterprise-scale compliance and automation are better served by more robust platforms"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|challenger-small|Klippa DocHorizon", "prompt": "c233-l6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Klippa DocHorizon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "better served by more robust platforms such as Basware, Xero's enterprise path, or Klippa DocHorizon"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|Basware", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Operational, deeply-integrated solutions (Basware, HighRadius, Sovos, Pagero among those commonly ranked for enterprise/multinational use) handle this better."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|HighRadius", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "(Basware, HighRadius, Sovos, Pagero among those commonly ranked for enterprise/multinational use) handle this better."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|Sovos", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Basware, HighRadius, Sovos, Pagero among those commonly ranked for enterprise/multinational use) handle this better."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|Pagero", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Basware, HighRadius, Sovos, Pagero among those commonly ranked for enterprise/multinational use) handle this better."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|QuickBooks Enterprise", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "2024 reports noted an authentication bypass in QuickBooks Enterprise's payment gateway"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|FreshBooks", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "SQL injection in FreshBooks' API"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|Zoho Invoice", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "XSS in Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|deepseek-small|Wave Accounting", "prompt": "c233-l6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave Accounting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "an RCE in Wave Accounting's export feature"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|SAP Ariba", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "historically associated with older configurations of platforms like SAP Ariba or Tungsten Network ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Tungsten Network", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "older configurations of platforms like SAP Ariba or Tungsten Network ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|QuickBooks", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Highly popular billing softwares like QuickBooks... Why to avoid: ... fundamentally incompatible with large-scale enterprise resource planning (ERP) environments"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Zoho Invoice", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Zoho Invoice, Wave, or FreshBooks. Why to avoid: ... fundamentally incompatible with large-scale enterprise resource planning (ERP) environments"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Wave", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "QuickBooks, Zoho Invoice, Wave, or FreshBooks... Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|FreshBooks", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "QuickBooks, Zoho Invoice, Wave, or FreshBooks... Why to avoid"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Pagero", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Opt for a global \"hub-based\" infrastructure provider (such as Pagero, Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Sovos", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for a global \"hub-based\" infrastructure provider (such as Pagero, Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Edicom", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Edicom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for a global \"hub-based\" infrastructure provider (such as Pagero, Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|google-small|Vertex", "prompt": "c233-l6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Opt for a global \"hub-based\" infrastructure provider (such as Pagero, Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|meta-small|Sovos", "prompt": "c233-l6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "However, implementation may require substantial internal resources."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|meta-small|Pagero", "prompt": "c233-l6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, integration complexity may be a challenge for certain ERP environments."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|meta-small|Tungsten (Kofax)", "prompt": "c233-l6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten (Kofax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it may be more suitable for large organizations with complex invoicing needs."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|meta-small|Basware", "prompt": "c233-l6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "However, it may be more suitable for large organizations with complex AP automation needs."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|mistral-small|Sovos", "prompt": "c233-l6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Solutions like Sovos, while robust, may demand significant internal resources for implementation and ongoing management"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|moonshot-small|Tungsten Network (formerly OB10)", "prompt": "c233-l6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten Network (formerly OB10)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Red Flags ... **Consistent user complaints** about system reliability: frequent downtime, timeouts, and performance issues"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|moonshot-small|Basware", "prompt": "c233-l6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why exercise caution: **Performance issues**: slow loading times reported by multiple enterprise users"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|moonshot-small|Stripe Invoicing", "prompt": "c233-l6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pure Payment-Focused Tools (e.g., Stripe Invoicing) - **Missing AP/AR depth**"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|SAP Ariba", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Why cautious?** Steep learning curve (76+ reviews), unintuitive/slow UI (58+ reviews), high costs/complexity for non-SAP ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Coupa", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why cautious?** Complexity (20+ reviews), missing features for advanced matching/approvals, enterprise-scale licensing fees disproportionate"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Sovos", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Why cautious?** Poor support responsiveness (repeated across RFP.wiki, Trustpilot 2.2/5), billing disputes/unclear fees"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|ClearTax", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "ClearTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Why cautious?** Negative support feedback (Trustpilot), ERP compatibility gaps"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Ivalua / GEP SMART", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Ivalua / GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why cautious?** Enterprise-scale cost/complexity, long setups (6-9 months), dated reporting/mobile stability"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Invoicely", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Rare major breaches (e.g., small player Invoicely 2025 leak)"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Basware", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Basware** (4.0-4.7/5): Global networks, mixed ERPs—top for multi-entity."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Esker", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Leaders like Basware, Coupa (despite cons), Esker, Medius praised for execution"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Medius", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Leaders like Basware, Coupa (despite cons), Esker, Medius praised for execution"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Pagero (ONESOURCE)", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero (ONESOURCE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pagero (ONESOURCE)**: Strong cross-border, ERP depth."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|xai-small|Tipalti/SAP Document & Reporting", "prompt": "c233-l6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tipalti/SAP Document & Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Tipalti/SAP Document & Reporting:** Compliance + payouts."}, {"id": "mai-20260917-1752-baseline-2|c233-l6|zai-small|Sovos", "prompt": "c233-l6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Sovos has faced consistent complaints regarding **\"clunky\" and dated UI** compared to newer tools, **slow customer support**, and **billing disputes**"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|zai-small|Esker", "prompt": "c233-l6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Reviewers frequently cite **implementation timelines that exceed expectations**, particularly for non-standard ERP setups"}, {"id": "mai-20260917-1752-baseline-2|c233-l6|zai-small|ClearTax (India)", "prompt": "c233-l6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "ClearTax (India)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise reviews highlight **ERP compatibility gaps** (specifically with Dynamics 365 F&O) and **login/access friction**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Avalara (AvaTax)", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avalara (AvaTax) ... Avalara is the industry leader."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Dovetail Financial", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Dovetail Financial", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: Dovetail Financial ... If you must send XML files to government portals, you need **Dovetail**."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|SAP GRC", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is much easier to implement than a full suite like SAP GRC or Oracle BIP."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Oracle BIP", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Oracle BIP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "much easier to implement than a full suite like SAP GRC or Oracle BIP"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Quaderno", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Volume Digital Products / E-Commerce Top Recommendation: Quaderno"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Panagon", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Panagon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Latin American Compliance Top Recommendation: Panagon"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Bill.com", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Accounts Payable/Receivable Workflow (Non-Tax Compliance) Top Recommendation: Bill.com"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Sage Intacct", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Bill.com** or **Sage Intacct** might suffice"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|alibaba-small|Tradeshift", "prompt": "c233-m1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a similar Peppol Access Point like Tradeshift"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Sovos", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For global compliance, top platforms include Sovos, Basware, Pagero, Avalara and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Basware", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top platforms include Sovos, Basware, Pagero, Avalara and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Pagero", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pagero covers e-invoicing compliance across 70 countries with particular strength in European mandates ... integrates with over 100 ERP and accounting systems"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Avalara", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "top platforms include Sovos, Basware, Pagero, Avalara and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|SAP Ariba", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "mid-sized business reviewers flag enterprise-scale licensing/transaction fees as disproportionate to their scale"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Tipalti", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tipalti is best for mid-market and global companies paying many international suppliers"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|anthropic-small|Mindsprint SprintAP", "prompt": "c233-m1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "an agentic, touchless accounts payable platform that ingests compliant e-invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|Avalara", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Avalara** for most mid-market B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|Sovos", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sovos** is the stronger compliance specialist"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|Vertex", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global VAT/e-invoicing compliance focus, but less clearly positioned as the easiest mid-market choice"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|ecosio", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "ecosio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "B2B firms focused on EDI and network connectivity"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|TrueCommerce", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "TrueCommerce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong for B2B integration and compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|challenger-small|Zycus", "prompt": "c233-m1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when you need compliance plus deep invoice automation inside a broader S2P/AP suite"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|Avalara", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want a safe, cost-effective default** that covers mid-market needs with broad ERP support: **Avalara**."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|Sovos", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you trade into EU/LatAm continuous-control mandate countries and compliance depth is non-negotiable:** **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|Pagero", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need an open Peppol network to exchange with many trading partners at moderate cost:** **Pagero.**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|Complyance", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Complyance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best developer-friendly / fast go-live ... Watch out: Newer/lower brand recognition than the big three."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|Vertex", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vertex is for large SAP/Oracle enterprises (usually overkill/costly for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|deepseek-small|APSentra", "prompt": "c233-m1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pagero or APSentra-style connected platforms fit better"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Pagero", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Global Compliance & Open Networks: **Pagero** ... is widely considered the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Avalara", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Unified Tax & Invoicing: **Avalara** ... is an incredibly practical choice."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Storecove", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for API-First / Developer-Led Integration: **Storecove** or **DDD Invoices**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|DDD Invoices", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "DDD Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Storecove** and **DDD Invoices** offer developer-friendly APIs."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Yooz", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AP Automation + Compliance: **Yooz** or **Medius**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Medius", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Yooz** and **Medius** are highly rated mid-market AP automation suites with built-in compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Sovos", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**The Catch:** They can be expensive and resource-intensive to implement compared to mid-market native tools."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Edicom", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Edicom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**The Catch:** They can be expensive and resource-intensive to implement compared to mid-market native tools."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Kolleno", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Avalara** (for unified tax/invoicing) or **Kolleno** (for AR-focused e-invoicing)."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|Electronic Invoicing Service", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Electronic Invoicing Service", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Look first at Microsoft's native hyper-scalable **Electronic Invoicing Service**"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|eezi by VAT IT", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "eezi by VAT IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Pagero** or **eezi by VAT IT**."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|EBizCharge", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "EBizCharge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Are you primarily US-centric with basic AR electronic payments? **EBizCharge** or **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|google-small|BILL", "prompt": "c233-m1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**EBizCharge** or **BILL**."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|meta-small|Avalara", "prompt": "c233-m1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best e-invoicing compliance platform for a mid-market B2B company is Avalara"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|meta-small|Sovos", "prompt": "c233-m1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Sovos and Xero, which are also suitable for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|meta-small|Xero", "prompt": "c233-m1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Sovos and Xero, which are also suitable for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|minimax-small|Avalara", "prompt": "c233-m1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Avalara** or **SAP Ariba** if you have larger invoice volumes and international operations"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|minimax-small|SAP Ariba", "prompt": "c233-m1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Avalara** or **SAP Ariba** if you have larger invoice volumes and international operations"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|minimax-small|Tipalti", "prompt": "c233-m1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Mid-market companies paying many international suppliers"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|minimax-small|Xero", "prompt": "c233-m1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For simpler needs with strong accounting integration, **Xero** provides excellent value."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|minimax-small|Sovos", "prompt": "c233-m1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Cross-border e-invoicing with governance controls"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|mistral-small|Avalara", "prompt": "c233-m1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** and **Tipalti** are the top picks for e-invoicing compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|mistral-small|HighRadius", "prompt": "c233-m1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** is a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|mistral-small|Tipalti", "prompt": "c233-m1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Avalara** and **Tipalti** are the top picks for e-invoicing compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|mistral-small|SAP Ariba", "prompt": "c233-m1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another solid choice for mid-market companies needing global compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|moonshot-small|Pagero", "prompt": "c233-m1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pagero** (by Thomson Reuters) ⭐ Best Overall for Global Compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|moonshot-small|Avalara E-Invoicing and Live Reporting", "prompt": "c233-m1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara E-Invoicing and Live Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** if you already use their tax solutions and want an integrated compliance approach"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|moonshot-small|Tipalti", "prompt": "c233-m1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** ⭐ Best Value for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|moonshot-small|Basware", "prompt": "c233-m1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-grade with established network | Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|openai-small|Avalara", "prompt": "c233-m1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "if you want a single recommendation, I'd lean **Avalara** for most mid-market teams"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|openai-small|Vertex", "prompt": "c233-m1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** if your invoice/compliance needs are especially complex or global"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|openai-small|Coupa", "prompt": "c233-m1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth a look, but they're usually broader AP automation suites rather than pure compliance-first e-invoicing tools"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|openai-small|Basware", "prompt": "c233-m1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Coupa / Basware / Esker** are worth a look"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|openai-small|Esker", "prompt": "c233-m1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Coupa / Basware / Esker** are worth a look"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Avalara", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tax + e-invoicing automation, 1,400+ ERP integrations ... You're in US/EU, need tax bundle"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Sovos", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Global leader (India, LATAM, EU, KSA) | ... Multi-country mandates, cross-border B2B focus"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Pagero", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Open network/PEPPOL, format conversion, scalable exchange"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Basware", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-ERP, global network, multi-format capture"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Tipalti", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AP automation + e-invoicing/payments, 196 countries"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|Complyance", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Complyance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Specialists like Complyance (4.7/5 G2) or ClearTax excel regionally (e.g., India GST), but lack broad global reach."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|xai-small|ClearTax", "prompt": "c233-m1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "ClearTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excel regionally (e.g., India GST), but lack broad global reach"}, {"id": "mai-20260917-1752-baseline-2|c233-m1|zai-small|Sovos Compliance Cloud", "prompt": "c233-m1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos Compliance Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sovos is the industry standard... The safest, most robust choice, but the most expensive."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|zai-small|APSentra", "prompt": "c233-m1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "APSentra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best value for companies that want to automate workflows, not just stamp documents as compliant."}, {"id": "mai-20260917-1752-baseline-2|c233-m1|zai-small|eezi (VAT IT)", "prompt": "c233-m1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "eezi (VAT IT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The most cost-effective and specialized solution for the European market."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|alibaba-small|Commenda", "prompt": "c233-m2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One for Global Expansion: **Commenda** ... widely considered the strongest option for \"Mid-Market\" companies"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|alibaba-small|Sovos", "prompt": "c233-m2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your primary pain point is the complexity of local \"e-invoicing\" mandates ... Sovos is the leader."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|alibaba-small|Avalara", "prompt": "c233-m2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avalara remains the industry standard for pure tax content and calculation accuracy with the widest breadth of country support."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|alibaba-small|TaxJar", "prompt": "c233-m2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "TaxJar may lack the necessary depth in global invoicing and local compliance nuances compared to the options above."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|anthropic-small|Anrok", "prompt": "c233-m2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest evaluating **Anrok** or **Taxamo by Vertex** first, as they're explicitly designed for mid-market businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|anthropic-small|Taxamo by Vertex", "prompt": "c233-m2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo by Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest evaluating **Anrok** or **Taxamo by Vertex** first"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|anthropic-small|Avalara", "prompt": "c233-m2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avalara** offers unmatched compatibility, though you'll need to factor in internal resource requirements."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|anthropic-small|VAT IT", "prompt": "c233-m2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VAT IT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "VAT IT operates as a true end-to-end compliance partner with a named account manager"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|challenger-small|Avalara", "prompt": "c233-m2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Avalara** if you need broad VAT compliance coverage, ERP integrations, and room to scale"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|challenger-small|Sovos VAT Reporting", "prompt": "c233-m2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos VAT Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best when you want guided VAT return workflows, repeatable compliance runs, and less manual reconciliation"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|challenger-small|Taxamo", "prompt": "c233-m2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for small-to-mid-size teams that want automated VAT workflows"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|challenger-small|TaxJar", "prompt": "c233-m2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is often positioned more toward sales tax/e-commerce use cases"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|challenger-small|Commenda", "prompt": "c233-m2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strongest if your company is truly **multi-entity and multi-country**"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|Avalara", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Avalara** is the strongest all-round choice."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|Sovos", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative / Runner-up: **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|Vertex", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "enterprise-grade indirect tax management, best for large manufacturing companies with complex global operations"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|ONESOURCE (Thomson Reuters)", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "large enterprise and global tax teams needing deep managed services"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|VATCalc / VATBox", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VATCalc / VATBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "solid challengers for pure VAT/GST calculation and reporting with a single application"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|Anrok", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "best if you're a B2B **SaaS/subscription** business with recurring revenue"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|deepseek-small|TaxJar / Paddle", "prompt": "c233-m2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar / Paddle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "fine for small or e-commerce operations, but generally too limited for mid-sized B2B with multi-jurisdiction needs"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|google-small|Avalara (AvaTax & Avalara VAT)", "prompt": "c233-m2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara (AvaTax & Avalara VAT)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for ERP Integration and Hybrid B2B Models**... Avalara is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|google-small|Anrok", "prompt": "c233-m2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for B2B SaaS, Software, and Digital Subscriptions**... Anrok is the premier choice."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|google-small|Sovos", "prompt": "c233-m2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you need a heavyweight compliance provider like Sovos or VAT IT's *eezi* platform"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|google-small|VAT IT (with eezi)", "prompt": "c233-m2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VAT IT (with eezi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gold standard for strict European e-invoicing mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|google-small|Fonoa", "prompt": "c233-m2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Fonoa is a highly modern alternative"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|meta-small|Sovos VAT Reporting", "prompt": "c233-m2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos VAT Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best VAT compliance software for a mid-sized B2B company would be Sovos VAT Reporting, TaxJar, or Commenda."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|meta-small|TaxJar", "prompt": "c233-m2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Sovos VAT Reporting, TaxJar, or Commenda. These software options are highly rated"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|meta-small|Commenda", "prompt": "c233-m2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "would be Sovos VAT Reporting, TaxJar, or Commenda. These software options are highly rated"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|minimax-small|Sovos", "prompt": "c233-m2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** - Best for finance teams needing repeatable VAT compliance with evidence and less manual reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|minimax-small|TaxJar", "prompt": "c233-m2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Works well for mid-size teams wanting hands-on VAT determination and rate guidance tied to daily transaction flows."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|minimax-small|Commenda", "prompt": "c233-m2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if your company operates across 8+ countries with 5-30 entities."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|minimax-small|TaxDome", "prompt": "c233-m2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxDome", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ranked highly in some lists, suitable for mid-sized businesses looking for comprehensive tax compliance tools."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|mistral-small|Sovos", "prompt": "c233-m2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** and **Commenda** are especially strong choices if you have international operations or multiple entities"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|mistral-small|TaxJar", "prompt": "c233-m2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prefer a solution tightly integrated with daily transactions, **TaxJar** is a solid option."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|mistral-small|VATCalc", "prompt": "c233-m2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VATCalc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a single application for global VAT/GST calculations and reporting, including returns, other submissions, and e-invoicing."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|mistral-small|Commenda", "prompt": "c233-m2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Sovos** and **Commenda** are especially strong choices if you have international operations or multiple entities"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|moonshot-small|Avalara", "prompt": "c233-m2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market B2B: Avalara ... **Start with Avalara** if you want the best balance of B2B features, mid-market fit, and integration ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|moonshot-small|Sovos", "prompt": "c233-m2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go with Sovos** if you're facing aggressive e-invoicing mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|moonshot-small|Vertex", "prompt": "c233-m2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Vertex** if tax accuracy inside your ERP is mission-critical"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|moonshot-small|Commenda", "prompt": "c233-m2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparency/Simple Multi-Entity: Commenda"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|openai-small|Avalara", "prompt": "c233-m2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Avalara** as the first place to look"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|openai-small|Vertex", "prompt": "c233-m2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** — best if you're SAP-centric or want enterprise-grade indirect tax depth"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|openai-small|Thomson Reuters ONESOURCE", "prompt": "c233-m2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Thomson Reuters ONESOURCE** — best if you need deep enterprise tax workflows and global tax content"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|xai-small|Avalara", "prompt": "c233-m2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Avalara** as the top VAT compliance software"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|xai-small|Sovos", "prompt": "c233-m2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|xai-small|Taxamo", "prompt": "c233-m2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Taxamo scores high in some rankings but is lighter on full B2B/ERP depth."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|xai-small|TaxJar", "prompt": "c233-m2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For budget-conscious, consider TaxJar (US/EU focus)"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|xai-small|hellotax", "prompt": "c233-m2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "hellotax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or hellotax (ecom-heavy B2B)"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|zai-small|Commenda", "prompt": "c233-m2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid‑sized B2B company, I'd start with **Commenda**."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|zai-small|Quaderno", "prompt": "c233-m2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Quaderno** is a strong second choice, especially if you already use Shopify, WooCommerce, or Stripe."}, {"id": "mai-20260917-1752-baseline-2|c233-m2|zai-small|Avalara", "prompt": "c233-m2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avalara – Broad, scalable indirect tax coverage"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|zai-small|Sovos", "prompt": "c233-m2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sovos – Deep integrations and e‑invoicing mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-m2|zai-small|TaxJar", "prompt": "c233-m2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Good for US sales tax and some EU VAT scenarios, but coverage is narrower than Commenda or Avalara."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|HighRadius", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best For:** Large enterprises needing end-to-end automation."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Basware", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at **Pagero** or **Basware** for network connectivity"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|ClearTax", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For India/SE Asia Compliance:** **ClearTax** is a leader due to its deep local regulatory knowledge."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Pagero (Thomson Reuters)", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pagero operates as a **network provider**"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Tungsten Automation (Tungsten Network)", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation (Tungsten Network)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tungsten is a **network-first approach**"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Stripe Invoicing", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For Online Services/SaaS:** **Stripe Invoicing** is likely the most efficient"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Vertex", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Sovos** or **Vertex** will offer tighter control over compliance data"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Sovos", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Tax-Centric Orgs:** If tax risk is your biggest concern, **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|alibaba-small|Zoho Invoice", "prompt": "c233-m3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Payment-Focused/SMB Platforms** (Stripe, Zoho Invoice)"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Sovos", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "For global compliance, the top platforms include Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Basware", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the top platforms include Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Pagero", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pagero is well-suited for European markets, but has narrower country coverage outside Europe and Latin America compared to Basware and Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Avalara", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "the top platforms include Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|SAP Ariba", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "the top platforms include Sovos, Basware, Pagero, Avalara, and SAP Ariba"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|ClearTax", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ClearTax is a global e-invoicing and tax compliance platform ... across 50+ countries"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Tipalti", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "leading platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Mindsprint SprintAP", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "leading platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Medius", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "leading platforms include Tipalti, Mindsprint SprintAP, Medius, and Coupa"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Coupa", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coupa is designed for total spend management"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|QuickBooks", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "For small-business billing, QuickBooks, Xero, and FreshBooks are leading options"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Xero", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "For small-business billing, QuickBooks, Xero, and FreshBooks are leading options"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|FreshBooks", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "For small-business billing, QuickBooks, Xero, and FreshBooks are leading options"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|anthropic-small|Doxis AI.dp", "prompt": "c233-m3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Doxis AI.dp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Doxis AI.dp is best for automating e-invoicing workflows with AI-powered OCR, PEPPOL access"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Sovos", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sovos** — best for **cross-border tax compliance** and real-time reporting across many jurisdictions; it is positioned as a compliance-first platform."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Basware", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for **large enterprises** needing a broad invoice exchange network and procure-to-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Pagero", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for **network-based interoperability** and compliant exchange with many trading partners"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|SAP Business Network Invoicing / SAP Document and Reporting Compliance", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Business Network Invoicing / SAP Document and Reporting Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for **SAP-centric organizations** that want native alignment with SAP workflows and compliance handling"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Tipalti", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for **high-volume payables and payout automation**"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|HighRadius", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "it is broader than invoicing alone and covers order-to-cash, treasury, close, and AP with agentic AI"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Coupa", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "best for companies wanting **spend management plus e-invoicing** in one suite rather than a standalone invoice platform"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|ClearTax", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best for **multinational compliance execution** with ERP integration and broad format support"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Yooz", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "best for **high-volume inbound invoice capture** and purchase-to-pay automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Tungsten Network / OB10", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Network / OB10", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "best for **secure networked invoice delivery** in connected supplier/customer ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Generix Group", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Generix Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "best for **complex ERP-linked workflows** where invoice exchange rules and jurisdictional requirements must be tightly controlled"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Serrala", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "best for **invoice status lifecycle control** and workflow automation across many trading partners"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|QuickBooks Online", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "more billing/accounting-led than enterprise e-invoicing platforms... not for deep multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Xero", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "more billing/accounting-led than enterprise e-invoicing platforms... not for deep multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Wave", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "more billing/accounting-led than enterprise e-invoicing platforms... not for deep multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Square Invoices", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "more billing/accounting-led than enterprise e-invoicing platforms... not for deep multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|challenger-small|Stripe Invoicing", "prompt": "c233-m3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "more billing/accounting-led than enterprise e-invoicing platforms... not for deep multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Sovos", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need global tax & e-invoicing compliance across many jurisdictions? → Sovos, Vertex, or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Basware", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need a collaborative network with your suppliers and customizable workflows? → Tradeshift or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Pagero (owned by Thomson Reuters)", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (owned by Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Need global tax & e-invoicing compliance across many jurisdictions? → Sovos, Vertex, or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Tradeshift", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need a collaborative network with your suppliers and customizable workflows? → Tradeshift or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Avalara", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Businesses already using Avalara for tax compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Vertex E-Invoicing", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Vertex E-Invoicing", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Need global tax & e-invoicing compliance across many jurisdictions? → Sovos, Vertex, or Pagero"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|HighRadius", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Large finance teams wanting autonomous AP with AI"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Tipalti", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need AP automation plus global payments? → Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Esker", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: AI-powered accounts receivable and payable automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|EDICOM", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "EDICOM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Need to handle LATAM clearance mandates (Mexico, Brazil, Argentina)? → EDICOM"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Xero", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Are you a small business that just needs compliant invoices integrated with accounting? → Xero or QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|QuickBooks Online", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "→ Xero or QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|Stripe Invoicing", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Are you a tech company that wants invoicing embedded in your product via API? → Stripe Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|deepseek-small|FreshBooks", "prompt": "c233-m3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Best for: Freelancers and very small service businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|ONESOURCE Pagero (by Thomson Reuters)", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ONESOURCE Pagero (by Thomson Reuters)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Unrivaled interoperability, extensive global compliance network (covering 80+ countries), and automated format conversions."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Sovos", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Absolute compliance and tax risk reduction; deeply integrated with local tax authorities."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Basware", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basware bridges the gap between **compliance and Purchase-to-Pay (P2P)**."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|eezi (by VAT IT)", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "eezi (by VAT IT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Companies looking for modern, API-first global compliance backed by manual tax advisory."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Tipalti", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Very limited.** Usually requires an add-on tax partner."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Bill (formerly Bill.com)", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Bill (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bill focuses on **clean digital workflows** rather than heavy-duty tax compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|QuickBooks Online", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**None/Minimal.** Basic local tax calculations only."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Xero", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Xero has also built native eInvoicing (Peppol) support directly into its ledger to assist SMBs facing regional mandates."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|google-small|Stripe Billing", "prompt": "c233-m3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Billing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "It doesn't offer a traditional accounting ledger"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Tipalti", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tipalti is known for its automation of global AP workflows"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Oracle Fusion Cloud ERP", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Oracle Fusion Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top e-invoicing platforms include Tipalti, Oracle Fusion Cloud ERP, APsentra, ClearTax"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|APsentra", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "APsentra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top e-invoicing platforms include Tipalti, Oracle Fusion Cloud ERP, APsentra"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|ClearTax", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ClearTax is recognized for its comprehensive financial solution for multinational enterprises"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Sovos", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ClearTax, Sovos, Basware, Tradeshift, Xero, and QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Basware", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sovos, Basware, Tradeshift, Xero, and QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Tradeshift", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Basware, Tradeshift, Xero, and QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|Xero", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tradeshift, Xero, and QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|meta-small|QuickBooks Online", "prompt": "c233-m3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Xero, and QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Zoho Invoice", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Zoho Invoice** | Free needs & Zoho users | Free tier, multi-currency, time tracking"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|FreshBooks", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Small service business**: FreshBooks or QuickBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Wave", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Basic**: Wave, Square — simple invoice generation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|QuickBooks Online", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Deep accounting integration, US/CA/AU focus"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Xero", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in UK/AU/NZ, add-on integrations"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Square Invoices", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Basic**: Wave, Square — simple invoice generation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|BILL", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**BILL** | AP/AR management | Full accounts payable automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Basware", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Scaling business needing global compliance**: Basware or Tungsten"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Tungsten Automation", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Scaling business needing global compliance**: Basware or Tungsten"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Vertex E-Invoicing", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Vertex E-Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Large enterprise with multi-jurisdiction needs**: Vertex or Invopop"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|minimax-small|Invopop", "prompt": "c233-m3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Invopop", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Large enterprise with multi-jurisdiction needs**: Vertex or Invopop"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|HighRadius", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius**: Best overall for large enterprises, offering autonomous finance with AI-driven automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Basware", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for consolidating supplier and multi-entity invoice processing across global finance teams and ERPs"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Pagero (Thomson Reuters)", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another enterprise favorite, known for its robust handling of global e-invoicing and compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Tungsten Automation (Tungsten Network)", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten Automation (Tungsten Network)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong in network-based invoice processing and supplier collaboration."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|ClearTax (e-Invoicing)", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "ClearTax (e-Invoicing)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular in regions with strict tax compliance requirements."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Stripe Invoicing", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for software companies needing programmable, API-connected invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Storecove", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Storecove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on connectivity and format compliance, often used as a bridge between different invoice formats and networks."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|EEZI", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "EEZI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A newer cloud solution for e-invoicing and electronic VAT reporting, launched in 2024."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Peppobox", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Peppobox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Peppol-based platforms (e.g., Peppobox): Specialized in Peppol network compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Pennylane", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pennylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "registered to handle French e-invoicing reforms, supporting formats like Factur-X, UBL, and CII"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|mistral-small|Sage", "prompt": "c233-m3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Such as Pennylane and Sage, which are registered to handle French e-invoicing reforms"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Sovos", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cross-border trade with compliance requirements → Sovos or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Basware", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Cross-border trade with compliance requirements → Sovos or Basware"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|HighRadius", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Autonomous finance transformation → HighRadius"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Pagero (Thomson Reuters)", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero (Thomson Reuters)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong global network connectivity | Enterprise trading partner exchange"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Tipalti", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-volume global payables → Tipalti"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Mindsprint SprintAP", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Agentic AI, ERP-agnostic, optional managed operations | Complex multi-country AP operations"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Stripe Invoicing", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Software/tech companies with API needs → Stripe Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|QuickBooks Online", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Small business with accounting needs → QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|moonshot-small|Xero", "prompt": "c233-m3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Small business with accounting needs → QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|SAP Ariba Invoicing / SAP Business Network", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba Invoicing / SAP Business Network", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: large enterprises already on SAP, or companies wanting deep source-to-pay integration."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Avalara E-Invoicing and Live Reporting", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Avalara E-Invoicing and Live Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Many countries, many mandates? Avalara."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Coupa", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: spend management and procure-to-pay organizations"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Tipalti", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: mid-market to enterprise AP automation"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Basware", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: enterprise AP automation and invoice lifecycle management."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Tungsten", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tungsten", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider EDICOM, Pagero, Sovos, Tungsten, OpenText."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|OpenText", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "OpenText", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider EDICOM, Pagero, Sovos, Tungsten, OpenText."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Esker", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need AP automation more than tax plumbing? Coupa, Tipalti, Basware, Esker."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|EDICOM", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "EDICOM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Consider EDICOM, Pagero, Sovos, Tungsten, OpenText."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Pagero", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Consider EDICOM, Pagero, Sovos, Tungsten, OpenText."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|openai-small|Sovos", "prompt": "c233-m3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Consider EDICOM, Pagero, Sovos, Tungsten, OpenText."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|QuickBooks Online", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Simple UI, huge ecosystem; lacks deep global compliance (not ideal for EU/Asia mandates)."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Xero", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native Peppol e-invoicing, bank recs, 1,000+ apps"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|FreshBooks", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMBs favoring simple, affordable tools like **QuickBooks Online**, **Xero**, **FreshBooks**, and **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Zoho Invoice", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable/international; lighter on AI/OCR vs. HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|HighRadius", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Enterprises need demos for HighRadius/Sovos due to custom pricing and compliance audits."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Sovos", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Mandate depth (e.g., LatAm, EU); 60+ countries, real-time tax reporting, CTC/B2G"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Pagero", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Open interoperability; excels in routing vs. siloed SMB apps."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Basware", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Centralized visibility for globals; heavier setup than Xero."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Coupa", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Integrated procure-to-pay; broader than pure invoicing like Zoho."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|SAP Ariba", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Ecosystem lock-in; massive scale but complex/costly vs. agile SMB options."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|xai-small|Stripe Invoicing", "prompt": "c233-m3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Payment-focused, embeddable; no full AP/enterprise compliance routing."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|Basware", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Basware or Sovos** if you are a large enterprise operating in multiple countries with strict government e-invoicing mandates."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|Sovos", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sovos focuses on regulatory clearance and audit-grade traceability, making it the top choice for avoiding fines in regulated markets."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|Tradeshift", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is highly focused on AP automation... It offers 70+ compliance country coverage."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|Stripe Invoicing", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Stripe** if you are a tech company selling a product online and want to automate billing and payments"}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|Xero", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Xero or QuickBooks** if you are a small business and need your invoices to automatically sync with your bookkeeping software."}, {"id": "mai-20260917-1752-baseline-2|c233-m3|zai-small|QuickBooks Online", "prompt": "c233-m3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best For:** Small businesses and accountants."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|Invoicemonk", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a general small business needing multi-country compliance on a tight budget, **Invoicemonk** ($15/mo) or **Zoho Invoice** (Free/Low-cost) are currently the most cost-effective"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|Zoho Invoice / Zoho Books", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice / Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Invoicemonk** ($15/mo) or **Zoho Invoice** (Free/Low-cost) are currently the most cost-effective and compliance-ready choices."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|Wave", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caveat:** Limited global compliance features. Best for domestic US/CA business without complex international VAT/e-invoice mandates."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|myBillBook", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "myBillBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**myBillBook** or **Swipe**: ... Dedicated GST e-invoicing compliance, mobile-first, very cheap for small Indian SMEs."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|Swipe", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Swipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**myBillBook** or **Swipe**: ... Dedicated GST e-invoicing compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|InvoiceNow", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "InvoiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Zoho Books** or **InvoiceNow** (by PayPal/Taxjar)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|QuickBooks Online Essentials", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks Online Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**QuickBooks Online Essentials** (starts ~$30/month) ... they ensure IRS-compliant formats and digital delivery"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|FreshBooks", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**FreshBooks** (starts ~$19/month)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|alibaba-small|Xero", "prompt": "c233-m4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "check if your existing tool (QuickBooks, Xero, Wave) has built-in e-invoicing compliance for your region"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|anthropic-small|Zoho Books", "prompt": "c233-m4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Zoho Books** if you need multi-country compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|anthropic-small|Xero", "prompt": "c233-m4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is ideal for small businesses looking for integrated e-invoicing and accounting solutions with PEPPOL access"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|anthropic-small|Wave", "prompt": "c233-m4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Wave** if you're looking for free basic invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|challenger-small|Invoicemonk", "prompt": "c233-m4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Invoicemonk** because it is positioned as a low-cost, flat-price option"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|challenger-small|QuickBooks Online", "prompt": "c233-m4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use QuickBooks:** **QuickBooks Online** for SMB billing with a large integration ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|challenger-small|Zoho Invoice", "prompt": "c233-m4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want basic invoicing with simple workflows:** **Zoho Invoice** or **Square Invoices**."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|challenger-small|Square Invoices", "prompt": "c233-m4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Zoho Invoice** or **Square Invoices**.[18][12]"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|Invoicemonk", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation for most small budget-conscious companies:** Start with **Invoicemonk** ($15/month flat, global compliance)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|Storecove", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Storecove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Storecove/easybill** if you're EU-focused and want near-zero entry cost"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|easybill", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "easybill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Storecove/easybill** if you're EU-focused and want near-zero entry cost"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|Verteco", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Verteco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Receiving is **free forever** (Peppol), sending for just **€2/month** up to 1,000 invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|Swipe (India)", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Swipe (India)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GST e-invoicing from **~₹212/month**, very user-friendly"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|Zoho Invoice", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Zoho Invoice (free), easybill, sevdesk (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|deepseek-small|sevdesk", "prompt": "c233-m4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "sevdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "sevdesk (free tier), and Invoicemonk (free plan) let you test before paying"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Sovos", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Instead of paying thousands of dollars for enterprise-grade compliance suites (like Sovos, Pagero, or Basware)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Pagero", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Instead of paying thousands of dollars for enterprise-grade compliance suites (like Sovos, Pagero, or Basware)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Basware", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Instead of paying thousands of dollars for enterprise-grade compliance suites (like Sovos, Pagero, or Basware)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Invoicemonk", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Invoicemonk is the most cost-effective standalone platform"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Banqup (by Unifiedpost)", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Banqup (by Unifiedpost)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European Small Businesses (User-Friendly Portal): **Banqup (by Unifiedpost)**"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|e-invoice.be", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "e-invoice.be", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Low-Volume / No-Subscription (Pay-As-You-Go): **e-invoice.be**"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Zoho Invoice", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Completely **free** for small teams. It supports basic digital billing"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|Xero", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "they have **built-in Peppol and e-invoicing integrations**"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|google-small|QuickBooks Online", "prompt": "c233-m4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "they have **built-in Peppol and e-invoicing integrations**"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|meta-small|Invoicemonk", "prompt": "c233-m4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best e-invoicing compliance platform for a company with a limited budget is Invoicemonk, which is free to start"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|meta-small|Facturero Móvil", "prompt": "c233-m4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Facturero Móvil", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Facturero Móvil, Sovos, and Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|meta-small|Sovos", "prompt": "c233-m4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Facturero Móvil, Sovos, and Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|meta-small|Xero", "prompt": "c233-m4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Facturero Móvil, Sovos, and Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|minimax-small|Invoicemonk", "prompt": "c233-m4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** appears to be the best e-invoicing compliance platform for a company with a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|minimax-small|QuickBooks/Xero", "prompt": "c233-m4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks/Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks/Xero** - Good if you already use these for accounting; Peppol-supported in some regions"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|minimax-small|Wave", "prompt": "c233-m4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Wave** - Free invoicing for freelancers/SMBs"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|minimax-small|Zoho Invoice", "prompt": "c233-m4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Invoice** - Affordable with good features"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|mistral-small|Invoicemonk", "prompt": "c233-m4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** stands out as a strong choice for a company with a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|mistral-small|myBillBook", "prompt": "c233-m4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "myBillBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another budget-friendly option is **myBillBook**"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|mistral-small|Inzo (WorksBuddy)", "prompt": "c233-m4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Inzo (WorksBuddy)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For broader international coverage, **Inzo (WorksBuddy)** is also mentioned as a cost-effective solution"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|moonshot-small|Invoice Portal by eConnect", "prompt": "c233-m4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoice Portal by eConnect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **eConnect's Invoice Portal** or **Accountable** (both free)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|moonshot-small|Invoicemonk", "prompt": "c233-m4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you can upgrade to paid tiers of platforms like Invoicemonk or FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|moonshot-small|Accountable", "prompt": "c233-m4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Accountable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **eConnect's Invoice Portal** or **Accountable** (both free)"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|moonshot-small|FreshBooks", "prompt": "c233-m4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "upgrade to paid tiers of platforms like Invoicemonk or FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|moonshot-small|Xero", "prompt": "c233-m4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Solid accounting integration, though add-ons may be needed for full e-invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|openai-small|Cleo WebEDI Compliance Edition Startup", "prompt": "c233-m4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Cleo WebEDI Compliance Edition Startup", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget is tight, I’d start with **Cleo WebEDI Compliance Edition Startup**."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|openai-small|BILL Essentials", "prompt": "c233-m4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "BILL Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "starts at **$49/user/month**, but that’s more of an invoicing/AP automation platform than a dedicated e-invoicing compliance suite"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|openai-small|Avalara", "prompt": "c233-m4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but those are generally more enterprise-oriented and not the best fit for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|openai-small|Vertex", "prompt": "c233-m4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "but those are generally more enterprise-oriented and not the best fit for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|xai-small|Zoho Invoice", "prompt": "c233-m4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Zoho Invoice** if you're in the US/EU/APAC with low volume—it's the most accessible free option with solid basics and scales cheaply."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|xai-small|Wave", "prompt": "c233-m4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No international support beyond NA (can't send invoices reliably elsewhere); limited multi-currency/compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|xai-small|Invoicemonk", "prompt": "c233-m4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Invoicemonk** ($15/mo Pro) for true regulatory compliance across multiple countries"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|xai-small|easybill / EncryptInvoice", "prompt": "c233-m4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "easybill / EncryptInvoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EU freelancers/small biz under mandates like France/Germany 2026 reforms. | Region-specific; less global."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|zai-small|Zoho Invoice", "prompt": "c233-m4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Best \"Free\" Option (Volume Dependent) Zoho Invoice ... EU Compliance Gap: It does not support ZUGFeRD"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|zai-small|Invoicemonk", "prompt": "c233-m4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Invoicing Globally | Invoicemonk | For $15/mo, it offers the cheapest entry into multi-jurisdictional compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|zai-small|BillingEngine", "prompt": "c233-m4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "BillingEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Option for the European Union BillingEngine or easybill"}, {"id": "mai-20260917-1752-baseline-2|c233-m4|zai-small|easybill", "prompt": "c233-m4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "easybill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "easybill, for example, is certified for German compliance (GoBD) and other European standards."}, {"id": "mai-20260917-1752-baseline-2|c233-m4|zai-small|Wave", "prompt": "c233-m4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The Option to Avoid (Unless in US/Canada) Wave ... Wave cannot send compliant invoices or process payments."}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Sovos", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pure compliance platforms (global mandate coverage): Sovos, Avalara, Thomson Reuters ONESOURCE, Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Avalara", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pure compliance platforms (global mandate coverage): Sovos, Avalara, Thomson Reuters ONESOURCE, Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pure compliance platforms (global mandate coverage): Sovos, Avalara, Thomson Reuters ONESOURCE, Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Vertex", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pure compliance platforms (global mandate coverage): Sovos, Avalara, Thomson Reuters ONESOURCE, Vertex"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Basware", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Network-based / process platforms: Basware, Tradeshift/Pagero, Tungsten, Cegedim, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Tradeshift/Pagero", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tradeshift/Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Network-based / process platforms: Basware, Tradeshift/Pagero, Tungsten, Cegedim, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Tungsten", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tungsten", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Network-based / process platforms: Basware, Tradeshift/Pagero, Tungsten, Cegedim, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Cegedim", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Cegedim", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Network-based / process platforms: Basware, Tradeshift/Pagero, Tungsten, Cegedim, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|OpenText", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "OpenText", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ERP-native / integrators: SAP Document & Reporting Compliance, SeeBurger, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|SAP Document & Reporting Compliance", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "SAP Document & Reporting Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ERP-native / integrators: SAP Document & Reporting Compliance, SeeBurger, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|SeeBurger", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "SeeBurger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "ERP-native / integrators: SAP Document & Reporting Compliance, SeeBurger, OpenText"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Fonoa", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Emerging / API-native: Fonoa, Anrok — often simpler and cheaper for lean finance teams that don't need heavy ERP suites"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|deepseek-small|Anrok", "prompt": "c233-m5", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Emerging / API-native: Fonoa, Anrok — often simpler and cheaper for lean finance teams"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|moonshot-small|Avalara", "prompt": "c233-m5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–4 vendors: Consider Avalara, SAP Ariba, Tipalti, Basware, or specialized providers like Mindsprint SprintAP for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|moonshot-small|SAP Ariba", "prompt": "c233-m5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider Avalara, SAP Ariba, Tipalti, Basware, or specialized providers like Mindsprint SprintAP for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|moonshot-small|Tipalti", "prompt": "c233-m5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider Avalara, SAP Ariba, Tipalti, Basware, or specialized providers like Mindsprint SprintAP for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|moonshot-small|Basware", "prompt": "c233-m5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider Avalara, SAP Ariba, Tipalti, Basware, or specialized providers like Mindsprint SprintAP for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|moonshot-small|Mindsprint SprintAP", "prompt": "c233-m5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specialized providers like Mindsprint SprintAP for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|xai-small|Sovos", "prompt": "c233-m5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Sovos** | Global compliance, ERP depth | 60+ countries | 4.2/5"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|xai-small|Pagero", "prompt": "c233-m5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Pagero** | Peppol/network focus, AP/AR | Global | 4.0/5"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|xai-small|Avalara/Vertex", "prompt": "c233-m5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Avalara/Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Avalara/Vertex** | Tax-integrated, scalable | Strong EU/LATAM | Gartner leaders"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|xai-small|Tradeshift/Basware", "prompt": "c233-m5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tradeshift/Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Tradeshift/Basware** | Multi-model, pre-built pkgs | 50+ countries"}, {"id": "mai-20260917-1752-baseline-2|c233-m5|xai-small|EDICOM/eezi (VAT IT)", "prompt": "c233-m5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "EDICOM/eezi (VAT IT)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **EDICOM/eezi (VAT IT)** | LATAM/EU clearance experts | Global"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|alibaba-small|Invoiced.com", "prompt": "c233-m6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoiced.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Caution Advised.** This platform has received notably low ratings on major review sites (e.g., ~2.6/5 on Trustpilot)."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|alibaba-small|Basware", "prompt": "c233-m6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution Advised.** While a known entity in large-scale B2B networks, user sentiment is heavily polarized."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|alibaba-small|Qvalia", "prompt": "c233-m6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Qvalia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Caution Advised.** ... Reviews highlight a frustrating user interface, particularly regarding rigid workflows."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|alibaba-small|Invoice2go", "prompt": "c233-m6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution Advised.** Beyond general usability, there have been high-profile incidents reported involving compromised accounts and fraudulent activity."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|anthropic-small|Basware", "prompt": "c233-m6", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "country coverage outside Europe and Latin America that is narrower than competitors like Basware and Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|anthropic-small|Sovos", "prompt": "c233-m6", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "narrower than competitors like Basware and Sovos"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|challenger-small|OpenText E-Invoice Management", "prompt": "c233-m6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "OpenText E-Invoice Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise orchestration tools** if you do not have integration staff. OpenText E-Invoice Management, Basware, Pagero, and Tungsten Network are described as complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|challenger-small|Basware", "prompt": "c233-m6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "described as complex to implement and optimize without specialist effort"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|challenger-small|Pagero", "prompt": "c233-m6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "described as complex to implement and optimize without specialist effort"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|challenger-small|Tungsten Network", "prompt": "c233-m6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten Network", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "described as complex to implement and optimize without specialist effort"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Tungsten Network", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tungsten Network", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Receives some of the harshest e-invoicing reviews ... Multiple reviewers called it the worst e-invoicing system they'd used."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Invoice2go", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice2go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Trustpilot flagged this one: its rating was \"unavailable due to a breach of our guidelines,\" and multiple users reported accounts being deactivated/closed without notice"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Invoiced", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews dropped sharply after its acquisition by Flywire, with long-term customers reporting sudden cancellation of accounts without warning"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Invoice Home", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Home", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Several users reported being charged for months *after* cancelling their subscription"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Invoice Simple", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Recurring themes of sudden subscription fee jumps, automatic charges from accidental clicks"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|bexio AG", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "bexio AG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Rated poorly (1.7/5 on Trustpilot) among those who reviewed it."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|deepseek-small|Clear e-Invoicing", "prompt": "c233-m6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Clear e-Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "\"Clear e-Invoicing\" and many other platforms get mostly positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|meta-small|eezi by VAT IT", "prompt": "c233-m6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "eezi by VAT IT", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some e-invoicing platforms to consider include eezi by VAT IT, which has global digital reporting and clearance models, and VAT-integrated compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Chorus Pro", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Chorus Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "France \"Chorus Pro\" | Phishing emails claim you have an invoice with a \"payment default notification\""}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Billit", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Billit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "fraudulent sites (impersonating providers like **Billit**)"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Invoiced.com", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoiced.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Rated \"Poor\" (~2.6/5 on Trustpilot). Long-term users report **sudden account cancellations without warning**"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|AvidXChange", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "AvidXChange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mixed reviews citing **long customer support hold times**, unexpected service fees, poor communication"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Invoice Simple", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Users complain about **sudden price increases**, strict new limits on previously free invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Invoice Home", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Home", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Complaints about emailing limitations, unprofessional sender addresses on client emails"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Invoice2Go", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice2Go", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Trustpilot rating is **unavailable due to a breach of guidelines**, which itself is a cautionary signal"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|DataPost", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "DataPost", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Suffered a **ransomware attack** (DIREWOLF group) in May 2025"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|moonshot-small|Webrasoft SRL", "prompt": "c233-m6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Webrasoft SRL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fined by a Data Protection Authority for GDPR violations after a **cyber attack** exposed sensitive customer data"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|openai-small|Sage", "prompt": "c233-m6", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Sage E-Invoicing / Sage-related e-invoice workflows** because of the current onboarding issue and recent service incidents"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|openai-small|GetMyInvoices", "prompt": "c233-m6", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "GetMyInvoices", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "GetMyInvoices** if you depend on always-on retrieval/banking workflows, because its status page shows prior incidents and a service area marked with low availability"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|openai-small|Thomson Reuters", "prompt": "c233-m6", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Thomson Reuters and Avalara both maintain status pages showing operational state and incident history, which is a positive sign"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|openai-small|Avalara", "prompt": "c233-m6", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Thomson Reuters and Avalara both maintain status pages showing operational state and incident history, which is a positive sign"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|Sovos", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most established ones (like Sovos, Basware, or Tipalti) have generally positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|Basware", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most established ones (like Sovos, Basware, or Tipalti) have generally positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|Tipalti", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most established ones (like Sovos, Basware, or Tipalti) have generally positive reviews"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|Invoicely", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Major data exposure in October 2025 exposed ~178,000 unencrypted files ... raising serious security risks for fraud or identity theft."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|Exact Online (Exact.com)", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Exact Online (Exact.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Frequent Trustpilot complaints ... about poor customer service, buggy software, outdated interfaces, and billing disputes"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|bexio", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "bexio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "reviews highlight declining quality: poor/defensive customer service, email delays/no replies"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|xai-small|AvidXchange", "prompt": "c233-m6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "complaints focus on customer support delays, payment processing issues, unresolved discrepancies, unexpected fees"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|e-invoice pro (by Insiders Technologies GmbH)", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "e-invoice pro (by Insiders Technologies GmbH)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Versions prior to Release 1 Service Pack 2 suffered from a high-severity XXE vulnerability (CVE-2025-56424)"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Kivitendo", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Kivitendo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "found to have an XXE vulnerability (CVE-2025-66370) that could allow file exfiltration via malicious invoice uploads"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|peppol-py", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "peppol-py", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "found to be vulnerable to blind XXE attacks"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Basware", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users on Trustpilot frequently describe experiences as \"stressful\" and \"horrible.\""}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Sovos", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious of platforms with \"transaction counting\" fees or unclear billing structures (as seen with Sovos)"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Qvalia", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Qvalia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Reviews indicate a \"bad user experience\" (UX)."}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Comarch EDI and e-Invoicing", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Comarch EDI and e-Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "often difficult to navigate and has a steep learning curve"}, {"id": "mai-20260917-1752-baseline-2|c233-m6|zai-small|Bexio", "prompt": "c233-m6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Bexio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "faced criticism for changing the format for importing bank transaction files without prior notification"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|alibaba-small|QuickBooks Online", "prompt": "c233-s1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Top Pick: QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|alibaba-small|Xero", "prompt": "c233-s1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Pick: QuickBooks Online** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|alibaba-small|Pactaro", "prompt": "c233-s1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pactaro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Pick: Pactaro** or **Storecove**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|alibaba-small|Storecove", "prompt": "c233-s1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Pick: Pactaro** or **Storecove**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|alibaba-small|FreshBooks", "prompt": "c233-s1", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: FreshBooks ... best user experience for creating professional-looking invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|QuickBooks", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For small-business billing, QuickBooks, Xero and FreshBooks are recommended options"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|Xero", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For small-business billing, QuickBooks, Xero and FreshBooks are recommended options"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|FreshBooks", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For small-business billing, QuickBooks, Xero and FreshBooks are recommended options"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|VAT IT's eezi platform", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "VAT IT's eezi platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "VAT IT's eezi platform combines technology with indirect tax expertise for structured, global compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|ClearTax", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "ClearTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ClearTax, which helps generate, validate, submit, and archive electronic invoices across 50+ countries"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|anthropic-small|Pagero", "prompt": "c233-s1", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pagero, which enhances existing business systems with global e-invoicing connectivity"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Invoicemonk", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best e-invoicing compliance platform is usually **Invoicemonk** if you need broad mandate coverage with a small-business-friendly setup"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|QuickBooks", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is very small and mostly domestic, a lighter tool like **QuickBooks, Xero, or FreshBooks** may be the better fit"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Xero", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a lighter tool like **QuickBooks, Xero, or FreshBooks** may be the better fit"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|FreshBooks", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a lighter tool like **QuickBooks, Xero, or FreshBooks** may be the better fit"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Sovos", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Choose an enterprise platform like Sovos... only if you have complex multinational compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Vertex", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise platform like Sovos, Vertex, Axway, or Zycus only if you have complex multinational compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Axway", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Axway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "enterprise platform like Sovos, Vertex, Axway, or Zycus only if you have complex multinational compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|challenger-small|Zycus", "prompt": "c233-s1", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zycus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise platform like Sovos, Vertex, Axway, or Zycus only if you have complex multinational compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Sovos", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than the enterprise-grade platforms (Sovos, Avalara, Pagero) that are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Avalara", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade platforms (Sovos, Avalara, Pagero) that are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Pagero", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade platforms (Sovos, Avalara, Pagero) that are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Invoicier", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicier", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Invoicier** (cheapest, fastest, free tier) or **Billit** (if you want accounting features too) represent the best value"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Billit", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Billit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Invoicier** (cheapest, fastest, free tier) or **Billit** (if you want accounting features too) represent the best value"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|e-invoice.be", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "e-invoice.be", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you want to keep your current workflow"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Storecove", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Overkill for most small companies** — really aimed at software vendors"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Accountable", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Accountable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best if you want bookkeeping + Peppol included"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|QuickBooks", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you use QuickBooks, Xero, Odoo, Teamleader, Horus, or similar, many already ship a certified access point"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Xero", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "If you use QuickBooks, Xero, Odoo, Teamleader, Horus, or similar, many already ship a certified access point"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Odoo", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Odoo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "many already ship a certified access point"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Teamleader", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Teamleader", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "many already ship a certified access point"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|deepseek-small|Horus", "prompt": "c233-s1", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Horus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "many already ship a certified access point"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Sovos", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not a massive, complex enterprise suite (like Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Edicom", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Edicom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a massive, complex enterprise suite (like Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Vertex", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not a massive, complex enterprise suite (like Sovos, Edicom, or Vertex)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Xero", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Xero (Best Overall for UK, Europe, Australia, NZ, and Singapore)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Zoho Books / Zoho Invoice", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Books / Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books / Zoho Invoice (Best for Budget & Developer Flexibility)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|B2Brouter", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "B2Brouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "B2Brouter (Best Low-Cost & Multi-Country Portal)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Link4", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Link4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Link4 (Best for Instant \"Cloud-to-Cloud\" PEPPOL Integration)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Storecove", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Storecove (Best API for Tech/SaaS B2Bs)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Pagero", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Pagero is highly accessible for growing mid-sized B2Bs"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|DDD Invoices", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "DDD Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Go with Storecove or DDD Invoices for API-first integration"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|google-small|Tickstar", "prompt": "c233-s1", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tickstar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Xero partners with accredited access points (like Tickstar or Storecove)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|meta-small|Invoicemonk", "prompt": "c233-s1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best e-invoicing compliance platform for a small B2B company is Invoicemonk, which is ranked 9.2/10"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|meta-small|QuickBooks", "prompt": "c233-s1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include QuickBooks, Xero, and FreshBooks, which are suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|meta-small|Xero", "prompt": "c233-s1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include QuickBooks, Xero, and FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|meta-small|FreshBooks", "prompt": "c233-s1", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include QuickBooks, Xero, and FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|minimax-small|Invoicemonk", "prompt": "c233-s1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Invoicemonk** is the best choice"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|minimax-small|QuickBooks Online", "prompt": "c233-s1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you need full accounting features, **QuickBooks Online** might be better despite higher cost"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|minimax-small|Zoho Invoice", "prompt": "c233-s1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Zoho Invoice** (Best for Zoho Ecosystem)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|minimax-small|FreshBooks", "prompt": "c233-s1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **FreshBooks** (Best for Small Business Invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|minimax-small|Complyance", "prompt": "c233-s1", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Complyance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If dealing globally, Invoicemonk or Complyance offer broader mandate coverage"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|mistral-small|Invoicemonk", "prompt": "c233-s1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** is the best all-around e-invoicing compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|mistral-small|QuickBooks", "prompt": "c233-s1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're in a single country and want simplicity, **QuickBooks or FreshBooks** are excellent alternatives."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|mistral-small|Xero", "prompt": "c233-s1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks or Xero** - Popular for small businesses with under 1,000 invoices/month."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|mistral-small|FreshBooks", "prompt": "c233-s1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another user-friendly option for small teams, focusing on ease of use and compliance where supported."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|mistral-small|France's PPF (Public Invoicing Portal)", "prompt": "c233-s1", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "France's PPF (Public Invoicing Portal)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "France's PPF (Public Invoicing Portal) will be mandatory for all VAT-registered companies"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|moonshot-small|QuickBooks Online", "prompt": "c233-s1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** – Best Overall for Small B2B"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|moonshot-small|Xero", "prompt": "c233-s1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with QuickBooks Online or Xero** if you need integrated accounting + invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|moonshot-small|Zoho Invoice", "prompt": "c233-s1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** – Best Free Option"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|moonshot-small|Avalara", "prompt": "c233-s1", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Consider Avalara** only if you're expanding rapidly into multiple countries with strict e-invoicing mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|Avalara E‑Invoicing and Live Reporting", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara E‑Invoicing and Live Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara E‑Invoicing and Live Reporting** is often the safest default pick for a small company"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|Basware", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need strong AP automation plus invoicing workflows:** **Basware** or **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|Esker", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need strong AP automation plus invoicing workflows:** **Basware** or **Esker**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|Tradeshift", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tradeshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful, but usually more platform than a small company actually needs"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|OpenText", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "OpenText", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful, but usually more platform than a small company actually needs"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|openai-small|Vertex", "prompt": "c233-s1", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if tax compliance is broader than invoicing and you already use their ecosystem:** **Vertex**"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Xero", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** (Best Overall for Compliance-Focused SMBs in PEPPOL Regions)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Zoho Invoice", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Invoice** (Best Affordable/Global Option)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|QuickBooks Online", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks Online** (Best for US/North America B2B)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|FreshBooks", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** (Best for Service-Based B2B)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Wave", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Completely free, basic compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Invoice Ninja", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source, recurring B2B billing"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Pagero", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-grade compliance (PEPPOL/global mandates)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Sovos", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise-grade compliance (PEPPOL/global mandates)"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Invoicier", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "PEPPOL-focused for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|xai-small|Storecove", "prompt": "c233-s1", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PEPPOL-focused for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Invoicemonk", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For global small B2B: Invoicemonk (9.2/10) or WorksBuddy (automation-first) provide strong compliance and measurable ROI."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|WorksBuddy", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "WorksBuddy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Invoicemonk (9.2/10) or WorksBuddy (automation\\u2011first) provide strong compliance and measurable ROI."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|easybill", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "easybill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For EU-based small B2B: easybill (free tier) or Storecove (\\u20ac0.1/mo) offer the best balance"}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Storecove", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Storecove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest rating in EU comparison (4.5/5), ultra-low cost, government-ready."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|weclapp", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "weclapp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "All-in-one (CRM + invoicing) with full EU e-invoicing support."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Xero", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Widely adopted, easy to set up, but compliance depth varies by country."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Zoho Invoice", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Very affordable, good feature set for under-50-person teams."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Tipalti", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ideal if you also need global payments and reconciliation."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|sevdesk", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "sevdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tier, XRechnung, partial Peppol (good for freelancers)."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|FreshBooks", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Popular for freelancers/SMEs, but compliance depth varies."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Sovos", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "60+ country mandate coverage, real-time reporting (enterprise-tier)."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Avalara", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Tax engine with growing e-invoicing coverage; good if you already use Avalara."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Vertex", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Global tax compliance, often used with ERPs."}, {"id": "mai-20260917-1752-baseline-2|c233-s1|zai-small|Esker", "prompt": "c233-s1", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Compliant e-invoice exchange network, scalable."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|alibaba-small|Xero", "prompt": "c233-s2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Verdict:** Start with **Xero**. It is the most flexible, scales with your growth"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|alibaba-small|QuickBooks Online", "prompt": "c233-s2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Solution (Recommended): **Xero** or **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|alibaba-small|KashFlow", "prompt": "c233-s2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**KashFlow** is a popular alternative in the UK specifically designed for smaller owners who prioritize simplicity"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|alibaba-small|Empact Online", "prompt": "c233-s2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Empact Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Heavily focused on the **EU market**. It is designed to handle the complexities of intra-EU supplies"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|alibaba-small|VatBox", "prompt": "c233-s2", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "VatBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Highly rated in the UK for its accuracy"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|anthropic-small|Quaderno", "prompt": "c233-s2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses with straightforward needs, **Quaderno** offers the best balance of affordability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|anthropic-small|Avalara (AvaTax)", "prompt": "c233-s2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avalara has discontinued small-business programs and pushed customers toward bundled plans that can start around $5,000 annually"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|anthropic-small|TaxJar", "prompt": "c233-s2", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxJar is a highly popular automated tax calculator built specifically to support smaller e-commerce merchants."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|challenger-small|Avalara", "prompt": "c233-s2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Avalara** if you want the safest general-purpose choice"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|challenger-small|Quaderno", "prompt": "c233-s2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Quaderno** if you mainly need a lighter, small-business-friendly tool for cross-border invoicing and VAT"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|challenger-small|Taxually", "prompt": "c233-s2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a more specialized alternative is **Taxually** or **hellotax**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|challenger-small|hellotax", "prompt": "c233-s2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "hellotax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a more specialized alternative is **Taxually** or **hellotax**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|challenger-small|Sovos", "prompt": "c233-s2", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you need enterprise-grade VAT reporting:** **Sovos**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Quaderno", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Quaderno — Best overall for small B2B businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Invoxo", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Invoxo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoxo — Cheapest focused option"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Stripe Tax", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already on Stripe and just need calculation: Stripe Tax"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Vatstack", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Vatstack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vatstack is the budget API-first option if you want to embed VAT logic into your own system."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Xero", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "your existing accounting software (Xero, QuickBooks, or Sage) plus your accountant is often sufficient"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|QuickBooks", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "accounting software (Xero, QuickBooks, or Sage)"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Sage", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "accounting software (Xero, QuickBooks, or Sage)"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|Taxually", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a fully managed filing service (like Taxually or hellotax) is more expensive"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|deepseek-small|hellotax", "prompt": "c233-s2", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "hellotax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "a fully managed filing service (like Taxually or hellotax) is more expensive"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Quaderno", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Digital Services, SaaS, and Freelancers**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Stripe Tax", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if You Already Use the Stripe Ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Taxually", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Cross-Border B2B Sellers & E-Invoicing Compliance**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Anrok", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Anrok is the premier option"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Paddle", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Paddle** if you want to completely offload the burden of global VAT registration and tax filing."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|google-small|Lemon Squeezy", "prompt": "c233-s2", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Lemon Squeezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider using a Merchant of Record (MoR) like **Paddle** or **Lemon Squeezy**"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Anrok", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Anrok - a global sales tax compliance platform for modern commerce"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Javis", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Javis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Javis - an AI-driven bookkeeping and online tax service"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|BDTax", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "BDTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BDTax - an online tax preparation, processing, and submission software for taxpayers in Bangladesh."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Minefield Navigator", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Minefield Navigator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a SaaS platform for Amazon sellers to automate European VAT compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Descodify", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Descodify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a SaaS for solo entrepreneurs and freelancers in Portugal"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Empact online", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Empact online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a VAT compliance SaaS for businesses selling into the EU and UK"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Yonda Tax", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Yonda Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a plug-and-play automated tax compliance platform and managed service"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Lovat", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Lovat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "an end-to-end VAT software to manage global VAT liabilities"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|meta-small|Avalara", "prompt": "c233-s2", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "an agentic AI platform for global tax and compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|minimax-small|Xero", "prompt": "c233-s2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Xero** as your best option"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|minimax-small|QuickBooks", "prompt": "c233-s2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also MTD-compliant with native reverse charge support. Good if you want something slightly simpler."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|minimax-small|KashFlow", "prompt": "c233-s2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "KashFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for small UK businesses, supports CIS domestic reverse charge"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|minimax-small|FreeAgent", "prompt": "c233-s2", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "FreeAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good for simpler service businesses with straightforward domestic income."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|mistral-small|Avalara VAT Reporting", "prompt": "c233-s2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara VAT Reporting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara VAT Reporting** or **Taxamo** would be the most robust choices."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|mistral-small|Taxamo", "prompt": "c233-s2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Highlighted as a top pick for most teams, Taxamo offers audit-ready transaction evidence and automated VAT determination."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|mistral-small|ZYNO Books", "prompt": "c233-s2", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "ZYNO Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more integrated, all-in-one accounting and VAT solution, **ZYNO Books** is worth considering."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|moonshot-small|Xero", "prompt": "c233-s2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B businesses:** Start with **Xero** (£16/month) for its ease of use, unlimited users, and strong integration ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|moonshot-small|QuickBooks Online", "prompt": "c233-s2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For very small operations or sole traders:** **QuickBooks Self-Employed (£10/month)** is the most cost-effective option"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|moonshot-small|Sage", "prompt": "c233-s2", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have 5+ employees and run payroll, **Sage Standard (£30/month)** may offer better value since payroll is included."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|openai-small|Xero", "prompt": "c233-s2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default choice: Xero, QuickBooks Online, or Sage Accounting."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|openai-small|QuickBooks Online", "prompt": "c233-s2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best default choice: Xero, QuickBooks Online, or Sage Accounting."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|openai-small|Sage Accounting", "prompt": "c233-s2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sage Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you want a UK-focused option with traditional accounting depth"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|openai-small|Avalara", "prompt": "c233-s2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Avalara** is better if VAT compliance is getting complex: multiple countries, OSS/IOSS, EC Sales Lists, Intrastat"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|openai-small|Bridging software", "prompt": "c233-s2", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Bridging software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it's more of a workaround than a full solution"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|xai-small|Xero", "prompt": "c233-s2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Xero** (Best All-Rounder for Small B2B)"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|xai-small|Stripe Tax", "prompt": "c233-s2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Xero** or **Stripe Tax** as strong starting points for VAT compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|xai-small|Avalara", "prompt": "c233-s2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Starts ~$50-100/month + per-transaction, but can get pricey; better for mid-size."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|xai-small|Taxamo (now Fonoa)", "prompt": "c233-s2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxamo (now Fonoa)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "B2B-focused VAT determination and e-invoicing for digital sales. Affordable for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|xai-small|QuickBooks Online", "prompt": "c233-s2", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Similar to Xero, with enforced VAT codes for UK B2B compliance."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Xero", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑round accounting + VAT suite**\n- **Xero** – Widely used for UK small businesses; MTD‑compliant, integrates with HMRC"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|QuickBooks Online", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong transaction‑backed VAT reporting for monthly/quarterly returns"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|FreeAgent", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "FreeAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed for freelancers and small firms; handles VAT return preparation automatically"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Sage", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Sage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Full accounting with VAT filing; good for businesses already familiar with Sage."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Zoho Books", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "More affordable; includes VAT invoicing and MTD‑compatible filing"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Taxually", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Taxually", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cross‑border VAT compliance; ... good if you sell internationally."}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Avalara", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "useful for complex B2B cross‑border scenarios"}, {"id": "mai-20260917-1752-baseline-2|c233-s2|zai-small|Anrok", "prompt": "c233-s2", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "fits fast‑growing SaaS/digital businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|FreshBooks", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FreshBooks is widely regarded as the gold standard for teams that bill by the hour or manage projects."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|Zoho Invoice", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zoho offers a powerful \"forever free\" tier that includes multi-currency support and automated workflows."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|QuickBooks Online (Intuit)", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online (Intuit)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose QuickBooks if: Your team sells physical products, holds inventory, and needs strict tax alignment."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|Wave", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Wave if: You have zero budget and are just starting out."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|Xero", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Accounting Depth (QuickBooks / Xero)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|alibaba-small|SAP Business One", "prompt": "c233-s3", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "SAP Business One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ecosystem Scale (Zoho / SAP Business One)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|anthropic-small|Zoho Invoice", "prompt": "c233-s3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the strongest free option for businesses already using Zoho CRM or Zoho Books"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|anthropic-small|Wave", "prompt": "c233-s3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wave is a free option for new freelancers that offers free invoicing plus basic accounting"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|anthropic-small|Xero", "prompt": "c233-s3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Xero is especially popular among freelancers and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|anthropic-small|Harvest", "prompt": "c233-s3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paid plan members can invoice unlimited projects and users"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|anthropic-small|Portant", "prompt": "c233-s3", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Portant", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "if you seek more accounting features, Portant is not the best choice"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|Zoho Invoice", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Zoho Invoice** if you want the best free small-team option."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|FreshBooks", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **FreshBooks** if you bill by hour or project."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|QuickBooks Online", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **QuickBooks Online** if accounting is the priority."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|Wave", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Wave** if you need basic invoicing at no cost."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|Xero", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Xero** if you want accounting collaboration and growth room."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|challenger-small|Invoice Ninja", "prompt": "c233-s3", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Invoice Ninja** if you want open-source flexibility."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Zoho Invoice", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Just want simple invoicing, pay nothing → **Zoho Invoice** or **Wave**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|FreshBooks", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bill by time/project** (consultants, agencies) → **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Wave", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "choose Wave if you also want free bookkeeping"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|QuickBooks Online", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need full accounting, payroll, inventory** → **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Square Invoices", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Unlimited free invoices; seamless with Square payments"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Stripe Invoicing", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when you already use Stripe for payments; developer-friendly"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Xero", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-native accounting with clean API and global capabilities"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Qvalia", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Qvalia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Key players: **Qvalia, Basware, Pagero, Storecove, Edicom, Comarch**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Basware", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Enterprise platforms** (Basware, Pagero, Tradeshift) — global compliance networks ... but typically overkill (and overpriced) for a small team"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Pagero", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Pagero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Enterprise platforms (Basware, Pagero, Tradeshift) ... typically overkill (and overpriced) for a small team"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Storecove", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Storecove", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Key players: **Qvalia, Basware, Pagero, Storecove, Edicom, Comarch**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Edicom", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Edicom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Key players: **Qvalia, Basware, Pagero, Storecove, Edicom, Comarch**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Comarch", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Comarch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Key players: **Qvalia, Basware, Pagero, Storecove, Edicom, Comarch**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|e-invoice.be", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "e-invoice.be", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "**Email-workflow providers** (like 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Good if you send only a few hundred documents a month."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|deepseek-small|Tradeshift", "prompt": "c233-s3", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Tradeshift", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Enterprise platforms (Basware, Pagero, Tradeshift) ... typically overkill (and overpriced) for a small team"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|google-small|Zoho Books / Zoho Invoice", "prompt": "c233-s3", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Books / Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho has native, highly robust Peppol integration... 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Inzo (WorksBuddy) ... offers AI-powered financial insights, automated billing, and deep integration with accounting, payments, expenses, and reporting"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|meta-small|FreshBooks", "prompt": "c233-s3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FreshBooks is best for service businesses billing by time or project"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|meta-small|Wave", "prompt": "c233-s3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave is a free platform with minimal payment automation and CRM/project integration."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|meta-small|Zoho Invoice", "prompt": "c233-s3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Zoho Invoice"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|meta-small|QuickBooks Online", "prompt": "c233-s3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|meta-small|Xero", "prompt": "c233-s3", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Zoho Invoice", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Zoho Invoice** offers the best balance of features and cost (free)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|FreshBooks", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FreshBooks** excels if you need time tracking"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Wave", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Solopreneur/micro-business** | Wave"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|QuickBooks Online", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** is best if you require full accounting depth"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Xero", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growing business needing global reach** | Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Stripe Invoicing", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SaaS/online business** | Stripe Invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Square Invoices", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Square Invoices | Free | Businesses with in-person + online sales | POS integration"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|minimax-small|Inzo (WorksBuddy)", "prompt": "c233-s3", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Inzo (WorksBuddy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Peppol/e-Invoicing**: Inzo (WorksBuddy) for EU/APAC compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|Inzo (WorksBuddy)", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Inzo (WorksBuddy)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Inzo and Zoho offer deep integration within their own ecosystems ... Inzo and Zoho offering broader international compliance (including PEPPOL)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|FreshBooks", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Service businesses billing by time or project."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|Wave", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wave is free; Best for: Small teams needing outgoing invoices with reminders"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|Zoho Invoice", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Inzo and Zoho are praised for their feature depth and automation."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|QuickBooks Online", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Small businesses needing accounting-first invoicing."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|Xero", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Invoicing and Peppol e-invoicing integration."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|mistral-small|Bookipi", "prompt": "c233-s3", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Bookipi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bookipi and Wave are noted for simplicity and mobile-friendliness"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|moonshot-small|Zoho Invoice", "prompt": "c233-s3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Invoice** — Best Free Option ... **Solo/freelancer**: Start with **Wave** (free) or **Zoho Invoice** (free)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|moonshot-small|FreshBooks", "prompt": "c233-s3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Service 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"vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Retail/hybrid sales**: **Square Invoices**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|moonshot-small|Xero", "prompt": "c233-s3", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xero** — Best for Growing Businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Zoho Invoice", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall free pick:** **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Xero", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best simple accounting alternative:** **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|QuickBooks", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best accounting-first pick:** **QuickBooks Online**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|FreshBooks", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for service businesses:** **FreshBooks**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Stripe Invoicing", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for SaaS / automated payments:** **Stripe Invoicing**"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Square Invoices", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Convenient if you already use Square's payments/POS ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Invoice Ninja", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Invoice Ninja", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good low-cost option with invoicing focus and a lighter footprint"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|openai-small|Harvest", "prompt": "c233-s3", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Harvest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Square, Stripe, Harvest, Invoice Ninja** also show $0 starting price in Forbes' comparison"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|xai-small|FreshBooks", "prompt": "c233-s3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "service billing: FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|xai-small|Zoho Invoice", "prompt": "c233-s3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero/Zoho handle more regions (e.g., PEPPOL for EU/AU)"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|xai-small|Wave", "prompt": "c233-s3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free starter: Wave"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|xai-small|QuickBooks Online", "prompt": "c233-s3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "accounting-integrated: QuickBooks/Xero"}, {"id": "mai-20260917-1752-baseline-2|c233-s3|xai-small|Xero", "prompt": "c233-s3", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PEPPOL support (AU/UK/EU/US). Cleaner UI than QuickBooks."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|FreshBooks", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you bill by time/project and want polished UX** → FreshBooks."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|Wave", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If budget is your top priority** → Wave (free) or Zoho Invoice (free tier)."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|Zoho Invoice", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you’re already using Zoho apps** → Zoho Invoice."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|Xero", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**If you operate in multiple regions and need compliance** → Xero or QuickBooks Online (both support Peppol and multi‑currency)."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|QuickBooks Online", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**If you operate in multiple regions and need compliance** → Xero or QuickBooks Online (both support Peppol and multi‑currency)."}, {"id": "mai-20260917-1752-baseline-2|c233-s3|zai-small|Square Invoices", "prompt": "c233-s3", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "comparative", "raw": "Square Invoices", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you sell in person and online via Square** → Square Invoices."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|Zoho Invoice", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around recommendation is **Zoho Invoice**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|FreshBooks", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Service-Based Businesses (Simplicity): FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|QuickBooks Online", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Accounting-First Growth: QuickBooks Online"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|Billit", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Billit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You would need a local aggregator (like **Billit** or **Daisyfin**) to bridge that gap."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|Xero", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look for **Peppol** certified software (Zoho and Xero are leaders here)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|alibaba-small|Daisyfin", "prompt": "c233-s4", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Daisyfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a local aggregator (like **Billit** or **Daisyfin**)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|anthropic-small|QuickBooks", "prompt": "c233-s4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "QuickBooks Online - Widely considered as one of the best accounting and invoicing software for small business"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|anthropic-small|Xero", "prompt": "c233-s4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small businesses looking for integrated e-invoicing and accounting solutions with PEPPOL access"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|anthropic-small|FreshBooks", "prompt": "c233-s4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "QuickBooks, Xero and FreshBooks send customer invoices, with e-invoicing such as Peppol where their region supports it"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|anthropic-small|Zoho Books", "prompt": "c233-s4", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For the tightest budgets, Zoho Books offers a genuinely free tier that can handle basic invoicing, making it worth evaluating first."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|challenger-small|Invoicemonk", "prompt": "c233-s4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit from these results is **Invoicemonk** if you need actual **e-invoicing compliance**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|challenger-small|Wave", "prompt": "c233-s4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wave** is the budget option mentioned in the comparison"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|challenger-small|QuickBooks", "prompt": "c233-s4", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "framed more as an accounting-first option than the cheapest compliance-specific platform"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|B2Brouter", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "B2Brouter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "B2Brouter — best value for true compliance (€110/year, ~$117)... this is hard to beat"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Zoho Invoice", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want zero cost... Zoho Invoice's free plan (or Wave/Square) is your best $0 option"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Invoicemonk", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best \"compliance by default\" for multi-country SMEs"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|easybill", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "easybill", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with B2Brouter (~$110/year) or easybill (free tier) — real compliance at a tiny cost"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|sevDesk", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "sevDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "sevDesk — from ~€8.90/month, native XRechnung"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Lexware (lexoffice)", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Lexware (lexoffice)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lexware (lexoffice) — from ~€5.99/month, native XRechnung"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Feen / Billit", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Feen / Billit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Feen / Billit (Belgium) — from €7/month with Peppol included"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Sovos", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to avoid on a small budget - Sovos, Avalara, Basware, Esker are excellent but enterprise-grade"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Avalara", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "What to avoid on a small budget - Sovos, Avalara, Basware, Esker are excellent but enterprise-grade"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Basware", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "completely out of scope for a small company"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Esker", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "completely out of scope for a small company"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|FreshBooks", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "work but don't offer native EU e-invoicing compliance — you'd need add-ons"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|QuickBooks", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "work but don't offer native EU e-invoicing compliance — you'd need add-ons"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Xero", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "work but don't offer native EU e-invoicing compliance — you'd need add-ons"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Wave", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Zoho Invoice's free plan (or Wave/Square) is your best $0 option"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|deepseek-small|Square", "prompt": "c233-s4", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Square", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Zoho Invoice's free plan (or Wave/Square) is your best $0 option"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Invoicemonk", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** (Best Overall for Global Mandates)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Zoho Invoice", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Invoice** (Best 100% Free Option)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Xero", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Need All-In-One Bookkeeping + Peppol"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Storecove", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Storecove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Connecting Existing Systems to Peppol"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Qvalia", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Qvalia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Freemium Alternative for European Peppol"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|Chorus Pro", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Chorus Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free manual portal** (such as *Chorus Pro* in France or *KSeF* in Poland)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|KSeF", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "KSeF", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as *Chorus Pro* in France or *KSeF* in Poland"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|google-small|QuickBooks", "prompt": "c233-s4", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Upgrading to a slightly higher plan in Xero or QuickBooks is often cheaper"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|meta-small|Invoicemonk", "prompt": "c233-s4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Invoicemonk - a compliance-first invoicing solution that is free to start and offers immutable audit trails, QR-verified invoices"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|meta-small|Swipe", "prompt": "c233-s4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Swipe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Swipe - a user-friendly and affordable GST e-invoicing solution for small businesses in India."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|meta-small|myBillBook", "prompt": "c233-s4", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "myBillBook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "myBillBook - a budget-friendly option that offers essential GST e-invoicing features, starting at ₹217/month."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|minimax-small|Invoicemonk", "prompt": "c233-s4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk at $15/month** offers the best value—it combines compliance across 17+ jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|minimax-small|Zoho Invoice", "prompt": "c233-s4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Invoice** (Best Free Option)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|minimax-small|Wave", "prompt": "c233-s4", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're strictly in the US/Canada and have simple needs, Wave's free plan works well."}, {"id": "mai-20260917-1752-baseline-2|c233-s4|mistral-small|Invoicemonk", "prompt": "c233-s4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** stands out as a strong e-invoicing compliance platform for small businesses with tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|mistral-small|Wave", "prompt": "c233-s4", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other budget-friendly options include Wave, which offers free accounting and invoicing software"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|moonshot-small|Invoicemonk", "prompt": "c233-s4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Invoicemonk** - Best Overall Value ... **Start with Invoicemonk's free plan**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|moonshot-small|e-Invoices Online", "prompt": "c233-s4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "e-Invoices Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**e-Invoices Online at €5.99/month** is the cheapest compliant option"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|moonshot-small|Financio", "prompt": "c233-s4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Financio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Singapore-based small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|moonshot-small|Zoho Books", "prompt": "c233-s4", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zoho Books** - If You Need Full Accounting"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|openai-small|Sage Network", "prompt": "c233-s4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Sage Network", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sage Network** looks like the best budget-friendly option **if you already use Sage**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|openai-small|Avalara", "prompt": "c233-s4", "model": "openai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara** is the stronger pure compliance platform, but ... it may be less budget-friendly for a very small business"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|xai-small|Invoicemonk", "prompt": "c233-s4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Invoicemonk** if you need strong, multi-country e-invoicing compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|xai-small|Zoho Invoice", "prompt": "c233-s4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Go Zoho Invoice** for truly free unlimited use if your needs are basic"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|xai-small|Wave", "prompt": "c233-s4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avoid if US/CA-only: Wave. Limited/no support for international e-mandates"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|xai-small|QuickBooks", "prompt": "c233-s4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Skip pricier ones like QuickBooks ($30+/mo)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|xai-small|FreshBooks", "prompt": "c233-s4", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Skip pricier ones like QuickBooks ($30+/mo) or FreshBooks ($19/mo)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Wave", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For Solo/Freelancer & Very Low Volume** – **Wave** (US/CA)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Abby", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Abby", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Abby** (EU) - Completely free, certified e‑invoicing (Abby)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Finovia Suite", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Finovia Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For EU Users Needing Structured XML** – **Finovia Suite** or **Scribo**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Zoho Invoice", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Free plan | Unlimited invoices, ZATCA compliance (UAE), basic approval workflows"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Scribo", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Scribo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only tool that is genuinely free **and** produces EN 16931‑validated structured XML"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Invoicemonk", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Invoicemonk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**For Global/Multi‑Jurisdiction Needs** – **Invoicemonk** - Free plan available → $15/month Pro"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|InvoiceXML", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "InvoiceXML", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Existing PDF‑Based Processes** – **InvoiceXML**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|B2Brouter", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "B2Brouter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For Simple B2B & Basic Compliance** – **B2Brouter**"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|TallyPrime Silver", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "TallyPrime Silver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**India‑focused tax compliance** → TallyPrime Silver (~$9/month)"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Klippa SpendControl", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Klippa SpendControl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "≈ $95/month (effective) | PEPPOL compliance, AP automation, supplier portal"}, {"id": "mai-20260917-1752-baseline-2|c233-s4|zai-small|Inzo (WorksBuddy)", "prompt": "c233-s4", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "budget", "raw": "Inzo (WorksBuddy)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Included in WorksBuddy plan (≈ $30–$50/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Coupa", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too small for expensive enterprise suites (like Coupa or SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|SAP Ariba", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too small for expensive enterprise suites (like Coupa or SAP Ariba)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|FreshBooks", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "too large/complex to rely solely on basic standalone tools like FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Xero", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero**, **QuickBooks Online** (with Add-ons) | If you do mostly domestic invoicing and just need digital delivery."}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|QuickBooks Online", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero**, **QuickBooks Online** (with Add-ons) | If you do mostly domestic invoicing"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Tridion", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tridion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "you likely need a specialized layer like **Invopop** or **Tridion**"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Bill.com", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If it’s just US/Canada, a robust tool like **Bill.com** or **QuickBooks Advanced** might suffice"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Sovos", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Tridion**, **Bill.com**, **Sovos**, **Invopop** | If you need true B2B/International compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Invopop", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Invopop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "you likely need a specialized layer like **Invopop** or **Tridion**"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|NetSuite", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**NetSuite** (SuiteBilling), **Dynamics Business Central** | If you are already in an ERP"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|Dynamics Business Central", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Dynamics Business Central", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**NetSuite** (SuiteBilling), **Dynamics Business Central** | If you are already in an ERP"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|alibaba-small|QuickBooks Advanced", "prompt": "c233-s5", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "a robust tool like **Bill.com** or **QuickBooks Advanced** might suffice"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|mistral-small|Coupa", "prompt": "c233-s5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Compare 3-5 vendors (e.g., Coupa, Tradeshift, Tungsten, Pagero, Quadient, or regional specialists)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|mistral-small|Tradeshift", "prompt": "c233-s5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Compare 3-5 vendors (e.g., Coupa, Tradeshift, Tungsten, Pagero, Quadient, or regional specialists)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|mistral-small|Tungsten", "prompt": "c233-s5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Tungsten", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Compare 3-5 vendors (e.g., Coupa, Tradeshift, Tungsten, Pagero, Quadient, or regional specialists)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|mistral-small|Pagero", "prompt": "c233-s5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Compare 3-5 vendors (e.g., Coupa, Tradeshift, Tungsten, Pagero, Quadient, or regional specialists)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|mistral-small|Quadient", "prompt": "c233-s5", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Compare 3-5 vendors (e.g., Coupa, Tradeshift, Tungsten, Pagero, Quadient, or regional specialists)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|moonshot-small|easybill", "prompt": "c233-s5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "easybill", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some providers (like easybill, sevdesk) offer free tiers suitable for smaller volumes."}, {"id": "mai-20260917-1752-baseline-2|c233-s5|moonshot-small|sevdesk", "prompt": "c233-s5", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "sevdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some providers (like easybill, sevdesk) offer free tiers suitable for smaller volumes."}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|OpenText", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "OpenText", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "drawn from industry guides like OpenText, Billtrust, and vendor comparisons"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Billtrust", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specialists like Billtrust or Pagero for heavy compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Invoicemonk", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Invoicemonk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "score shortlisted platforms (e.g., Invoicemonk, Zoho Invoice, Xero, QuickBooks Online, FreshBooks"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Zoho Invoice", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Shortlist 3-5: Zoho Invoice (free, multi-country)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Xero", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Xero/QuickBooks (SMB accounting + e-invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|QuickBooks Online", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Xero/QuickBooks (SMB accounting + e-invoicing)"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|FreshBooks", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FreshBooks, or specialists like ClearTax/Weproc"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|ClearTax", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "ClearTax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "specialists like ClearTax/Weproc"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Weproc", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Weproc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "specialists like ClearTax/Weproc"}, {"id": "mai-20260917-1752-baseline-2|c233-s5|xai-small|Pagero", "prompt": "c233-s5", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "scale", "raw": "Pagero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "specialists like Billtrust or Pagero for heavy compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Akaunting", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Akaunting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "*Akaunting* has received significant complaints for misleading marketing"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Invoice.2go", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice.2go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "refuses to release funds collected from customers. These types of reports warrant extreme caution."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|SAP Ariba", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but designed for large enterprises... Excessive cost and complexity for small teams"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Coupa", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "powerful but designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Ivalua", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Ivalua", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "powerful but designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|GEP SMART", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "GEP SMART", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "powerful but designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|QuickBooks Online", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**QuickBooks Online** \\u2013 Huge ecosystem, ledger-tied invoicing, widely supported"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Xero", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Xero** \\u2013 Native Peppol support in ANZ and UK regions"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|FreshBooks", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**FreshBooks** \\u2013 Simple UI, great for service-based freelancers/SMBs"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|alibaba-small|Pennylane", "prompt": "c233-s6", "model": "alibaba-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pennylane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Pennylane** \\u2013 Registered PDP in France, solid compliance credentials"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|anthropic-small|Wave", "prompt": "c233-s6", "model": "anthropic-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wave users report inconsistent support, with difficulty reaching live agents, slow response times, and generic email replies"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|challenger-small|Basware", "prompt": "c233-s6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Enterprise platforms like Basware** when your business only sends a modest number of invoices, because the fit is usually for enterprise procurement/compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|challenger-small|Sage", "prompt": "c233-s6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with the invoicing path built into your existing accounting ledger, such as Sage, Xero, QuickBooks, or Zoho"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|challenger-small|Xero", "prompt": "c233-s6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with the invoicing path built into your existing accounting ledger, such as Sage, Xero, QuickBooks, or Zoho"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|challenger-small|QuickBooks", "prompt": "c233-s6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with the invoicing path built into your existing accounting ledger, such as Sage, Xero, QuickBooks, or Zoho"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|challenger-small|Zoho", "prompt": "c233-s6", "model": "challenger-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "start with the invoicing path built into your existing accounting ledger, such as Sage, Xero, QuickBooks, or Zoho"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|deepseek-small|Invoicely", "prompt": "c233-s6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the platform that comes up most frequently with negative reviews across Reddit, Trustpilot (rated ~1.9/5 \"Poor\"), and Capterra."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|deepseek-small|Moon Invoice", "prompt": "c233-s6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Moon Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some users report severe reliability issues including invoices being lost, the app randomly shutting down, and data not persisting."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|deepseek-small|Xero", "prompt": "c233-s6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Well-regarded options for small businesses (from the research) include **Xero** (native Peppol e-invoicing, good ratings for SMBs in ANZ/UK)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|deepseek-small|FreshBooks", "prompt": "c233-s6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FreshBooks** (simple, freelancer-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|deepseek-small|Zoho Invoice", "prompt": "c233-s6", "model": "deepseek-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Invoice** (free, flexible)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|FreshBooks", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "If your business model relies on a revolving door of customers, avoid platforms with client limits."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Zoho Invoice", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Look instead for platforms like Zoho Invoice or Xero, which don't restrict your client count."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Xero", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look instead for platforms like Zoho Invoice or Xero, which don't restrict your client count."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Wave", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has increasingly moved vital automation features behind its paid plans"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Invoice Simple", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid dedicating your entire billing operations to an app with shallow customer support and a history of altering pricing terms mid-contract."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|QuickBooks Online", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid relying solely on the built-in processor of your accounting software"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|PayPal", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "PayPal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these platforms frequently flag the transaction and **freeze your funds**"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Helcim", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Helcim", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "integrate with an independent merchant service provider (like Helcim or a dedicated ACH network)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|SAP Ariba", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "do not sign up for these tools. They will complicate your life and drain your budget."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Sovos", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "They are complete overkill for a typical small business."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Pagero", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Pagero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "do not sign up for these tools"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|google-small|Edicom", "prompt": "c233-s6", "model": "google-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Edicom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "They are complete overkill for a typical small business."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|meta-small|QuickBooks", "prompt": "c233-s6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the platforms mentioned include QuickBooks, Xero, FreshBooks, and Wave."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|meta-small|Xero", "prompt": "c233-s6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the platforms mentioned include QuickBooks, Xero, FreshBooks, and Wave."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|meta-small|FreshBooks", "prompt": "c233-s6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some platforms, such as Wave and FreshBooks, may not be suitable for small businesses that sell to EU public-sector buyers due to their lack of PEPPOL compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|meta-small|Wave", "prompt": "c233-s6", "model": "meta-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some platforms, such as Wave and FreshBooks, may not be suitable for small businesses that sell to EU public-sector buyers due to their lack of PEPPOL compliance"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|minimax-small|Invoice.2go", "prompt": "c233-s6", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice.2go", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Multiple complaints cite frozen funds, poor customer support, and accounts being suddenly deactivated without warning."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|minimax-small|Invoicely", "prompt": "c233-s6", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reviewers note virtually nonexistent customer support, making it difficult to resolve issues when problems arise."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|minimax-small|FreshBooks", "prompt": "c233-s6", "model": "minimax-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Some users report serious issues including software bugs causing duplicate transactions, and accounts being cancelled with little notice, losing business data."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Comarch EDI and e-Invoicing", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Comarch EDI and e-Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "small businesses should be cautious about or avoid the following e-invoicing platforms: 1. **Comarch EDI and e-Invoicing**"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Basware", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "hard to reach, hard to communicate with, and unreliable in delivering projects on time... a poor choice for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Invoice Simple", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "their service is not trustworthy for small businesses, raising significant concerns about reliability and legitimacy"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|PayPal Invoicing", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "criticized for **high transaction fees** and less favorable exchange rates, which can be particularly burdensome for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Invoicely", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Trustpilot reviews rate Invoicely as **Poor (1.8/5)**, with users reporting dissatisfaction"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Xero", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "test alternatives like Xero, QuickBooks, or Zoho Invoice, which are generally better rated for small business needs"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|QuickBooks", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "test alternatives like Xero, QuickBooks, or Zoho Invoice, which are generally better rated"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|mistral-small|Zoho Invoice", "prompt": "c233-s6", "model": "mistral-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "test alternatives like Xero, QuickBooks, or Zoho Invoice, which are generally better rated"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|Bill.com", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms with Notable Issues ### **Bill.com** - **Hidden fees**... **Poor support**... **Payment failures**"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|Invoice Simple", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Trust issues**: Reddit users report the company \"admitted that you cannot trust them as a Small Business\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|Billit (EU-focused)", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Billit (EU-focused)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Performance problems**: Users report 1-minute page load times... Described as \"badly designed\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|Bexio", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Bexio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Declining customer service**: Formerly good, now described as \"extremely poor, defensive and accusative\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|FreshBooks", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "FreshBooks charges $11/user/month on top of base price"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|moonshot-small|Wave", "prompt": "c233-s6", "model": "moonshot-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Wave moved automatic bank imports behind a paywall in 2025"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|bexio", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "bexio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**bexio** (especially for non-EU or multi-currency SMBs): - **Red flags**: Extremely poor customer support"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Invoicely", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoicely", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reddit users call it a \"company to avoid.\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Invoiced (by Flywire)", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Deteriorating support post-acquisition, unclear/opaque pricing changes, sudden account cancellations"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Basware", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overly complex for SMBs, high subscription costs (often thousands/year), steep setup/learning curve"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Zoho Invoice", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Safer alternatives**: QuickBooks Online, Xero, Zoho Invoice, or FreshBooks for most"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Invoice Ninja", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Ninja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Free tiers that lock core e-invoicing (e.g., PEPPOL in Invoice Ninja's paid plans only)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|QuickBooks Online", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Safer alternatives**: QuickBooks Online, Xero, Zoho Invoice, or FreshBooks for most"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Wave", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited formats (e.g., Wave lacks EU/PEPPOL, restricting international SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Xero", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Safer alternatives**: QuickBooks Online, Xero, Zoho Invoice, or FreshBooks for most"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|FreshBooks", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Safer alternatives**: QuickBooks Online, Xero, Zoho Invoice, or FreshBooks for most"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Iopole", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Iopole", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Free/light options like Wave or Iopole/Henrri for micro-businesses (but verify local mandates)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|xai-small|Henrri", "prompt": "c233-s6", "model": "xai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Henrri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free/light options like Wave or Iopole/Henrri for micro-businesses (but verify local mandates)"}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Wave Invoicing", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Wave Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While free, Trustpilot reviews frequently mention \"long support delays\" and \"unhelpful chatbots.\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Kashflow", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Kashflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users have reported \"recurring issues\" with password resets and bank reconciliations that \"nothing ever gets fixed.\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|GetMyInvoices", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "GetMyInvoices", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"software has lots of bugs, not usable\" and \"terrible customer support, no response.\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Invoice Simple", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Simple", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users report \"extremely poor customer service\" and false advertising."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Comarch EDI and e-Invoicing", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Comarch EDI and e-Invoicing", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "G2 reviews indicate that this platform is often too complex for small teams."}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Invoice Ninja", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoice Ninja", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While popular, reviews mention \"fair few bugs here and there, some of which have even been a deal breaker.\""}, {"id": "mai-20260917-1752-baseline-2|c233-s6|zai-small|Invoiced", "prompt": "c233-s6", "model": "zai-small", "cat": "global-e-invoicing-compliance", "variant": "negative", "raw": "Invoiced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Users have reported that software updates can \"break things\" (specifically mentioning the Quickbooks connector)."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|MetricStream", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MetricStream (Best Overall for Large Enterprises) ... widely considered the gold standard for end-to-end Governance, Risk, and Compliance (GRC)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|Workiva", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva (Best for Data Connectivity & Reporting)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|Diligent Boards + GRC", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent Boards + GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Diligent Boards + GRC (Best for Governance & Strategy)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|ServiceNow GRC", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ServiceNow GRC (Best for Automation & IT Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|Riskonnect", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Riskonnect (Best Modern/Flexible Platform)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|alibaba-small|IBM", "prompt": "c234-l1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "faster deployment than legacy players like IBM or MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|anthropic-small|BlackLine", "prompt": "c234-l1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the most widely adopted platform for SOX compliance in financial close, with over 4,000 customers"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|anthropic-small|Diligent One Platform", "prompt": "c234-l1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent One Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent One Platform is an internal controls and audit management platform that embeds SOX and J-SOX compliance within a broader GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|anthropic-small|HighRadius", "prompt": "c234-l1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "HighRadius stands as the premier choice for global enterprises seeking to embed SOX compliance directly into their daily financial operations"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|anthropic-small|Pathlock", "prompt": "c234-l1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pathlock helps enterprises to secure critical data in all of their enterprise applications"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|anthropic-small|RSA Archer", "prompt": "c234-l1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "RSA Archer is an enterprise GRC platform built on a modular architecture, supporting SOX control documentation"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|challenger-small|MetricStream", "prompt": "c234-l1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise SOX:** **MetricStream**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|challenger-small|ServiceNow GRC", "prompt": "c234-l1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **ServiceNow GRC** if your enterprise already standardizes on ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|challenger-small|IBM OpenPages", "prompt": "c234-l1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **IBM OpenPages** if you need a broader enterprise GRC platform"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|challenger-small|Workiva Internal Controls Management", "prompt": "c234-l1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva Internal Controls Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Workiva Internal Controls Management** if your main pain point is documentation and controls testing collaboration"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|Workiva", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If SEC/CFO reporting leads** → **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|AuditBoard (Optro / SOXHUB)", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro / SOXHUB)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If Internal Audit leads SOX testing** → **AuditBoard**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|Diligent One Platform (HighBond)", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent One Platform (HighBond)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for data-analytics-heavy audit teams"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|MetricStream", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex multi-entity structure and heavy regulation** → **MetricStream**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|ServiceNow IRM", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're already a ServiceNow shop"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|Pathlock", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pairing a **GRC workflow platform (Workiva or AuditBoard)** with an **application-control automation tool (Pathlock)**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|SAP GRC", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "add **Pathlock** or **SAP GRC** alongside a GRC platform"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|BlackLine", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "automate the financial close and reconciliations that underpin SOX controls"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|deepseek-small|FloQast", "prompt": "c234-l1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "FloQast is better for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|Optro (formerly AuditBoard)", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Industry Standard for Internal Audit & SOX PMO: **Optro (formerly AuditBoard)** ... remains the gold standard for running day-to-day SOX testing programs."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|Workiva", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If it is the **Finance/SEC Reporting Team** $\\rightarrow$ Go with **Workiva**."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|ServiceNow GRC / IRM", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow GRC / IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ITGCs & Asset-Heavy Tech: **ServiceNow GRC / IRM**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|Pathlock (incorporating Fastpath)", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Pathlock (incorporating Fastpath)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for ERP Access & Segregation of Duties (SoD): **Pathlock (incorporating Fastpath)**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|Bead AI", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Bead AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerging AI-Native Testing: **Bead AI** or **HighRadius**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|HighRadius", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HighRadius** embeds AI-driven SOX checklists directly into your Record-to-Report (R2R) workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|google-small|Vanta", "prompt": "c234-l1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a highly secure trust-management platform like **Vanta** (which has expanded into SOX ITGCs)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|meta-small|MetricStream", "prompt": "c234-l1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated solutions such as MetricStream, Pathlock, or SAP GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|meta-small|Pathlock", "prompt": "c234-l1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Pathlock", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "one of the top-rated solutions such as MetricStream, Pathlock, or SAP GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|meta-small|SAP GRC", "prompt": "c234-l1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "one of the top-rated solutions such as MetricStream, Pathlock, or SAP GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|minimax-small|AuditBoard (now Optro)", "prompt": "c234-l1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** or **AuditBoard (Optro)** would typically be the top choices"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|minimax-small|MetricStream", "prompt": "c234-l1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MetricStream** or **AuditBoard (Optro)** would typically be the top choices"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|minimax-small|Diligent", "prompt": "c234-l1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations embedding SOX within broader enterprise risk and board governance"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|minimax-small|RiskWatch", "prompt": "c234-l1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "RiskWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market and growth-stage companies running SOX 404 + ICFR + COSO"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|mistral-small|MetricStream", "prompt": "c234-l1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** is often considered the best overall SOX compliance software due to its comprehensive features, scalability"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|mistral-small|AuditBoard (Optro)", "prompt": "c234-l1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditBoard** is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|mistral-small|IBM OpenPages", "prompt": "c234-l1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For enterprises already invested in IBM's ecosystem, **IBM OpenPages** is a robust choice."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|AuditBoard (now Optro)", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **AuditBoard (now Optro)** — *Best for Audit-Led SOX Programs* ... Named a **Gartner Magic Quadrant Leader for GRC (2025)**; purpose-built for SOX"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|Workiva", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** — *Best for Financial Reporting Integration*"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|Diligent One Platform", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent One Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Diligent One Platform** — *Best for Enterprise Risk & Board Governance*"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|MetricStream", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MetricStream** — *Best for Large, Multi-Entity Organizations*"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|BlackLine", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Automating the financial close/reconciliation processes that underpin SOX controls"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|SAP GRC", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP-centric enterprises needing real-time segregation-of-duties monitoring"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|moonshot-small|ServiceNow IRM", "prompt": "c234-l1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow IRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Companies already deeply invested in the ServiceNow ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|openai-small|Diligent Internal Controls / Audit", "prompt": "c234-l1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent Internal Controls / Audit", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall fit is often Diligent Internal Controls / Audit"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|openai-small|SAI360", "prompt": "c234-l1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAI360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **SAI360** as a very strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|AuditBoard (now Optro)", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AuditBoard/Optro leads for pure SOX depth and audit efficiency"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|Workiva", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva if SOX ties into SEC/ESG reporting (common for public B2B)"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|MetricStream", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-subsidiary \\u2192 MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|SAP GRC", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-centric B2B enterprises | Real-time SoD monitoring, ITGC automation"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|Diligent HighBond (One Platform)", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent HighBond (One Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Data-driven testing + analytics | Transaction analytics, pre-built scripts"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|LogicGate", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid mid-market tools like LogicGate or Onspring unless you're smaller-scale."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|Onspring", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid mid-market tools like LogicGate or Onspring unless you're smaller-scale."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|xai-small|IBM OpenPages", "prompt": "c234-l1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "recent MQ favors AuditBoard/Optro and IBM OpenPages as Leaders"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|Workiva", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most large B2B enterprises: **Workiva** if you need integrated reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|AuditBoard (Optro)", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AuditBoard (Optro)** if internal audit drives the SOX program"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|BlackLine", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **BlackLine** if your priority is deep ERP close automation"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|Diligent One Platform", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent One Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value for budget-conscious large orgs: **Diligent One Platform** offers strong GRC functionality at a lower price point."}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|FloQast", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scenario 5 – Mid-market B2B company ... Winner: FloQast"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|SAP GRC", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SAP-centric ITGC: **SAP GRC** or **Pathlock**"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|MetricStream", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Very large, multi-jurisdictional organizations with broad regulatory programs"}, {"id": "mai-20260917-1752-baseline-2|c234-l1|zai-small|Pathlock", "prompt": "c234-l1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Scenario 6 – Automated ITGC evidence ... Winner: Pathlock"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|alibaba-small|AuditBoard", "prompt": "c234-l2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Recommendation: AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|alibaba-small|ServiceNow GRC", "prompt": "c234-l2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company already uses ServiceNow, keeping your risk data within the same ecosystem is often the smartest move."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|alibaba-small|RSA Archer (by Accenture)", "prompt": "c234-l2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "RSA Archer (by Accenture)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Warning:** Implementation can take months or years and requires a dedicated admin team to maintain."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|alibaba-small|Diligent (formerly HighBond/Diligent Boards)", "prompt": "c234-l2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Diligent (formerly HighBond/Diligent Boards)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Diligent** if your biggest struggle is cultural adoption and getting the Board satisfied with reporting."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|SAP Risk and Compliance", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP Risk and Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Popular Options in this space include:**\n- SAP Risk and Compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|Oracle GRC Cloud", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Oracle GRC Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- Oracle GRC Cloud"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|Workiva", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- Workiva (for documentation and compliance)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|Deloitte's Compliance Dashboard", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Deloitte's Compliance Dashboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- Deloitte's Compliance Dashboard"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|Galvanize/AuditBoard", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Galvanize/AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- Galvanize/AuditBoard (stronger on audit)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|anthropic-small|Certent", "prompt": "c234-l2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Certent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- Certent or similar specialized control management platforms"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|challenger-small|AuditBoard", "prompt": "c234-l2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **AuditBoard** for most large B2B organizations"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|challenger-small|MetricStream", "prompt": "c234-l2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if the company wants a broader enterprise GRC platform, **MetricStream** is the stronger choice"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|challenger-small|Workiva", "prompt": "c234-l2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good alternative when the main pain point is **financial reporting collaboration**"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|challenger-small|ServiceNow GRC", "prompt": "c234-l2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if your company already runs heavily on ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|AuditBoard (now rebranded as Optro)", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard (now rebranded as Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **AuditBoard (now rebranded as Optro)**"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|MetricStream", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MetricStream** is the benchmark enterprise GRC platform"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|Workiva", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you also need to connect controls with financial reporting and regulatory filings"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|Archer/RSA", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer/RSA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great for standardized workflows across many business units with traceable evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|ServiceNow GRC", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already deep in ServiceNow? Consider ServiceNow GRC."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|deepseek-small|LogicGate", "prompt": "c234-l2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "On Salesforce? LogicGate could fit."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|Vanta", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic compliance trackers (like Vanta or Drata, which are great for mid-market SaaS companies but struggle with enterprise-level complexity)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|Drata", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "great for mid-market SaaS companies but struggle with enterprise-level complexity"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|Optro (formerly AuditBoard)", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Audit, SOX, and Control-Owner Collaboration ... **Optro** remains the industry leader"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|MetricStream", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Deep Customization and Complex Global Entities ... Drawback: It is a heavy, highly consultative system"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|ServiceNow GRC / IRM (Integrated Risk Management)", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC / IRM (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Tech-Heavy Companies Already in the ServiceNow Ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|HighRadius", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Direct Integration into Finance Operations (ERP Focus)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|SAP GRC", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are an SAP shop, look closely at **SAP GRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|Oracle Risk Management", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Oracle Risk Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "their native GRC suites are the industry standards for enforcing structural transaction limits and access controls"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|google-small|OneTrust", "prompt": "c234-l2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "a privacy-first GRC suite like **OneTrust** should also be in the discussion"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|meta-small|Archer", "prompt": "c234-l2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended internal controls management tool for a large B2B company with thousands of employees would be Archer, ServiceNow Integrated Risk Management, or MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|meta-small|ServiceNow Integrated Risk Management", "prompt": "c234-l2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow Integrated Risk Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "would be Archer, ServiceNow Integrated Risk Management, or MetricStream. These tools are highly rated and suitable for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|meta-small|MetricStream", "prompt": "c234-l2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "MetricStream: Offers a range of risk management and compliance solutions, including internal controls management."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|minimax-small|Archer", "prompt": "c234-l2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Archer** (RSA Archer) as my top recommendation"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|minimax-small|Hyperproof", "prompt": "c234-l2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Hyperproof** as a strong alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|minimax-small|ServiceNow", "prompt": "c234-l2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company already uses ServiceNow for IT service management, their internal controls module could be efficient"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|mistral-small|AuditBoard", "prompt": "c234-l2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **AuditBoard** as your internal controls management tool"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|mistral-small|ServiceNow", "prompt": "c234-l2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include platforms that integrate with existing workflows (like ServiceNow)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|moonshot-small|MetricStream", "prompt": "c234-l2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** stands out as the strongest choice"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|moonshot-small|ServiceNow GRC", "prompt": "c234-l2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Companies already using ServiceNow ITSM | Unified platform with workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|moonshot-small|SAP GRC", "prompt": "c234-l2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP-centric environments | Native integration with SAP ERP systems"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|moonshot-small|Workiva", "prompt": "c234-l2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SOX-focused organizations | Excellent for controlled documentation and multi-author reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|openai-small|Optro (formerly AuditBoard)", "prompt": "c234-l2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Optro (formerly AuditBoard)** as the strongest default choice for **internal controls management**"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|openai-small|TeamMate Controls / TeamMate Audit", "prompt": "c234-l2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "TeamMate Controls / TeamMate Audit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if your internal audit team wants a very structured audit lifecycle and controls workflow"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|openai-small|LogicManager", "prompt": "c234-l2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want a broader ERM/GRC platform with ICFR/SOX plus operational risk and board reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|xai-small|AuditBoard", "prompt": "c234-l2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend AuditBoard (now also known as Optro in some contexts) as a top internal controls management tool."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|xai-small|MetricStream", "prompt": "c234-l2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive enterprise GRC with AI-driven risk/insights; scales massively but steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|xai-small|RSA Archer", "prompt": "c234-l2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top overall in some rankings for traceability/remediation; suits legacy-heavy enterprises."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|xai-small|ServiceNow GRC", "prompt": "c234-l2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seamless integration for IT-heavy controls; #1 for many Fortune 1000 if platform-aligned."}, {"id": "mai-20260917-1752-baseline-2|c234-l2|zai-small|ServiceNow Integrated Risk Management (IRM)", "prompt": "c234-l2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow Integrated Risk Management (IRM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **ServiceNow Integrated Risk Management (IRM)**"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|zai-small|Workiva", "prompt": "c234-l2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Financial Reporting & SOX Compliance: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|zai-small|RSA Archer", "prompt": "c234-l2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "RSA Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Customization & Complex Frameworks: RSA Archer (by Broadcom)"}, {"id": "mai-20260917-1752-baseline-2|c234-l2|zai-small|Diligent HighBond", "prompt": "c234-l2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Diligent HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a strong contender if you want to modernize your audit processes"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|ServiceNow GRC", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you want to connect Audits to your IT Ticketing System:** Choose **ServiceNow**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|SAP GRC (Access Control & Process Control)", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC (Access Control & Process Control)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you run a massive ERP (like SAP) and need to stop fraud:** Choose **SAP GRC**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|AuditBoard", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want the fastest implementation and best UI for SOX/ITGC:** Choose **AuditBoard**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|Diligent (formerly HighBond / OnControl)", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent (formerly HighBond / OnControl)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have a Board/CEO who needs high-level risk dashboards:** Choose **Diligent**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|RSA Archer", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it requires a dedicated team of administrators (\"Architects\") to maintain because it is not \"out-of-the-box\" easy"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|OneTrust (Risk Manager)", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust (Risk Manager)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to move away from spreadsheets immediately:** Choose **Drata** or **OneTrust**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|Drata", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Drata** or **OneTrust**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|alibaba-small|Vanta", "prompt": "c234-l3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Drata/Vanta/OneTrust** prioritize automation."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|AuditBoard", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AuditBoard is recognized as the top choice, with its robust cloud-based platform excelling in audits, SOX compliance, and continuous monitoring."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|Workiva", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva provides a unified platform for financial reporting, SOX controls, and compliance management."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|MetricStream", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MetricStream provides a unified GRC platform for managing enterprise-wide internal controls, risks, and regulatory compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|Archer", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Archer is a leading enterprise-grade integrated risk management (IRM) platform specializing in governance, risk, and compliance (GRC)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|ServiceNow", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making ServiceNow perfect for scaling enterprises"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|Sprinto", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like Sprinto, AuditBoard, and Workiva allow organizations to map controls across standards"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|VComply", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "VComply's monitoring tools offer a significant edge by providing detailed audit trails alongside real-time analytics"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|anthropic-small|Diligent", "prompt": "c234-l3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Diligent empowers organizations to scale confidently, reduce manual overhead"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|MetricStream", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **MetricStream** if you need a **full enterprise GRC backbone** with controls, risk, compliance, and audit in one system."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|AuditBoard", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **AuditBoard** if your priority is **SOX and internal audit execution** with a control library and monitoring workflow."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|Workiva", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workiva** if the hardest part is **evidence-to-report traceability**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|ServiceNow GRC", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **ServiceNow GRC** if controls should live inside your existing **IT/service workflows**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|IBM OpenPages", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **IBM OpenPages** if you need **global governance structure** across entities"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|SAP GRC / SAP Audit Management", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC / SAP Audit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **SAP GRC** if your biggest risk is **ERP access and segregation of duties**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|challenger-small|Diligent HighBond", "prompt": "c234-l3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **HighBond** if you need **high-volume testing automation** and advanced audit analytics."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Archer IRM (RSA)", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer IRM (RSA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Broad enterprise GRC with deep configurability** → **Archer** or **MetricStream**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|MetricStream", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Broad enterprise GRC with deep configurability** → **Archer** or **MetricStream**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|ServiceNow Integrated Risk Management (IRM/GRC)", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM/GRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already a ServiceNow customer** → **ServiceNow IRM**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|AuditBoard (now branded Optro)", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now branded Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Public-company SOX-heavy internal audit team** → **AuditBoard** (testing + ICFR workflows)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Workiva", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SEC reporting/tie-out is the priority** → **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Diligent HighBond (and Diligent One)", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond (and Diligent One)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Performance can be slow; feature depth can be limited compared with specialized tools"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less suited to very large enterprises than Archer/MetricStream; basic AI"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|IBM OpenPages", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Similar legacy-configuration trade-offs to Archer/MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|OneTrust GRC", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Privacy/GRC breadth can dilute pure internal-controls depth"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|RiskWatch", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pure CCM/analytics tools (RiskWatch, Pathlock, Supervizor) fill that gap but aren't control-documentation systems"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Pathlock", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**ERP-heavy / need continuous transaction monitoring** → **Pathlock** or **SAP Audit Management**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|SAP Audit Management", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Audit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**ERP-heavy / need continuous transaction monitoring** → **Pathlock** or **SAP Audit Management**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Supervizor", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Supervizor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Pure CCM/analytics tools (RiskWatch, Pathlock, Supervizor) fill that gap"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Sprinto", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Sprinto** or **Vanta** (though these skew SMB rather than enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|deepseek-small|Vanta", "prompt": "c234-l3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Sprinto** or **Vanta** (though these skew SMB rather than enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|Optro (formerly AuditBoard)", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If the priority is simplifying the audit process, managing SOX evidence, and coordinating risk:** Choose **Optro**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|Workiva", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If the priority is reducing the risk of errors in your financial filings and linking narratives:** Choose **Workiva**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|MetricStream", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While highly capable, it is expensive and requires dedicated internal resources to manage and configure."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|ServiceNow GRC / IRM (Integrated Risk Management)", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC / IRM (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If the priority is automating IT General Controls (ITGCs) and technical evidence collection:** Choose **ServiceNow GRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|BlackLine", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **BlackLine** or **FloQast**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|FloQast", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **BlackLine** or **FloQast**."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|HighRadius", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Autonomous finance operations with embedded, AI-driven SOX checklists."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|Vanta", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "security compliance automation platforms like Vanta/Drata for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|google-small|Drata", "prompt": "c234-l3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "security compliance automation platforms like Vanta/Drata for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|Archer", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|ServiceNow Integrated Risk Management", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|MetricStream", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|Diligent HighBond", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|Oracle GRC", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|meta-small|Suralink", "prompt": "c234-l3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Suralink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include Archer, ServiceNow Integrated Risk Management, MetricStream, Diligent HighBond, Oracle GRC, and Suralink."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Oracle GRC", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Organizations running Oracle ERP environments"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|SAP GRC", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises using SAP ERP that need control governance linked to SAP transactions"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|RSA Archer (now Archer)", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer (now Archer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large enterprises in heavily regulated industries (banking, insurance, government)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Organizations already using ServiceNow for ITSM, CMDB, or SecOps"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|MetricStream", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global enterprises with 5,000+ employees in banking, insurance, energy, healthcare"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Riskonnect", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations seeking the most comprehensive and integrated GRC platform"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Diligent HighBond", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Governance-heavy teams needing consistent, traceable control-testing workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|AuditBoard (Optro)", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Internal audit teams and SOX compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Hyperproof", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Internal audit teams needing automated control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mid-market and scaling enterprises needing flexible GRC automation"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Drata", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Mid-market tools like Drata, Vanta, and LogicGate offer faster implementation but less depth than enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|minimax-small|Vanta", "prompt": "c234-l3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Mid-market tools like Drata, Vanta, and LogicGate offer faster implementation but less depth than enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|MetricStream", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Enterprise-grade internal control management with deep risk and compliance mapping."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|Archer", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best-in-class for internal controls teams that require consistent, auditable processes"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|OneTrust GRC", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excels in scalability and standardization, making it a top choice for large, distributed organizations."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|Hyperproof", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly automated, with a strong focus on audit readiness and continuous monitoring."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|Diligent HighBond", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "is ideal for governance-heavy organizations"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|SAP Audit Management", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Audit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "is the go-to for SAP-centric environments"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stands out for highly configurable, workflow-driven control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|mistral-small|IBM OpenPages", "prompt": "c234-l3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Suitable for very large, global organizations with complex compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|MetricStream", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose MetricStream or Archer if you are a large, regulated enterprise needing the deepest, most customizable multi-domain coverage."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Archer (RSA)", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose MetricStream or Archer if you are a large, regulated enterprise needing the deepest, most customizable multi-domain coverage."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|IBM OpenPages", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM Watson integration; modular deployment (financial controls, operational risk, policy); visual GRC Canvas"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|ServiceNow GRC", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ServiceNow GRC if your organization already runs IT operations on ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|AuditBoard (now Optro)", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose AuditBoard/Optro if SOX and internal audit are your primary drivers and you want a connected risk platform that scales."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Workiva", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Workiva if your pain point is financial reporting documentation and narrative control."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Diligent HighBond / One Platform", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond / One Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Advanced analytics and workflow automation; strong for governance and board reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|SAP GRC", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose SAP/Oracle GRC if your controls environment is inseparable from your ERP access and configuration."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Oracle GRC", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose SAP/Oracle GRC if your controls environment is inseparable from your ERP access and configuration."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose LogicGate or Hyperproof if you are mid-market, need modern usability, and want fast time-to-value"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|OneTrust GRC", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong control testing and deficiency workflows across distributed teams"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Hyperproof", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Choose LogicGate or Hyperproof if you are mid-market, need modern usability"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Vanta", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Choose Vanta if you are cloud-native and need automated, continuous evidence for SOC 2 and ISO 27001."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|moonshot-small|Sprinto", "prompt": "c234-l3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Modern tools like Vanta and Sprinto offer always-on control testing."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|openai-small|SAP Process Control / SAP GRC", "prompt": "c234-l3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Process Control / SAP GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SAP shop: SAP Process Control."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|openai-small|Oracle Risk Management and Compliance", "prompt": "c234-l3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle Risk Management and Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Oracle Fusion shop: Oracle Risk Management and Compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|openai-small|Diligent Internal Controls", "prompt": "c234-l3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent Internal Controls", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Multi-ERP / best-of-breed controls program: Diligent."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|openai-small|Workiva", "prompt": "c234-l3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SEC reporting-first organization: Workiva."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|openai-small|Oracle legacy GRC / Enterprise Governance, Risk and Compliance", "prompt": "c234-l3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle legacy GRC / Enterprise Governance, Risk and Compliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Older stack, less modern SaaS feel"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|RSA Archer (now Archer IRM)", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer (now Archer IRM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Complex, global enterprises with heavy customization needs ... Steep learning curve; longer implementation"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|MetricStream", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "control volume (high → Archer/MetricStream)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|ServiceNow GRC/IRM", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC/IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Orgs already on ServiceNow (ITSM/SecOps); IT-heavy controls"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|AuditBoard (now Optro)", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or SOX focus (AuditBoard)"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Growing mid-to-large enterprises wanting no-code flexibility"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|Workiva", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Financial reporting + SOX controls; collaborative teams"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|Diligent One", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Audit/compliance with remediation focus; boards/execs"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|Oracle GRC", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Oracle GRC, SAP GRC, and IBM OpenPages appear in ERP-integrated or broader GRC contexts."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|SAP GRC", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Others like Oracle GRC, SAP GRC, and IBM OpenPages appear in ERP-integrated or broader GRC contexts."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|IBM OpenPages", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Others like Oracle GRC, SAP GRC, and IBM OpenPages appear in ERP-integrated or broader GRC contexts."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|Drata", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "SMB tools like Drata/Vanta (not listed) are cheaper but less enterprise-ready for global SOX."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|xai-small|Vanta", "prompt": "c234-l3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "SMB tools like Drata/Vanta (not listed) are cheaper but less enterprise-ready for global SOX."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|Archer (RSA)", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer (RSA)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Often cited as the industry standard for deep configuration... It is generally more expensive and harder to implement than cloud-native alternatives."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|MetricStream", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "A heavyweight platform built for highly regulated industries (Pharma, Finance, Energy)."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|ServiceNow GRC", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you use ServiceNow, **ServiceNow GRC** is usually the logical first choice."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|HighBond (by Diligent)", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond (by Diligent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading choice for audit-led SOX compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|AuditBoard (Optro)", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A \"connected risk platform\" that aims to elevate the front lines of the business"}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|Workiva", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The premier platform for financial reporting, consolidation, and SOX control testing."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|Pathlock", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A security and compliance platform focused on SAP, Oracle, and Workday environments."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|LogicGate Risk Cloud", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A modern, agile GRC platform that balances enterprise power with ease of use."}, {"id": "mai-20260917-1752-baseline-2|c234-l3|zai-small|SAP GRC", "prompt": "c234-l3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you rely heavily on SAP, look at **Pathlock** or **SAP GRC**."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|alibaba-small|Workiva", "prompt": "c234-l4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is the dominant choice for Fortune 500-style companies."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|alibaba-small|MetricStream", "prompt": "c234-l4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MetricStream is a legacy player heavily favored by banks and massive multinationals"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|alibaba-small|ServiceNow GRC", "prompt": "c234-l4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their GRC/Policy Center module is often the most cost-effective \"predictable\" option"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|anthropic-small|BlackLine", "prompt": "c234-l4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BlackLine** - Best for predictable enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|anthropic-small|Arvexi", "prompt": "c234-l4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Arvexi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Arvexi** - Best for transparent fixed pricing"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|anthropic-small|AuditBoard", "prompt": "c234-l4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. AuditBoard** - Enterprise-focused platform"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|MetricStream", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream** is the best-supported choice for a **large company with thousands of users**"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|Workiva", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the better match if you want a clearly packaged platform with broad SOX collaboration capabilities"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|ServiceNow GRC", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MetricStream or ServiceNow GRC provide the cross-framework depth lighter platforms lack"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|AuditBoard", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The provided results do not establish it as the best choice for *predictable total cost across thousands of users* specifically."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|Optro", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AuditBoard / Optro | Often positioned for enterprise audit/SOX workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|Diligent", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These results do not show the same explicit fit for very large, multi-entity deployments"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|Resolver", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Resolver", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These results do not show the same explicit fit for very large, multi-entity deployments"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|challenger-small|Onspring", "prompt": "c234-l4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These results do not show the same explicit fit for very large, multi-entity deployments"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|deepseek-small|Optro (formerly AuditBoard)", "prompt": "c234-l4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Optro (formerly AuditBoard)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|deepseek-small|Workiva", "prompt": "c234-l4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|deepseek-small|MetricStream", "prompt": "c234-l4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Opaque pricing, 12-month implementation timeline... Not recommended unless you truly need the full GRC suite."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|deepseek-small|SmartSuite", "prompt": "c234-l4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "explicitly offers a \"Solution-Based Pricing\" model for enterprises with thousands to tens of thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|deepseek-small|Onspring", "prompt": "c234-l4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "reports median contracts around $33,800/year and supports feature-based pricing that scales predictably"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|google-small|Workiva", "prompt": "c234-l4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva (Best Overall for Large-Scale Solution-Based Pricing)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|google-small|Optro (formerly AuditBoard)", "prompt": "c234-l4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Dedicated Internal Audit & SOX Workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|google-small|ZenGRC by Reciprocity", "prompt": "c234-l4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ZenGRC by Reciprocity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ZenGRC is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|google-small|SmartSuite", "prompt": "c234-l4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Code, High-Scale Alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|meta-small|SAP GRC", "prompt": "c234-l4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated options such as SAP GRC, Resolver, MetricStream, or AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|meta-small|Resolver", "prompt": "c234-l4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Resolver", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be one of the top-rated options such as SAP GRC, Resolver, MetricStream, or AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|meta-small|MetricStream", "prompt": "c234-l4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be one of the top-rated options such as SAP GRC, Resolver, MetricStream, or AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|meta-small|AuditBoard", "prompt": "c234-l4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "likely to be one of the top-rated options such as SAP GRC, Resolver, MetricStream, or AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|FloQast", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** appears to be the best SOX compliance software for a large company needing predictable total cost across thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|AuditBoard", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most competitors charge per-user, which becomes expensive and unpredictable... **AuditBoard**: Priced per module + named user count + entity structure"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|Workiva", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Workiva**: Per-user pricing with volume discounts at higher counts"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|BlackLine", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BlackLine**: Typically $3,000+/month with per-user or per-reconciliation fees"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|Vanta", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Median costs $20K-$55K/year but scale with users/modules"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|Drata", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Median costs $20K-$55K/year but scale with users/modules"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|minimax-small|Hyperproof", "prompt": "c234-l4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Median costs $20K-$55K/year but scale with users/modules"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|mistral-small|Workiva", "prompt": "c234-l4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the strongest choice due to its structured per-user/per-workspace pricing and multi-year contract discounts."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|mistral-small|MetricStream", "prompt": "c234-l4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**MetricStream** is powerful but less predictable in total cost for very large deployments."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|mistral-small|Oracle's SOX solutions", "prompt": "c234-l4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Oracle's SOX solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Oracle's solutions** are a good fit if your organization already uses Oracle ERP"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|moonshot-small|FloQast", "prompt": "c234-l4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|moonshot-small|AuditBoard (Optro)", "prompt": "c234-l4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Evaluate AuditBoard** if you need broader GRC capabilities beyond SOX"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|moonshot-small|Workiva", "prompt": "c234-l4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Workiva** if integrated SEC reporting/disclosure is also a priority"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|moonshot-small|BlackLine", "prompt": "c234-l4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Most enterprise SOX platforms (AuditBoard, Workiva, BlackLine) use **quote-based pricing** that scales"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|moonshot-small|SAP GRC / MetricStream", "prompt": "c234-l4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SAP GRC / MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise quote | $300K+ | Multi-entity multinationals needing cross-framework depth"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|openai-small|Workiva", "prompt": "c234-l4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best finance/audit-focused alternative:** **Workiva**."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|openai-small|ServiceNow GRC", "prompt": "c234-l4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best choice:** **ServiceNow GRC** for the most scalable, predictable enterprise deployment."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|MetricStream", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MetricStream (Top Pick for Large, Complex Enterprises)**"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|Workiva", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified platform for SOX + financial/SEC reporting/ESG (85% of Fortune 1000 use it)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|ServiceNow GRC", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise GRC leader for ITGC/financial controls; ... Drawbacks: Best with prior ServiceNow investment; steep for SOX-only."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|Optro (formerly AuditBoard)", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SOX-focused (testing, evidence, dashboards); strong for public cos with internal audit. Gartner leader"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|RSA Archer", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "20-45% off list via volume/competition (e.g., vs. legacy RSA Archer)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|FloQast", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for Scale**: Mid-market tools (FloQast ~$25K; Vanta/Drata ~$20-25K) lack enterprise depth"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|Vanta", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid for Scale**: Mid-market tools (FloQast ~$25K; Vanta/Drata ~$20-25K) lack enterprise depth"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|Drata", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid for Scale**: Mid-market tools (FloQast ~$25K; Vanta/Drata ~$20-25K) lack enterprise depth"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|xai-small|Pathlock", "prompt": "c234-l4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP-heavy? Consider Pathlock add-on."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|Onspring", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Onspring** – Best for published per‑user pricing and flexible, scalable licensing."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|Vanta", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** – Best for clear headcount bands and out‑of‑the‑box SOX controls."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|Drata", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** – Best for tiered, scope‑based pricing and strong automation for SOX ITGC."}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|Hyperproof", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Request detailed quotes from these three (and optionally Hyperproof or AuditBoard)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|AuditBoard (Optro)", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(and optionally Hyperproof or AuditBoard)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|Workiva", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notable vendors (quote‑based, less predictable)"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|LogicGate", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GRC platform with SOX module | Quote‑based"}, {"id": "mai-20260917-1752-baseline-2|c234-l4|zai-small|MetricStream", "prompt": "c234-l4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "$400,000–1,000,000+ (Tier 1 banks) | Enterprise GRC with SOX module | Custom"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|alibaba-small|AuditBoard", "prompt": "c234-l5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AuditBoard:** Strong on modern UI, automations, and bridging the gap between internal audit and SOX."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|alibaba-small|Workiva", "prompt": "c234-l5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for publishing, reporting, and integrating with SEC filings (though pricier)."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|alibaba-small|Diligent (HighBond)", "prompt": "c234-l5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent (HighBond)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very common with larger accounting firms; excellent for internal audit workflows."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|alibaba-small|Vena", "prompt": "c234-l5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your primary pain point is specifically the financial close process rather than general controls."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|alibaba-small|BlackLine", "prompt": "c234-l5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vena / BlackLine:** If your primary pain point is specifically the financial close process rather than general controls."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|google-small|Optro (formerly AuditBoard)", "prompt": "c234-l5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary pain point is the mechanics of testing controls, managing workpapers, and coordinating with auditors, **Optro (AuditBoard)** is usually the preferred choice."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|google-small|Workiva", "prompt": "c234-l5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your primary pain point is assembling the actual financial filings and ensuring numbers perfectly tie back to control documentation, **Workiva** is the gold standard."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Riskonnect", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top SOX compliance software options include: 1. Riskonnect"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Onspring", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Onspring"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Resolver", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Resolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Resolver"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Workiva Wdesk", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva Wdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Workiva Wdesk"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|RiskWatch", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. RiskWatch"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Optro (formerly AuditBoard)", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Optro (formerly AuditBoard)"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|meta-small|Pathlock", "prompt": "c234-l5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Pathlock"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|Workiva", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Top SOX Compliance Software Vendors to Consider:**\n- **Workiva** (Wdesk)"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|SAP GRC", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **SAP GRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|Oracle SOX Compliance Suite", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Oracle SOX Compliance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Oracle SOX Compliance Suite**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|MetricStream", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **MetricStream**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|ServiceNow GRC", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **ServiceNow GRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|AuditBoard", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **AuditBoard**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|ComplyAdvantage", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ComplyAdvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **ComplyAdvantage** (for risk management)"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|mistral-small|Reciprocity ZenGRC", "prompt": "c234-l5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Reciprocity ZenGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Reciprocity ZenGRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|Pathlock", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Access Governance/ITGC Automation** | Automated access reviews, SoD, provisioning | Pathlock, Zluri, Saviynt |"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|Zluri", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pathlock, Zluri, Saviynt"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|Saviynt", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Saviynt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pathlock, Zluri, Saviynt"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|ServiceNow GRC", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **GRC Platforms** | ... | ServiceNow GRC, RSA Archer, MetricStream |"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|RSA Archer", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ServiceNow GRC, RSA Archer, MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|MetricStream", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ServiceNow GRC, RSA Archer, MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|RiskWatch", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Continuous Control Monitoring** | Real-time evidence collection from existing tools | RiskWatch, Workiva |"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|moonshot-small|Workiva", "prompt": "c234-l5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "RiskWatch, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|IBM OpenPages", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist (5-7 tools)**: Based on enterprise fit – IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|MetricStream", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|ServiceNow GRC", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|Archer", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|Diligent HighBond", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|Netwrix", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l5|xai-small|Optro", "prompt": "c234-l5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM OpenPages, MetricStream, ServiceNow GRC, Archer, Diligent HighBond, Netwrix, Optro."}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|Microsoft Excel", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on them as the *primary* repository for critical control frameworks is a major risk for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|Google Sheets", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "While Microsoft Excel (and Google Sheets) are ubiquitous, relying on them as the *primary* repository for critical control frameworks is a major risk"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|Slack", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "employees often turn to consumer-grade apps like Slack, WhatsApp, or personal iCloud storage... Data residing on uncontrolled devices or private clouds falls outside the company's jurisdiction"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|WhatsApp", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "WhatsApp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "consumer-grade apps like Slack, WhatsApp, or personal iCloud storage to get things done"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|iCloud", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "iCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "personal iCloud storage... Auditors cannot \"pull records\" from a private server"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|Outlook", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Outlook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Do not rely on email chains (e.g., Outlook) as the sole source of truth for control approvals"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|AppSheet", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "AppSheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Low-Code platforms (like AppSheet or PowerApps)... often built quickly by non-technical staff without understanding backend logic, data privacy laws, or security requirements"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|alibaba-small|PowerApps", "prompt": "c234-l6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "PowerApps", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Caution: Enterprise architecture teams must \"sign off\" on every custom low-code application before it goes live"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Excel", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "they are **not** internal control tools and should be actively avoided as the system of record for enterprise GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|SharePoint Lists", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SharePoint Lists", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The \"Spreadsheet Trap\" (Excel, SharePoint Lists, & Shared Drives) ... should be actively avoided as the system of record for enterprise GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Drata", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as basic versions of Drata, Vanta, or Secureframe ... Large enterprises should approach these with extreme caution."}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Vanta", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Large enterprises should approach these with extreme caution."}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Secureframe", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large enterprises should approach these with extreme caution."}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Jira", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "standard out-of-the-box ticketing systems are not designed for the strict compliance hierarchies needed for internal controls"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|Confluence", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "using standard enterprise workflow systems, like basic Jira ticket queues or Confluence pages"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|google-small|SoftComply", "prompt": "c234-l6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SoftComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "you must pair it with highly specialized, certified compliance plugins (e.g., SoftComply)"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|AuditBoard", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AuditBoard: Best for large enterprises requiring a unified \"single source of truth\""}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|SAP (Audit Mgmt)", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP (Audit Mgmt)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for large-scale enterprises already running on S/4HANA"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|Archer", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for internal controls teams that need standardized control workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|Vanta", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong alternative when audit evidence must be generated continuously"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|OneTrust GRC", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "OneTrust GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strongest fit for enterprises needing standardized internal control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|meta-small|Hyperproof", "prompt": "c234-l6", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Works best when audit and risk teams want repeatable control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|mistral-small|Pathlock", "prompt": "c234-l6", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ERP-heavy enterprises may require tools like Pathlock or SAP Audit Management"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|mistral-small|SAP Audit Management", "prompt": "c234-l6", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP Audit Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "ERP-heavy enterprises may require tools like Pathlock or SAP Audit Management"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|xai-small|Spreadsheets (e.g., Excel-based risk-control matrices or documentation)", "prompt": "c234-l6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Spreadsheets (e.g., Excel-based risk-control matrices or documentation)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These are inexpensive initially but fail in large organizations due to version control issues... making them unsuitable beyond small-scale use."}, {"id": "mai-20260917-1752-baseline-2|c234-l6|xai-small|AuditBoard", "prompt": "c234-l6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize cloud-native, automated platforms (e.g., AuditBoard for unified GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|xai-small|Supervizor", "prompt": "c234-l6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Supervizor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Supervizor for transaction testing) with strong ERP integration"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|zai-small|Excel", "prompt": "c234-l6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet‑Based “Control Registers” (Excel, Google Sheets, etc.) ... **Avoid** tools that are essentially spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c234-l6|zai-small|Google Sheets", "prompt": "c234-l6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet‑Based “Control Registers” (Excel, Google Sheets, etc.)  ... treat it as a temporary prototype, not a production control platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|alibaba-small|Onspring", "prompt": "c234-m1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Onspring (Best Overall for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|alibaba-small|Deltek", "prompt": "c234-m1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Deltek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the massive price tag and complexity of enterprise giants like Deltek or SAP"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|alibaba-small|SAP", "prompt": "c234-m1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the massive price tag and complexity of enterprise giants like Deltek or SAP"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|alibaba-small|Scytale", "prompt": "c234-m1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Scytale (Best for ITGC & Efficiency)... is an excellent alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|alibaba-small|Hyperproof", "prompt": "c234-m1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Hyperproof (Best for Growing/SMB Transition)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|SOXHUB", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SOXHUB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for mid-market to enterprise public companies that need a dedicated SOX workflow platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|Scytale", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An excellent choice for mid-market organizations seeking AI-powered automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|FloQast", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for mid-market accounting teams that want SOX compliance embedded in an intuitive close management tool."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|Optro", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market teams use it to manage controls, testing, and evidence collection in one workspace"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|AuditBoard", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-to-large enterprises needing a unified platform for SOX compliance, internal audit, and risk management"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|BlackLine", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Financial close integration (FloQast, BlackLine)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|anthropic-small|Netwrix", "prompt": "c234-m1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IT general controls automation (Scytale, Netwrix)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|challenger-small|FloQast", "prompt": "c234-m1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **FloQast** if your main need is fast, accounting-team-friendly SOX 404 compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|challenger-small|AuditBoard", "prompt": "c234-m1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your organization has a larger compliance/risk team and wants a broader GRC platform, choose **AuditBoard** instead."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|challenger-small|Optro", "prompt": "c234-m1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Optro** is positioned as a fit for mid-market to enterprise GRC teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|challenger-small|Netwrix", "prompt": "c234-m1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for mid-market to enterprise compliance and IT audit teams needing continuous, audit-ready ITGC evidence."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|challenger-small|HighRadius", "prompt": "c234-m1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Positioned for growing mid-markets that want SOX controls embedded directly into financial operations."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|deepseek-small|FloQast", "prompt": "c234-m1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **FloQast** is the strongest overall fit"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|deepseek-small|Workiva", "prompt": "c234-m1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you also need SEC reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|deepseek-small|AuditBoard (now Optro)", "prompt": "c234-m1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have a dedicated internal audit team"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|deepseek-small|Onspring", "prompt": "c234-m1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Credible budget/enterprise-light alternatives"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|deepseek-small|Hyperproof", "prompt": "c234-m1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a solid connected-RISK platform alternative"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|MetricStream", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "heavy enterprise GRC platforms (like MetricStream or ServiceNow) are usually too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|ServiceNow", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavy enterprise GRC platforms (like MetricStream or ServiceNow) are usually too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|Optro (formerly AuditBoard)", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If the Internal Audit / Dedicated SOX Lead owns the project: Go with Optro (AuditBoard). It is the most robust and standardized system for auditors."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|FloQast", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If Accounting owns it and wants to automate the close simultaneously: Go with FloQast."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|Workiva", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If the SEC Reporting team owns it (and you are near/post-IPO): Go with Workiva."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|Hyperproof", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If the IT Security / Engineering team owns ITGCs and you also need SOC 2: Go with Hyperproof or Scytale."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|google-small|Scytale", "prompt": "c234-m1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with Hyperproof or Scytale."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|meta-small|FloQast", "prompt": "c234-m1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SOX compliance software for a mid-market B2B company is FloQast."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|meta-small|Onspring", "prompt": "c234-m1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Onspring and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|meta-small|HighRadius", "prompt": "c234-m1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Onspring and HighRadius."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|minimax-small|FloQast", "prompt": "c234-m1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the strongest fit"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|minimax-small|Diligent", "prompt": "c234-m1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is larger or has more complex needs, consider **Diligent** or **Optro**."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|minimax-small|VComply", "prompt": "c234-m1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "VComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Configurable GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|minimax-small|Optro (formerly AuditBoard)", "prompt": "c234-m1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **Diligent** or **Optro**"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|mistral-small|FloQast", "prompt": "c234-m1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** stands out as a top choice for mid-market accounting teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|mistral-small|Optro", "prompt": "c234-m1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Optro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **Optro**, which is well-suited for mid-market to enterprise GRC teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|mistral-small|HighRadius", "prompt": "c234-m1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius**, which is recommended for growing mid-markets looking to embed SOX compliance into daily financial operations"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|FloQast", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies going through their first SOX cycles, **FloQast** offers the best balance of usability and value."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|Workiva", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** — Best for Financial Reporting Integration"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|Onspring", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need broader risk management beyond SOX, **Onspring** or **AuditBoard** are safer long-term bets."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|AuditBoard (Optro)", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gartner Magic Quadrant Leader with deep SOX 404 testing and issue tracking."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|Vanta", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tight budget, lighter SOX needs** | Vanta or Drata"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|Drata", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Tight budget, lighter SOX needs** | Vanta or Drata"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|Hyperproof", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Hyperproof:** ~$41,000 median"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|moonshot-small|BlackLine", "prompt": "c234-m1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Integrated close + SOX documentation** | FloQast or BlackLine"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|Workiva", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SOX compliance software is usually **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|AuditBoard (now Optro in some listings)", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro in some listings)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is also a strong contender, especially for audit and control testing teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|Vanta", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "worth evaluating, though they're more commonly associated with security compliance than deep SOX program management"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|Sprinto", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "G2's 2026 GRC rankings list **Vanta, Workiva, Sprinto, Secureframe, and Optro** among the top products"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|Secureframe", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "worth evaluating, though they're more commonly associated with security compliance than deep SOX program management"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|openai-small|LogicGate", "prompt": "c234-m1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AuditBoard / Optro** or **LogicGate** depending on your process style"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|FloQast", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why FloQast Often Ranks Highest for Mid-Market B2B"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|AuditBoard", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your focus is broader GRC (e.g., ITGC controls or risk scoping), lean toward **AuditBoard** or **Onspring**."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|VComply", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "VComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SOX control libraries, workflows, dashboards; affordable for SMB/mid-market scaling to SOX."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|Onspring", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lean toward **AuditBoard** or **Onspring**"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|HighRadius", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Not a full standalone SOX platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|BlackLine", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not a full standalone SOX platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|Workiva", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Workiva (SEC reporting heavy, $30K+)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|xai-small|Diligent", "prompt": "c234-m1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Diligent (enterprise-leaning)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|FloQast", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall choice:** FloQast (if accounting-led) or AuditBoard (if audit-led)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|AuditBoard", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall choice:** FloQast (if accounting-led) or AuditBoard (if audit-led)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|NAVEX One", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**NAVEX One** — Best for Integrated Governance & Compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|Hyperproof", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** — Best for Control Testing & Evidence Tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|Workiva", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for integration:** Workiva (if strong financial reporting focus)"}, {"id": "mai-20260917-1752-baseline-2|c234-m1|zai-small|Mitti (by SafetyCulture)", "prompt": "c234-m1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best value:** Mitti (for smaller teams or pilot programs)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|alibaba-small|VComply", "prompt": "c234-m2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "VComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend starting with **VComply** for general internal control execution"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|alibaba-small|Onspring", "prompt": "c234-m2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Onspring** if you require high customization without coding"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|alibaba-small|AuditBoard", "prompt": "c234-m2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AuditBoard** is the stronger industry standard despite its higher price point"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|alibaba-small|RiskWatch", "prompt": "c234-m2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "RiskWatch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Consolidated Risk & Audit: RiskWatch"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|alibaba-small|Workiva", "prompt": "c234-m2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If yes, prioritize **AuditBoard** or **Workiva**."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Workiva", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Dedicated Control Management Platforms**: Workiva, LogicGate, AuditBoard, and Domo"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|LogicGate", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Dedicated Control Management Platforms**: Workiva, LogicGate, AuditBoard, and Domo"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|AuditBoard", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Dedicated Control Management Platforms**: Workiva, LogicGate, AuditBoard, and Domo"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Domo", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dedicated Control Management Platforms**: Workiva, LogicGate, AuditBoard, and Domo"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|SAP", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ERP-integrated solutions**: Built-in controls within SAP, Oracle, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Oracle", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ERP-integrated solutions**: Built-in controls within SAP, Oracle, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|NetSuite", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ERP-integrated solutions**: Built-in controls within SAP, Oracle, or NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|MetricStream", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Risk & Compliance Software**: MetricStream, RSA Archer, Galvanize"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|RSA Archer", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Risk & Compliance Software**: MetricStream, RSA Archer, Galvanize"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Galvanize", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Galvanize", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Risk & Compliance Software**: MetricStream, RSA Archer, Galvanize"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Smartsheet", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Lighter alternatives**: Smartsheet, Monday.com, or custom solutions with Excel add-ins"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|anthropic-small|Monday.com", "prompt": "c234-m2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Lighter alternatives**: Smartsheet, Monday.com, or custom solutions with Excel add-ins"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|challenger-small|AuditBoard", "prompt": "c234-m2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation**, I'd choose **AuditBoard** because it is positioned as the top pick for internal controls management"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|challenger-small|ZenGRC", "prompt": "c234-m2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ZenGRC** if you want a more configurable, mid-market-friendly controls testing workflow with clear evidence traceability"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|challenger-small|LogicManager", "prompt": "c234-m2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LogicManager** is also called out as a fit for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Optro (formerly AuditBoard)", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Public/audited B2B → **Optro (AuditBoard)**"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Workiva", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva wins on its connected-reporting foundation. Just note it's more \"training-heavy\" and slower to deploy than some peers."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Archer", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the enterprise suites (Archer, MetricStream, ServiceNow, Workiva) are over-scoped and over-priced"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|MetricStream", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the enterprise suites (Archer, MetricStream, ServiceNow, Workiva) are over-scoped and over-priced"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|ServiceNow", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the enterprise suites (Archer, MetricStream, ServiceNow, Workiva) are over-scoped and over-priced"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Drata", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SaaS/tech focused on SOC 2/ISO → **Drata or Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Vanta", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "SaaS/tech focused on SOC 2/ISO → **Drata or Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|LogicGate", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**LogicGate or Hyperproof** are the strongest value picks"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Tugboat Logic/OneTrust", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Tugboat Logic/OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mid-market GRC tools like Drata, Vanta, LogicGate, Tugboat Logic/OneTrust, Hyperproof, or Onspring"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Hyperproof", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "**LogicGate or Hyperproof** are the strongest value picks"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|deepseek-small|Onspring", "prompt": "c234-m2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Several reviewers highlight these as the sweet spot: a modern UI, no-code configurability, reasonable cost"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|google-small|Optro (formerly AuditBoard)", "prompt": "c234-m2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Financial Controls, SOX, and Internal Audit: **Optro (formerly AuditBoard)** ... **Optro** is the industry standard."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|google-small|Drata", "prompt": "c234-m2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you are a standard B2B SaaS or technology firm, start with **Drata** to automate your security controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|google-small|Hyperproof", "prompt": "c234-m2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex, Multi-Framework Mapping: **Hyperproof** ... is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|google-small|Vanta", "prompt": "c234-m2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Drata** (or **Vanta**)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|meta-small|Ascent Controls", "prompt": "c234-m2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Ascent Controls", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ascent Controls - a cost-effective internal controls management software designed for mid-market public companies."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|meta-small|Diligent HighBond", "prompt": "c234-m2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Diligent HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a market-leading internal controls management software that provides a centralized platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|meta-small|TeamMate", "prompt": "c234-m2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "TeamMate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a comprehensive internal controls management solution"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|meta-small|OneTrust GRC", "prompt": "c234-m2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong fit for enterprises needing standardized internal control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|meta-small|Hyperproof", "prompt": "c234-m2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a good option for audit and risk teams wanting repeatable control testing"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|HighBond (Diligent One Platform)", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "HighBond (Diligent One Platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **HighBond** or **AuditBoard** as they offer the best balance of features, ease of use, and pricing"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|AuditBoard", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **HighBond** or **AuditBoard**"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|Archer", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More enterprise-focused but suitable for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|Vanta", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider adding a compliance automation tool like Vanta to complement your GRC platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|Drata", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Compliance Automation Tools** (Vanta, Drata, Sprinto)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|Sprinto", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Compliance Automation Tools** (Vanta, Drata, Sprinto)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|minimax-small|OneTrust", "prompt": "c234-m2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "OneTrust starts at $50K+/year for full GRC; HighBond/AuditBoard are more mid-market friendly"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|mistral-small|Archer", "prompt": "c234-m2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Archer** or **HighBond** as internal controls management tools... Archer is noted as the best overall for most teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|mistral-small|HighBond", "prompt": "c234-m2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "HighBond", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "HighBond is praised for ongoing evidence collection and clear exception follow-through, making them both strong choices"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|LogicGate Risk Cloud", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## My Top Recommendation: **LogicGate Risk Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|ServiceNow GRC", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly more affordable than enterprise platforms like ServiceNow GRC or Archer ($150K-$500K+)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|Archer", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "significantly more affordable than enterprise platforms like ServiceNow GRC or Archer ($150K-$500K+)"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|Hyperproof", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~$12K entry, excellent for IT/security-led GRC with 200+ integrations"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|Secureframe", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$7,500/year starting, 30+ in-house auditors, great for SaaS companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|AuditBoard", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best-in-class for large audit teams, but pricier and more complex"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|moonshot-small|ZenGRC", "prompt": "c234-m2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Tier 1 pricing with mid-market capabilities"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|openai-small|AuditBoard", "prompt": "c234-m2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **AuditBoard** if your main need is a strong, scalable **internal controls / SOX / risk management** platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|openai-small|LogicGate Risk Cloud", "prompt": "c234-m2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you want a more flexible **GRC workflow platform** and expect to customize processes heavily"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|openai-small|Workiva", "prompt": "c234-m2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong if you also need **reporting, compliance documentation, and cross-team collaboration** in one place"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|openai-small|MetricStream", "prompt": "c234-m2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better for larger or more complex enterprises; often more than a mid-sized company needs"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|openai-small|Diligent", "prompt": "c234-m2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "good if your internal controls program is part of a broader governance/risk/compliance strategy"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|AuditBoard", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **AuditBoard** as a strong internal controls management tool."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|SAP", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the overwhelming complexity of enterprise tools like SAP or ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|ServiceNow", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "without the overwhelming complexity of enterprise tools like SAP or ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|VComply", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "VComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**VComply** (great for operational compliance/policy focus; mid-market pricing"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|Hyperproof", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Hyperproof** (top for SMBs per Gitnux; excels in multi-framework evidence automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|xai-small|LogicManager", "prompt": "c234-m2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicManager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**LogicManager** (taxonomy-based for risk/controls; spreadsheet killer for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|zai-small|Hyperproof", "prompt": "c234-m2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **Hyperproof** is the best balance of cost, ease of use, and feature depth."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|zai-small|HighBond (by Diligent/Galvanize)", "prompt": "c234-m2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "HighBond (by Diligent/Galvanize)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is expensive (often $180k–$350k/year for mid-market packages) and has a steeper learning curve. It is likely overkill"}, {"id": "mai-20260917-1752-baseline-2|c234-m2|zai-small|Onspring", "prompt": "c234-m2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies that need a highly customizable, no-code workflow builder."}, {"id": "mai-20260917-1752-baseline-2|c234-m2|zai-small|LogicGate Risk Cloud", "prompt": "c234-m2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Companies focused on Enterprise Risk Management (ERM) alongside internal controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|Optro", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unified \"single source of truth\" connecting internal audit, SOX compliance, and enterprise risk in one platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|Workiva", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strongest for documentation lineage, traceability, and cross-team collaboration"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Configurable governance templates that turn policies into repeatable workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|MetricStream", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Links risk and compliance mapping directly to control testing and audit-ready reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|RSA Archer Suite", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Standardized control workflows with highly traceable evidence across multiple divisions/BU"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|ServiceNow GRC", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on incident management, linking actual events directly back to risk assessments"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|Sprinto", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for multi-framework compliance (SOX, SOC 2, ISO 27001, HIPAA)"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|Diligent HighBond", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Deep support for SOX-grade control testing with integrated analytics and remediation tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|alibaba-small|Vanta", "prompt": "c234-m3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vanta and Sprinto use **continuous monitoring**, automatically pulling evidence from connected cloud systems"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|AuditBoard", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading tools include AuditBoard, MetricStream, Archer, LogicGate, and Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|MetricStream", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MetricStream provides a comprehensive GRC platform for enterprise-wide risk assessment, control monitoring, and audit automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|Archer", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Archer provides configurable modules for governance, risk, compliance, and internal controls management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|LogicGate", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "LogicGate enables no-code creation and automation of risk and internal controls programs"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|Workiva", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva delivers cloud-based solutions for financial reporting, SOX controls, and compliance documentation management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|anthropic-small|Sprinto", "prompt": "c234-m3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sprinto's key differentiator is Autonomous Continuous Control Monitoring (CCM)"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|AuditBoard", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AuditBoard | SOX compliance and internal audit teams | Strong on centralized control libraries, audit orchestration, and control testing."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Workiva", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Workiva | Financial reporting and SOX controls"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|MetricStream", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "MetricStream | Large, complex enterprises"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|ServiceNow GRC", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ServiceNow GRC / IRM | Enterprises already using ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Archer", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Archer | Compliance teams needing traceable testing"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Diligent HighBond", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Diligent HighBond | Data-heavy organizations and public-sector users"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LogicGate Risk Cloud | Teams wanting configurable, no-code workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Vanta", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Vanta | SMBs and teams needing continuous evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|SAP Process Control", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Process Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "SAP Process Control | Large SAP-centric enterprises"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|TeamMate+", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "TeamMate+", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Audit-first tools: AuditBoard, TeamMate+, Workiva, Archer."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|IBM OpenPages", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Enterprise GRC platforms: MetricStream, ServiceNow GRC, IBM OpenPages."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Process Street", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Process Street", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Workflow/no-code tools: LogicGate, Process Street, VComply."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|VComply", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Workflow/no-code tools: LogicGate, Process Street, VComply."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|challenger-small|Sprinto", "prompt": "c234-m3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Continuous evidence / lighter compliance tools: Vanta, sometimes Sprinto."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|AuditBoard (now Optro)", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest SOX 404 testing, risk-control matrix, workpapers... Gartner Magic Quadrant Leader for GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|Workiva", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Financial reporting/10-K/SEC driven? → Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|MetricStream", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Broad enterprise GRC + risk + compliance integration? → MetricStream or RSA Archer"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|Diligent HighBond", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Audit teams that lead with data analytics and want a modern, integrated platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|ServiceNow Integrated Risk Management (IRM/GRC)", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow Integrated Risk Management (IRM/GRC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises already invested in ServiceNow that want controls management tied to their IT service operations."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market wanting flexibility without enterprise cost? → LogicGate"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|RSA Archer (Archer Suite)", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer (Archer Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Large enterprises with mature GRC programs and the resources to configure and maintain a heavyweight platform."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|Sprinto", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cloud-native/SaaS startup needing automation? → Sprinto"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|SAP GRC / SAP Audit Management", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC / SAP Audit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SAP-heavy environment? → SAP GRC or Pathlock"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|deepseek-small|Pathlock", "prompt": "c234-m3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprises with ERP-heavy environments needing continuous controls monitoring across their application stack."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|Optro (formerly AuditBoard)", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: SOX 404 compliance, internal audit management, and mid-to-large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|Workiva", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Optro** or **Workiva** if your primary driver is satisfying financial statement auditors, managing SOX 404 controls"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|MetricStream", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **ServiceNow GRC** or **MetricStream** if you are a large, highly mature enterprise"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|TeamMate+ (by Wolters Kluwer)", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "TeamMate+ (by Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Traditional internal audit teams requiring exhaustive working-paper indexing"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|ServiceNow GRC (Integrated Risk Management)", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC (Integrated Risk Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Enterprises heavily utilizing ServiceNow for IT Service Management (ITSM) and operations."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|Vanta", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Vanta** or **Drata** if you are a cloud-native business that needs to achieve and maintain SOC 2"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|Drata", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Vanta** or **Drata** if you are a cloud-native business"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|google-small|LogicGate (Risk Cloud)", "prompt": "c234-m3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate (Risk Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Mid-to-large organizations seeking highly flexible, visual, and no-code customization."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Archer", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Archer, Vanta, MetricStream, Sprinto, AuditBoard..."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Vanta", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Archer, Vanta, MetricStream, Sprinto, AuditBoard..."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|MetricStream", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Archer, Vanta, MetricStream, Sprinto"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Sprinto", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Archer, Vanta, MetricStream, Sprinto, AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|AuditBoard", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sprinto, AuditBoard, Resolver, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Resolver", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Resolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AuditBoard, Resolver, Workiva, HighBond (Diligent)"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Workiva", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Resolver, Workiva, HighBond (Diligent), Pathlock"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|HighBond (Diligent)", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond (Diligent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Workiva, HighBond (Diligent), Pathlock, LogicManager"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Pathlock", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighBond (Diligent), Pathlock, LogicManager, VComply"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|LogicManager", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Pathlock, LogicManager, VComply, Case IQ"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|VComply", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "LogicManager, VComply, Case IQ, and SAP Audit Management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|Case IQ", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Case IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "VComply, Case IQ, and SAP Audit Management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|meta-small|SAP Audit Management", "prompt": "c234-m3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Audit Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Case IQ, and SAP Audit Management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|HighBond (Diligent)", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond (Diligent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose HighBond if you need strong SOX compliance with traceable evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Vanta", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vanta if you want continuous, automated evidence collection from integrated systems"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Archer", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Archer if you need a comprehensive enterprise GRC platform with control catalog management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|MetricStream", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose MetricStream if you want integrated GRC with AI capabilities"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Suralink", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Suralink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Repeatable evidence collection with strong review traceability"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|LogicGate", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose LogicGate if you're a mid-market organization needing configurable workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Workiva", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Workiva if financial reporting and SEC compliance are primary concerns"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|AuditBoard (Optro)", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Intuitive UI; full audit lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|ServiceNow GRC", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Integrated risk management within existing ServiceNow ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Secureframe", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SMB-focused tools: Vanta, Secureframe, Drata, Suralink"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Drata", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SMB-focused tools: Vanta, Secureframe, Drata, Suralink"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Riskonnect", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "MetricStream, LogicGate, Riskonnect offer broader GRC capabilities"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|minimax-small|Thoropass", "prompt": "c234-m3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Thoropass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "API-first approaches: Vanta, Secureframe, Thoropass"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|AuditBoard", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the #1 tool for internal controls management, especially for SOX compliance and audit workflows."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|Archer", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprise-level organizations needing integrated risk management and compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|Workiva", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Focus on seamless integration with financial processes and regulatory filings."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|HighBond (by Diligent)", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond (by Diligent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emphasis on continuous control monitoring and risk identification."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|MetricStream", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong AI and machine learning capabilities for predictive risk management."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|Sprinto", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Startups and mid-sized companies automating compliance and internal controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|Resolver", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Resolver", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong focus on operational risk and incident management."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|Pathlock", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deep integration with SAP and other ERP platforms."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|LogicManager", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicManager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Emphasis on linking risk management directly to business objectives."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|mistral-small|VComply", "prompt": "c234-m3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focus on policy management and employee compliance engagement."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Workiva", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workiva** | SOX reporting and ICFR documentation | User-friendly interface, real-time collaboration"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Diligent One (HighBond)", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent One (HighBond)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Integrated GRC for mid-to-large enterprises | Consolidated view of entire GRC practice | Governance-heavy; may be overkill for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|ServiceNow GRC", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations already using ServiceNow | Single system of record connecting risk, compliance, and IT operations"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|MetricStream", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Three product lines (BusinessGRC, CyberGRC, ESGRC) | Can be complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|OneTrust GRC", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong control testing and deficiency workflows | Enterprise-focused; may be expensive for smaller orgs"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|AuditBoard (Optro)", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Control lifecycle management | Strong support for documentation → testing → evidence → remediation → reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Hyperproof", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Repeatable control testing at scale | Automated control testing with auditable evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Configurable risk and control workflows | Flexible, no-code platform for custom processes"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Secureframe", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB compliance automation | Control monitoring, evidence collection, audit preparation in one platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Supervizor", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Supervizor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "350+ pre-built controls, deploys in days; **not** a documentation platform"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|moonshot-small|Oracle GRC", "prompt": "c234-m3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Oracle ERP-specific control testing | Oracle GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|Workiva", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need **SOX documentation and collaboration**? → **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|AuditBoard", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **internal audit teams** and audit lifecycle management."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|SAP Process Control", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Process Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **enterprise internal controls and continuous control monitoring**, especially in SAP-heavy environments."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|MetricStream", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **broad enterprise GRC** with internal controls as one part of a larger risk/compliance program."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|Diligent", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often used for **internal controls management** with strong automation and board/audit committee reporting."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|openai-small|Oracle GRC / Controls tools", "prompt": "c234-m3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC / Controls tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for organizations already deep in the **Oracle ecosystem**"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|AuditBoard (now part of Optro)", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now part of Optro)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AuditBoard (now part of Optro) - Connected risk platform for SOX, internal audit, and risk management."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|Workiva", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Workiva - Focuses on integrated reporting, disclosure management, and control tie-outs."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|MetricStream", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MetricStream - Enterprise GRC for risk, compliance, policy, and IT/cyber controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|RSA Archer (now Archer)", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer (now Archer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highly customizable GRC suite for enterprise risk and compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|Diligent HighBond (now Diligent One)", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent HighBond (now Diligent One)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrated GRC with analytics for audit, risk, and controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|ServiceNow GRC/IRM", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC/IRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "IT/service management-integrated for operational and ITGC controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|xai-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "No-code, configurable platform for mid-market risk and controls."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|LogicGate Risk Cloud", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "LogicGate is widely regarded as a leader in automating the \"GRC lifecycle.\""}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|Pathlock", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** ERP Transaction Monitoring (SAP/Oracle)"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|AuditBoard", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** SOX Compliance and Internal Audit Teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|Workiva", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workiva is unique because it sits at the intersection of internal controls and the actual financial statements."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|Resolver", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Resolver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Resolver offers an integrated suite for risk, control, and compliance management."}, {"id": "mai-20260917-1752-baseline-2|c234-m3|zai-small|SAP Audit Management", "prompt": "c234-m3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Audit Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If a company is heavily invested in the SAP stack, SAP's own Audit Management tool is often the go-to solution."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|alibaba-small|Mitti", "prompt": "c234-m4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you can only buy one tool to make an impact, go with **Mitti** for the overarching visibility and policy management."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|alibaba-small|Complies.ai", "prompt": "c234-m4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your auditors are hitting you hard on IT access reviews, switch your budget to **Complies.ai**."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|alibaba-small|ManageEngine", "prompt": "c234-m4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Spend your budget on **Complies.ai** or **ManageEngine** to automate these high-risk areas."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|anthropic-small|Envelop (Open-Source Community Version)", "prompt": "c234-m4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Envelop (Open-Source Community Version)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "you can use the free, open-source community version, available under the MIT License... This is an excellent starting point for cost-conscious organizations."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|anthropic-small|Workiva", "prompt": "c234-m4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "$25,000 to $80,000 annually... Workiva is the dominant platform for SOX documentation"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|anthropic-small|Arvexi", "prompt": "c234-m4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Arvexi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SOX compliance is integrated into the close with no separate SOX module licensing"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|challenger-small|Complies", "prompt": "c234-m4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Complies** is the strongest fit for the tightest budgets because it publishes low starting prices"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|challenger-small|FloQast", "prompt": "c234-m4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** is the best value-oriented mid-market option in the results"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|challenger-small|Workiva", "prompt": "c234-m4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workiva** — more expensive but more comprehensive"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|challenger-small|AuditBoard", "prompt": "c234-m4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**AuditBoard** and **BlackLine** appear to start closer to **$50K/year or more**"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|challenger-small|BlackLine", "prompt": "c234-m4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**AuditBoard** and **BlackLine** appear to start closer to **$50K/year or more**"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Complies.ai", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need software under $5k/year:** Use **Complies.ai** ($199/month Growth plan) for ITGC automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Vanta", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their **median** pricing is $20-25k/year, which is likely too high for a \"limited\" budget"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Drata", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vanta / Drata** – They push SOC 2 hard... too high for a \"limited\" budget"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Hyperproof", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Hyperproof:** ~$41,000/year ... you should avoid them"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|AuditBoard (Optro)", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Workiva, AuditBoard, LogicGate** – Overkill, quote-only, and almost always over $40k/year."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Workiva", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Workiva, AuditBoard, LogicGate** – Overkill, quote-only, and almost always over $40k/year."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|Netwrix Auditor", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Netwrix Auditor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use a manual spreadsheet control library + **Netwrix Auditor** (free tier) for user access evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|LogicGate", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Workiva, AuditBoard, LogicGate** – Overkill, quote-only, and almost always over $40k/year."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|ServiceNow GRC", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**ServiceNow GRC / OneTrust / MetricStream** – $150k+ per year. Not even in the same universe."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|OneTrust", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "OneTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**ServiceNow GRC / OneTrust / MetricStream** – $150k+ per year. Not even in the same universe."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|deepseek-small|MetricStream", "prompt": "c234-m4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "**ServiceNow GRC / OneTrust / MetricStream** – $150k+ per year. Not even in the same universe."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|Workiva", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you should steer clear of heavy, traditional enterprise GRC ... systems like Workiva, AuditBoard, or MetricStream. While excellent, these platforms usually require five-to-six-figure annual commitments."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|AuditBoard", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "steer clear of heavy, traditional enterprise GRC ... like Workiva, AuditBoard, or MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|MetricStream", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "steer clear of heavy, traditional enterprise GRC ... like Workiva, AuditBoard, or MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|SmartSuite", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose SmartSuite if you want to replace messy spreadsheets with an organized database on a tight, per-user monthly budget."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|Mitti (by SafetyCulture)", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mitti is a highly simplified compliance checklist and inspection tool. It features industry-standard SOX compliance checklists"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|DoubleCheck Software", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "DoubleCheck Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose DoubleCheck if you are preparing for public listing/audit and need traditional, dedicated audit-ready SOX software on a mid-market budget."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|LogicGate Risk Cloud", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You can buy just the SOX Control Testing application"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|Scytale", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose Scytale or Vanta if you are a fast-growing tech/SaaS company"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|Vanta", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose Scytale or Vanta if you are a fast-growing tech/SaaS company"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|google-small|Drata", "prompt": "c234-m4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scytale / Vanta / Drata ... these automated compliance platforms have expanded to support SOX"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|meta-small|MetricStream", "prompt": "c234-m4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the best SOX compliance software tools include MetricStream, SAP GRC, and Riskonnect"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|meta-small|SAP GRC", "prompt": "c234-m4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the best SOX compliance software tools include MetricStream, SAP GRC, and Riskonnect"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|meta-small|Riskonnect", "prompt": "c234-m4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the best SOX compliance software tools include MetricStream, SAP GRC, and Riskonnect"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|minimax-small|Mitti", "prompt": "c234-m4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mitti** (free for up to 10 users) - Best for basic compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|minimax-small|ManageEngine Solutions", "prompt": "c234-m4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ManageEngine free trials** - Good for testing robust enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|minimax-small|Site24x7", "prompt": "c234-m4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **mid-range budgets** ($100-500/month), consider Site24x7 or ManageEngine premium plans."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|mistral-small|Mitti (by SafetyCulture)", "prompt": "c234-m4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-friendly options, **Mitti** and **Complies** stand out due to their low cost and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|mistral-small|Complies", "prompt": "c234-m4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the most budget-friendly options, **Mitti** and **Complies** stand out due to their low cost and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|mistral-small|Process Street", "prompt": "c234-m4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Process Street** is also a strong contender if you prefer a workflow-based approach."}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|Mitti by SafetyCulture", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti by SafetyCulture", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mitti by SafetyCulture ⭐ Best Value ... Start with Mitti's free tier (up to 10 users)"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|ManageEngine EventLog Analyzer", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Supplement with ManageEngine's free trial for IT log management needs"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|Site24x7", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies wanting cloud-based monitoring without heavy infrastructure costs"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|Envelop (Open Source)", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Envelop (Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider Envelop's open-source version if you have technical staff"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|RiskWatch", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "RiskWatch | 7-day free trial, then custom | Continuous ICFR monitoring"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|Sprinto", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sprinto | Not specified (but mentioned as automated) | Compliance evidence automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|moonshot-small|Protecht Group", "prompt": "c234-m4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Protecht Group", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Protecht Group | Custom pricing | Compliance assessment and remediation insights"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|openai-small|ScalePad ControlMap", "prompt": "c234-m4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ScalePad ControlMap", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ScalePad ControlMap** looks like the strongest low-cost SOX-adjacent option"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|openai-small|AuditRunner", "prompt": "c234-m4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditRunner", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditRunner** is another solid budget-conscious option"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|openai-small|ComplianceAgent", "prompt": "c234-m4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ComplianceAgent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "That's not a full SOX platform, but it may be useful for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Complies.ai", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Complies.ai** stands out as one of the best SOX compliance software options based on transparent, low-cost pricing"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Workiva", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "dramatically cheaper than enterprise tools like Workiva (~$30K+/year)"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Drata", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Drata ~$7.5K-$25K/year ... Quote-only, higher entry"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Hyperproof", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "quote-based platforms (e.g., Drata ~$7.5K-$25K/year, Hyperproof $12K+)"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Mitti (by SafetyCulture)", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ultra-low cost entry**: Free for teams up to 10 users ... but lighter on deep automation"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Netwrix Auditor Essentials", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Netwrix Auditor Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Budget-friendly for on-prem/hybrid ITGC monitoring; one-year commitment"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|xai-small|Open-AudIT", "prompt": "c234-m4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Open-AudIT", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "spreadsheets + OSS like Open-AudIT for IT logs"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|zai-small|Complies.ai", "prompt": "c234-m4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## 1. Complies.ai – Best Overall for Budget‑Conscious ITGC Compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|zai-small|Mitti (by SafetyCulture)", "prompt": "c234-m4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Small Teams & Quick Start"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|zai-small|ManageEngine Log360", "prompt": "c234-m4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for IT‑Centric Controls & Logging"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|zai-small|Site24x7", "prompt": "c234-m4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Site24x7", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Monitoring‑Centric SOX Oversight"}, {"id": "mai-20260917-1752-baseline-2|c234-m4|zai-small|RiskWatch (app.riskwatch.com)", "prompt": "c234-m4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "RiskWatch (app.riskwatch.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for a Quick 7‑Day Proof of Concept"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|alibaba-small|AuditBoard", "prompt": "c234-m5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When talking to vendors (like AuditBoard, Workiva, Diligent, or specialized mid-market players), ask specifically"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|alibaba-small|Workiva", "prompt": "c234-m5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendors (like AuditBoard, Workiva, Diligent, or specialized mid-market players)"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|alibaba-small|Diligent", "prompt": "c234-m5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendors (like AuditBoard, Workiva, Diligent, or specialized mid-market players)"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|Workiva", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workiva** — best if you also need integrated financial reporting and ESG."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|AuditBoard", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AuditBoard / Riskonnect** — strong for end-to-end SOX testing and remediation."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|Diligent", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Full GRC suites** (Workiva, AuditBoard, Diligent, Riskonnect)"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|Riskonnect", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AuditBoard / Riskonnect** — strong for end-to-end SOX testing and remediation."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|SailPoint", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "SailPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**SailPoint / Vanta / Zluri** — if access reviews and ITGC automation are your real pain."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|One Identity", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "One Identity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(SailPoint, One Identity, Vanta, Zluri, etc.) — automate quarterly access recertifications"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|Vanta", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**SailPoint / Vanta / Zluri** — if access reviews and ITGC automation are your real pain."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|Zluri", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Zluri", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**SailPoint / Vanta / Zluri** — if access reviews and ITGC automation are your real pain."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|BlackLine", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**BlackLine** — if your close/reconciliation process is the weak spot."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|deepseek-small|FloQast", "prompt": "c234-m5", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**FloQast** — best fit for mid-market finance teams wanting close management with built-in SOX docs at lower complexity."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|AuditBoard", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Finance-Led Audit & SOX** | **AuditBoard** ... The industry standard for internal audit."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|Workiva", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for SEC Reporting & Disclosures** | **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|Drata", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Tech-First & Multi-Framework ITGCs** | **Drata** or **Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|Vanta", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Tech-First & Multi-Framework ITGCs** | **Drata** or **Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|Scytale", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at compliance automation platforms (like Drata, Vanta, or Scytale)"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|RSA Archer", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid legacy enterprise GRC systems (such as RSA Archer or ServiceNow GRC)."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|ServiceNow GRC", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid legacy enterprise GRC systems (such as RSA Archer or ServiceNow GRC)."}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|Vero AI", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vero AI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for AI-Driven Automation** | **Vero AI** or **HighRadius** | Emerging tools"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|google-small|HighRadius", "prompt": "c234-m5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Best for AI-Driven Automation** | **Vero AI** or **HighRadius** | Emerging tools"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|meta-small|NAVEX One", "prompt": "c234-m5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top SOX compliance software options for 2026 include: 1. NAVEX One 2. Hyperproof"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|meta-small|Hyperproof", "prompt": "c234-m5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some top SOX compliance software options for 2026 include: 1. NAVEX One 2. Hyperproof"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|minimax-small|Hyperproof", "prompt": "c234-m5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Hyperproof** – strong for clear control testing workflows without heavy GRC overhead"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|minimax-small|Optro (formerly AuditBoard)", "prompt": "c234-m5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro (formerly AuditBoard)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "good mid-market to enterprise coverage"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|minimax-small|NAVEX One", "prompt": "c234-m5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "NAVEX One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good if you want SOX tied to broader governance operations"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|minimax-small|Diligent HighBond", "prompt": "c234-m5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good if SOX work ties closely to internal audit"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|minimax-small|RiskWatch", "prompt": "c234-m5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RiskWatch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "offers flexible ICFR/SOX 404 for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|Workiva", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cloud solutions (e.g., Workiva, AuditBoard) are easier to scale and maintain"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|AuditBoard", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**AuditBoard**     | User-friendly, SOX-specific workflows, integrations | Mid-market, growing companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|MetricStream", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "on-premise (e.g., MetricStream) may be preferred for highly regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|SAP GRC", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "SAP GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP GRC**        | Deep ERP integration, global scalability | SAP-heavy environments"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|Oracle GRC", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Oracle GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle GRC**     | Native Oracle integration              | Oracle ERP users"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|mistral-small|ServiceNow GRC", "prompt": "c234-m5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**ServiceNow GRC** | ITGC automation, workflow automation   | IT-focused SOX compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|moonshot-small|Onspring", "prompt": "c234-m5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Onspring**, **FloQast**, and **Optro** are frequently mentioned as strong fits for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|moonshot-small|FloQast", "prompt": "c234-m5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Onspring**, **FloQast**, and **Optro** are frequently mentioned as strong fits for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|moonshot-small|Optro", "prompt": "c234-m5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Onspring**, **FloQast**, and **Optro** are frequently mentioned as strong fits for mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|moonshot-small|Workiva", "prompt": "c234-m5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "while **Workiva** and **Riskonnect** cater more to enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|moonshot-small|Riskonnect", "prompt": "c234-m5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Riskonnect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "while **Workiva** and **Riskonnect** cater more to enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|xai-small|AuditBoard (Optro)", "prompt": "c234-m5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **AuditBoard (Optro)** | Audit-led SOX workflows | Custom (~$50K+) | Automation, 200+ integrations |"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|xai-small|Onspring", "prompt": "c234-m5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Onspring** | Configurable testing | Mid-market pricing | Evidence workflows, ease of use |"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|xai-small|Diligent One", "prompt": "c234-m5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Diligent One** | Control testing & analytics | Custom | Deep connectors, remediation |"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|xai-small|Workiva", "prompt": "c234-m5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Workiva** | Reporting + controls | Custom | SEC filings linkage |"}, {"id": "mai-20260917-1752-baseline-2|c234-m5|xai-small|FloQast", "prompt": "c234-m5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **FloQast** | Close management + SOX | $20K–$50K | Finance teams, low complexity |"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|alibaba-small|Spreadsheets", "prompt": "c234-m6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: They suffer from version drift ... lack of audit trails"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|alibaba-small|IBM OpenPages", "prompt": "c234-m6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "IBM OpenPages", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large-scale platforms like IBM OpenPages, MetricStream, Archer, or SAP GRC are powerful but notoriously difficult to implement successfully."}, {"id": "mai-20260917-1752-baseline-2|c234-m6|alibaba-small|MetricStream", "prompt": "c234-m6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "powerful but notoriously difficult to implement successfully"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|alibaba-small|Archer", "prompt": "c234-m6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these tools often become \"shelf-ware\"—expensive, unused, or filled with inconsistent data"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|alibaba-small|SAP GRC", "prompt": "c234-m6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only choose these if you have a dedicated team willing to spend 6–12 months configuring workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|google-small|Microsoft Excel", "prompt": "c234-m6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "relying on them as your primary tool once your team or regulatory requirements scale is a massive liability"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|google-small|Google Sheets", "prompt": "c234-m6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Spreadsheets completely lack automated audit trails, role-based access controls, and automated validation."}, {"id": "mai-20260917-1752-baseline-2|c234-m6|moonshot-small|Spreadsheets (Excel)", "prompt": "c234-m6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Spreadsheets (Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel) for SOX/Compliance Management ... it has significant limitations for internal controls"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|xai-small|Excel", "prompt": "c234-m6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid/caution:** Prone to human error, version control issues, lack of audit trails, and scalability problems."}, {"id": "mai-20260917-1752-baseline-2|c234-m6|xai-small|OneTrust", "prompt": "c234-m6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overly complex or poorly configured GRC software (e.g., ServiceNow GRC, OneTrust, SAP GRC)"}, {"id": "mai-20260917-1752-baseline-2|c234-m6|xai-small|ServiceNow GRC", "prompt": "c234-m6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like these require significant upfront configuration for workflows, taxonomies, and integrations."}, {"id": "mai-20260917-1752-baseline-2|c234-m6|xai-small|Pathlock", "prompt": "c234-m6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shift to dedicated GRC (Governance, Risk, Compliance) platforms like OneTrust, ServiceNow GRC, or Pathlock for automated workflows."}, {"id": "mai-20260917-1752-baseline-2|c234-m6|xai-small|SAP GRC", "prompt": "c234-m6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "non-SAP integrations may underperform"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|alibaba-small|Vanta", "prompt": "c234-s1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Vanta** is the easiest choice if you use standard cloud tools and want quick setup."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|alibaba-small|Drata", "prompt": "c234-s1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Drata** if you want lower costs and have a more complex/custom tech stack."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|alibaba-small|ComplianceStack", "prompt": "c234-s1", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ComplianceStack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: Less automated than Vanta/Drata but dramatically cheaper"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|anthropic-small|Mitti (by SafetyCulture)", "prompt": "c234-s1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mitti (by SafetyCulture) is a simple yet powerful tool to comply with SOX in your organization... This tends to be more accessible for smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|anthropic-small|AuditBoard", "prompt": "c234-s1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "This is widely regarded as a top option and may be suitable for smaller companies."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|anthropic-small|Workiva", "prompt": "c234-s1", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Workiva's enterprise pricing is out of reach for smaller public companies or subsidiaries."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|Sprinto", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for small B2B SMBs:** **Sprinto**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|Process Street", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Process Street** is another strong option"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|Onspring", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Onspring** or **Drata** are positioned as strong SOX workflow tools"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|Drata", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Onspring** or **Drata** are positioned as strong SOX workflow tools"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|Workiva", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid heavier enterprise platforms like **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|AuditBoard", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid heavier enterprise platforms like ... **AuditBoard**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|challenger-small|SAP GRC", "prompt": "c234-s1", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid heavier enterprise platforms like ... **SAP GRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|Vanta", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vanta — Best for startups & small teams ... the most accessible entry point"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|Hyperproof", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Hyperproof — Best budget SMB pick (non-tech heavy)"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|FloQast", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast — Best for accounting-led teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|AuditBoard (Optro)", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if internal audit drives the program ... expect $30,000+/year, which may be steep"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|Workiva", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "excellent but starts around ~$30,000+/year and is often overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|MetricStream", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip these unless you're an enterprise."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|SAP GRC", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip these unless you're an enterprise."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|Diligent One", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Diligent One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip these unless you're an enterprise."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|deepseek-small|Oracle GRC", "prompt": "c234-s1", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Oracle GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Skip these unless you're an enterprise."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|Vanta", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Vanta** or **Drata** for a **SOC 2** audit."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|Drata", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Both Vanta and Drata offer **SOX ITGC workspaces**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|Scytale", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Scytale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Scytale or Secureframe... Small teams that want heavy \"white-glove\" support."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|Secureframe", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Scytale or Secureframe... Small teams that want heavy \"white-glove\" support."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|Archer", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise-grade GRC tools (like Archer or ServiceNow) will be way too heavy, expensive, and complex for a small team"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|ServiceNow", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise-grade GRC tools (like Archer or ServiceNow) will be way too heavy, expensive, and complex for a small team"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|FloQast", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "If your finance team is spearheading SOX prep on a budget:** Choose **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|google-small|AuditBoard (SOXHUB)", "prompt": "c234-s1", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (SOXHUB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have a dedicated internal auditor and need a formal SOX system:** Choose **AuditBoard (SOXHUB)**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|meta-small|Drata", "prompt": "c234-s1", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Drata - Best for SMB, with a rating of 9.1/10."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|ManageEngine Log360", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ManageEngine Log360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Small teams needing solid SOX reporting and log management"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Site24x7", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Site24x7", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cloud-hosted monitoring with automation"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Mitti (by SafetyCulture)", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Very small teams (up to 10)"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Hyperproof", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SMBs coordinating recurring testing across multiple control owners ... platforms like Drata or Hyperproof offer multi-framework support"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Onspring", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Structured SOX walkthroughs with repeatable evidence workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|FloQast", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Accounting teams wanting close management with built-in SOX documentation"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Drata", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Companies wanting multi-framework automation (SOC 2, ISO 27001, SOX)"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|Workiva", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Finance-led programs needing integrated SEC filing"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|minimax-small|AuditBoard (Optro)", "prompt": "c234-s1", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Companies with internal audit functions"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|mistral-small|Drata", "prompt": "c234-s1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Drata** and **Onspring** are the top recommendations due to their strong SMB focus"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|mistral-small|Onspring", "prompt": "c234-s1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Drata** and **Onspring** are the top recommendations due to their strong SMB focus"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|mistral-small|Hyperproof", "prompt": "c234-s1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Hyperproof** is also a solid choice"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|mistral-small|Mitti (by SafetyCulture)", "prompt": "c234-s1", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mitti** is a good option if you prefer a simpler, more intuitive interface."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|moonshot-small|FloQast", "prompt": "c234-s1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For most small B2B companies:** Start with **FloQast**"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|moonshot-small|Hyperproof", "prompt": "c234-s1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMB Compliance Teams ... **Cons:** Higher price point for very small companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|moonshot-small|Onspring", "prompt": "c234-s1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Structured SOX Walkthroughs"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|moonshot-small|Drata", "prompt": "c234-s1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drata** offers better multi-framework value at a similar price point"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|moonshot-small|Vanta", "prompt": "c234-s1", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Under $75M revenue: Consider Drata/Vanta for combined needs"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|openai-small|AuditBoard", "prompt": "c234-s1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you specifically need **true SOX workflow support**, then **AuditBoard** is the better fit."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|openai-small|Vanta", "prompt": "c234-s1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** is often the best starting point for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|openai-small|Drata", "prompt": "c234-s1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with **Vanta** or **Drata** if your main need is evidence automation and control tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|openai-small|Secureframe", "prompt": "c234-s1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vanta, Drata, or Secureframe** may be a better fit"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|openai-small|Workiva", "prompt": "c234-s1", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Consider **AuditBoard** or **Workiva**; these are more complete enterprise options, but usually more expensive and heavier to implement."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|Drata", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Drata** if you're tech-savvy, need quick automation, and handle SOX alongside SOC 2—it's the most balanced for affordability and SMB adoption."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|Hyperproof", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget is tighter or you're audit-heavy, demo Hyperproof or Vanta (both offer free trials)."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|Vanta", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "demo Hyperproof or Vanta (both offer free trials)"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|Onspring", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Structured SOX walkthroughs & evidence workflows ... More configurable (needs setup time)"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|AuditBoard (now Optro)", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-oriented; often too costly/robust for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|Workiva", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools like Workiva or ServiceNow are overkill and expensive ($50K+)."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|xai-small|ServiceNow", "prompt": "c234-s1", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise tools like Workiva or ServiceNow are overkill and expensive ($50K+)."}, {"id": "mai-20260917-1752-baseline-2|c234-s1|zai-small|Drata", "prompt": "c234-s1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Drata ... Start with a demo of **Drata**. It is the industry standard for a reason"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|zai-small|Vanta", "prompt": "c234-s1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for User Experience & Reporting: Vanta"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|zai-small|Mitti (by SafetyCulture)", "prompt": "c234-s1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option: Mitti (by SafetyCulture) ... it requires more manual effort than the top two"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|zai-small|ControlScan", "prompt": "c234-s1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "ControlScan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Low-Cost Alternative: ControlScan ... offers basic SOX/GRC services"}, {"id": "mai-20260917-1752-baseline-2|c234-s1|zai-small|AuditBoard", "prompt": "c234-s1", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "direct", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Enterprise Audit** | High (Too complex for small teams)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|alibaba-small|Oracle", "prompt": "c234-s2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike large enterprises that use massive platforms like Oracle or SAP, small businesses need tools that are affordable"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|alibaba-small|SAP", "prompt": "c234-s2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike large enterprises that use massive platforms like Oracle or SAP, small businesses need tools that are affordable"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|alibaba-small|Process Street", "prompt": "c234-s2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Process Street", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**My Advice:** Start with **Process Street**. It is the fastest win."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|alibaba-small|Vibato", "prompt": "c234-s2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vibato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Vibato’s Internal Control Suite™ Foundation** is purpose-built for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|alibaba-small|Vanta", "prompt": "c234-s2", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Vanta** automates the creation of SOC 2, ISO 27001, and HIPAA compliance reports."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|anthropic-small|QuickBooks Online", "prompt": "c234-s2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **QuickBooks Online Plus** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|anthropic-small|Xero", "prompt": "c234-s2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **QuickBooks Online Plus** or **Xero**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|anthropic-small|Wave", "prompt": "c234-s2", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., QuickBooks Online, Xero, Wave)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|challenger-small|Hyperproof", "prompt": "c234-s2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Hyperproof** as the best overall starting point"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|challenger-small|Sprinto", "prompt": "c234-s2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sprinto** is also a strong fit because it is described as purpose-built for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|challenger-small|LogicGate", "prompt": "c234-s2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a broader workflow-driven risk and controls platform"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|challenger-small|HighBond", "prompt": "c234-s2", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth considering if your team wants a broader controls/compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|deepseek-small|Sprinto", "prompt": "c234-s2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** — *Best Overall for Small B2B Businesses*"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|deepseek-small|Vanta", "prompt": "c234-s2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta** if your B2B customers are enterprise-level and you want maximum credibility"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|deepseek-small|Secureframe", "prompt": "c234-s2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have zero in-house compliance expertise, choose **Secureframe** for the guided support."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|deepseek-small|Hyperproof", "prompt": "c234-s2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Hyperproof** — *Best for Broader GRC Needs*"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|deepseek-small|Drata", "prompt": "c234-s2", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Vanta and Drata offer questionnaire automation features"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|Optro/AuditBoard", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Optro/AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-grade internal control tools (like Optro/AuditBoard or Workiva) are typically too complex, expensive, and difficult to implement"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|Workiva", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-grade internal control tools (like Optro/AuditBoard or Workiva) are typically too complex, expensive, and difficult to implement"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|ApprovalMax", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ApprovalMax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Top Recommendation: ApprovalMax** (Best for strictly enforcing workflows)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|BILL (formerly Bill.com)", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative: BILL (formerly Bill.com)** (Best for all-in-one AP/AR automation)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|Vanta", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Top Recommendation: Vanta or Sprinto** (Best for Continuous Control Monitoring)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|Sprinto", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Top Recommendation: Vanta or Sprinto** (Best for Continuous Control Monitoring)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|Keeper", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Top Recommendation: Keeper** (Best for very small businesses)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|google-small|FloQast", "prompt": "c234-s2", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**FloQast** (Best for growing/mid-market B2B)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|Ascent Controls", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Ascent Controls", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Ascent Controls - a cost-effective internal controls management software that is user-friendly and intuitive, geared towards small and medium-sized corporations."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|VComply", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "VComply", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a platform that helps organizations centralize controls, assign owners, map controls to risks and compliance frameworks"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|Suralink", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a PBC list management platform supporting audit and internal controls evidence collection, suitable for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|Hyperproof", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for internal audit teams that need automated control testing and auditable evidence"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|Vanta", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "provides continuous internal controls monitoring, suitable for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|meta-small|Secureframe", "prompt": "c234-s2", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "provides continuous internal controls monitoring, suitable for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|minimax-small|Vibato Foundation", "prompt": "c234-s2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vibato Foundation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Vibato Foundation** or **ZenGRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|minimax-small|ZenGRC", "prompt": "c234-s2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Vibato Foundation** or **ZenGRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|minimax-small|LogicGate", "prompt": "c234-s2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LogicGate** (Best No-Code Option)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|minimax-small|Drata", "prompt": "c234-s2", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If continuous monitoring and automation are important to you, **Drata** might be worth the investment."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|mistral-small|Hyperproof", "prompt": "c234-s2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Hyperproof** as your internal controls management tool"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|mistral-small|Suralink", "prompt": "c234-s2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want evidence-led control testing with straightforward review and remediation tracking, ideal for smaller teams."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|mistral-small|Archer", "prompt": "c234-s2", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Archer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need traceable internal control testing tied to a defined control catalog"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|moonshot-small|Hyperproof", "prompt": "c234-s2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Hyperproof** (Best Overall for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|moonshot-small|Drata", "prompt": "c234-s2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Drata** (Best for Automation)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|moonshot-small|Vanta", "prompt": "c234-s2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Start with Vanta** if you're a SaaS company selling to enterprises and need to prove security compliance quickly to close deals."}, {"id": "mai-20260917-1752-baseline-2|c234-s2|moonshot-small|Suralink", "prompt": "c234-s2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Suralink** (Best for Evidence-Led Testing)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|moonshot-small|ZenGRC", "prompt": "c234-s2", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ZenGRC is noted as the most affordable for SMBs, starting around $2,500/month"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|openai-small|TeamMate Controls", "prompt": "c234-s2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "TeamMate Controls", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TeamMate Controls** if your main need is **internal controls management**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|openai-small|Vanta", "prompt": "c234-s2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd also consider **Vanta** or **Drata**—but those are usually a better fit if your priority is **security compliance**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|openai-small|Drata", "prompt": "c234-s2", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small B2B compliance automation:** **Vanta** or **Drata**"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c234-s2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend QuickBooks Online (QBO) as the primary internal controls management tool"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|xai-small|Xero", "prompt": "c234-s2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** (~$20-60/month): Similar features (unlimited users, strong bank recs, permissions)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|xai-small|LogicGate", "prompt": "c234-s2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Low-cost GRC add-ons like **LogicGate** or **Ascent Controls**... but start with QBO and integrate later"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|xai-small|Ascent Controls", "prompt": "c234-s2", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Ascent Controls", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Low-cost GRC add-ons like **LogicGate** or **Ascent Controls** (~$8/user/month or flat fees)"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|zai-small|Vibato Internal Control Suite", "prompt": "c234-s2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Vibato Internal Control Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vibato Internal Control Suite** for a small business selling to other businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|zai-small|LogicGate", "prompt": "c234-s2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LogicGate** - No-code platform with drag-and-drop workflow creation"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|zai-small|Drata", "prompt": "c234-s2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** or **Secureframe** - Both offer continuous monitoring and automated compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-s2|zai-small|Secureframe", "prompt": "c234-s2", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Drata** or **Secureframe** - Both offer continuous monitoring and automated compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|SAP Archer", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise GRC tools (like SAP Archer or MetricStream) are often too complex and expensive."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|MetricStream", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Traditional enterprise GRC tools (like SAP Archer or MetricStream) are often too complex and expensive."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|Vanta", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best For:** Startups and early-stage tech companies wanting the easiest path to SOC 2/ISO 27001."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|Drata", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Drata** (Best balance of power and ease)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|Secureframe", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best For:** Budget-conscious teams or those new to compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|Hyperproof", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Hyperproof** (Best for flexibility)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|ZenGRC", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ZenGRC** (Better for general policies/risk)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|alibaba-small|Onspring", "prompt": "c234-s3", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Business-First (ZenGRC, Onspring):** These are better for **Operational and Financial controls**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Mitratech Alyne", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Mitratech Alyne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The strongest GRC tools for 2026 are Mitratech Alyne, Vanta, and Drata"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Vanta", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest GRC tools for 2026 are Mitratech Alyne, Vanta, and Drata"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Drata", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Drata being particularly suitable for cloud native companies pursuing their first SOC 2 or ISO 27001 certification with a small compliance team"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Workiva", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Diligent One", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Riskonnect", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|MetricStream", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|RSA Archer", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|SAP Process Control", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Process Control", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "GRC/documentation (Workiva, Diligent One, Riskonnect, MetricStream, RSA Archer, SAP Process Control)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|TeamMate", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "TeamMate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "audit management (TeamMate, AuditBoard, Onspring)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|AuditBoard", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "audit management (TeamMate, AuditBoard, Onspring)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Onspring", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "audit management (TeamMate, AuditBoard, Onspring)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Supervizor", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Supervizor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "analytics/CCM (Supervizor, Oversight)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Oversight", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oversight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "analytics/CCM (Supervizor, Oversight)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|LogicGate's Risk Cloud", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate's Risk Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "However, someone on the team needs to build and maintain those workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|anthropic-small|Galvanize (now part of Diligent)", "prompt": "c234-s3", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Galvanize (now part of Diligent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "built around the idea of data automation for teams that want to stop relying on sample testing and start testing 100% of their data using automated scripts"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Google Workspace", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "best if you need the **lowest-cost starting point** and your controls program is still basic"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Microsoft 365", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need the **lowest-cost starting point** and your controls program is still basic"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|QuickBooks", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "add audit trails, permissions, and reconciliation controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Xero", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "add audit trails, permissions, and reconciliation controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Sage", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "add audit trails, permissions, and reconciliation controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|NetSuite", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "add audit trails, permissions, and reconciliation controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Hyperproof", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Hyperproof**: best if you want **automated evidence collection** and auditable control workflows without enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Suralink", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "best if your team mainly needs **repeatable evidence requests and review traceability**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Vanta", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "best if you want **continuous evidence collection** from live systems"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|ZenGRC", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "designed for smaller or mid-size teams that need evidence collection, control testing, and traceable workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Drata", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "designed for smaller or mid-size teams that need evidence collection, control testing, and traceable workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|AuditBoard", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "best if your small team is really an **internal audit or SOX function** and needs strong testing and reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|HighBond", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "stronger for formal testing, traceability, and audit reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Workiva", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "best if your priority is **SOX/ICFR documentation and collaboration**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|MetricStream", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "typically more than a small team needs unless the organization is highly regulated"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|SAP Process Control", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP Process Control", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "typically more than a small team needs unless the organization is highly regulated"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|ServiceNow GRC", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "typically more than a small team needs unless the organization is highly regulated"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Archer", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "best when controls are part of a broader enterprise risk and compliance program"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|challenger-small|Riskonnect", "prompt": "c234-s3", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Riskonnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "best when controls are part of a broader enterprise risk and compliance program"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Google Sheets / Excel", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Google Sheets / Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "control documentation, checklists, evidence logs, and a simple \"who approved what\" tracker"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Smartsheet", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Smartsheet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "spreadsheet-like but add permission-based access, approval workflows, and audit trails"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|monday.com", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Smartsheet / monday.com / ClickUp — spreadsheet-like but add permission-based access"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|ClickUp", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Smartsheet / monday.com / ClickUp — spreadsheet-like"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Retool", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Retool", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "build custom internal control apps (access request forms, approval routing) for minimal cost"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Appsmith", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Appsmith", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Retool / Appsmith / Airtable — build custom internal control apps"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Airtable", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Retool / Appsmith / Airtable — build custom internal control apps"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Vanta", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For most small teams, **Vanta or Drata** is the fastest path if you need security compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Drata", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Best for your first SOC 2 audit; former-auditor advisory, excellent UX, 4.8/5 G2 score"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Secureframe", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong framework coverage with AI evidence handling; wins on setup speed and automation depth"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Sprinto", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Most budget-friendly (≈$7K/yr); 25–30 day SOC 2 readiness, ideal for seed-stage startups"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Hyperproof", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Hyperproof** is the best value if you manage multiple frameworks internally"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Workiva", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Best for regulated financial reporting and SOX-style review workflows"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|FloQast", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Accounting workflow automation; strong for finance close management and control documentation"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Suralink", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "SMB-friendly evidence-led control testing with clear review/remediation tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|Archer", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "enterprise GRC** platforms. Powerful ... but generally **overkill and overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|MetricStream", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "generally **overkill and overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|AuditBoard (Optro)", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "generally **overkill and overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|ServiceNow GRC", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "generally **overkill and overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|deepseek-small|LogicGate", "prompt": "c234-s3", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "generally **overkill and overpriced for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Vanta", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Sprinto** (budget-friendly and guided) or **Vanta** (best for sharing trust with buyers)."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Drata", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vanta’s primary competitor... Drata is generally favored by teams expecting rapid growth."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Sprinto", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It's the lowest-lift option for teams with no dedicated compliance or security officer."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Ramp", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Implement **Ramp** for day-to-day spending"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Bill (formerly Bill.com)", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Bill (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bill** for vendor invoice approvals"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Mitti (by SafetyCulture)", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Mitti** (for physical tasks)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|google-small|Onspring", "prompt": "c234-s3", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Onspring** (for custom digital workflows)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|meta-small|VComply", "prompt": "c234-s3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "VComply is known for its centralized control workflows and evidence tracking"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|meta-small|MetricStream", "prompt": "c234-s3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Provides Integrated Risk Management and GRC (Governance, Risk Management and Compliance) solutions."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|meta-small|Vanta", "prompt": "c234-s3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vanta is recognized for its automation capabilities"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|meta-small|Archer", "prompt": "c234-s3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Archer and HighBond are also popular choices, but their specific features and strengths may vary."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|meta-small|HighBond", "prompt": "c234-s3", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Archer and HighBond are also popular choices, but their specific features and strengths may vary."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|LogicGate Risk Cloud", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall** for small to mid-sized teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|ZenGRC", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ZenGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Most Affordable for SMBs**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|AuditBoard (now Optro)", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better suited for mid-market to enterprise (may be overkill for very small teams)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|StandardFusion", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "StandardFusion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Simplified GRC platform - Starts at $1,500/month"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|Vibato", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vibato", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very small teams (under 10 people)**: Consider **Vibato** or **ZenGRC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|VComply", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Operational internal controls focus"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|minimax-small|Drata", "prompt": "c234-s3", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Growth-stage startups**: **Drata** or **LogicGate** offer good scalability"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|mistral-small|Hyperproof", "prompt": "c234-s3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Hyperproof** is the top overall pick due to its balance of features, ease of use, and value"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|mistral-small|Vanta", "prompt": "c234-s3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automates compliance workflows, control evidence collection, and security questionnaire responses."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|mistral-small|Drata", "prompt": "c234-s3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly, with strong automation for evidence collection and compliance reporting."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|mistral-small|Onspring", "prompt": "c234-s3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small teams that need a flexible, all-in-one GRC (Governance, Risk, and Compliance) platform."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|mistral-small|Secureframe", "prompt": "c234-s3", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Secureframe is best for security-focused compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|Vanta", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Secureframe** or **Vanta** for cost-effectiveness and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|Drata", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Technical teams (engineer-heavy):** **Drata** for infrastructure monitoring depth"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|Secureframe", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Secureframe** or **Vanta** for cost-effectiveness and ease of use"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|Hyperproof", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Multi-framework needs (SOC 2 + ISO + HIPAA):** **Hyperproof** for coverage and value"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|ZenGRC (Reciprocity)", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ZenGRC (Reciprocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious with growth plans:** **ZenGRC** for predictable flat-rate scaling"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|LogicGate Risk Cloud", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate Risk Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Requires configuration effort; no published pricing; more complex setup"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|moonshot-small|AuditBoard", "prompt": "c234-s3", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Enterprise SOX/internal audit** | AuditBoard (starting ~$50K)"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|Drata", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with a **compliance automation platform** like **Drata** or **Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|Vanta", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually start with a **compliance automation platform** like **Drata** or **Vanta**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|Secureframe", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Examples: **Drata, Vanta, Secureframe, Scrut**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|Scrut", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Scrut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Examples: **Drata, Vanta, Secureframe, Scrut**"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|LogicGate", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually heavier than needed for a very small team focused mainly on audit readiness"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|OneTrust GRC", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "OneTrust GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Can feel enterprise-oriented rather than startup-friendly"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|MetricStream", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More complex to implement"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|StandardFusion", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "StandardFusion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Usually heavier than needed for a very small team"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|AuditBoard / Optro", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "AuditBoard / Optro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Often not the easiest choice for a small team that just wants automated controls and evidence collection"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|openai-small|ideagen Internal Audit", "prompt": "c234-s3", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ideagen Internal Audit", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Often not the easiest choice for a small team that just wants automated controls and evidence collection"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Sprinto", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sprinto** - Best for early-stage startups on a budget needing guided compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Vanta", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vanta** - Best overall for scaling SMB SaaS/tech teams with deep integrations."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Drata", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drata** - Best for continuous monitoring and structured audit workflows."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|ZenGRC (now part of Reciprocity)", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ZenGRC (now part of Reciprocity)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best affordable GRC for lean multi-framework teams."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Suralink", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Suralink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for simple evidence-led control testing and PBC (provided-by-client) management."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Hyperproof", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Others like Hyperproof or VComply appear in lists but are less SMB-dominant"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|VComply", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "VComply", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Others like Hyperproof or VComply appear in lists but are less SMB-dominant"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Archer", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools like Archer/Oracle GRC are overkill/expensive for small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|xai-small|Oracle GRC", "prompt": "c234-s3", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise tools like Archer/Oracle GRC are overkill/expensive for small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|Oracle GRC", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Oracle GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise tools like Oracle GRC, SAP GRC, or ServiceNow GRC are generally too expensive, complex, and slow for small teams."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|SAP GRC", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise tools like Oracle GRC, SAP GRC, or ServiceNow GRC are generally too expensive, complex, and slow for small teams."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|ServiceNow GRC", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "generally too expensive, complex, and slow for small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|Vanta", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Widely considered the market leader for startups... Choose Vanta or Drata if your main goal is to get SOC 2 or ISO 27001 certified"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|Drata", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Drata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Vanta or Drata if your main goal is to get SOC 2 or ISO 27001 certified to sell to enterprise customers."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|Sprinto", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A newer player popular in the APAC region and with fast-growing SaaS companies."}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|HighBond (by Diligent)", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "HighBond (by Diligent)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose HighBond if you are a growing company that has a dedicated internal audit team"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|LogicGate", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose LogicGate if your internal controls are highly specific to your business operations"}, {"id": "mai-20260917-1752-baseline-2|c234-s3|zai-small|Workiva", "prompt": "c234-s3", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "It is the most expensive and hardest to implement of the options listed here."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|AuditBoard", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Dedicated enterprise-grade SOX software (like AuditBoard or SAP GRC) is often overkill and too expensive for this segment."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|SAP GRC", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like AuditBoard or SAP GRC) is often overkill and too expensive for this segment"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|Complies.ai", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Complies.ai** if you can afford the subscription (~$80+/mo), as it provides a structured audit trail that auditors recognize."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|Mitti", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mitti positions itself as a modern Governance, Risk, and Compliance (GRC) tool that is highly affordable based on usage."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|Process Street", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If that is out of reach, use **Process Street** to build a structured digital log rather than relying purely on spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|Asana", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excel + a generic Task Manager (like Asana or Trello)**. While this saves money, it creates significant **audit friction**."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|alibaba-small|Trello", "prompt": "c234-s4", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "like Asana or Trello)**. While this saves money, it creates significant **audit friction**."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|anthropic-small|Envelop", "prompt": "c234-s4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Envelop", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Envelop** stands out as the best budget option—it offers a free, open-source community version available under the MIT License."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|anthropic-small|Strike Graph", "prompt": "c234-s4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Strike Graph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strike Graph is the only major compliance platform that provides transparent pricing before you fill out a contact form."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|anthropic-small|Lumiform", "prompt": "c234-s4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Lumiform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lumiform offers structured workflows, digital checklists, and simple compliance oversight"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|anthropic-small|Workiva", "prompt": "c234-s4", "model": "anthropic-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Workiva's enterprise pricing is out of reach for smaller public companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|Process Street", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Process Street", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for tight budgets:** **Process Street**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|Onspring", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more structured SMB GRC-style platform:** **Onspring**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|Pathlock", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Pathlock", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your controls are heavily tied to ERP systems:** **Pathlock**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|Workiva", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-heavy platforms like **Workiva**, **AuditBoard**, or **IBM OpenPages**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|AuditBoard", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-heavy platforms like **Workiva**, **AuditBoard**, or **IBM OpenPages**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|challenger-small|IBM OpenPages", "prompt": "c234-s4", "model": "challenger-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "IBM OpenPages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-heavy platforms like **Workiva**, **AuditBoard**, or **IBM OpenPages**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Complies.ai", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Complies.ai** offers the best combination of true SOX coverage and price transparency (from $79/month)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Mitti (by SafetyCulture)", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need essentially free, start with **Mitti**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Sprinto", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** is your best value pick"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Vanta", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheaper than Vanta or Drata but with fewer integrations"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Drata", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cheaper than Vanta or Drata but with fewer integrations"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Workiva", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid on a Tight Budget The heavyweights like **Workiva** (~$30K+/year)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|deepseek-small|Optro/AuditBoard", "prompt": "c234-s4", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro/AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Optro/AuditBoard** (quote-only, expensive) ... overkill and out of budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Workiva", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise platforms (like Workiva, AuditBoard, or MetricStream) are built for large public enterprises and typically cost anywhere from **$30,000 to over $100,000 annually**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|AuditBoard", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large public enterprises and typically cost anywhere from **$30,000 to over $100,000 annually**—far out of reach for a small business on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|MetricStream", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built for large public enterprises and typically cost anywhere from **$30,000 to over $100,000 annually**—far out of reach for a small business"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Scytale", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Scytale", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "### 1. Best Overall Value: Scytale (AI GRC Platform)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Screenata", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Screenata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 2. Best for Rock-Bottom Budgets: Screenata"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|FlowRunner (by Midnight Coders)", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "FlowRunner (by Midnight Coders)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 3. Best \"In-the-Moment\" Control Execution: FlowRunner"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Drata", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Both **Drata** and **Vanta** have expanded their platforms to support **SOX ITGC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Vanta", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Both **Drata** and **Vanta** have expanded their platforms to support **SOX ITGC**"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|google-small|Mitti (by SafetyCulture)", "prompt": "c234-s4", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "### 5. Best Low-Cost \"Checklist\" Workflow: Mitti (by SafetyCulture)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|meta-small|Workiva", "prompt": "c234-s4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva - a cloud platform built for financial reporting, audit management, and SOX compliance."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|meta-small|Drata", "prompt": "c234-s4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Drata - a SOX compliance software that offers a range of pricing plans, including a SMB plan."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|meta-small|Process Street", "prompt": "c234-s4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Process Street", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Process Street - a SOX compliance software that offers a top-rated solution for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|meta-small|Complies", "prompt": "c234-s4", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Complies - a SOX compliance software that offers a range of pricing plans, including a plan starting at $79 per month."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|Complies", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Complies at $79/month** seems like the best balance of affordability and actual SOX functionality"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|Mitti by SafetyCulture", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti by SafetyCulture", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free for teams up to 10; Premium $24/seat/month - Best for: Very small teams just starting with compliance"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|Vanta", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Vanta** (If You Can Stretch the Budget) - Median cost: ~$20,000/year ... More enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|Workiva", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "don't publish prices and typically cost $30,000-$55,000+ per year - likely too expensive for a small company with tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|AuditBoard", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "don't publish prices and typically cost $30,000-$55,000+ per year - likely too expensive for a small company with tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|Hyperproof", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "don't publish prices and typically cost $30,000-$55,000+ per year - likely too expensive for a small company with tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|minimax-small|LogicGate", "prompt": "c234-s4", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "don't publish prices and typically cost $30,000-$55,000+ per year - likely too expensive for a small company with tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|mistral-small|Mitti (by SafetyCulture)", "prompt": "c234-s4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mitti** and **Complies** are the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|mistral-small|Complies", "prompt": "c234-s4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mitti** and **Complies** are the most affordable and user-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|mistral-small|ManageEngine EventLog Analyzer", "prompt": "c234-s4", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine EventLog Analyzer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for small businesses needing log management and compliance reporting"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|Complies.ai", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Complies.ai ($79/month)** if you need dedicated SOX IT General Controls management"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|Mitti (by SafetyCulture)", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Try Mitti's free tier** if you have 10 or fewer users"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|Vanta", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Vanta's entry plan (~$7,500/year)** if you also need SOC 2"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|Drata", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Cons:** Still pricey for very small budgets"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|AuditBoard (Optro)", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid (Too Expensive for Small Budgets) ... Enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|Workiva", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Designed for large public companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|LogicGate", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Overkill for small teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|moonshot-small|OpenLane", "prompt": "c234-s4", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "OpenLane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "The OpenLane open-source compliance platform (free) could also be worth exploring"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|VComply", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "VComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose VComply if you want a broader GRC/compliance platform that can grow with you."}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|Pirani", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Pirani", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Pirani if your priority is keeping software spend as low as possible"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|COMPLY", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "COMPLY", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it may still be more than a very small team wants to spend"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|Hyperproof", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I would avoid on a tight budget: Tools like Hyperproof, LogicGate, Onspring, and AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|LogicGate", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What I would avoid on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|Onspring", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Onspring", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What I would avoid on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|openai-small|AuditBoard", "prompt": "c234-s4", "model": "openai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What I would avoid on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|Vanta", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often $7,500–$25,000+ for enterprise-grade tools like Vanta, Drata, or AuditBoard ... better suited for scaling businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|Drata", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often $7,500–$25,000+ for enterprise-grade tools like Vanta, Drata, or AuditBoard"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|AuditBoard (now Optro)", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "AuditBoard (now Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better suited for scaling businesses or those with dedicated compliance teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|Complies.ai", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Complies.ai", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Complies.ai edges out for most small budgets** due to SOX focus and value"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|ComplianceStack", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ComplianceStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ComplianceStack** (Cheapest Entry Point, ~$350–$3,600/year)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|Mitti (by SafetyCulture)", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free for up to 10 users, with SOX checklists, audits, issue tracking, and reports"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|xai-small|SmartSuite", "prompt": "c234-s4", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SmartSuite** (Flexible Workflow Alternative, ~$1,800–$3,800/year)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Mitti (SafetyCulture)", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Mitti (SafetyCulture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Mitti** (free tier up to 10 users) or **Envelop** (open‑source)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|ManageEngine Log360", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "ManageEngine Log360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also need to monitor logs and ITGCs, add **ManageEngine Log360** (30‑day trial)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|SolarWinds Security Event Manager (SEM)", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "SolarWinds Security Event Manager (SEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add ... or **SolarWinds SEM** (30‑day trial)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Envelop (open‑source)", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Envelop (open‑source)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **Mitti** (free tier up to 10 users) or **Envelop** (open‑source)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Probo (open‑source)", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Probo (open‑source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with **Mitti** (free tier) or **Probo** (open‑source)"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Vanta", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Vanta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Median commercial platforms run **$20,000–$55,000 per year** (Vanta $20k...) ... that's often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Drata", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Drata", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Drata $25k ... that's often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Hyperproof", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Hyperproof", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Hyperproof $41k ... often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Workiva", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Workiva $49k ... often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|LogicGate", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "LogicGate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "LogicGate $25k ... often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s4|zai-small|Optro", "prompt": "c234-s4", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "budget", "raw": "Optro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Optro $45k ... often **overkill** and out of reach"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|Workiva", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like *Workiva* (though excellent) or *Diligent* are often overkill for 30 people."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|Diligent", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Tools like *Workiva* (though excellent) or *Diligent* are often overkill for 30 people."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|VComply", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "VComply", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**VComply:** Highly rated for being user-friendly and offering great customer support for mid-market companies. Good balance of features vs. complexity."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|AuditBoard", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very strong on automation and integrations... they have solutions for smaller setups and scale well if you plan to go public soon."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|Softworx / ComplianceForge", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Softworx / ComplianceForge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often more specialized; check if they have a \"Lite\" version suitable for smaller budgets."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|alibaba-small|Kira Systems", "prompt": "c234-s5", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Kira Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If your focus is legal-heavy SOX, check their offerings, though they may be niche."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|ServiceNow GRC", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "legacy enterprise GRC platforms (like ServiceNow GRC, MetricStream, or RSA Archer) are a bad fit"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|MetricStream", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "legacy enterprise GRC platforms (like ServiceNow GRC, MetricStream, or RSA Archer) are a bad fit"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|RSA Archer", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "legacy enterprise GRC platforms (like ServiceNow GRC, MetricStream, or RSA Archer) are a bad fit"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Vanta", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "choose the tool with the absolute highest level of automation (e.g., *Vanta* or *Complies* for ITGCs, *FloQast* for Finance)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Drata", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vanta / Drata / Secureframe: If you already use these for SOC 2, they have modules that extend directly into SOX ITGCs"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Secureframe", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vanta / Drata / Secureframe: If you already use these for SOC 2, they have modules that extend directly into SOX ITGCs"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Complies", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Complies", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "lightweight tool built specifically for pre-IPO and newly public companies (5 to 200 employees)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Hyperproof", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A highly flexible compliance operations platform."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|FloQast", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Extremely popular for mid-market and small finance teams."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|BlackLine", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Similar to FloQast, but typically geared toward slightly larger organizations."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|AuditBoard (Optro)", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard (Optro)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they are heavy and expensive** for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|google-small|Workiva", "prompt": "c234-s5", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they are heavy and expensive** for a 30-person company"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|Optro", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular SOX compliance software options for small to medium-sized businesses include:\n\n1. Optro"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|Workiva", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Workiva"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|ServiceNow GRC", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. ServiceNow GRC"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|Diligent HighBond", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Diligent HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Diligent HighBond"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|MetricStream", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|RSA Archer", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "RSA Archer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. RSA Archer"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|meta-small|LogicGate", "prompt": "c234-s5", "model": "meta-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "LogicGate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. LogicGate"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|AuditBoard", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3\\u20114 vendors that score highly on the \\u201cmust\\u2011have\\u201d list (e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|ProcessStreet", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ProcessStreet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|ComplianceQuest", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ComplianceQuest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|Secureframe", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|Vanta", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|minimax-small|NAVEE", "prompt": "c234-s5", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "NAVEE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., AuditBoard, ProcessStreet, ComplianceQuest, Secureframe, Vanta, or NAVEE"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Workiva", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong reporting, but complex/expensive"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Vena", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vena** or **Planful** (if you want close process + SOX)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Planful", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vena** or **Planful** (if you want close process + SOX)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|SAP GRC", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Heavy, but powerful"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Oracle GRC", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Oracle GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Deep integration, but complex"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|MetricStream", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "MetricStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Broad GRC, not SOX-specific"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|ServiceNow GRC", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good for IT controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|AuditBoard", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "AuditBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "For a 30-person company, I’d start with: **AuditBoard** (SOX + audit management, user-friendly)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|ComplyAdvantage", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ComplyAdvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Not SOX-specific, but useful for controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Drata", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Drata** or **Secureframe** (if you also need SOC 2/ISO 27001)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|mistral-small|Secureframe", "prompt": "c234-s5", "model": "mistral-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Secureframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Drata** or **Secureframe** (if you also need SOC 2/ISO 27001)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|Vanta", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Vanta / Drata** | ITGC-heavy programs / access reviews | Lower cost, strong automation for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|Drata", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Drata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vanta / Drata** | ITGC-heavy programs / access reviews | Lower cost, strong automation for smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|Workiva", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workiva** | Integrated financial reporting + SOX | Good if you also need SEC reporting/ESG; starts around $30K"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|Optro/AuditBoard", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Optro/AuditBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Median pricing:** Vanta (~$20K), Drata (~$25K), Workiva (~$30K+), Optro/AuditBoard (~$45K+)"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|ServiceNow", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise platforms like ServiceNow or SAP GRC unless you have dedicated compliance staff."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|SAP GRC", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "SAP GRC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms like ServiceNow or SAP GRC unless you have dedicated compliance staff."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|FloQast", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**FloQast** | Mid-market accounting teams | Built-in SOX documentation, lower complexity than enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|moonshot-small|Onspring", "prompt": "c234-s5", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Onspring", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Onspring** | Configurable workflows | Good for mid-market, configurable without heavy coding"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|xai-small|FloQast", "prompt": "c234-s5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **FloQast** | Financial close + SOX docs | Mid-market affordable | Fast setup, accounting-focused |"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|xai-small|Drata/Scy tale", "prompt": "c234-s5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Drata/Scy tale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **Drata/Scy tale** | ITGC automation | Usage-based | API evidence collection |"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|xai-small|Workiva", "prompt": "c234-s5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Workiva** | Reporting & controls | Starts reasonable | Linkage to filings |"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|xai-small|HighRadius/Optro", "prompt": "c234-s5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "HighRadius/Optro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **HighRadius/Optro** | Close automation + SoD | Competitive | ERP integration |"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|xai-small|Zluri/Netwrix", "prompt": "c234-s5", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Zluri/Netwrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zluri/Netwrix** | Access governance | SMB tiers | Discovery completeness |"}, {"id": "mai-20260917-1752-baseline-2|c234-s5|zai-small|NAVEX One", "prompt": "c234-s5", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "NAVEX One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**NAVEX One** – Best if you want SOX workflows tightly integrated with broader governance and compliance operations."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|zai-small|Hyperproof", "prompt": "c234-s5", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Hyperproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strong for mid‑size teams needing clear SOX control testing workflows and evidence tracking without heavy GRC overhead."}, {"id": "mai-20260917-1752-baseline-2|c234-s5|zai-small|Complies.ai / Optro (AuditBoard)", "prompt": "c234-s5", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "scale", "raw": "Complies.ai / Optro (AuditBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built for teams needing repeatable SOX workflows and audit‑ready evidence, with pricing tiers suitable for 5–200 users."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|QuickBooks", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If an employee creates a fraudulent invoice in QuickBooks or Xero, and you are watching their screen via shared login, you won’t know who made the change later."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Xero", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If an employee creates a fraudulent invoice in QuickBooks or Xero"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|LastPass Teams", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "LastPass Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use Instead: A corporate password manager (like LastPass Teams or 1Password)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|1Password", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A corporate password manager (like LastPass Teams or 1Password) or individual user accounts with restricted permissions"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Excel", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "spreadsheets (Excel, Google Sheets) should be avoided as the primary tool for processing payments or approving vendors"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Google Sheets", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "spreadsheets (Excel, Google Sheets) should be avoided as the primary tool for processing payments or approving vendors"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Bill.com", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Use Instead: Payment orchestration platforms (like **Bill.com**, **Rippling**, or **Expensify**) that enforce approval workflows before money moves."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Rippling", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Payment orchestration platforms (like **Bill.com**, **Rippling**, or **Expensify**)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Expensify", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Expensify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Payment orchestration platforms (like **Bill.com**, **Rippling**, or **Expensify**)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Dollarspot", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Dollarspot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use Instead: Batch payment tools (like **Dollarspot** or **Thriver**)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|alibaba-small|Thriver", "prompt": "c234-s6", "model": "alibaba-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Thriver", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Batch payment tools (like **Dollarspot** or **Thriver**) that compile payments into a batch file"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|deepseek-small|QuickBooks", "prompt": "c234-s6", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Use lightweight tools — an accounting package (QuickBooks, Xero), a password manager, and a simple documented checklist."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|deepseek-small|Xero", "prompt": "c234-s6", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use lightweight tools — an accounting package (QuickBooks, Xero), a password manager, and a simple documented checklist."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|deepseek-small|Excel spreadsheets", "prompt": "c234-s6", "model": "deepseek-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Manual, fallible data gathering is prone to human error, version confusion, duplicate effort, and offers weak audit trails."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|MetricStream", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "MetricStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: These platforms are built for Fortune 500 companies... prohibitively expensive, overwhelming"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|RSA Archer", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "RSA Archer", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|AuditBoard", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "AuditBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Why to avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Diligent Compliance", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Diligent Compliance", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why to avoid: These platforms are built for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|QuickBooks", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use the built-in control features of software you already use (e.g., standard user permissions in QuickBooks or Microsoft 365)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Microsoft 365", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "standard user permissions in QuickBooks or Microsoft 365"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Asana", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "manage compliance tasks via simple, lightweight project management tools (like Asana, ClickUp, or Trello)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|ClickUp", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "lightweight project management tools (like Asana, ClickUp, or Trello)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Trello", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "lightweight project management tools (like Asana, ClickUp, or Trello)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|SAP", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Why to be cautious... Enterprise ERP systems often hard-code rigid SoD rules that block transactions"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Oracle", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Enterprise-grade configurations of SAP, Oracle, or heavily customized NetSuite"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|NetSuite", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "heavily customized NetSuite... Rigid software will freeze your operations"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|QuickBooks Online", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Use flexible, scalable accounting software (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Xero", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Use flexible, scalable accounting software (like QuickBooks Online or Xero)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Excel", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "it is not an actual internal controls tool. Spreadsheets lack native, unalterable system audit trails."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Google Sheets", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "Over-Reliance on Manual Spreadsheets (Excel / Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Bill.com", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "use *Bill.com* for accounts payable. It forces a simple digital workflow"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|1Password Teams", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "1Password Teams", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Use business-tier Identity and Access Management (IAM) or password managers (such as *1Password Teams, Dashlane Business, or Okta*)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Dashlane Business", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Dashlane Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "password managers (such as *1Password Teams, Dashlane Business, or Okta*)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|google-small|Okta", "prompt": "c234-s6", "model": "google-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Okta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "password managers (such as *1Password Teams, Dashlane Business, or Okta*)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|QuickBooks Online", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use a **mid‑market or small‑business accounting package** (e.g., QuickBooks Online, Xero, Wave, Sage 50) that already includes basic controls"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Xero", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "e.g., QuickBooks Online, Xero, Wave, Sage 50) that already includes basic controls such as user‑roles, approval workflows, and audit logs"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Wave", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Examples: QuickBooks Online, Xero, Wave, Zoho Books, Gusto for payroll."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Sage 50", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Sage 50", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "e.g., QuickBooks Online, Xero, Wave, Sage 50"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|ApprovalMax", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add niche tools (e.g., ApprovalMax, Airwallex) only when a specific need arises."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Airwallex", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Add niche tools (e.g., ApprovalMax, Airwallex) only when a specific need arises."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Zoho Books", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Examples: QuickBooks Online, Xero, Wave, Zoho Books, Gusto for payroll."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Gusto", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Zoho Books, Gusto for payroll"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Float", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bank‑reconciliation add‑on (e.g., Float, Agicap)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|minimax-small|Agicap", "prompt": "c234-s6", "model": "minimax-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Agicap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Bank‑reconciliation add‑on (e.g., Float, Agicap)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|SAP", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Systems like SAP, Oracle, or even full-scale NetSuite implementations are typically **overkill** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|Oracle", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Systems like SAP, Oracle, or even full-scale NetSuite implementations are typically **overkill** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|NetSuite", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "even full-scale NetSuite implementations are typically **overkill** for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|QuickBooks", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better alternative:** Cloud-based accounting software (QuickBooks, Xero) with modular add-ons"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|Xero", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better alternative:** Cloud-based accounting software (QuickBooks, Xero) with modular add-ons"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|Excel", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Excel/Google Sheets lack built-in audit trails, access controls, and version control"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|moonshot-small|Google Sheets", "prompt": "c234-s6", "model": "moonshot-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Excel/Google Sheets lack built-in audit trails, access controls, and version control"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|SAP", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools designed for large corporations (e.g., full-scale ERP systems like SAP or Oracle) are often too expensive"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|Oracle", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "full-scale ERP systems like SAP or Oracle) are often too expensive"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|QuickBooks Online", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Stick to affordable, user-friendly options like QuickBooks Online, Xero"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|Xero", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Stick to affordable, user-friendly options like QuickBooks Online, Xero"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|ApprovalMax", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free/low-cost add-ons (e.g., ApprovalMax for workflows)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|Google Docs", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start manual (e.g., Google Docs checklists) before automating."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|LastPass", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "LastPass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "plus basic password managers (LastPass/1Password) for security"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|xai-small|1Password", "prompt": "c234-s6", "model": "xai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "plus basic password managers (LastPass/1Password) for security"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|SAP", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Overly complex ERPs or enterprise-grade audit suites** (e.g., SAP, Oracle, expensive audit software) | • Prohibitively expensive for most small firms."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|Oracle", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Overly complex ERPs or enterprise-grade audit suites** (e.g., SAP, Oracle, expensive audit software) | • Prohibitively expensive for most small firms."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|QuickBooks", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Use purpose-built, user-friendly accounting software (QuickBooks, Xero, FreshBooks) with built-in controls."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|Xero", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use purpose-built, user-friendly accounting software (QuickBooks, Xero, FreshBooks) with built-in controls."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|FreshBooks", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use purpose-built, user-friendly accounting software (QuickBooks, Xero, FreshBooks) with built-in controls."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|Microsoft Defender", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Microsoft Defender", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deploy current endpoint protection (e.g., Microsoft Defender, CrowdStrike)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|CrowdStrike", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "CrowdStrike", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Deploy current endpoint protection (e.g., Microsoft Defender, CrowdStrike)"}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|1Password", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "1Password", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Deploy a password manager (e.g., 1Password, Bitwarden) and MFA."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|Bitwarden", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Bitwarden", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Deploy a password manager (e.g., 1Password, Bitwarden) and MFA."}, {"id": "mai-20260917-1752-baseline-2|c234-s6|zai-small|Google Sheets", "prompt": "c234-s6", "model": "zai-small", "cat": "internal-controls-and-sox", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Use a controlled spreadsheet environment (e.g., Google Sheets with version history and sharing permissions).<br>• Consider moving to purpose-built software when volume grows."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|alibaba-small|Carta", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is the safest bet due to its network effects and integrations"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|alibaba-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks** is arguably the more robust specialist tool"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|alibaba-small|Ledgy", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Global Multi-Jurisdiction Option: **Ledgy**"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|anthropic-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shareworks by Morgan Stanley** is best for mature enterprise equity ops, offering governance-heavy administration for larger companies."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|anthropic-small|Carta", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta suits late-stage companies that need SPVs and fund administration. However, note that it uses quote-based pricing that can become expensive as companies scale."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|anthropic-small|Qapita", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qapita handles multi-entity cap tables and multi-jurisdiction plan administration natively"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|anthropic-small|Ledgy", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledgy is built for multi-jurisdiction startups and handles UK EMI schemes"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|challenger-small|Carta", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software is usually **Carta** if you want the most established enterprise-grade platform"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|challenger-small|Qapita", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** if you need stronger multi-entity, cross-border, and Asia-Pacific-oriented support"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|challenger-small|Ledgy", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Ledgy** is worth considering, but the sources provided frame it more as an easier admin tool than the top enterprise choice"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|challenger-small|Pulley", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for high-growth companies, though the provided sources do not position it above Carta or Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|challenger-small|Shareworks / Diligent", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks / Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth evaluating if your finance team already uses broader governance or stock-plan tooling"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Carta", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the clear best choice"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Pulley", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pulley (Carta's main rival) is shutting down on December 8, 2026 after running out of runway"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|AngelList", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "AngelList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AngelList has also stopped taking new standalone cap table customers."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're a very mature, late-stage enterprise with heavy governance requirements... it's quote-based and expensive"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Ledgy", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ledgy if cross-border/multi-jurisdiction equity is a dominant need."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Eqvista", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More cost-efficient options ($5,000–$22,000/year)... but with fewer enterprise-grade features than Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|deepseek-small|Cake Equity", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "More cost-efficient options ($5,000–$22,000/year)... but with fewer enterprise-grade features than Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Carta", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the undisputed market giant for scaling venture-backed private companies... Carta is the default choice."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pre-IPO and Public Enterprises... Shareworks is the institutional gold standard."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Ledgy", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for European-Headquartered or Highly Global B2B Enterprises"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Astrella (by Equiniti)", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella (by Equiniti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is a strong modern contender"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Fidelity Private Shares", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Fidelity Private Shares or Astrella if you want the backing of a massive financial custodian/transfer agent"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|google-small|Pulley", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Carta**, **Pulley** (for mid-market)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|minimax-small|Carta", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** (Best Overall for Enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|minimax-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** or **Shareworks by Morgan Stanley** are the most established enterprise solutions"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|minimax-small|Pulley", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** is an excellent challenger that's gained significant traction"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|minimax-small|Ledgy", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** (Best for European/Global Teams)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|mistral-small|Carta", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is generally the top recommendation due to its comprehensive features and investor network"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|mistral-small|Pulley", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is a strong runner-up for companies prioritizing ease of use and cost transparency"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|mistral-small|Astrella", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Astrella** is also worth considering for its balance of usability and functionality"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|mistral-small|Ledgy", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vs Pulley vs Ledgy: 11 Best Cap Table Management ..."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|moonshot-small|Carta", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** remains the safest default choice for enterprise B2B companies due to its market dominance and investor acceptance."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks** becomes the better choice as you approach IPO or need advanced public company compliance features."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|moonshot-small|Pulley", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're cost-conscious and under 100 stakeholders, **Pulley** offers similar functionality at a lower price point"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|moonshot-small|Fidelity Private Shares", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bank-backed stability?** | Shareworks or Fidelity Private Shares"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|openai-small|Carta", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Carta**"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|openai-small|Ledgy", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you're **international / multi-jurisdictional**"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|openai-small|Shareworks", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often a fit for very large, pre-IPO / enterprise equity programs, but typically more heavyweight"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|openai-small|Pulley", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would not choose Pulley for a new enterprise implementation now"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Carta", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Pick: Carta** ... Start with Carta for most B2B enterprises due to its balance of features"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks by Morgan Stanley** (Best for mature/global enterprises)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Certent Equity Management", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Certent Equity Management** (Best for reporting/finance integration)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bank-backed for global enterprises; strong on compliance, multi-jurisdiction plans."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Fidelity Private Shares", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Fidelity Private Shares** - Bank-backed for global enterprises"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Pulley", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Early-mid growth (less enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|xai-small|Ledgy", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Ledgy for EU-heavy"}, {"id": "mai-20260917-1752-baseline-2|c235-l1|zai-small|Carta", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is widely considered the default for high-growth, venture-backed enterprises. It is the most comprehensive solution that scales from incorporation through IPO."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|zai-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your enterprise is large-scale... Shareworks is often the superior choice over Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-l1|zai-small|Qapita", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qapita is a modern, scalable alternative that positions itself as a \"seed-to-scale\" platform"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|alibaba-small|Shareworks (by Morgan Stanley)", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shareworks is widely considered the industry standard for large-scale administration."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|alibaba-small|Carta", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Carta is the dominant market leader"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|alibaba-small|Global Shares (by J.P. Morgan)", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Global Shares (by J.P. Morgan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Alternative for Heavy \"Stock Plan\" Administration"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|alibaba-small|Topal", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Topal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Global Shares (by J.P. Morgan)** or **Topal**"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|anthropic-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enterprise-grade equity management solution built for established companies with complex, multinational share plan programs"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|anthropic-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "extensive capabilities and global coverage but often with enterprise-grade complexity"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|anthropic-small|Carta", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Carta is better suited for that level of enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|challenger-small|Shareworks / Morgan Workplace Solutions", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks / Morgan Workplace Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Shareworks / Morgan Workplace Solutions** as the first platform to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|challenger-small|Carta", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** is also a credible enterprise option"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|challenger-small|Eqvista", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare **Shareworks vs. Carta vs. Eqvista** specifically"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|deepseek-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shareworks by Morgan Stanley at Work** is the strongest fit."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|deepseek-small|Carta", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** is the compelling alternative."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|deepseek-small|Fidelity Stock Plan Services", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Stock Plan Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong enterprise option built for public and large late-stage private companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|deepseek-small|Certent Equity Management", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Certent Equity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth shortlisting if you're already public"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|google-small|Shareworks by Morgan Stanley (Morgan Stanley at Work)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley (Morgan Stanley at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shareworks is the undisputed gold standard for massive, complex organizations."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|google-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Like Shareworks, it is an institutional powerhouse."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|google-small|Carta (Enterprise Tier)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its **Enterprise** tier has matured significantly to support large private companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|google-small|Certent Equity Management (by insightsoftware)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Certent Equity Management (by insightsoftware)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Finance-first teams prioritizing tight ERP integration and financial reporting over employee UX."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|google-small|Ledgy", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Europe-centric enterprise tools like **Ledgy** are incredibly strong on local tax-scheme compliance"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|meta-small|Vestd", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Vestd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Vestd - a FCA-regulated, ISO 27001 certified platform that provides a shared system for recording, managing, and tracking company equity"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|meta-small|Carta", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta - a comprehensive equity management platform designed for enterprises managing complex capitalization tables"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|meta-small|Qapita", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "an equity management software that brings together cap table accuracy, founder transparency, and audit compliance"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|meta-small|Certent", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Certent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a platform that automates ASC 718 expense, Section 16 filings, and SEC and proxy reporting"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|meta-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an enterprise-grade equity management platform that combines sophisticated cap table management"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|minimax-small|Carta", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Carta** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|minimax-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "might be better suited for your needs"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|minimax-small|Global Shares (J.P. Morgan)", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Global Shares (J.P. Morgan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Global Shares** might be better suited for your needs"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|minimax-small|Ledgy", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong international equity planning capabilities"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|mistral-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Shareworks by Morgan Stanley at Work** or **Global Shares by J.P. Morgan**"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|mistral-small|Global Shares by J.P. Morgan", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Global Shares by J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Both platforms are highly regarded for enterprise and multinational teams"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|moonshot-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Morgan Stanley at Work (formerly Shareworks)** is the strongest recommendation"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|moonshot-small|Carta (Scale Plan)", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta (Scale Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons**: Pricing can escalate quickly with stakeholder count; historically more startup-focused"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|moonshot-small|Fidelity Equity Plan Solutions", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Equity Plan Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"White-glove service,\" dedicated account managers, strong pre-IPO to public transition support"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|moonshot-small|Charles Schwab Stock Plan Services", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Charles Schwab Stock Plan Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Flexible administration options (full-service or hybrid), strong brokerage integration"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|openai-small|Carta", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Carta** as the default choice."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|openai-small|Pulley", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd also put **Pulley** on the shortlist for comparison"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|openai-small|Shareworks", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Carta vs Pulley vs Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Shareworks by Morgan Stanley** as the top equity management platform"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Pulley", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Unlike startup-oriented tools (e.g., Pulley or Ledgy)"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Ledgy", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Affordable but lacks depth for thousands (e.g., limited global ESPP scale)."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Carta", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your focus is cap table modeling over employee-facing portals, go Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Global Shares (J.P. Morgan)", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Global Shares (J.P. Morgan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Close second; excellent for audit/reporting."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|xai-small|Eqvista", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Affordable but lacks depth for thousands"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|zai-small|J.P. Morgan Workplace Solutions (formerly Shareworks)", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions (formerly Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **J.P. Morgan Workplace Solutions (formerly Shareworks)**."}, {"id": "mai-20260917-1752-baseline-2|c235-l2|zai-small|Carta", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Runner-Up: Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-l2|zai-small|Qapita", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Alternative for High-Volume Global Teams: Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|alibaba-small|Carta", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is widely considered the industry default for venture-backed startups transitioning into larger organizations."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|alibaba-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your organization faces complex M&A activity... you should look toward **Shareworks** or **Diligent**."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|alibaba-small|Diligent Equity", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Diligent Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Large public entities and private companies requiring rigorous audit trails and board-level reporting."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|alibaba-small|Pulley", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulley has gained significant traction as the modern alternative to Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|alibaba-small|Ledgy", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ledgy dominates the European and global markets."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Carta", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The industry standard, trusted by over 50,000 private companies... However, Carta has quote-based pricing that startup founders find too costly"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Shareworks (Morgan Stanley)", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Built for companies needing institutional-grade equity plan administration"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Cake Equity", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The Australian-built platform that has become the default for APAC and ANZ startups"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Ledgy", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Among the strongest options for globally distributed companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Qapita", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A strong option for globally distributed companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|anthropic-small|Eqvista", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pairs a low-cost cap table platform with in-house, NACVA-certified 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|challenger-small|Carta", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is usually the broadest general-purpose enterprise choice. It is described as the market leader"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|challenger-small|Shareworks by Morgan Stanley", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Shareworks** if your needs are more **enterprise governance**, **pre-IPO readiness**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|challenger-small|J.P. Morgan Workplace Solutions / Global Shares", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions / Global Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose ... if you are a **large multinational** and want enterprise administration with global coverage"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|challenger-small|Ledgy", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ledgy** if your main challenge is **European or multi-jurisdiction equity management**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|challenger-small|Qapita", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Qapita** if you need **APAC/global compliance workflows**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|deepseek-small|Carta", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the default enterprise incumbent"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|deepseek-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shareworks wins for public-company lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|deepseek-small|Ledgy", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy wins for European multi-country operations"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|deepseek-small|Qapita", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qapita is the best-value challenger for global scaling"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|deepseek-small|Astrella (by EQ)", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella (by EQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A mid-market private company preparing for a tender offer with white-glove service | **Astrella**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|google-small|Shareworks by Morgan Stanley (at Work)", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley (at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Shareworks** or **J.P. Morgan Workplace Solutions** if you are already public or preparing for an imminent IPO with a massive, worldwide employee base"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|google-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Shareworks** or **J.P. Morgan Workplace Solutions** if you are already public or preparing for an imminent IPO"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|google-small|Carta", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Carta** if you are a fast-growing, US venture-backed private company"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|google-small|Ledgy", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Ledgy** if your company has significant EMEA operations"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|google-small|Eqvista", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Eqvista** if you are preparing for a rigorous audit and require premium, credentialed 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Carta", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide a list of the top platforms, including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Pulley", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Ledgy", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Eqvista", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Cake Equity", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|meta-small|Shareworks", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Carta", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** – Best Overall / Category Standard"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Shareworks by Morgan Stanley", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pre-IPO & Public Companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Ledgy", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for European / Multi-Jurisdiction Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Pulley", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent Pricing & Modeling"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Astrella by EQ", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella by EQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Mid-Market Private Companies"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Qapita", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Global Structures"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Eqvista", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Budget-conscious early stage:** Eqvista or Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|minimax-small|Cake Equity", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Budget-conscious early stage:** Eqvista or Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|mistral-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Score: 9.3/10 (top-ranked for enterprise use)"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|mistral-small|Ledgy", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprises, Shareworks and Ledgy lead in compliance and reporting"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|mistral-small|Astrella by EQ", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella by EQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Astrella is a strong alternative for companies seeking EQ's transfer agent services and white-glove support."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|mistral-small|Carta", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Carta remains the market leader for feature breadth and network effects"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|mistral-small|Pulley", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong for early-stage companies, but less enterprise-focused."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Carta", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Industry standard with the broadest ecosystem (40,000+ companies)"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pre-IPO/Public:** **Shareworks** or **Certent**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Certent Equity Management", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large public and private companies with complex equity structures"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Diligent Equity (formerly EquityEffect)", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Diligent Equity (formerly EquityEffect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Smaller player; good for law firms managing multiple clients"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Pulley", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Founder-friendly challenger with transparent pricing ($1,200/yr starter)"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Ledgy", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "European leader, excellent for global/cross-border teams"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|moonshot-small|Cake Equity", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fast onboarding, transparent pricing, strong for seed \\u2192 Series A"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Carta", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall enterprise-grade choice:** **Carta**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Morgan Stanley Shareworks", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Morgan Stanley Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for large/global enterprise complexity:** **Shareworks**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Ledgy", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for international/EU-heavy operations:** **Ledgy**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Eqvista", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best value alternative:** **Eqvista**"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Astrella / Morgan Stanley Equity Solutions legacy offerings", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella / Morgan Stanley Equity Solutions legacy offerings", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tends to be **less modern and less intuitive** than newer SaaS-first tools"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|openai-small|Pulley", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "indicates Pulley is **shutting down**, so it's not a durable enterprise recommendation right now"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Carta", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** - Market leader for VC-backed startups scaling to late-stage/public."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Institutional choice for pre-IPO and public companies."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Ledgy", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** - Strong for global/European enterprises."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Qapita", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise platform for global structures, especially APAC."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Astrella", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Astrella** (by AST) - Reliable for enterprises with liquidity integrations."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Pulley", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "less \"enterprise-grade\" than others for massive scale"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Diligent Equity", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Diligent Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "appear in comparisons but are more mid-market or regional"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Capdesk", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Capdesk (Carta-owned) ... appear in comparisons but are more mid-market or regional"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Cake Equity", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "appear in comparisons but are more mid-market or regional"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|xai-small|Eqvista", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "appear in comparisons but are more mid-market or regional"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Carta", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the default standard for most private companies... The market standard; deepest ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Shareworks by Morgan Stanley", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Shareworks if you are pre-IPO and need deep audit trails, liquidity management"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Astrella", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Finance teams that prioritize data accuracy, audit-readiness, and automation"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Ledgy", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ledgy if your primary challenge is managing European regulations (EMI, CSOP)"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Pulley", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Pulley if you are a growth-stage company finding Carta too expensive or complicated"}, {"id": "mai-20260917-1752-baseline-2|c235-l3|zai-small|Qapita", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Qapita is a newer entrant that focuses on being a unified platform for employee equity"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Mantle", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mantle**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Eqvista", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Option: **Eqvista (Premium Plan)**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Carta", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid Carta, Pulley, and similar mid-market tools** for this specific use case"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Pulley", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid Carta, Pulley, and similar mid-market tools**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Cake Equity", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "impose strict **stakeholder caps** on their standard plans"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|Shareworks (Morgan Stanley)", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "operate on **fully custom quoting**. Predictability is difficult"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|alibaba-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "operate on **fully custom quoting**. Predictability is difficult"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|anthropic-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shareworks is the most established option for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|anthropic-small|Qapita", "prompt": "c235-l4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for Predictable Costs: Qapita ... offers clearer pricing predictability if you have thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|challenger-small|Qapita", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **Qapita\\u2019s Enterprise tier** because it explicitly emphasizes **predictable, published per-stakeholder pricing**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|challenger-small|Carta", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** is also a major contender, but the results suggest its pricing is more tiered and can rise meaningfully with scale"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|challenger-small|Shareworks", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare **Qapita vs Carta vs Shareworks vs Astrella** specifically for enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|challenger-small|Astrella", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare **Qapita vs Carta vs Shareworks vs Astrella** specifically for enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Mantle", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mantle** is the strongest fit for your specific requirement of **predictable total cost regardless of headcount**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you should also consider **Shareworks by Morgan Stanley** ... though its pricing is quote-based, not predictable"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Carta", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "❌ Costs compound as stakeholders grow; no published pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Qapita", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "❌ Per-user fees scale linearly"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Pulley", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "❌ Enterprise is quote-only"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|deepseek-small|Cake Equity", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "❌ Also triggers enterprise quotes above 100 stakeholders"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Astrella", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Astrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Private Enterprise Cost-Savings: **Astrella** ... is a top contender"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Carta", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "promise to **halve your current Carta invoice**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Mantle", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Rapidly Scaling Companies (Flat-Rate SaaS): **Mantle**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Pulley", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Following the wind-down and shutdown of Pulley in late 2026"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Ledgy", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Large Multinational and European Teams: **Ledgy**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Pre-IPO and Public Companies: **Morgan Stanley at Work (Shareworks)**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|google-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "use custom, quote-based enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|meta-small|Carta", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "is likely to be Carta, Pulley, or Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|meta-small|Pulley", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is likely to be Carta, Pulley, or Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|meta-small|Shareworks", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is likely to be Carta, Pulley, or Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Mantle", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mantle** ... appears to be the best fit for your requirements"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Carta", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "request custom quotes from **Carta** and **Shareworks**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Shareworks", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "request custom quotes from **Carta** and **Shareworks** — both handle large shareholder bases"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Ledgy", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mantle and some enterprise tiers of Ledgy/Qapita are exceptions that offer more predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Qapita", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "some enterprise tiers of Ledgy/Qapita are exceptions that offer more predictable pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Pulley", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most cap table platforms (Carta, Pulley, Eqvista) charge **per stakeholder**, which creates unpredictable costs"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|minimax-small|Eqvista", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Most cap table platforms (Carta, Pulley, Eqvista) charge **per stakeholder**, which creates unpredictable costs"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|mistral-small|Qapita", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qapita** stands out as the best cap table management software for large companies needing predictable total cost"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|mistral-small|Shareworks", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **Shareworks** (backed by Morgan Stanley, with custom quotes and enterprise support)"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|mistral-small|Certent Equity Management", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Certent Equity Management** (quote-based, designed for larger issuers managing equity compensation and reporting)"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|moonshot-small|Qapita", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Qapita** or **Eqvista** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|moonshot-small|Eqvista", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** or **Eqvista** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caveat: Less predictable pricing, but built for institutional-scale operations"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|moonshot-small|Carta", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid **Carta** and **Pulley** for this use case"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|moonshot-small|Pulley", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **Carta** and **Pulley** for this use case"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|openai-small|Pulley", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for enterprise cap table management:** **Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|openai-small|Eqvista", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you care most about low/clear published pricing:** **Eqvista**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|openai-small|Carta", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor comparison table** for **Pulley vs Carta vs Shareworks vs Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|openai-small|Shareworks", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pulley vs Carta vs Shareworks vs Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shareworks by Morgan Stanley stands out as the strongest fit among established enterprise-grade cap table management solutions."}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Carta", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "No—median $15K-$45K/yr, bills grow with users/add-ons | Market leader (40K+ companies), but unpredictable spikes common."}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Ledgy", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for international schemes (EMI/BSPCE); less US enterprise depth."}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Qapita", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "supplement with Carta for US VC workflows or Qapita for published per-stakeholder math"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Eqvista", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Predictable but high linear cost (thousands = $100K+/yr) ... not enterprise-grade."}, {"id": "mai-20260917-1752-baseline-2|c235-l4|xai-small|Mantle", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "early-stage emphasis questions maturity for thousands/users"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|zai-small|Carta", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" options shift away from standard venture-backed tools (like Carta or Pulley) toward platforms that offer transparent, per-user, or per-stakeholder models"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|zai-small|Pulley", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the \"best\" options shift away from standard venture-backed tools (like Carta or Pulley)"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|zai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "choose **J.P. Morgan Workplace Solutions**"}, {"id": "mai-20260917-1752-baseline-2|c235-l4|zai-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Shareworks is the industry standard for large, mature private and public companies."}, {"id": "mai-20260917-1752-baseline-2|c235-l4|zai-small|Qapita", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Qapita (Best for Transparent Scaling)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|alibaba-small|Pulley", "prompt": "c235-l5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "automatically update valuation data from your 409A provider (e.g., Pulley, Venn, or specialized auditors)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|alibaba-small|Venn", "prompt": "c235-l5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Venn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., Pulley, Venn, or specialized auditors)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|challenger-small|Carta", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor scorecard/RFP checklist** you can send to Carta, Pulley, Ledgy, Qapita, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|challenger-small|Pulley", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "send to Carta, Pulley, Ledgy, Qapita, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|challenger-small|Ledgy", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "send to Carta, Pulley, Ledgy, Qapita, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|challenger-small|Qapita", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "send to Carta, Pulley, Ledgy, Qapita, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The **enterprise heavyweight**—built for large/public companies; strongest fit for your scale"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Carta", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Feature-rich but carries the **secondary-market conflict-of-interest baggage**; scrutinize their data-access controls"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Astrella (Computershare)", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Astrella (Computershare)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for public-company stewardship + transfer-agent integration"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Ledgy", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for EU data residency / GDPR-first and multi-country equity schemes"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Pulley", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generally startup/mid-market oriented—may be lighter for 5,000-person enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|deepseek-small|Cake Equity", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generally startup/mid-market oriented—may be lighter for 5,000-person enterprise needs"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|Pulley", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should bypass startup-focused tools (such as Pulley or Mantle)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|Mantle", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Mantle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you should bypass startup-focused tools (such as Pulley or Mantle)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The industry standard for late-stage private and public enterprises."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|Carta (Enterprise Tier)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta (Enterprise Tier)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "require rigorous price negotiation during procurement, as their enterprise pricing scales quickly"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A strong global institutional competitor that excels in managing international employee populations"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|google-small|Fidelity Private Shares", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A rapidly scaling enterprise-grade contender backed by Fidelity's massive financial services infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Minutebox", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Minutebox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for software that is SOC 2 Type II and ISO 27001 compliant, such as Minutebox."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Shareworks by Morgan Stanley", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose a software that can handle a large number of stakeholders and equity plans, such as Shareworks by Morgan Stanley or Astrella."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Astrella", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "such as Shareworks by Morgan Stanley or Astrella"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Ledgy", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular cap table management software options for large companies include: ... Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Pulley", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some popular cap table management software options for large companies include: ... Pulley"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|meta-small|Qapita", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some popular cap table management software options for large companies include: ... Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|minimax-small|EquityList", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "EquityList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**EquityList** – SOC 2 Type II, ISO 27001, AI-native, enterprise-focused"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|minimax-small|Capdesk", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Capdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Capdesk** – SSO, MFA, SOC 2 Type II, ISO 27001, enterprise-grade"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|minimax-small|Qapita", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qapita** – SOC 1 & SOC 2 certified, GDPR compliant, enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|minimax-small|Ledgy", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** – Strong IFRS 2 compliance, 70+ integrations, enterprise features"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|mistral-small|Carta", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with vendors that meet your security/compliance bar (e.g., Carta, Pulley, Shareworks, LTSE Equity, CartaX)."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|mistral-small|Pulley", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Carta, Pulley, Shareworks, LTSE Equity, CartaX"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|mistral-small|Shareworks", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Carta, Pulley, Shareworks, LTSE Equity, CartaX"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|mistral-small|LTSE Equity", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "LTSE Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Carta, Pulley, Shareworks, LTSE Equity, CartaX"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|mistral-small|CartaX", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "CartaX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Carta, Pulley, Shareworks, LTSE Equity, CartaX"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|moonshot-small|Carta", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta was caught using confidential customer cap table data to broker secondary share sales without consent"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist: Carta Enterprise, Shareworks, and possibly Astrella or Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|moonshot-small|Astrella by Computershare", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Astrella by Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "possibly Astrella or Qapita (if global complexity)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|moonshot-small|Qapita", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qapita | Global/multi-jurisdictional | 60+ country compliance, flat pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Carta Enterprise", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize vendors like **Carta Enterprise**... **Shortlist**: RFP to 3–4 (Carta, Shareworks, Ledgy, Qapita)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Benchmark**: Pre-IPO tools like Shareworks/Astrella excel here."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Ledgy", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shortlist**: RFP to 3–4 (Carta, Shareworks, Ledgy, Qapita) with your criteria."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Pulley", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize vendors like ... **Pulley**, **Qapita**, and **Astrella**, which are frequently cited for large-scale use"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Qapita", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shortlist**: RFP to 3–4 (Carta, Shareworks, Ledgy, Qapita)"}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Astrella", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Benchmark**: Pre-IPO tools like Shareworks/Astrella excel here."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|Eqvista", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid early-stage tools like free tiers of Eqvista or AngelList, as they lack enterprise depth."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|AngelList", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "AngelList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid early-stage tools like free tiers of Eqvista or AngelList, as they lack enterprise depth."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|xai-small|EquityList", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "EquityList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Most enterprise vendors (Carta, Ledgy, Qapita, EquityList) have this; verify via their Trust Center."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|zai-small|Carta", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Deep feature set, but the 2024 data handling scandal is a major trust issue—requires explicit contractual safeguards and audit controls."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|zai-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade, bank relationship, but less modern UX; pricing is enterprise quote-only."}, {"id": "mai-20260917-1752-baseline-2|c235-l5|zai-small|Pulley", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Modern UX, transparent pricing, but less suited for very large, multi-entity public companies."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Carta", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Here are the platforms or types of platforms that large enterprises should be cautious about or avoid... Standard tiers of **Carta** (non-enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Pulley", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Startup-First Platforms Without Enterprise Scale (e.g., Basic Carta Tiers, Pulley, Ledgy)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Ledgy", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Ledgy** (standard plans) ... Lack of Deep Compliance Features"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Equity Management (formerly EQ)", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Equity Management (formerly EQ)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Legacy Incumbents with Poor UX (e.g., Old Equities Systems) ... Older versions of **Equity Management (formerly EQ)**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Astrella", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Astrella** (if evaluating only their legacy modules)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Shareworks", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High Cost & Complexity ... heavy implementation costs ($15k–$30k+ initial setup) and high ongoing fees"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Excel", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Spreadsheets & Manual Systems ... Why to Avoid Completely"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Google Sheets", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Excel, Google Sheets, or decentralized email-based tracking ... Why to Avoid Completely"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|J.P. Morgan Workplace Solutions (Solium)", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions (Solium)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Industry leader for large public companies. Strong on compliance, integration, and security"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Eqvista", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Offers strong cap table and valuation services with good scalability"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Certent Equity Management", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Designed for larger issuers and institutions, offering deep functionality for complex capital structures"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Broadridge", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Broadridge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "offering robust equity compensation and cap table solutions for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Visier", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Visier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "these platforms offer integrated solutions, though they may lack deep cap table math complexity"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Trinet", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Trinet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Visier / Trinet / Rippling (for HR-integrated Equity)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|alibaba-small|Rippling", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Visier / Trinet / Rippling (for HR-integrated Equity)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|Pulley", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the main platforms to **avoid or treat cautiously** ... that usually means tools like **Pulley**, **Eqvista**, **Cake Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|Eqvista", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "tools like **Pulley**, **Eqvista**, **Cake Equity**, and other lightweight/startup-focused platforms may be a mismatch"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|Cake Equity", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Cake Equity** — recommended in the context of **growing startups** ... rather than enterprise-scale governance"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|AngelList Stack", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "stopped accepting new customers in August 2026, so it should be treated as a risky choice"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|Shareworks", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Platforms that are usually more appropriate for enterprise-scale needs** are **Shareworks**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|Carta's enterprise tier", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta's enterprise tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "depending on structure and geography, **Carta’s enterprise tier**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|challenger-small|J.P. Morgan Global Shares", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Global Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "some guides also point to **J.P. Morgan Global Shares** for very large/public-company use cases"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Carta", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta (Primary caution)... Severe vendor lock-in."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Pulley", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pulley (Avoid for long-term/enterprise use)... Shutdown announced."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution for private enterprises without public-market ambition"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Qapita", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These tools are solid for mid-market but often lack the granular control needed for complex subsidiary ownership"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Astrella", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "solid for mid-market but often lack the granular control needed"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Ledgy", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "solid for mid-market but often lack the granular control needed"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Excel", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "A spreadsheet is an immediate \"avoid\" for any enterprise beyond 10 holders."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Capshare", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capshare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "basic SaaS trackers like Capshare or Gust): A spreadsheet is an immediate \"avoid\""}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Gust", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Gust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "basic SaaS trackers like Capshare or Gust): A spreadsheet is an immediate \"avoid\""}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Global Shares", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Global Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "such as specialized enterprise solutions (e.g., Global Shares, Certent, or custom-built models)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|deepseek-small|Certent", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Certent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "specialized enterprise solutions (e.g., Global Shares, Certent, or custom-built models) rather than startup-oriented defaults"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Pulley", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "any enterprise currently looking for a long-term cap table partner must completely cross Pulley off their list."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Cake Equity", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Startup-First Platforms (Avoid Due to Stage Mismatch)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Eqvista", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Startup-First Platforms (Avoid Due to Stage Mismatch)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Vestd", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Vestd", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Startup-First Platforms (Avoid Due to Stage Mismatch)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|LTSE Equity", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "LTSE Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Startup-First Platforms (Avoid Due to Stage Mismatch)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Carta", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Carta (Approach with Strategic Caution)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Shareworks (by Morgan Stanley)", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Legacy Institutional Platforms (Be Cautious of \"Implementation Friction\")"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Onboarding onto platforms like Shareworks or J.P. Morgan is an institutional process."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|google-small|Computershare", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some legacy platforms (especially Computershare) look and feel like they were built decades ago."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|meta-small|Carta", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta, a popular cap table management platform, has been involved in a scandal where it was accused of using customer cap table data to broker secondary share sales without explicit disclosure"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|meta-small|Pulley", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other platforms mentioned in the results include Pulley, Ledgy, and various other cap table management tools."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|meta-small|Ledgy", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other platforms mentioned in the results include Pulley, Ledgy, and various other cap table management tools."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|minimax-small|Carta", "prompt": "c235-l6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Carta** - Has received notable criticism despite being widely used:\n- Multiple user complaints about customer support quality and response times"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|mistral-small|Carta", "prompt": "c235-l6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta faced a major trust crisis in January 2024 when it was accused of using customer cap table data to broker secondary share sales without explicit disclosure"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|moonshot-small|Carta", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Carta – Approach with Significant Caution ... Carta was caught using confidential customer cap table data to broker secondary share sales without explicit disclosure."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Shareworks by Morgan Stanley – Limited Suitability ... Legacy Architecture ... Poor UX"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|moonshot-small|Pulley", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pulley – Caution for Complex Enterprises ... Newer Platform: Founded in 2019, less experience with complex enterprise scenarios"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|openai-small|Shareworks by Morgan Stanley", "prompt": "c235-l6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the more typical shortlist tends to be **enterprise-focused vendors** with deeper admin controls and global support, such as **Shareworks by Morgan Stanley**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|openai-small|Carta", "prompt": "c235-l6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "and in many cases **Carta** depending on your exact use case and geography"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Pulley", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Cake Equity", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Ledgy", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Qapita", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|AngelList Equity", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Platforms to **Avoid** for Large Enterprises:\n- **Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Carta", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Carta (Standard/Scale Tiers)**: Widely used but frequent complaints from larger users: Opaque/steep pricing ... slow support ... implementation heaviness"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "drawbacks include heavy rollout effort, quote-based pricing ($50K+ typical), and lower user ratings (~3.2/5 on Capterra)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Astrella", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for proven scalers like **Astrella, Certent Equity Management, or Carta Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|xai-small|Certent Equity Management", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Opt for proven scalers like **Astrella, Certent Equity Management, or Carta Enterprise**"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|zai-small|Carta", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "### 1. Carta (With Caution)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|zai-small|ESOP Direct (Owned by Qapita)", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "ESOP Direct (Owned by Qapita)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "This is a platform to **avoid** due to a concrete security failure."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|zai-small|Pulley", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "As of late 2026, Pulley announced it is shutting down and migrating all its customers to Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-l6|zai-small|Ledgy", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should be cautious about migrating a large enterprise's cap table to a tool primarily designed for Series A startups (e.g., Ledgy, Pulley, AngelList)"}, {"id": "mai-20260917-1752-baseline-2|c235-l6|zai-small|AngelList", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cautious about migrating a large enterprise's cap table to a tool primarily designed for Series A startups (e.g., Ledgy, Pulley, AngelList)"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|alibaba-small|Carta", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta: The Industry Standard ... If your investors require a specific format or portal access, Carta is the default solution."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|alibaba-small|Qapita", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qapita: The High-Value Alternative"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|alibaba-small|Pulley", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulley: The Modern Choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|anthropic-small|Carta", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta leads the equity management market in 2026 for its trust, reliability, and unmatched depth of service."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|anthropic-small|Qapita", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you operate in APAC regions or need international compliance, ... Qapita is ranked best in customer satisfaction"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|anthropic-small|Pulley", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulley is the best for transparent pricing and startup teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|anthropic-small|Cake Equity", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cake Equity is rated 4.8/5 on G2 and built for growing startups"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|challenger-small|Carta", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Carta** if you want the most widely adopted, end-to-end platform"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|challenger-small|Qapita", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest value-oriented alternative is **Qapita** if you need *mid-market depth*"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|challenger-small|Pulley", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ranked highly in multiple 2026 comparisons and positioned for fast-growing teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|challenger-small|Cake Equity", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Listed as \"Mid-Market company\" in one comparison with a low entry price and trial."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Carta", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Institutional trust & full compliance depth | **Carta**... you'll likely end up there for credibility and compliance depth despite the cost"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Qapita", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** offers the best balance of full-lifecycle features and transparent pricing for mid-market scale"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Pulley", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Less suitable at true mid-market scale \\u2014 it lacks Carta's depth for complex multi-entity/fund admin"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Ledgy", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** \\u2014 Best for UK/EU companies at any stage"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Fidelity Private Shares", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for companies that want strong investor access/security (free until first priced round)"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|deepseek-small|Cake Equity", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good low-cost option for US SAFEs through Series A"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|google-small|Carta", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta remains the default choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|google-small|Pulley", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley is the strongest alternative"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|google-small|Ledgy", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a significant footprint outside the US ... Ledgy is the clear leader"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|google-small|Qapita", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Qapita (backed by Charles Schwab) is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|google-small|ClosingWell", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "ClosingWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Private Equity-Backed Mid-Market Companies: ClosingWell"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|meta-small|Carta", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "top-rated options listed in the search results, such as Carta, Pulley, or Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|meta-small|Pulley", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as Carta, Pulley, or Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|meta-small|Qapita", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "such as Carta, Pulley, or Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|minimax-small|Carta", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** or **Shareworks** are typically the most balanced choices"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|minimax-small|Shareworks (Morgan Stanley)", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta** or **Shareworks** are typically the most balanced choices"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|minimax-small|Ledgy", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Growing in popularity, particularly strong for European companies but expanding in the US."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|minimax-small|EquityZen", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "EquityZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good if you're dealing with secondary transactions or need liquidity solutions alongside cap table management."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|mistral-small|Carta", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software options are generally considered to be **Carta** and **Qapita**"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|mistral-small|Qapita", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Carta and Qapita are the top recommendations based on scalability, feature set, and industry adoption"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|mistral-small|Pulley", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other notable options include Pulley and AngelList"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|mistral-small|AngelList", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "AngelList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notable options include Pulley and AngelList"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|moonshot-small|Carta", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: Carta** if you need the most comprehensive solution"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|moonshot-small|Pulley", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best value: Pulley** if you want strong features at a lower price point"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|moonshot-small|Cake Equity", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious: Cake Equity or Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|moonshot-small|Ledgy", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International/Global Teams"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|moonshot-small|Eqvista", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-conscious: Cake Equity or Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|openai-small|Carta", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software is usually **Carta**"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|openai-small|Eqvista", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|openai-small|Ledgy", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you have a strong EU/UK footprint"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|openai-small|Shareworks by Morgan Stanley", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for companies closer to IPO or with a global public/private footprint"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|openai-small|Pulley", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Pulley appears to be shutting down ... I would not recommend choosing it"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Carta", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (Most Recommended Overall for Scaling US-Focused B2B)"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Pulley", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley (Best for Transparent Pricing & Founder-Friendly Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Ledgy", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy (Best for International/Global B2B Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Cake Equity", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Cake Equity | 4.8/5 | $2K-5K | Affordable scaling, APAC-friendly | Yes (5) |"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Eqvista", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Eqvista | 4.9/5 | $1K-3K (budget) | Valuations bundled, simple | Yes (20) |"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|Trusted Insight", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Trusted Insight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but lower visibility and ratings (~7-8/10) compared to leaders—no strong G2 presence"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|xai-small|spreadsheets/Google Sheets", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "spreadsheets/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid spreadsheets/Google Sheets for mid-market; errors spike with scale."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Qapita", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick for most mid‑market B2B companies:** **Qapita**"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Carta", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta – The industry standard (but pricey) ... Pricing can be opaque; median actual spend is ~€15,400/yr"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Pulley", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best value for growth‑stage companies:** **Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Mantle", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for early‑stage to Series B+ founders:** **Mantle**"}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Cake Equity", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget‑friendly, good for APAC/EMEA and mid‑market, solid cap‑table + compliance features."}, {"id": "mai-20260917-1752-baseline-2|c235-m1|zai-small|Capshare", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Capshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Capshare – Solid alternative, especially for employee equity"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|alibaba-small|Pulley", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Modern Disruptor: Pulley ... *Long-term Private/Hypergrowth?* Go with **Pulley** (best efficiency/UX)."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|alibaba-small|Carta", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your goal is to go public within the next 3–5 years, Carta is the \"safe\" choice."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|alibaba-small|Captable Software", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Captable Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Balanced Value Choice: Captable Software"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|challenger-small|Qapita", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Qapita** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|challenger-small|Shareforce", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareforce** if you need the strongest fit for *mid-market to enterprise* equity administration"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|challenger-small|Carta", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** if you want a widely recognized platform that covers equity plans, cap tables"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|challenger-small|Ledgy", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** if you are in Europe or the UK"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|challenger-small|Eqvista", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** if your priority is broad, top-ranked overall functionality and pricing competitiveness"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Astrella by EQ", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Astrella by EQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The clear winner for most mid-sized companies is **Astrella by EQ**"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Carta", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Carta** as a strong runner-up depending on your specific situation"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "### 3. The One to Skip (with a caveat): **Shareworks by Morgan Stanley**"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Ledgy", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ledgy is excellent for multi-jurisdictional tax compliance (EMI, BSPCE). If you are US-centric, skip it."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Pulley", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "primarily built for early-stage startups (Seed to Series A). It lacks the deep M&A/IPO infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|deepseek-small|Qapita", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Strong in Asia-Pacific, but not a leader in the US/EU."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Carta", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta remains the dominant force in the equity management space... Carta is the path of least resistance."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Pulley", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley has emerged as the premier alternative to Carta in the US"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Ledgy", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy is an exceptional, highly compliant choice."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Shareworks by Morgan Stanley", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The platform is highly complex, can feel \"heavy\" to administer, has high enterprise pricing, and is usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Eqvista", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eqvista offers fast 409A turnaround times and unlimited valuations on certain tiers."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|google-small|Cake Equity", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cake is particularly praised for its employee-facing educational dashboards"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|meta-small|Eqvista", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eqvista - G2’s #1 Equity Management Platform, provides comprehensive equity management with expert 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|meta-small|Qapita", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers an intuitive cap table, ESOP tracking, and global compliance workflows, ideal for startups and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|meta-small|Carta", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a comprehensive cap table and full lifecycle equity management for startups to mid-market teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|meta-small|Fidelity Private Shares", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers secure equity management with strong support and investor access for small and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|minimax-small|Carta", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **Carta** if you're in the US or **Ledgy** if you're international/European"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|minimax-small|Ledgy", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **Carta** if you're in the US or **Ledgy** if you're international/European"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|minimax-small|Optio Incentives", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Optio Incentives", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for complex mid-market companies... Highest G2 rating (4.9)"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|minimax-small|Pulley", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget-conscious, simpler needs | **Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|mistral-small|Carta", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is often the go-to choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|mistral-small|Qapita", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** and **Carta** are the most frequently recommended due to their scalability, global compliance features"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|mistral-small|Cake Equity", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-rated on G2 for usability and implementation, especially favored by startup founders"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|moonshot-small|Carta", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** — Best Overall for Mid-Market"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|moonshot-small|Pulley", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** if you want a modern, cost-effective alternative with excellent support and modeling tools"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|moonshot-small|Qapita", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qapita** if ESOP management and global compliance are priorities"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|moonshot-small|Eqvista", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Eqvista** — Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|openai-small|Carta", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Carta** if you want the most broadly recognized, investor-friendly equity platform"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|openai-small|Eqvista", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|openai-small|Shareworks", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shareworks** is often the more enterprise-oriented option"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|openai-small|Ledgy", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** is typically better suited to European/international companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|xai-small|Carta", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Carta as the top choice."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|xai-small|Pulley", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Transparent pricing, excellent scenario modeling, YC-founder favorite. Simpler/cheaper than Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|xai-small|Cake Equity", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top-rated for implementation/results; great for EU/global B2B with investor portals."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|xai-small|Ledgy", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-country compliance, mid-market reviews from 51-1,000 employee firms."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|xai-small|Qapita", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Intuitive for mid-sized, strong customer support; APAC/EU focus."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|Qapita", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Qapita** (or **Cake Equity** if you prefer a lower‑cost, founder‑friendly option)"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|Cake Equity", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** (for its global, audit‑ready, mid‑market focus) and **Cake Equity** (for intuitive UX and transparent pricing) are both strong starting points"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|Carta", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** remains a solid second choice."}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|Ledgy", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "European / UK companies with mid‑stage growth | Deep local scheme support"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise‑grade service, strong compliance and reporting, but pricing on request"}, {"id": "mai-20260917-1752-baseline-2|c235-m2|zai-small|Eqvista", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Budget‑conscious startups & growing companies | Freemium tier"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Carta", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Market Leader & Enterprise Standard... **Carta** is likely the only viable option due to integration requirements."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Pulley", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Pulley** if you want value/speed, or **Carta** if your investors insist"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Ledgy", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are in Europe/UK:** Go with **Ledgy**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Eqvista", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you are bootstrapped or pre-seed:** Go with **Eqvista** or **Capboard**"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Capboard", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with **Eqvista** or **Capboard** until you raise significant funding."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Cake Equity", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong in APAC/Australia; modern UI; gaining traction in emerging markets."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bank-backed alternative; good for companies already deeply integrated with Fidelity’s brokerage ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|alibaba-small|Shareworks", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Now part of MSCI; focuses more on enterprise/governance rather than pure startup cap table management."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Carta", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta leads the equity management market in 2026 for its trust, reliability, and unmatched depth of service."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Cake Equity", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cake Equity is rated 4.8/5 on G2 and built for growing startups"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Eqvista", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista is a strong choice for early-stage startups thanks to its simple setup, freemium plan"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Ledgy", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has the best multi-country ESOP support with EU data residency and GDPR compliance"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Pulley", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "the company announced on September 15 that it is shutting down on December 8, 2026"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Qapita", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Carta, Qapita, Eqvista, Shareworks, and Cake Equity each serve their home segment well"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|anthropic-small|Shareworks", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Carta, Qapita, Eqvista, Shareworks, and Cake Equity each serve their home segment well"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Carta", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Carta** if you want the **industry standard** and expect to scale into more complex investor, legal, and reporting needs."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Pulley", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Pulley** if you want the **best founder experience** for an early-stage venture-backed startup."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Ledgy", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ledgy** if you are **Europe-based**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Eqvista", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Eqvista** if **cost** matters most."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Qapita", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Qapita** if you need **global equity/ESOP workflows**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Cake Equity", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Cake Equity** if you are in **APAC/Australia**"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|challenger-small|Fidelity Private Shares/Shareworks", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares/Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "More enterprise-oriented, with liquidity/tender-offer and admin depth"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Carta", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The industry standard... the platform that virtually every institutional investor, auditor, and law firm recognizes as the *authoritative* equity record."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Pulley", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pulley = best modeling and affordability for early founders, but less institutional weight."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Ledgy", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The European leader, ideal for EU/UK companies... Ledgy = best for EU compliance."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Eqvista", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The budget pick for the US and cost-conscious founders... cheapest but limited free tier."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Cake Equity", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strongest in APAC/Australia/New Zealand, with ESS... automation"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed for late-stage, pre-IPO, and public companies... not built for early-stage startups."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|AngelList Stack", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "AngelList stopped accepting new standalone cap table customers as of mid-2026, so it's generally no longer a fresh option."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Fidelity Private Shares (free to start, serious Carta challenger)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Capboard", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Capboard (~$30/mo, cheap for EU early-stage)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Mantle", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Mantle (~$100/mo flat with unlimited stakeholders, AI-native)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Qapita", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Qapita (global/distributed-note companies)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Sharing", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Sharing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sharing (late-stage)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|deepseek-small|Diligent Equity", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Diligent Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Diligent Equity (fund/PE portfolio monitoring)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Pulley", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "announced that it is **shutting down all operations on December 8, 2026**"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Carta", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Carta remains the market giant... **Maximum investor credibility & VC ecosystem** | **Carta** ... it is the standard."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Mantle", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The modern, AI-native challenger... Flat-rate pricing with unlimited stakeholders"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Cake Equity", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Early-stage to scaling startups with globally distributed teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Ledgy", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Unmatched local compliance and currency flexibility for European companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Lawyer-approved, governance-first platform."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|google-small|Eqvista", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The most cost-effective path to generating audit-ready 409As on a tight budget."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|meta-small|Carta", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the best overall cap table software"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|meta-small|Pulley", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley is the lean, founder-friendly choice for early-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|meta-small|Cake Equity", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for scaling startups and companies in APAC"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|meta-small|Ledgy", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledgy is best for European companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|meta-small|Eqvista", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eqvista is the budget pick, with free pricing up to 20 shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Carta", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widest feature set, equity + fundraising + compliance, default industry reference"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Pulley", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Seed-stage with tight budget**: Cake Equity (free starter) or Pulley"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Ledgy", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EU-based or global team**: Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Shareworks", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Late-stage/IPO preparation**: Shareworks"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Cake Equity", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Seed-stage with tight budget**: Cake Equity (free starter)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Qapita", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Predictable pricing at scale**: Qapita"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Astrella", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Private company equity admin | Per-stakeholder pricing, comprehensive features"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|J.P. Morgan", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise/quote-based**: Shareworks, J.P. Morgan"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|minimax-small|Eqvista", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Early-stage**: Pulley, Cake Equity, Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|mistral-small|Carta", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a US startup at Series A+ and want the institutional standard, choose **Carta**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|mistral-small|Pulley", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're pre-seed/Series A and want a lean, cost-effective solution, choose **Pulley**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|mistral-small|Ledgy", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in Europe or need multi-jurisdiction support, choose **Ledgy**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|mistral-small|Cake Equity", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're scaling fast and need strong APAC/AU support, choose **Cake Equity**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|mistral-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're pre-IPO or public, choose **Shareworks**."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Carta", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A practical shortlist for most VC-backed US startups usually comes down to **Carta vs. Pulley**: Carta wins on breadth"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Pulley", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pulley wins on price transparency, speed, and founder experience."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Ledgy", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**UK / EU:** Ledgy is the default choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pre-IPO / Public:** Shareworks or Carta for liquidity and enterprise reporting"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Eqvista", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious:** Eqvista or AngelList Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Qapita", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Qapita if you have global entities"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Cake Equity", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pulley or Cake Equity for speed and price"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|AngelList Equity", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Budget-conscious:** Eqvista or AngelList Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free until first priced round; good for formation through Series B"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|Capbase", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tied to incorporation/company formation workflow"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|moonshot-small|LTSE Equity", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "LTSE Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Focus on long-term stakeholder alignment"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|openai-small|Carta", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** = most comprehensive, most established, best for scale."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|openai-small|Pulley", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "best UX and transparent startup pricing, but now in shutdown mode"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|openai-small|Eqvista", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eqvista** = value-priced, cap table + 409A combo."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|openai-small|Ledgy", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** = strongest fit for EU/UK equity and compensation workflows."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|openai-small|Shareworks / Morgan Stanley", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks / Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shareworks** = enterprise/legacy choice for larger companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Carta", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta - Market leader, especially for US startups from Series A+ to pre-IPO."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Pulley", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley - Popular for early-stage US startups (pre-seed to Series B, YC favorites)"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Cake Equity", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cake Equity - Great for seed to Series A+, global (strong APAC/AU). Affordable, full features"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Ledgy", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledgy - Top for EU/UK/global teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Eqvista", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Budget-friendly for US early-to-mid stage, bundled 409A... pre-seed: Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "For late-stage/public companies... Cons: Not for early-stage."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Carta", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (The Market Leader) ... Deepest feature set, largest installed base ... **Carta** still offers the most complete feature set"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Pulley", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is a compelling alternative if you want Carta‑like features without the data‑handling baggage."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Qapita", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mantle** or **Qapita** are strong choices: free plans, flat‑rate pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Ledgy", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** is the go‑to for local share scheme compliance and regulatory reporting."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Eqvista", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** is a budget option if you need cheap 409A valuations."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Mantle", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mantle** or **Qapita** are strong choices: free plans, flat‑rate pricing, and AI‑assisted workflows."}, {"id": "mai-20260917-1752-baseline-2|c235-m3|zai-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Carta** and **Shareworks** provide the most robust enterprise and audit capabilities."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|Google Sheets / Excel", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Google Sheets / Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "The Best \"Free\" Option: Google Sheets / Excel"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|Wiso", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Wiso", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "use the template from **Wiso** or **EquityPoint**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|EquityPoint", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "EquityPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "use the template from **Wiso** or **EquityPoint**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|Capsule", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capsule", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The Best Freemium Model: Capsule ... They offer a very robust free tier ... **If you have > 10 shareholders but < 100 employees:** Use **Capsule**."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|AngelList (Wellfound)", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "AngelList (Wellfound)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are planning to raise money soon, AngelList is the most logical choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|ShareWorks", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "ShareWorks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The Best Budget-Friendly SaaS: ShareWorks ... **If you need 409A Valuations:** Use **ShareWorks**."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|Carta", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Customer service can be slow on lower tiers; upsells can get aggressive."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|alibaba-small|Vantage", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Vantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "without the enterprise price tag of Carta or Vantage"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|anthropic-small|Gust Equity Management (GEM)", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Gust Equity Management (GEM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gust Equity Management is the budget-friendly option for very early-stage companies and first-time founders, offering a free tier"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|anthropic-small|Eqvista", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gust Equity Management and Eqvista offer the most generous free tiers"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|anthropic-small|Mantle", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mantle and Cake Equity provide excellent value with low-cost paid plans for growing companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|anthropic-small|Cake Equity", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cake's free tier covers up to 5 stakeholders, with paid plans starting at $1,000/year"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|anthropic-small|Ledgy", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Average annual costs for Ledgy range between $1,631 and $6,215."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|challenger-small|Cake Equity", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software is usually **Cake Equity** if you want a **free starter tier**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|challenger-small|Eqvista", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** is also a strong choice because multiple comparisons describe it as **budget-conscious**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|challenger-small|Qapita", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Better if you need more than the cheapest option"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|challenger-small|Pulley", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Strong UX and transparency, but not usually the lowest-cost pick"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Capboard", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Capboard** (~$30/mo)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Eqvista", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eqvista** is typically the strongest budget pick because it's inexpensive **and** bundles 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Cake Equity", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great free starting point: **free for up to 5 stakeholders**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Carta Launch", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "I'd suggest starting with a **free tier (Carta Launch or Fidelity Private Shares)** while you're under $1M raised"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "starting with a **free tier (Carta Launch or Fidelity Private Shares)**"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|AngelList Stack", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "stopped accepting new customers in August 2026**, so avoid it"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Pulley", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cake Equity** (~$1,000/yr) or **Pulley** ($1,200/yr)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Carta's paid plans", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta's paid plans", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Skip** enterprise tools like Carta's paid plans (Build/Grow can run $3,000–$12,000/year"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|deepseek-small|Shareworks", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "and Shareworks, which are overkill and overpriced for a budget-conscious company"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Pulley", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you should avoid Pulley and look at the following highly rated, cost-effective alternatives"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Mantle", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mantle (Best Overall for Flat-Rate & Unlimited Stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Eqvista", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista is one of the most flexible and affordable options"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a highly robust option that is backed by an established financial institution"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Carta Launch", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its paid tiers are notoriously expensive (with a median contract spend of over $15,000/year)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|google-small|Cake Equity", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cake Equity (Best for Globally Distributed Teams)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|meta-small|Cake Equity", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cap table management software for a company with a limited budget is Cake Equity, which offers a free starting point"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|meta-small|Pulley", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|meta-small|Ledgy", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|meta-small|Carta", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|minimax-small|Cake Equity", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Cake Equity** if you have fewer than 5 stakeholders — you get full features for free"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|minimax-small|Carta Launch", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "go with **Carta Launch** or **Pulley** (both free up to 25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|minimax-small|Pulley", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "go with **Carta Launch** or **Pulley** (both free up to 25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|minimax-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fidelity Private Shares** (Best for No Strings) - **Free**: Until your first priced round"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|minimax-small|Eqvista", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Eqvista** (Best European Option) - **Free**: Up to 20 shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|mistral-small|Carta Launch", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with Carta Launch, Pulley, or Eqvista’s free tier is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|mistral-small|Pulley", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with Carta Launch, Pulley, or Eqvista’s free tier is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|mistral-small|Eqvista", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with Carta Launch, Pulley, or Eqvista’s free tier is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|mistral-small|Cake Equity", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have even fewer stakeholders (5 or fewer), Cake Equity is a good choice."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|mistral-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for companies under $1M raised and up to 25 stakeholders."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Carta Launch", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Carta Launch** (free) or **Eqvista** (free up to 20)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Eqvista", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Carta Launch** (free) or **Eqvista** (free up to 20)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Cost:** Free for under 25 stakeholders - **Best for:** Cost-conscious founders"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Pulley", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then transitioning to **Pulley** ($1,200/year) when you need more features"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Cake Equity", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free for 5 stakeholders, then $1,000/year (25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Capboard", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Cost:** ~$30/month - **Best for:** Small cap tables on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|moonshot-small|Capbase", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Pre-incorporation** | Capbase | Cheapest path from idea to first cap table"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|openai-small|Eqvista", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My practical pick: Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|openai-small|Carta Launch", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good alternative: Carta Launch"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|openai-small|Pulley", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** is often the next best choice"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Eqvista", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eqvista stands out as the best cap table management software"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Carta Launch", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Free Alternatives... **Carta Launch** (Free for <25 stakeholders and <$1M raised)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Cake Equity", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cake Equity** (Free for up to 5 stakeholders): User-friendly for seed-stage"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fidelity Private Shares** (Free for <25 stakeholders and <$1M raised): Bank-backed reliability"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Pulley", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid for tight budgets**: Pulley (starts $1,200/year, no true free tier)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|xai-small|Ledgy", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid for tight budgets**: ... Ledgy (€900/year+)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|Cake Equity", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best budget-friendly paid plan: **Cake Equity** (~$1,000/year Build)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|Carta Launch", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best overall free tier: **Carta Launch** (widely used, under 25 stakeholders, <$1M raised)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|Pulley", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Pulley** (transparent pricing, free up to 25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|Capboard", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best low-cost option: **Capboard** (~$30/month) for a simple, scalable setup."}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|Eqvista", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** (bundled 409A at competitive pricing)"}, {"id": "mai-20260917-1752-baseline-2|c235-m4|zai-small|OpenCap Stack", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "OpenCap Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you prefer open source/self-host: **OpenCap Stack**."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|alibaba-small|Broadridge", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Broadridge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you generally won't need the massive enterprise solutions (like Broadridge)"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|alibaba-small|Carta", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta:** The market leader. Best if you plan to IPO soon and want a unified suite. *Con:* Can be clunky/slow to make changes"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|alibaba-small|Pulley", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Designed specifically as a modern alternative to Carta for growth-stage companies. Better UX and pricing flexibility."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|alibaba-small|Capshare", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Capshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often preferred by CFOs because it focuses heavily on the accounting/reporting side"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|alibaba-small|Shareworks (Morgan Stanley)", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great if you need wealth management services for your founders/employees alongside the administration."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|Carta", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The decision really comes down to **Carta** (institutional default, but watch cost) vs. **Shareworks/Morgan Stanley or Qapita**"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|Pulley", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Earlier stage | Excellent modeling & transparent pricing, but weaker than Carta at heavy late-stage enterprise/compliance scale"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|Shareworks (Morgan Stanley)", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Strong for your profile, but quote-only pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|Qapita", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Transparent flat pricing, SOC 2, white-glove migration from Carta, strong global compliance"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|Ledgy", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EU/global teams | Good for globally distributed companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|deepseek-small|LTSE Equity", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "LTSE Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Early-stage only | Free tier — likely too basic for you"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|google-small|Carta", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (Scale/Enterprise Tier): The institutional default... highly capable for late-stage secondary transactions, but it is also the most expensive and has faced scrutiny over aggressive pricing hikes."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|google-small|Morgan Stanley Shareworks", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Morgan Stanley Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The gold standard if your company is actively planning an IPO within the next 12 to 24 months... generally considered heavy and slow"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|google-small|Pulley", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An aggressively growing challenger... lightning-fast 409A turnaround times, and highly transparent, lower pricing compared to Carta"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|google-small|Ledgy", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company is headquartered in Europe, the UK, or APAC, these platforms are highly competitive"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|google-small|Qapita", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company is headquartered in Europe, the UK, or APAC, these platforms are highly competitive"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|meta-small|Carta", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta**: Known for its comprehensive equity management features and scalability."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|meta-small|Pulley", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers transparent pricing and a user-friendly interface, making it a popular choice for startup teams."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|meta-small|Ledgy", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides flat-tier pricing and is well-suited for UK and EU companies with international shareholders."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|meta-small|Eqvista", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers affordable pricing based on the number of shareholders and is a good option for budget-conscious companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|meta-small|Cake Equity", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Provides a free plan for up to 5 stakeholders and is a good choice for early-stage companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|minimax-small|Carta", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta** | Widest feature set, strong enterprise capabilities"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|minimax-small|Pulley", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pulley** | Transparent pricing, good scenario modeling"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|minimax-small|Qapita", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Qapita** | Global structures, flat-tier pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|minimax-small|Ledgy", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ledgy** | EU/UK focus"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|minimax-small|Morgan Stanley Shareworks", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Morgan Stanley Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Morgan Stanley Shareworks** | Pre-IPO/public companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|mistral-small|Carta", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors based on your needs (e.g., Carta, Pulley, LTSE Equity, Carta Go, Pulley Lite, etc.)."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|mistral-small|Pulley", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors based on your needs (e.g., Carta, Pulley, LTSE Equity, Carta Go, Pulley Lite, etc.)."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|mistral-small|LTSE Equity", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "LTSE Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Carta, Pulley, LTSE Equity, Carta Go, Pulley Lite, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|mistral-small|Carta Go", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta Go", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Carta, Pulley, LTSE Equity, Carta Go, Pulley Lite, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|mistral-small|Pulley Lite", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Carta, Pulley, LTSE Equity, Carta Go, Pulley Lite, etc."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|moonshot-small|Carta", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** if you have institutional investors, need robust compliance, and want the \"safe\" choice that auditors and lawyers recognize"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|moonshot-small|Pulley", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** if you prioritize modern UX, faster support, and lower costs while maintaining professional-grade features"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|moonshot-small|Shareworks", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shareworks** if you're approaching IPO readiness or need enterprise-grade features"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|moonshot-small|Ledgy", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Ledgy** | European companies | From ~\\u20ac1,800/yr | Strong for EU compliance |"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|moonshot-small|Cake Equity", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Cake Equity** | APAC/scaling teams | Startup-friendly tiers | Good for international expansion |"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Carta", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3 (e.g., Carta, Pulley, Ledgy) based on your geography/ESOP needs."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Pulley", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist 3 (e.g., Carta, Pulley, Ledgy)"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Ledgy", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3 (e.g., Carta, Pulley, Ledgy) based on your geography/ESOP needs."}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Qapita", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Qapita**| Global IPO-track | Per-stakeholder | Predictable scaling | Newer player |"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Shareworks", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "avoid enterprise tools like Shareworks if setup takes months"}, {"id": "mai-20260917-1752-baseline-2|c235-m5|xai-small|Cake Equity", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "check G2/Capterra reviews (e.g., Cake Equity/Pulley score high on ease)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Pulley", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pulley — DO NOT START USING... shutting down operations in December 2026"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Excel / Spreadsheets", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Excel / Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Excel / Spreadsheets — For Anything Beyond Trivial Use ... spreadsheets carry serious risks"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Carta", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Industry leader but frequently criticized: Expensive... Poor support experience... Clunky workflows"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|AngelList (Wellfound)", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList (Wellfound)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Closed standalone cap table to new customers (August 2025)... No published pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Gust Equities", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Gust Equities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pre-seed / <25 stakeholders | Gust Equities (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Eqvista", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Gust Equities (free tier), Eqvista, Pulley (if still operating)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Shareworks", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Seed – Series A | Carta, Angellist rebuild (if RUV-aligned), Shareworks, Keela"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Keela", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Keela", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Shareworks, Keela"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Proshare", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Proshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Series B+ / Enterprise | Shareworks (TrustedLink), Carta Scale, Proshare, Blackbaud"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Blackbaud", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Blackbaud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Carta Scale, Proshare, Blackbaud"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Sharesight", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Sharesight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "EU-specific | Sharesight, Sphera, or Carta EU"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|alibaba-small|Sphera", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sharesight, Sphera, or Carta EU with Euro-denominated support"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|anthropic-small|Pulley", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The company announced on September 15 that it is shutting down on December 8, 2026."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|anthropic-small|Carta", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta has quote-based pricing that startup founders find too costly"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|anthropic-small|Cake", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "startups switching from Carta to Cake having saved between $3,000 and $16,000 per year"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|challenger-small|Carta", "prompt": "c235-m6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "several sources flag it as **expensive**, sometimes **overly complex for early-stage startups**, and prone to **surprise price increases**"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|challenger-small|AngelList Stack", "prompt": "c235-m6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**AngelList Stack closed to new customers in 2026**, so it would be a caution flag if you are evaluating it now"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Carta", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid Carta for core trust reasons"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Pulley", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Verdict:** Avoid entirely."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "treat any enterprise-level platform (Shareworks, Morgan Stanley) as a **contract trap** for early-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Ledgy", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many reviews note that its scenario modeling lacks depth for complex liquidation preferences"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Cake Equity", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Many founders are moving to **Cake Equity** (4.8/5 on G2)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|deepseek-small|Eqvista", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Eqvista** (5.0/5) ... specifically for transparent flat pricing and free migration support"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Pulley", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pulley (AVOID – Shutting Down)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Carta", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta (PROCEED WITH CAUTION – Trust and Pricing Issues)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Cake Equity", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "founders are also actively migrating to other platforms like Cake Equity, Eqvista, or Mantle"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Eqvista", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "migrating to other platforms like Cake Equity, Eqvista, or Mantle"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Mantle", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Mantle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "migrating to other platforms like Cake Equity, Eqvista, or Mantle"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Spreadsheets (Excel / Google Sheets)", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheets (Excel / Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "manual spreadsheets are the single biggest \"cap table platform\" to avoid as your startup grows"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|google-small|Fidelity Private Shares", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you are looking at alternative platforms (such as **Fidelity Private Shares, Cake Equity, Eqvista, or Mantle**)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|minimax-small|Carta", "prompt": "c235-m6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta is the dominant player but has faced some significant issues... \"absolutely a breach of privacy protocols.\""}, {"id": "mai-20260917-1752-baseline-2|c235-m6|minimax-small|Pulley", "prompt": "c235-m6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A notable alternative, but **Pulley is now shutting down** (announced September 2026)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|minimax-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c235-m6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These are risky because: No audit trail, Formula errors can cause costly mistakes, Version control chaos"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|mistral-small|Carta", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avoid or be cautious with Carta if you're pre-seed or seed-stage due to high costs."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|mistral-small|Pulley", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Stick with well-reviewed, scalable platforms like Pulley, AngelList Equity, or Cake Equity for early-stage companies."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|mistral-small|AngelList Equity", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stick with well-reviewed, scalable platforms like Pulley, AngelList Equity, or Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|mistral-small|Cake Equity", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stick with well-reviewed, scalable platforms like Pulley, AngelList Equity, or Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|moonshot-small|Carta", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Several industry voices explicitly recommend *not* working with Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|moonshot-small|Pulley", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Pulley** \\u2014 Avoid (Shutting Down)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Shareworks by Morgan Stanley** \\u2014 Be Cautious"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|openai-small|Carta", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A 2024 TechCrunch report about Carta raised exactly these kinds of concerns for some customers."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Carta", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "High costs... complaints of 4x rate hikes, opaque billing, and cancellation friction... Trust issues... early startups often find it overkill and pricey."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Pulley", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**When to avoid**: Immediately if considering now—migrate risks data loss or disruption... obsolete."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Shareworks (by Morgan Stanley)", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Best avoided for**: Startups/small teams; suits late-stage/public companies better."}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Eqvista", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Eqvista | 4.9 (148+) | 409A included, transparent | Free (<20)"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Ledgy", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ledgy | 4.7 | EU/global compliance | Free tier"}, {"id": "mai-20260917-1752-baseline-2|c235-m6|xai-small|Cake Equity", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cake Equity | 4.8 | Seed-Series A scaling | $1K/yr"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|alibaba-small|Pulley", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall for Startups: **Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|alibaba-small|Carta (Self-Serve)", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta (Self-Serve)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Industry Standard: **Carta (Self-Serve)** ... Best For: Companies that plan to raise multiple rounds of institutional venture capital."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|alibaba-small|Eqvista", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Bootstrapped/Budget-Friendly: **Eqvista**"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|Mantle", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mantle is the best pick for inception to Series B+ startups in the US and Canada"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|EquityList", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "EquityList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mantle, Cake Equity, or EquityList are likely your best bets"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|Cake Equity", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cake Equity is rated 4.8/5 on G2 and built for growing startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|Qapita", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qapita Spark is free to 25 stakeholders, Surge is $1,600/year"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|Carta", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Carta has a quote-based pricing that startup founders find too costly"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|anthropic-small|Ledgy", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cake Equity, Ledgy, and Qapita are the strongest options for globally distributed companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|challenger-small|Pulley", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software is usually **Pulley** if you want a simple, startup-friendly tool"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|challenger-small|Qapita", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qapita** is also a strong option because it publishes per-stakeholder pricing and has a free tier"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|challenger-small|Carta", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** is widely recognized... but smaller teams may find it less predictable on cost and support"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|deepseek-small|Pulley", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|deepseek-small|Gust Equity Management", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Gust Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free/Low-Cost Option: **Gust Equity Management**"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|deepseek-small|Cake Equity", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fully transparent pricing (~$1,000\\u2013$2,750/year), 4.8/5 G2 rating"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|deepseek-small|Eqvista", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "very affordable for small teams and scales as you grow"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|deepseek-small|Carta", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill/overpriced for a small B2B business."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Pulley", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should avoid signing up for Pulley, and if you are currently using it, you need to initiate a migration immediately."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Carta", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta** remains the dominant market leader and the default \"source of truth\" for the venture ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Cake Equity", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cake Equity** has rapidly become the top-rated independent challenger to Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Mantle", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mantle** is a fast-rising star in the cap table space"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Ledgy", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ledgy** if you have employees in the UK or Europe."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|google-small|Eqvista", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are bootstrapping your B2B company ... **Eqvista** is the best option."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|meta-small|Pulley", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley - earns the top spot in the ranking by Zipdo."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|meta-small|Carta", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a leader in cap table management software, offering a secure platform to view, track, and issue equity"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|meta-small|Cake Equity", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Cake Equity - provides cap table software for growing startups."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|minimax-small|Carta", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "One of the most widely used platforms for equity management and cap table tracking... Generally considered a leader in the space"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|minimax-small|Cake Equity", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Provides comprehensive cap table software solutions - Good for growing startups and small companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|minimax-small|Guideflow", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Guideflow** - Offers a comparison of 7 top cap table management tools"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|minimax-small|Waveup", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Waveup", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Waveup** - Provides comparison of 8 tools with detailed features"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|minimax-small|Cheqly", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cheqly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cheqly** - Another option with startup-focused features"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|mistral-small|Pulley", "prompt": "c235-s1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pulley** is frequently cited as the best overall due to its balance of simplicity, power, and affordability"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|mistral-small|Carta", "prompt": "c235-s1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's scalable and integrates with many HR and accounting tools, making it a solid choice for growing B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|mistral-small|Cake Equity", "prompt": "c235-s1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cake is another strong option for small B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|moonshot-small|Pulley", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Pulley** (free tier) or **Carta Launch** (free)"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|moonshot-small|Carta Launch", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Pulley** (free tier) or **Carta Launch** (free)"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|moonshot-small|Eqvista", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eqvista** – Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|openai-small|Eqvista", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **Eqvista**"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|openai-small|Carta", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta** is also a strong choice, but it tends to be more expensive"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|openai-small|Pulley", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid starting new on Pulley right now** because of the shutdown notice."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|openai-small|Ledgy", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison for Eqvista vs Carta vs Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|xai-small|Cake Equity", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My pick for most small B2B: Start with Cake Equity or Eqvista"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|xai-small|Pulley", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to Pulley/Carta at seed ($1M+ raised) for advanced compliance."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|xai-small|Carta", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Quote-based paid tiers pricey ($2k+); steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c235-s1|xai-small|Eqvista", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with Cake Equity or Eqvista if bootstrapped/pre-seed (free tiers suffice)"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|zai-small|Pulley", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Advice: Start with **Pulley**. The $1,200/year price point is very reasonable for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|zai-small|Carta Launch", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Free Option: Carta Launch"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|zai-small|Cake Equity", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Transparency & Features: Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-s1|zai-small|Eqvista", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "User interface is often criticized as being clunky or outdated compared to Pulley or Cake."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|alibaba-small|Capbase", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Capbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your business is pre-seed, bootstrapped, or just getting started... **Capbase** is often the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|alibaba-small|Qapita", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Search results specifically highlight **Qapita** as a strong contender for small businesses due to its transparent tiering system."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|alibaba-small|Carta", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "For a small business *without* investors, Carta is often too expensive and its pricing is opaque"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|alibaba-small|Pulley", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look into **Pulley**, which is gaining popularity for having a better user experience (UX) and modern workflows"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|anthropic-small|Cake Equity", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses just starting out, **Cake Equity** or **Eqvista** offer the best combination of affordability and essential features."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|anthropic-small|Eqvista", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cake Equity** or **Eqvista** offer the best combination of affordability and essential features."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|anthropic-small|Carta", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing for Carta scales quickly, and smaller startups sometimes find the platform more than they need at early stages"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|anthropic-small|Pulley", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for US-based seed-stage startups who want a clean, simple cap table tool"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|challenger-small|Qapita", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qapita** if you want the best balance of capability and transparent pricing for a smaller team."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|challenger-small|Eqvista", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** is also a strong alternative because one 2026 review ranked it as the top overall recommendation for private companies."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|challenger-small|Carta", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "budget is less of a concern, **Carta** is repeatedly described as a leading end-to-end option"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|deepseek-small|Qapita (Spark)", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita (Spark)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're very early and want to start for free, go with **Qapita** or **Cake**."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|deepseek-small|Cake Equity", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cake has a free tier). This is ideal for a small business that wants to set up a clean cap table"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|deepseek-small|Pulley", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small businesses, **Pulley** offers the best balance of cost, ease of use, and growth capability."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|deepseek-small|Carta", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **Carta** only if you're on a serious venture-funding trajectory... pricing isn't public, costs rise steeply as you grow, and the platform can feel rigid."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|google-small|Pulley", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pulley** is currently the top recommendation."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|google-small|Cake Equity", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is distributed globally, **Cake Equity** is the best fit."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|google-small|Carta", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You Plan to Raise U.S. Venture Capital... Carta's paid tiers are notoriously expensive for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|google-small|Eqvista", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget-Conscious & Self-Funded Businesses... **Eqvista** is an excellent choice."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|meta-small|Qapita", "prompt": "c235-s2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Qapita: Best for startup cap table and ESOP management, with paid plans starting from $1,600/year."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|meta-small|Pulley", "prompt": "c235-s2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A modern equity management platform designed specifically for small businesses and startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|meta-small|Cake Equity", "prompt": "c235-s2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-based equity management platform that provides founder-friendly equity tracking."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|minimax-small|Pulley", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Pulley** - **Pricing**: Starts at ~$1,200/year ... **Good for**: Early-stage companies needing cap table management"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|minimax-small|Qapita", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free up to 25 stakeholders; ~$1,600/year for 40 stakeholders - **Good for**: Cost-conscious startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|minimax-small|Carta", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Popular but may be more expensive than alternatives"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|mistral-small|Cake Equity", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Cake Equity** as the top equity management platform"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|mistral-small|Qapita", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Qapita**, which offers a free plan for up to 25 stakeholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|moonshot-small|Pulley", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Pulley** as the best starting point"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|moonshot-small|Carta", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Carta** as the alternative if you plan to raise institutional venture capital soon"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|moonshot-small|AngelList Equity", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "AngelList Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If Cost Is the #1 Priority: **AngelList Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|moonshot-small|Fidelity Private Shares", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has emerged as a strong free-to-start option for very early-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|openai-small|Carta", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Carta** for most companies that expect to grow"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|openai-small|Pulley", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Pulley** if you want simpler setup and lower cost."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|openai-small|Ledgy", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you have more international needs, especially in Europe"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|openai-small|Shareworks", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for larger or more complex equity programs"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Cake Equity", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Cake Equity as the top equity management platform."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Carta", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Gold standard for investor trust, but overkill/expensive for small non-VC B2B"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Pulley", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "but shutdown makes it risky—export now if using"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Qapita", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qapita | Limited | $1,600/yr | 4.6/5 | Global ESOPs"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Eqvista", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Eqvista | No | $2/mo per stakeholder | 4.5/5 | Ultra-budget cap tables"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|xai-small|Ledgy", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ledgy | No | ~$2,000/yr | 4.7/5 | Europe-focused"}, {"id": "mai-20260917-1752-baseline-2|c235-s2|zai-small|Carta", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Qapita** (or Carta if you expect significant growth) for your own cap table and equity plan management."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|zai-small|Qapita", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Qapita** (or Carta if you expect significant growth) for your own cap table and equity plan management."}, {"id": "mai-20260917-1752-baseline-2|c235-s2|zai-small|Cake Equity", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cake Equity** \\u2013 Highly rated, founder-friendly, with strong cap table and stakeholder management."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|alibaba-small|Cake Equity", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If budget is extremely tight, **Cake Equity** is a viable backup."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|alibaba-small|Pulley", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Pulley** if you are raising venture capital. Its balance of user-friendliness, transparency, and sufficient depth makes it the current favorite"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|alibaba-small|Carta", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have complex capital structures or institutional investors:** Go with **Carta**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|alibaba-small|Eqvista", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are pre-seed/bootstrapped:** Go with **Cake Equity** or **Eqvista**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|anthropic-small|Cake Equity", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cake Equity focuses heavily on simplifying the employee experience and is the \"set and forget\" solution for small teams"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|anthropic-small|Pulley", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pulley has become a default choice for YC-style startups and high-growth early-stage teams"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|anthropic-small|Eqvista", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista holds the #1 position on G2 in the Equity Management category"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|anthropic-small|Ledgy", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledgy is great for EU-based or globally distributed teams."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|challenger-small|Cake Equity", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Cake Equity** if your team is tiny and you want the **lowest-cost, easiest start**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|challenger-small|Pulley", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most common short list is **Cake Equity vs. Pulley**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|challenger-small|Carta", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Usually **quote-based** and can become expensive or heavier than a small team needs"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|challenger-small|Eqvista", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Eqvista** if you want a **budget-conscious** platform with strong equity-management breadth"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|challenger-small|Mantle", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Mantle** if you prefer **flat-rate pricing**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Carta", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** remains the safest choice if you anticipate institutional VC fundraising in the near future."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Pulley", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "for a small team (under 25–40 stakeholders), **Pulley** and **Eqvista** offer the best combination of cost, features, and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Eqvista", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pulley** and **Eqvista** offer the best combination of cost, features, and flexibility"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Ledgy", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're EU/UK-based with international shareholders → **Ledgy** handles multi-jurisdiction complexity better than anyone."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Cake Equity", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake Equity's** Team plan ($2,750/yr) is arguably the best deal in the category."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|deepseek-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill (and overpriced) for small teams; no free tier"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Cake Equity", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Cake Equity** if your small team is **globally distributed**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Pulley", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Pulley** if you are actively fundraising, want **premium scenario modeling**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Mantle", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Mantle** if you want a **free, modern tool** that won't charge you a \"tax\" per stakeholder"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Fidelity Private Shares (formerly Shoobx)", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares (formerly Shoobx)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Fidelity Private Shares** if you want your cap table to double as your **legal operations assistant**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Carta", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "often criticized for being bloated and expensive for mature startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|google-small|Ledgy", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you are strictly UK/Europe-based, also look into **Ledgy**"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|meta-small|Pulley", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley is a strong option for early-stage startups focused on fundraising"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|meta-small|Carta", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta is best suited for larger venture-backed companies requiring fund administration and secondary transactions"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|meta-small|Ledgy", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy stands out for European and multinational companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|meta-small|Cake Equity", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cake Equity is a good choice for smaller startups seeking a simple, employee-friendly equity platform"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|meta-small|Eqvista", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eqvista is suitable for fast-growing startups to late-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|minimax-small|Cake Equity", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Cake Equity** ⭐ (Best for Early-Stage Affordability)"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|minimax-small|Pulley", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Seed-stage with some funding:** Pulley or Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|minimax-small|Carta", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Planning to raise US venture capital:** Carta (industry standard)"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|minimax-small|Ledgy", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**European-based team:** Ledgy or Capboard"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|minimax-small|Capboard", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Capboard** (Best Budget Option for EU Teams)"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|mistral-small|Pulley", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **Pulley** or **Cake Equity** are the best starting points due to their simplicity and affordability."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|mistral-small|Cake Equity", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **Pulley** or **Cake Equity** are the best starting points"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|mistral-small|Ledgy", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're in Europe or plan to scale internationally, **Ledgy** is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|mistral-small|Carta", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be expensive and complex for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|mistral-small|Qapita", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Weaknesses:** May have a steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|Carta", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** (The Industry Standard) ... Most widely recognized by VCs and investors"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|Pulley", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Seed stage, raised on SAFEs, want great UX** | Pulley"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|Eqvista", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cost-conscious, predictable pricing** | Eqvista or Cake"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|Cake Equity", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**APAC/Australia-based** | Cake Equity"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|Ledgy", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EU/UK based or global cap table** | Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|moonshot-small|AngelList Stack", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "stopped accepting new customers in August 2026, so it's no longer a viable choice for new teams"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|openai-small|Eqvista", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eqvista**: strongest value if you want a **low-cost or free start**... small teams and very early startups usually do well with Eqvista or Pulley"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|openai-small|Carta", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best known as the **most established all-around platform**, especially once you're raising institutional rounds"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|openai-small|Pulley", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "often a good fit for **small businesses / early startups**... small teams and very early startups usually do well with Eqvista or Pulley"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|openai-small|Ledgy", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you're **international** or expect multi-country equity complexity"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Carta", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Industry standard; 409A valuations; investor-recognized reports... Opaque paid pricing (sales quote); scales to expensive/complex for growth."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Pulley", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Transparent pricing; fast 409A (3-5 days); clean UI... No free plan; US-focused."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Cake Equity", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global seed teams, esp. APAC/AU"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Ledgy", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "EU/UK/global with intl. shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Eqvista", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious US bootstrappers"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|Capboard", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Ledgy/Capboard (similar, ~$30/mo, EU budget pick) for Europe"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|xai-small|AngelList Stack", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "AngelList Stack was popular but stopped new signups in 2024."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Pulley", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pulley** is the \"lean, founder-friendly\" choice: transparent pricing, clean modeling, and strong compliance for early-stage startups."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Carta", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta Launch (free)** or **Pulley Startup ($1,200 /yr)** | Both have free or very low-cost options."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Cake Equity", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cake Equity** excels for scaling teams in APAC/AU and offers a compelling mix of features at a reasonable price."}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Ledgy", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** is the go-to for European or multi-country startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Eqvista", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** is the budget pick for early-stage US startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Astrella", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "There are other notable players (e.g., Astrella, Shareworks by Morgan Stanley, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Shareworks by Morgan Stanley", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "other notable players (e.g., Astrella, Shareworks by Morgan Stanley, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s3|zai-small|Fidelity Private Shares", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "other notable players (e.g., Astrella, Shareworks by Morgan Stanley, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Mantle (Starter Plan)", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle (Starter Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Mantle (Starter Plan) — FREE**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Carta (Launch Plan)", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta (Launch Plan)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "⚠️ Once you exceed these limits, prices jump to ~$2,988/year minimum"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Eqvista", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you have a tiny cap table (<20 people)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Capboard", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly for **EU-based teams**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Ledgy", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "In Europe/EU | **Capboard** or **Ledgy**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Pulley", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "YC-backed or similar | **Pulley** ($1,200/year)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|alibaba-small|Qapita", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "APAC/emerging markets | **Qapita** (freemium)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|anthropic-small|Cake Equity", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cake Equity** or **Gust Equity Management** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|anthropic-small|Gust Equity Management (GEM)", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Gust Equity Management (GEM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Cake Equity** or **Gust Equity Management** are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|anthropic-small|EquityList", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "EquityList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EquityList is a cap table management platform designed for startups ... seeking affordable equity management solutions"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|anthropic-small|Mantle", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Mantle** provides excellent value at a flat annual rate"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|anthropic-small|Carta Launch", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Carta Launch is free for companies with under 25 stakeholders that have raised under $1M."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|challenger-small|Cake Equity", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Cake Equity** if you want a genuine free starting tier"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|challenger-small|Eqvista", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Eqvista** if you want the strongest low-cost option with a free plan and more room to grow"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|challenger-small|Carta", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "I'd usually **avoid Carta** for a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|deepseek-small|Carta Launch", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're pre-Series A and raised under $1M:** Start with **Carta Launch for free**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|deepseek-small|Pulley", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** offers clean flat pricing in the low four figures."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|deepseek-small|Eqvista", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "*The strongest pick for truly tight budgets* ... **Eqvista** is the standout"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|deepseek-small|Cake Equity", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Genuine free tier and stakeholder-based pricing that scales reasonably."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|deepseek-small|Ledgy", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good mid-stage option with transparent pricing, especially if you have European operations."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Pulley", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "it is highly advised to avoid Pulley as they wind down"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Mantle", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Mantle if you are bootstrapped, have a limited budget... Truly free starting tier with absolutely zero stakeholder limits."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Cake Equity", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cake Equity if you have a global team, want top-tier user experience"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Eqvista", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One of the most affordable upgrade paths on the market."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Carta Launch or Fidelity Private Shares if you are actively preparing to pitch venture capital firms"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|google-small|Carta Launch", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Carta's paid plans are notoriously expensive and opaque"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|meta-small|Cake Equity", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be Cake Equity, which offers a free starting point with a clear upgrade path"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|meta-small|Capshare", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "simple and affordable dedicated cap table tool designed for early-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|meta-small|Pulley", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a pragmatic pick for startups that value pricing transparency and startup-friendly onboarding"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|meta-small|Carta", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "remains the default for many scaling SaaS founders due to its breadth across equity, fundraising, and compliance"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|minimax-small|Carta Launch", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Carta Launch**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|minimax-small|Cake Equity", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cake Equity** is also excellent and simple"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|minimax-small|OpenCap Stack", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "OpenCap Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Free** for up to 25 stakeholders - Self-host option available (MIT licensed)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|minimax-small|EquityList", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "EquityList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Free** for under 25 stakeholders and <$1M raised"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|minimax-small|Eqvista", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Free** up to 20 shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|mistral-small|Cake Equity", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Offers a real free starting point, making it ideal for bootstrapped or early-stage companies."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|mistral-small|Pulley", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a completely free solution, start with Cake Equity or Pulley's free tier... Pulley is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|mistral-small|Ledgy", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For European companies, Ledgy is worth considering despite higher costs at later stages."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|moonshot-small|Carta Launch", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta Launch** — Best Free Option ... Most comprehensive free tier; well-established platform"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|moonshot-small|Cake Equity", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Just starting out (under 5 stakeholders): Try **Cake Equity** free tier"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|moonshot-small|Eqvista", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "10–20 shareholders, want predictable costs: **Eqvista** (free up to 20, then pay-as-you-grow)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|moonshot-small|Pulley", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: No free tier; next tier jumps to $3,500/year"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|openai-small|Carta Launch", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Carta Launch** or **Eqvista Freemium**"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|openai-small|Eqvista Freemium", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista Freemium", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Choose Eqvista** if \"lowest cost\" matters most"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|openai-small|Pulley", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "very good for early-stage companies, but it's generally **not the cheapest** option"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Eqvista", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quick Pick**: Start with **Eqvista** if under 20 stakeholders—truly free and feature-rich without growth traps."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Carta Launch", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Why great**: Industry standard, free cap table, equity issuance (stock/options/SAFEs), 83(b) filings, investor dashboards, and support."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ideal for**: Very early-stage with no funding yet; trusted (Fidelity-backed)."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Cake Equity", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for 5 stakeholders, then $1K/year (25). High ratings (4.8/5), great for seed with SAFEs/modeling."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Capshare", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basic free tier; Pro at $3/month/shareholder. Simple for tiny teams."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Ledgy", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If EU-based, consider Ledgy/Capboard for ~$30/mo."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|xai-small|Capboard", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If EU-based, consider Ledgy/Capboard for ~$30/mo."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Eqvista", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best free option:** Eqvista (up to 20 shareholders, no credit card required)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|CapTableFree", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "CapTableFree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For **absolute zero cost** with unlimited stakeholders and strong features (minus built‑in 409A): CapTableFree."}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free entry point for under‑$1M raised:** Fidelity Private Shares (up to 25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Carta Launch", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Carta Launch (up to 25 stakeholders, < $1M raised)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Pulley", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best low‑cost paid option:** Pulley (Startup tier at $1,200/year for up to 25 stakeholders)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Cake Equity", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cake Equity (free tier up to 5 stakeholders, then $1,000/yr for 25)"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Story.law (Aegis)", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Story.law (Aegis)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you have a lot of legacy documents and want AI‑assisted cleanup and legal oversight at a low monthly price"}, {"id": "mai-20260917-1752-baseline-2|c235-s4|zai-small|Capboard", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You’ll need a paid plan (Pulley, Cake, Eqvista premium, Story.law, Capboard, etc.)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|alibaba-small|Carta", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "rather than heavy, sales-driven enterprises (like Carta Enterprise), unless you have complex needs"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|alibaba-small|Pulley", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for a vendor known for **product-led growth** (like Pulley or Sigfig)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|alibaba-small|Sigfig", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Sigfig", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for a vendor known for **product-led growth** (like Pulley or Sigfig)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|alibaba-small|Vettafee", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Vettafee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "cap table software (like Carta, Pulley, Sigfig, or Vettafee)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Pulley", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley and Cake Equity are strong picks for your stage"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Cake Equity", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pulley and Cake Equity are strong picks for your stage"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Carta", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Carta is the \"safe institutional choice\" but often overpriced for early-stage companies"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Eqvista", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Eqvista** | ~$120–$240/mo (per shareholder) | Budget-conscious |"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Mantle", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Mantle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Mantle** | ~$1,200/yr (unlimited stakeholders) | US/Canada, AI-native workflows |"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Ledgy", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Ledgy** | ~€900–€3,000/yr | European companies |"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|deepseek-small|Qapita", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Qapita for global/distributed) are stronger in certain regions"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|Carta", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (The Standard / Heavyweight): Best for: Venture-backed companies anticipating a fast track to Series B... Cons: It is by far the most expensive option"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|Pulley", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pulley is shutting down... Do not select Pulley as your new platform"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|AngelList", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "AngelList", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "AngelList has stopped taking new standalone cap table customers."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|Cake Equity", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Cake Equity (The Agile & Transparent Alternative): Best for: High-growth, global, or US startups looking for transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|Eqvista", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eqvista (The Cost-Effective Workhorse): Best for: Startups wanting a highly functional, comprehensive tool on a budget."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|google-small|Ledgy", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ledgy (The European Leader): Best for: Companies headquartered in the UK or Europe"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|meta-small|Carta", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular cap table management software options for a 30-person company include: 1. **Carta**: Offers a range of plans"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|meta-small|Pulley", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pulley**: Provides a Startup plan ($1,200/year flat for up to 25 stakeholders) and a Growth plan ($3,500/year)."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|meta-small|Eqvista", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Eqvista**: Offers a free plan up to 20 shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|meta-small|Qapita", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qapita**: Provides flat-tier pricing with published per-stakeholder rates"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|meta-small|Cake Equity", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Cake Equity**: Offers a cap table management software with real-time access and clean data."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|mistral-small|Carta", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Carta** (market leader, but expensive)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|mistral-small|Pulley", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Pulley** (startup-friendly, good pricing)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|mistral-small|Pledge", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pledge** (simple, affordable)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|mistral-small|Eqvista", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Eqvista** (international cap tables)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|mistral-small|Captable.io", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Captable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Captable.io** (modern UI, good integrations)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Pulley", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're US-based and budget-conscious, **Pulley** or **Eqvista** usually offer the best feature-to-price ratio at your stage."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Carta", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pricing escalates quickly; ecosystem lock-in"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Cake Equity", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "~$40/mo for 30 stakeholders (~$480/yr) | Growing teams, APAC/US hybrid, flat pricing | Smaller market presence"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Eqvista", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Pulley** or **Eqvista** usually offer the best feature-to-price ratio at your stage"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Ledgy", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**International (EU/UK) team:** **Ledgy** is purpose-built for this."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|moonshot-small|Fidelity Private Shares", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with **Fidelity Private Shares** (free) or **Eqvista**, but plan to migrate."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|xai-small|Carta", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "too complex/expensive (Carta can feel bloated for <50 people)"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|xai-small|Pulley", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For your stage, Pulley or Cake Equity often get praised for simplicity and value."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|xai-small|Ledgy", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common tools like Carta, Pulley, Ledgy, Cake Equity, or Eqvista score well here"}, {"id": "mai-20260917-1752-baseline-2|c235-s5|xai-small|Cake Equity", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For your stage, Pulley or Cake Equity often get praised for simplicity and value."}, {"id": "mai-20260917-1752-baseline-2|c235-s5|xai-small|Eqvista", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common tools like Carta, Pulley, Ledgy, Cake Equity, or Eqvista score well here"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Astrella", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This platform has received notably poor reviews, with users frequently citing a clunky interface, slow performance, and severe frustration during onboarding."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|QuickBooks", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You should strictly avoid trying to manage a cap table manually in Excel or relying solely on basic tools like QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Xero", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "You should strictly avoid trying to manage a cap table manually in Excel or relying solely on basic tools like QuickBooks or Xero."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Carta", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "small businesses often report significant pain points... abrupt and substantial price hikes"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|J.P. Morgan Workplace Solutions", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "reviews suggest its feature set can be too limited or \"rigid\" for early-stage startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Pulley", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Often praised for lower upfront costs ($1,200/year startup tier) and a modern, intuitive interface."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Fidelity Private Shares", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A strong option that offers free management for companies with fewer than 25 stakeholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|alibaba-small|Ledgy", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Highly regarded for international setups (EU/UK)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|anthropic-small|Carta", "prompt": "c235-s6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta is more suitable for large enterprises with complex equity structures, but it may be cost-prohibitive for smaller startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|anthropic-small|Pulley", "prompt": "c235-s6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pulley's pricing can be high, particularly for very early-stage startups or smaller companies with limited budgets"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|challenger-small|Carta", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like **Carta** if you are early-stage and cost-sensitive, because reviewers note that its pricing can be too costly and its feature set can become overly complex for startups"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|challenger-small|Pulley", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "for evaluating specific vendors like Carta, Pulley, Eqvista, Ledgy, Shareworks, and others"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|challenger-small|Eqvista", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for evaluating specific vendors like Carta, Pulley, Eqvista, Ledgy, Shareworks, and others"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|challenger-small|Ledgy", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for evaluating specific vendors like Carta, Pulley, Eqvista, Ledgy, Shareworks, and others"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|challenger-small|Shareworks", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for evaluating specific vendors like Carta, Pulley, Eqvista, Ledgy, Shareworks, and others"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|AngelList Stack", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**AngelList Stack** | **Avoid** (if new user) | Sunset – no development, no new customers"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Carta", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Carta** | **Caution** | Expensive, complex, poor support for small teams"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Shareworks** | **Avoid** | Built for late-stage/enterprise – overkill"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Eqvista", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Eqvista** | **Caution** | Cheap but poor support, limited features, billing quirks"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Pulley", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "your best options are **Pulley** (transparent price, founder-friendly) or **Cake Equity**"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|J.P. Morgan Workplace Solutions", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "has named **Pulley and J.P. Morgan Workplace Solutions** as official migration partners"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Cake Equity", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Cake Equity** (free up to 5 stakeholders, then predictable pricing)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|deepseek-small|Ledgy", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you're in the EU/UK, **Ledgy** is a strong fit."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Carta", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "small businesses should approach it with caution for several key reasons"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Manual Spreadsheets (Excel / Google Sheets)", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Manual Spreadsheets (Excel / Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "the one they should **avoid as soon as possible**"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|LTSE Equity", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "LTSE Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Do not try to sign up:** LTSE officially exited the cap table market and **fully sunsetted the LTSE Equity platform**"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Astrella", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "They migrated their existing users to Astrella."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Shareworks by Morgan Stanley", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "For a small business, these platforms are massive overkill."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Certent", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Certent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Legacy Enterprise Platforms (e.g., Shareworks by Morgan Stanley, Certent)... massive overkill"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Cake Equity", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the most founder-friendly platforms right now (such as **Pulley**, **Cake Equity**, or **Mantle**)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Mantle", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look for platforms that offer flat-rate pricing tiers (such as *Cake Equity* or *Mantle*)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|google-small|Pulley", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "the most founder-friendly platforms right now (such as **Pulley**, **Cake Equity**, or **Mantle**)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|meta-small|Carta Launch", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta Launch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta Launch is free for companies that have raised under $1M, but may not be suitable for companies with complex cap tables"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|meta-small|Eqvista", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "free up to 20 shareholders, but may not be suitable for companies with a large number of shareholders"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|meta-small|Pulley", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pulley is a strong alternative to Carta, but may not be suitable for companies that need bundled 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|meta-small|Ledgy", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Ledgy is a good option for UK and international startups, but may not be suitable for US C-Corps"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|minimax-small|Carta", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta is the dominant player but has significant issues... High Costs: Median contract runs ~$15,000/year, which is steep for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|minimax-small|Pulley", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Pulley announced in September 2026 that it's shutting down after seven years and handing customers to Carta."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|mistral-small|Carta", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta is frequently criticized for its quote-based pricing, which can become very expensive as your company grows"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|mistral-small|Shareworks", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Shareworks may not be suitable for small businesses or early-stage startups due to its complexity and higher cost"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|mistral-small|Pulley", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "platforms like Pulley or Ledgy are often recommended as more affordable and user-friendly alternatives"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|mistral-small|Ledgy", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "platforms like Pulley or Ledgy are often recommended as more affordable and user-friendly alternatives"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Carta", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Carta** — Use with Caution"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Qapita", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Qapita** — Use with Caution"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Excel/Google Sheets", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid relying on spreadsheets once you have more than a handful of shareholders or option holders"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Pulley", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Flat-rate or published per-tier pricing** (e.g., Pulley, Eqvista, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Eqvista", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Flat-rate or published per-tier pricing** (e.g., Pulley, Eqvista, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|moonshot-small|Fidelity Private Shares", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Flat-rate or published per-tier pricing** (e.g., Pulley, Eqvista, Fidelity Private Shares)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Carta", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Widely used but often criticized as **overkill and expensive** for small teams."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|AngelList Stack (now AngelList Equity)", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack (now AngelList Equity)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid entirely if starting new**—stopped accepting new cap table customers"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Pulley", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "affordable options like **Pulley** (free-ish tiers, founder-friendly, 4.6/5 G2, cheaper 409A)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Shareworks", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tools (e.g., Shareworks) suit late-stage/public companies, not simple needs"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Cake Equity", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake Equity** (4.8/5 G2, seed-focused ~$1k/yr)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Ledgy", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ledgy** (EU/global, 4.5/5)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|xai-small|Eqvista", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Eqvista** (cheap/free basics)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|zai-small|Carta", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid Carta** unless your investors explicitly demand it"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|zai-small|Shareworks by Morgan Stanley", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid Shareworks and Astrella** due to poor user reviews regarding speed and usability."}, {"id": "mai-20260917-1752-baseline-2|c235-s6|zai-small|Pulley", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look for:** Platforms that offer transparent, tiered pricing (like Eqvista or Pulley)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|zai-small|Eqvista", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look for:** Platforms that offer transparent, tiered pricing (like Eqvista or Pulley)"}, {"id": "mai-20260917-1752-baseline-2|c235-s6|zai-small|Astrella", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Astrella (Avoid)"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|alibaba-small|Discern", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Discern", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Discern is frequently cited as the leader for organizations that want to automate mundane tasks without heavy IT overhead."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|alibaba-small|OneTrust", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "their Legal Entity Management module is the natural choice"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|alibaba-small|Mitratech (Legalsoft / Legalmatic)", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Mitratech (Legalsoft / Legalmatic)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mitratech is a heavy-hitter in the enterprise space, particularly suited for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|alibaba-small|HighQ", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "HighQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighQ has become a powerhouse for entity management due to its superior document drafting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|alibaba-small|GEMS (by DiliTrust)", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS (by DiliTrust)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ranked highly in recent independent tests for its ability to maintain a \"single source of truth\""}, {"id": "mai-20260917-1752-baseline-2|c236-l1|anthropic-small|Diligent Entities", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** is consistently ranked as a top option."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|anthropic-small|CT Corporation", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CT Corporation** (Wolters Kluwer) is another strong choice."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|anthropic-small|Mitratech", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Mitratech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mitratech is purpose-built for large enterprise Legal Departments"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|anthropic-small|DiliTrust", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "DiliTrust offers a robust entity management module with AI and OCR"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|Diligent Entities", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** is the safest enterprise answer because it is explicitly positioned as **enterprise corporate entity management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|Wolters Kluwer Legisway", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Wolters Kluwer Legisway** if you want a more **legal-ops-centric suite**."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|Computershare GEMS", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also a serious contender for large, compliance-heavy organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|Commenda", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more often framed around finance teams and cross-border compliance than broad enterprise legal ops"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|MinuteBox", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "well-regarded for legal departments, but the provided source frames it more as a trust/product page"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|Athennian", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the results here do not establish it as the clearest enterprise-first choice over Diligent or Legisway"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|challenger-small|CSC Entity Management", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "credible and commonly mentioned, but the provided results do not rank it above the strongest enterprise options"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|Diligent Entities", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** — *Best for Fortune 500 / global governance* ... The de facto standard for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|CSC (Corporation Service Company)", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for software + managed services"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|Athennian", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for modern UX / mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|CT Corporation", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong US multi-state compliance if you're primarily domestic."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|Encompass", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Encompass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerging as a strong enterprise option with lifecycle governance features"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|deepseek-small|TMF Group / Vistra", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "TMF Group / Vistra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best if you need *fully outsourced* entity management ... more service firms than software-first"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|google-small|Athennian", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Athennian has emerged as a top modern challenger to legacy enterprise platforms."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|google-small|MinuteBox", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "MinuteBox is another highly-rated cloud-based entity management tool that has gained major traction"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|google-small|Diligent Entities", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Diligent is the absolute heavyweight in the Governance, Risk, and Compliance (GRC) space."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|google-small|Computershare GEMS", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEMS is built specifically to minimize corporate risk for massive enterprises spanning multiple countries."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|google-small|CSC Entity Management", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: In-house teams that want a single vendor for both their entity management software and their physical registered agent"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|meta-small|LegalX", "prompt": "c236-l1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software for an enterprise B2B company is LegalX, as it is considered the strongest fit for legal ops teams"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|meta-small|GSI", "prompt": "c236-l1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "GSI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top options include GSI, a lawtech platform for managing corporate routines and records"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|minimax-small|Diligent Entities", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** or **Athennian** would be the top recommendations, with **Diligent Entities** being particularly well-suited for multinational corporations"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|minimax-small|Athennian", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Diligent Entities** or **Athennian** would be the top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|minimax-small|CT Corporation Entity Management", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Compliance and corporate secretarial teams managing ongoing filings"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|minimax-small|CSC", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Enterprises needing software + global registered-agent services"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|minimax-small|DocuSign CLM", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "DocuSign CLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise CLM with strong workflow capabilities"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|mistral-small|Commenda", "prompt": "c236-l1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Commenda** stands out as the best legal entity management software for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|mistral-small|LegalX", "prompt": "c236-l1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for legal ops teams needing entity-level compliance tracking and document traceability, but may not cover as many compliance domains"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|mistral-small|DiliTrust", "prompt": "c236-l1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trending in recent months, but generally seen as more niche compared to Commenda’s broad, enterprise-focused capabilities."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|moonshot-small|Diligent Entities", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** (Best Overall)"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|moonshot-small|Athennian", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Athennian** if you prefer a modern cloud-native solution with strong automation"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|moonshot-small|CSC Entity Management", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CSC** if you have complex multi-jurisdictional requirements and need deep secretarial support"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|moonshot-small|FileJet", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FileJet** (Best ROI)"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|openai-small|Diligent Entities", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities is usually the strongest \"best overall\" choice for enterprise legal entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|openai-small|Wolters Kluwer CT Corporation Entity Management", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want software + managed services / legal ops support"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|openai-small|Wolters Kluwer Legisway", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a broader legal ops suite beyond entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|xai-small|Diligent Entities", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities, Athennian, and Computershare GEMS consistently emerge as top recommendations for enterprise B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|xai-small|Athennian", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Diligent Entities, Athennian, and Computershare GEMS consistently emerge as top recommendations"}, {"id": "mai-20260917-1752-baseline-2|c236-l1|xai-small|Computershare GEMS", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More traditional; may lack cutting-edge AI features of newer platforms."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|zai-small|Diligent Entities", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is currently the market leader for centralized corporate records."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|zai-small|Computershare GEMS", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "GEMS is the \"power tool\" of entity management."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|zai-small|Atlas", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Atlas is rated exceptionally high (9.6/10 on some comparison sites) for features."}, {"id": "mai-20260917-1752-baseline-2|c236-l1|zai-small|Corpify", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Corpify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Corpify consistently ranks high in feature comparison lists (often scoring 9.0/10)"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|alibaba-small|Diligent Boards (Now Diligent One)", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards (Now Diligent One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Diligent Boards (Now Diligent One) ... Diligent is the industry gold standard for the Enterprise."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|alibaba-small|Athennian", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative for Complex Structures: Athennian ... widely regarded as the leader in \"Governance Ops.\""}, {"id": "mai-20260917-1752-baseline-2|c236-l2|alibaba-small|Workiva", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative for Regulatory Compliance: Workiva ... Workiva is the strongest option."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Diligent", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start by evaluating **Diligent** and **Nasdaq Governance Services** as they're specifically built for enterprise governance at scale."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Nasdaq Governance Services", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Nasdaq Governance Services", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start by evaluating **Diligent** and **Nasdaq Governance Services** as they're specifically built for enterprise governance at scale."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Equinix", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Equinix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offer entity management, register maintenance, and governance solutions at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Computershare", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offer entity management, register maintenance, and governance solutions at enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|ShareFile/Citrix", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ShareFile/Citrix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For document management and compliance workflows integrated with governance."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Microsoft SharePoint", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft SharePoint for document management"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|SAP", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP or Oracle for entity data management"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|anthropic-small|Oracle", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "SAP or Oracle for entity data management"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|challenger-small|MetricStream", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best all-around enterprise GRC choice: MetricStream"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|challenger-small|Diligent Entities", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best governance/entity-management-focused choice: **Diligent Entities**"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|challenger-small|ServiceNow GRC", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already run on ServiceNow: ServiceNow GRC is a strong option for large or fast-growing organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|challenger-small|IBM OpenPages", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "exactly the profile described for platforms like MetricStream, IBM OpenPages, and ServiceNow"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|challenger-small|OneTrust", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose OneTrust if your biggest pain points are privacy, compliance, and third-party risk in a multi-entity global environment."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|deepseek-small|Diligent Entities", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **Diligent Entities** (part of the Diligent GRC platform)"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|deepseek-small|Athennian", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Athennian** as a strong modern alternative"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|deepseek-small|CSC", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CSC** (Corporation Service Company) — Ideal if you want software **plus managed corporate services/filings**"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|deepseek-small|LexisNexis Entity Management", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "LexisNexis Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Solid choice if you already work within the LexisNexis/legal research ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|google-small|Athennian", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your B2B company values modern user experience, rapid adoption across departments, and powerful software integrations, **Athennian** is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|google-small|Diligent Entities", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** (formerly Blueprint OneWorld) is the industry heavyweight."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|google-small|Diligent Boards", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "already using **Diligent Boards** for board portal management, adding Diligent Entities creates a highly powerful, interconnected ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|google-small|Computershare GEMS", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Computershare GEMS** (Global Entity Management System) is the ideal partner."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|google-small|CSC Entity Management", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "another large player in this hybrid space, though user reviews often note slower turnarounds compared to modern competitors"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|meta-small|Corporatek - EnGlobe", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporatek - EnGlobe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Corporatek - EnGlobe: A unified governance operating system that brings together legal entity management, corporate governance, board and committee management"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|meta-small|CSC Entity Management", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. CSC Entity Management: A service that combines industry-leading technology with experienced compliance professionals"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|meta-small|Athennian", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Athennian: A single, AI-governed platform that gives legal, finance, treasury, and tax teams the visibility and control needed to operate at scale."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|minimax-small|CSC Entity Management", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick would be **CSC Entity Management** or **Computershare GEMS** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|minimax-small|Computershare GEMS", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My top pick would be **CSC Entity Management** or **Computershare GEMS** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|minimax-small|Athennian", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern platform with strong legal, tax, and finance integration"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|minimax-small|Carta", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Carta** (if equity management is priority)"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|mistral-small|Diligent Entities", "prompt": "c236-l2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Diligent Entities**. It is specifically designed for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|mistral-small|Computershare GEMS", "prompt": "c236-l2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong options include **Computershare GEMS**, which is tailored for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|moonshot-small|Diligent Entities", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|moonshot-small|CSC Entity Management", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CSC Entity Management** would be worth considering as an alternative."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|moonshot-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Multinationals needing controlled subsidiary oversight across multiple jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|moonshot-small|MetricStream", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Heavily regulated industries"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|openai-small|Diligent", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Diligent** as the safest default choice for **corporate governance + entity management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|openai-small|Diligent Entities", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If your main need is entity/subsidiary management:** Diligent Entities."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|openai-small|Diligent Boards", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If your priority is board portal usability over broader entity workflows:** Diligent Boards."}, {"id": "mai-20260917-1752-baseline-2|c236-l2|xai-small|Diligent Entities", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Diligent Entities (part of the Diligent One governance platform)"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|xai-small|Computershare GEMS", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your focus is ultra-complex global compliance with hundreds of entities... but heavier onboarding"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|xai-small|MetricStream (GRC suite)", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MetricStream (GRC suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If broader risk/compliance is priority over pure entity mgmt. Gartner-recognized leader for large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|xai-small|Athennian", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "leans toward mid-large rather than ultra-enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|zai-small|Diligent", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most robust recommendation is **Diligent**"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|zai-small|Corporatek (EnGlobe)", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporatek (EnGlobe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Corporatek (EnGlobe)** is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|zai-small|GEMS (Global Entity Management System) by Computershare", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "GEMS (Global Entity Management System) by Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GEMS** is the best pure-play entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-l2|zai-small|Carta", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is primarily an equity platform... Carta is less comprehensive than Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|alibaba-small|Diligent One (formerly Vaiamo)", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent One (formerly Vaiamo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is widely considered the gold standard in corporate governance... Diligent dominates the enterprise space."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|alibaba-small|Trustmoor", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Trustmoor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Trustmoor has risen rapidly as the most popular alternative to Diligent in recent years"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|alibaba-small|Onit", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Onit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Onit (if available) if: Your biggest pain point is equity management, cap tables"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|alibaba-small|Vanta", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It does *not* handle board minutes, complex shareholder registers, or jurisdiction filings."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|alibaba-small|Generic Options (SharePoint/Excel)", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Generic Options (SharePoint/Excel)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fails quickly beyond simple structures."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|Diligent Entities", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities is an AI-powered system of record that creates a trusted single source of truth for entity data and compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|Athennian", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Athennian is a cloud-native entity management platform automating governance, compliance, and cap table tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|Klea", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "modern cloud platforms such as Athennian and Klea"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|CSC (Corporation Service Company)", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CSC's platform requires extensive configuration and training, making it less suitable for organizations seeking quick deployment."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|DiliTrust", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For security-conscious organizations: DiliTrust stands out for its strong data protection and audit traceability."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|anthropic-small|Commenda", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms like Commenda are built for cross-border operations and can incorporate and manage entities in dozens of countries"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|Diligent Entities", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Sits inside a broader board, risk, and governance platform rather than being only an entity tracker."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|Computershare GEMS", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong fit for large, geographically distributed entity portfolios and corporate recordkeeping."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|Athennian", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Athennian is repeatedly highlighted for automation, ownership charts, cap tables, and document workflows."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|CSC Entity Management", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines entity management with registered agent and managed corporate services across many jurisdictions."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|Wolters Kluwer Legisway", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "positioned as a legal management suite, so it is broader than dedicated corporate secretarial tools"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|DiliTrust", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A cloud-based legal operations and corporate governance platform"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|challenger-small|Corporify", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on centralized entity records and ownership mapping for compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|Diligent Entities", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need global AI-driven compliance, Diligent is the leader."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|CSC Entity Management", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For software + full-service compliance (registered agents, filings): Choose CSC"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|Athennian", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For modern UX and automation-ready cloud platform: Choose Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|Computershare GEMS", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Known for slower implementation and less flexible user permissions compared to modern cloud-native competitors like Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|EntityKeeper", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For mid-market legal ops: Choose EntityKeeper or Legisway"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|DiliTrust Governance Suite", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For EU-focused governance: Choose DiliTrust"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|deepseek-small|Legisway", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "More of a general legal management tool with entity features, rather than a deep compliance platform"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|Diligent Entities", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **full GRC ecosystem** ... choose **Diligent Entities**."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|Computershare GEMS", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Enterprises looking for unmatched global statutory database depth across dozens of international jurisdictions."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|CSC Entity Management", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to outsource annual filings and registered agent work ... choose **CSC Entity Management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|Athennian", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team wants a modern, fast SaaS tool ... choose **Athennian** or **MinuteBox**."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|MinuteBox", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "choose **Athennian** or **MinuteBox**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|google-small|Wolters Kluwer (Legisway & hCue / CT Corporation)", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer (Legisway & hCue / CT Corporation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want to manage contracts, entity data, and litigation all under one software license, choose **Wolters Kluwer Legisway**."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Microsoft Purview", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Microsoft Purview is known for its unified entity-centric governance"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Diligent Entities", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diligent Entities is a leading enterprise entity management platform for multinational corporations"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Computershare GEMS", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Computershare GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Athennian", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Athennian is a cloud-native governance and corporate records automation tool"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Wolters Kluwer Legisway", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Wolters Kluwer Legisway"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|CSC Entity Management", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "CSC Entity Management is an enterprise-grade legal entity management and corporate governance platform"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|MinuteBox", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. MinuteBox"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Fides by LegalOn", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Fides by LegalOn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Fides by LegalOn"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Filejet", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Corporify", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|meta-small|Lextree", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Lextree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Lextree"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Computershare GEMS", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Global complexity**: Choose Computershare GEMS or CSC for multi-jurisdictional needs"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|CSC Entity Management", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Computershare GEMS or CSC for multi-jurisdictional needs"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Diligent Entities", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Governance focus**: Diligent Entities for board-level oversight"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Athennian", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Modern UX/AI**: Athennian for legal teams wanting automation"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|DiliTrust Governance Suite", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated governance features, document management, compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Carta", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Budget-conscious**: Carta or EntityKeeper for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|CT Corporation", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CSC and CT Corporation pair software with registered-agent and filing help"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Microsoft Purview", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Microsoft Purview, Collibra focus on data lineage and stewardship (broader enterprise data governance)"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|Collibra", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Collibra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Purview, Collibra focus on data lineage and stewardship"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|minimax-small|EntityKeeper", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Carta or EntityKeeper for smaller organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Microsoft Purview", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Unified entity-centric governance across large data estates"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Diligent Entities", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Purpose-built for large portfolios of subsidiaries across multiple jurisdictions."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|CSC Entity Management (Corporation Service Company)", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management (Corporation Service Company)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Combines advanced entity management software with professional corporate services"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Athennian", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cloud-native governance and corporate records automation."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Wolters Kluwer Legisway", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrated platform for entity management, legal workflows, and regulatory compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Computershare GEMS", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Robust entity management with strong compliance and reporting features."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|Commenda", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-native platform supporting entity setup in 70+ countries"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|mistral-small|CT Corporation", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Established registered agent and compliance network across the US."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|Computershare GEMS", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose GEMS or EnGlobe** if you need a comprehensive global solution with strong compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|Diligent Entities", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Diligent** if governance/GRС integration is critical"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|EnGlobe by Corporatek", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe by Corporatek", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose GEMS or EnGlobe** if you need a comprehensive global solution with strong compliance automation"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|Athennian", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Athennian** if you want modern, self-service automation for legal teams"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|CSC Entity Management", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose CSC or CT Corporation** if you prefer a managed service model with human support"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|moonshot-small|CT Corporation Entity Management", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose CSC or CT Corporation** if you prefer a managed service model with human support"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Informatica MDM", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica MDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Informatica MDM is a classic example: it positions itself around trusted, governed master data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Semarchy xDM", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Semarchy xDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Semarchy xDM**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Reltio", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Reltio**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Tamr", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tamr**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Oracle MDM", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Oracle MDM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Oracle MDM**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Salesforce Data 360", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Salesforce Data 360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "highlights products like Salesforce Data 360, Tealium, Amperity, LiveRamp, Zeotap, and Treasure Data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Tealium", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Tealium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "highlights products like Salesforce Data 360, Tealium, Amperity"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Amperity", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Amperity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tealium, Amperity, LiveRamp, Zeotap, and Treasure Data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|LiveRamp", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "LiveRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Amperity, LiveRamp, Zeotap, and Treasure Data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Zeotap", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Zeotap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "LiveRamp, Zeotap, and Treasure Data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Treasure Data", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Treasure Data", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Zeotap, and Treasure Data"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Hightouch", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Hightouch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Hightouch**"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|openai-small|Kube by Kuberno", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Kube by Kuberno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "points to tools like **Kube by Kuberno** for company secretarial and governance teams"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|Informatica", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "master data management (MDM) tools focused on data entities like customers/products (e.g., Informatica, Reltio)"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|Reltio", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "master data management (MDM) tools focused on data entities like customers/products (e.g., Informatica, Reltio)"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|Diligent Entities", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For pure enterprise governance, start with Diligent."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|Athennian", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For legal agility, Athennian."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|CSC Entity Management", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Software + worldwide registered agent/filing services... Not purely self-serve."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|Computershare GEMS", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built for extreme scale; more traditional, less AI/modern UI."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|EnGlobe", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Configurable workflows/delegations; strong integrations. Newer, less name recognition."}, {"id": "mai-20260917-1752-baseline-2|c236-l3|xai-small|DiliTrust", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**EnGlobe** / **DiliTrust** (often grouped; modern governance-focused)"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|EnGlobe", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| **EnGlobe** | Global corporations, PE/Investment firms | Deadline visibility, audit-traceable records across jurisdictions | 9.5/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|GEMS (Computershare)", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "GEMS (Computershare)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **GEMS (Computershare)** | Legal ops teams needing defensible governance | ... | 9.2/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|CSC Entity Management", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **CSC Entity Management** | Compliance & corporate secretarial teams | Hierarchy views, document evidence, filing management | 8.9/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|DiliTrust Governance Suite", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **DiliTrust Governance Suite** | Large enterprises requiring governance | Comprehensive governance suite, enterprise-grade security | 8.6/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|Athennian", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Athennian** | Law firms & corporate legal teams | Cloud-native governance, corporate records automation, AI-powered reporting | 8.3/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|Diligent Entities", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "| **Diligent Entities** | Large enterprises with GRC needs | Entity data inside broader board & risk platform, deep GRC integration | 8.0/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|Corporify", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Corporify** | Global businesses, professional services | Automates governance tasks, minute book, robust integrations | 8.9/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|EntityKeeper", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **EntityKeeper** | Portfolio-level equity compliance | Consistent entity recordkeeping, lifecycle deadlines | 9.2/10 (SMB tier) |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|Carta", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "| **Carta** | Equity-heavy organizations | Portfolio-level equity compliance, document trails | 8.0/10 |"}, {"id": "mai-20260917-1752-baseline-2|c236-l3|zai-small|Legisway", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Legisway** | Corporate legal teams | Document management, workflow automation | — |"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|alibaba-small|Berkman Solutions (Lextree)", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Berkman Solutions (Lextree)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Berkman Solutions (Lextree)** is the strongest option in the current market."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|alibaba-small|Diligent (Legisway)", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent (Legisway)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing models typically scale with the number of entities, modules, and users... massive, unpredictable annual invoices"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|alibaba-small|Computershare GEMS", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cost Predictability** ... **Low** (Custom quote required)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|alibaba-small|Wolters Kluwer", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "industry giants like **Diligent (Legisway)**, **Computershare GEMS**, and **Wolters Kluwer** are powerful tools"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|anthropic-small|Athennian", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend requesting demos from Athennian and Diligent to model costs"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|anthropic-small|Diligent", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend requesting demos from Athennian and Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|anthropic-small|MinuteBox", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pricing is based on your number of entities, user seats and features used... making it scalable for organizations of various sizes."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|challenger-small|CSC Entity Management", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CSC Entity Management** is the strongest fit from the results because it explicitly offers **\"one flat fee\"** with **\"unlimited users\"**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|challenger-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a secondary option if you want a flat-rate model that avoids per-user or per-entity charges under standard plans"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|challenger-small|Diligent Entities", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "strong enterprise entity-management platforms, but the provided results do not show the same clear pricing promise"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|challenger-small|Athennian", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "strong enterprise entity-management platforms, but the provided results do not show the same clear pricing promise"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|challenger-small|Computershare GEMS", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "strong enterprise entity-management platforms, but the provided results do not show the same clear pricing promise"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|Athennian", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Athennian** (Enterprise tier)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|EntityKeeper", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: **EntityKeeper** (Corporate/Enterprise/Platinum)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|Diligent Entities", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the total cost is **less inherently predictable** than entity-based pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|CSC / CT Corporation", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Low \\u2013 depends on filing volume"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Medium \\u2013 modules can add up"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|NEWTON", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "NEWTON", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High \\u2013 once negotiated, totally predictable; but less established for global teams"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|deepseek-small|Xakia", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Xakia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**No** \\u2013 user-based pricing, unsafe for thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|CSC Entity Management", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictable Flat-Rate Enterprise Pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|Athennian", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Modern, Cloud-Native Platform for Broad Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|MinuteBox", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Secure Digital Minute Books & Outside Sharing"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|EntityKeeper", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Structured Real Estate or Investment Portfolios"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|Filejet", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Compliance Automation and Registered Agent Consolidation"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|Diligent Entities (formerly Blueprint)", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities (formerly Blueprint)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "you should **steer clear of Diligent Entities (formerly Blueprint)**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|google-small|salesforce-based legal packages", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "salesforce-based legal packages", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "steer clear of ... **salesforce-based legal packages** unless you can negotiate a massive, customized \"unlimited user\" enterprise agreement"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|meta-small|LegalX", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software for a large company that needs predictable total cost across thousands of users is LegalX."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|meta-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Wolters Kluwer Legisway and Discern, which offer customizable enterprise platforms"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|meta-small|Discern", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Wolters Kluwer Legisway and Discern ... real-time multi-entity dashboards"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|minimax-small|CSC Entity Management", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a large company needing predictable total cost across thousands of users is **CSC Entity Management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|minimax-small|Diligent Entities", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Diligent Entities**: Custom enterprise pricing (typically $23,000-$60,000+ annually)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|minimax-small|Athennian", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Athennian**: Starts at ~$25,000/year for 100 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|minimax-small|EntityKeeper", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**EntityKeeper**: $5,000-$10,000/year but with entity limits"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|minimax-small|Xakia", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Xakia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$100-$230 per user/month (which would be extremely costly for thousands of users)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|mistral-small|Lextree", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a large company needing predictable total cost across thousands of users is **Lextree**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|moonshot-small|CSC Global Entity Management", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Global Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Choice: CSC Global Entity Management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|moonshot-small|Diligent Entities", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Diligent Entities**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|moonshot-small|Lextree (Berkman Solutions)", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree (Berkman Solutions)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other Notable Options ... Lextree (Berkman Solutions) | Flat monthly rate"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|moonshot-small|NEWTON", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "NEWTON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NEWTON** | Flat rate tiers | Unlimited users at Enterprise tier"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|moonshot-small|EntityFlo", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "EntityFlo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Capped users per tier (not truly unlimited)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|openai-small|Wolters Kluwer's Legisway / Corporate Entity Management", "prompt": "c236-l4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer's Legisway / Corporate Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my best bet is **Wolters Kluwer’s Legisway / Corporate Entity Management**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|openai-small|Diligent Entities", "prompt": "c236-l4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong alternative if you also want a broader governance / GRC ecosystem:** **Diligent Entities**"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|xai-small|EntityKeeper", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EntityKeeper stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|xai-small|Diligent", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise leaders like Diligent or Athennian excel in global governance but lack public pricing—costs can spike with users/modules/impl, making budgeting unpredictable."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|xai-small|Athennian", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for law firms; less for broad enterprise access | Medium (partial publish)"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|xai-small|CSC/CT Corp", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC/CT Corp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "CSC offers \"all-you-can-eat\" unlimited users but requires sales quotes, less transparent for rapid scaling."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|xai-small|Discern", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$350/state registration/year | No | Multi-state, smaller scale"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|zai-small|Athennian", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Athennian** if you have a complex global entity structure and can invest in strong in-house governance."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|zai-small|Filejet", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Filejet** if your operations are primarily in North America and you want transparent, per-entity pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|zai-small|Lextree (Berkman Solutions)", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree (Berkman Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Lextree** if you need a flat-rate solution with unlimited users and want to avoid per-user fees altogether."}, {"id": "mai-20260917-1752-baseline-2|c236-l4|zai-small|CSC (Corporate Service Corporation)", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC (Corporate Service Corporation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent Unlimited-User Subscription ... No per-user fees"}, {"id": "mai-20260917-1752-baseline-2|c236-l4|zai-small|Minutebox", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Minutebox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Unlimited Users & Storage with Entity-Based Pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|Athennian", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Athennian, Diligent Entities, and MinuteBox are the current enterprise leaders"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|Diligent Entities", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong brand trust, ISO 27001 + SOC 2 Type II, good for public companies, SAML SSO confirmed | Historically clunkier UI; confirm SCIM"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|MinuteBox", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Only platform claiming both ISO 27001 and SOC 2 Type II, strong security focus | Smaller install base; verify SCIM support"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|CT/CSC", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CT/CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you should strongly consider only software-first platforms (not service-led providers like CT/CSC, which are better when you outsource filing work)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|EntityKeeper", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often cheaper, decent for mid-market | May lack enterprise-grade SSO/SCIM or robust global coverage—verify carefully"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|deepseek-small|Legisway", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often cheaper, decent for mid-market | May lack enterprise-grade SSO/SCIM or robust global coverage—verify carefully"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|google-small|Athennian", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A highly modern, cloud-native choice. Known for its exceptional user interface, robust API, and \"white-glove\" migration team."}, {"id": "mai-20260917-1752-baseline-2|c236-l5|google-small|Diligent Entities", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it is often cited as being expensive and having a steeper learning curve."}, {"id": "mai-20260917-1752-baseline-2|c236-l5|google-small|Computershare GEMS", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Built specifically for global multi-jurisdictional enterprises with complex entity portfolios."}, {"id": "mai-20260917-1752-baseline-2|c236-l5|google-small|CSC Entity Management", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A great choice if your enterprise already uses CSC as your registered agent."}, {"id": "mai-20260917-1752-baseline-2|c236-l5|meta-small|EntityKeeper", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some legal entity management software that you may want to consider are: 1. EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|meta-small|Filejet", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|meta-small|MinuteBox", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. MinuteBox"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|meta-small|Athennian", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|meta-small|Diligent Entities", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|mistral-small|Diligent Entities", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** (strong compliance, SOC 2, SSO)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|mistral-small|Conga Compliance Cloud", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Conga Compliance Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Conga Compliance Cloud** (ERP integration, scalable)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|mistral-small|Covisint (now part of OpenText)", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Covisint (now part of OpenText)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Covisint (now part of OpenText)** (procurement-friendly, SSO)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|mistral-small|Ontra", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Ontra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ontra** (modern UI, workflow automation)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|mistral-small|PwC's GLIMR", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "PwC's GLIMR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**PwC\\u2019s GLIMR** (Big 4-backed, audit-ready)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|Diligent Entities", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Diligent Entities | Software-first | Strong governance focus, enterprise-grade security"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|CSC Entity Management", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Global reach, integrated registered agent services"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|CT Corporation (Wolters Kluwer)", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Established compliance services, strong in US"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|Athennian", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern UX, good for complex ownership structures"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|EntityKeeper", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market to enterprise transition"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|moonshot-small|Carta", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong cap table/ownership focus"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|xai-small|Diligen (DiliTrust)", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligen (DiliTrust)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top: Diligen (explicit SOC 2), Klea (SSO/MFA), Teamed (global scale)."}, {"id": "mai-20260917-1752-baseline-2|c236-l5|xai-small|Klea", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Klea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klea (SSO/MFA)"}, {"id": "mai-20260917-1752-baseline-2|c236-l5|xai-small|Teamed", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Teamed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teamed (global scale)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Excel", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Systems (Excel/Google Sheets)\n**Verdict: Avoid at all costs for enterprise scale.**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Google Sheets", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheet-Based Systems (Excel/Google Sheets)\n**Verdict: Avoid at all costs for enterprise scale.**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Diligent Entities", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Verdict: Use with caution; verify fit against scope creep and complexity."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Commenda", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "\"Too Small\" or SME-Focused Tools (e.g., Commenda, Discern Lite)\n**Verdict: Avoid for global enterprises with 100+ entities.**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Discern", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Discern", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like **Commenda** or basic tiers of **Discern** are excellent for startups or mid-market companies (<20 entities)."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Athennian", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Athennian** (strong on automation and governance)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|Blueprism/UiPath-led customized flows", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Blueprism/UiPath-led customized flows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Blueprism/UiPath-led customized flows** (for heavy automation needs)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|alibaba-small|CT Corporation / CSC Global", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation / CSC Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**CT Corporation / CSC Global** (if managed services are preferred over pure software)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|anthropic-small|Microsoft Excel", "prompt": "c236-l6", "model": "anthropic-small", "cat": "entity-management", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should strongly avoid relying on spreadsheets, Microsoft Excel, or manual processes for entity management."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|challenger-small|EntityKeeper", "prompt": "c236-l6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "tools like **EntityKeeper** are adequate only at about **40 entities or fewer** in one or two familiar jurisdictions, while larger groups need something more robust"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Computershare GEMS", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Heavyweights (Proceed with Caution) ... legacy tools like **Computershare GEMS**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Blueprint OneWorld (now Diligent Entities)", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Blueprint OneWorld (now Diligent Entities)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy iterations of **Blueprint OneWorld (now Diligent Entities)** ... outdated user interfaces, slow development cycles"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|EntityKeeper", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-Focused & Regional Point Solutions (Avoid for Global Enterprises) * **Examples:** Platforms like **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Filejet", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Filejet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid for Global Enterprises ... **Filejet**, or basic corporate-filing tools"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Diligent Boards", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Some board portals (like *Diligent Boards* or *OnBoard*) ... do not function as legal databases or systems of record"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|OnBoard", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Some board portals (like *Diligent Boards* or *OnBoard*) ... do not function as legal databases or systems of record"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Athennian", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Seek a vendor that either specializes strictly in entity management (like *Athennian* or *MinuteBox*)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|MinuteBox", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Seek a vendor that either specializes strictly in entity management (like *Athennian* or *MinuteBox*)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|SharePoint", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Homegrown \"Frankenstein\" Systems (Avoid Entirely) * **Examples:** SharePoint folders"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|google-small|Excel", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "giant Excel spreadsheets ... Excel and shared drives lack **automated workflow reminders**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|CSC Global", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "CSC Global, Intertrust, and Computershare are considered credible enterprise players, but they are heavier than the scaleup and mid-market buyer"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Intertrust", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "considered credible enterprise players, but they are heavier than the scaleup and mid-market buyer Teamed serves"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Computershare", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "considered credible enterprise players, but they are heavier than the scaleup and mid-market buyer Teamed serves"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Blueprint OneWorld (Wolters Kluwer)", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Blueprint OneWorld (Wolters Kluwer)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "mentioned as a comparable in the governance SaaS space, but it is not clear if it is recommended or not"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Athennian", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned include ... Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|MinuteBox", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the tools mentioned include ... MinuteBox"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Diligent Entities", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the tools mentioned include ... Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|DiliTrust Governance Suite", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the tools mentioned include ... DiliTrust Governance Suite"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Legisway", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some of the tools mentioned include ... Legisway"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|EntityKeeper", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some of the tools mentioned include ... EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Filejet Inc.", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Filejet Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Some of the tools mentioned include ... Filejet Inc."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Corporify", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Some of the tools mentioned include ... Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|meta-small|Coverpin", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Coverpin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some of the tools mentioned include ... Coverpin"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|mistral-small|CSC Global", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should be cautious about or avoid the following types of entity management tools: 1. **Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)**"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|mistral-small|Intertrust", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)** ... overly complex and expensive for most large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|mistral-small|Computershare", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)** ... overly complex and expensive for most large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|EntityKeeper", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy/Standalone Entity Databases (e.g., Basic Spreadsheets or Early CRMs like Generic \"EntityKeeper\" for Scale-Up Beyond Small Portfolios)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|CSC", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Outdated or US-Centric Platforms (e.g., Older CSC Modules...)... Viable for managed services but avoid if needing cloud-native agility."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|CT Corporation", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavier onboarding, US-focused (limited global jurisdiction depth), and services-heavy rather than pure SaaS"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Computershare GEMS", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Outdated or US-Centric Platforms (e.g., ... or Computershare GEMS in Non-Core Use)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Diligent Entities", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OK if integrated into existing GRC but avoid for primary entity management."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Wolters Kluwer Blueprint OneWorld", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Wolters Kluwer Blueprint OneWorld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Broad GRC Suites with Weak Entity Depth (e.g., Diligent Entities or Wolters Kluwer Blueprint OneWorld as Standalone)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Sage Intacct", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Non-Scalable or Implementation-Heavy Tools (e.g., Sage Intacct for Multi-Entity, Older Encompass/CT Variants)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Encompass", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Encompass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Non-Scalable or Implementation-Heavy Tools (e.g., ... Older Encompass/CT Variants)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Athennian", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Opt for enterprise-grade like **Athennian** (cloud-native, AI-enhanced, scalable tiers)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|Commenda", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Commenda** (global AI-native)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|xai-small|CSC Global", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or **CSC Global** (if services-aligned)"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|Microsoft Excel", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A large enterprise should avoid relying on Excel as the \"system of record.\""}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|CSC Global", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "for many growing large enterprises, these are **cautionary** choices"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|Computershare", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "for many growing large enterprises, these are **cautionary** choices"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|Intertrust", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "for many growing large enterprises, these are **cautionary** choices"}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|SharePoint", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like standard **SharePoint** or generic **Dropbox** folders used to track entities are highly risky."}, {"id": "mai-20260917-1752-baseline-2|c236-l6|zai-small|Dropbox", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Tools like standard **SharePoint** or generic **Dropbox** folders used to track entities are highly risky."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|alibaba-small|Commenda", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Commenda** is currently the strongest specialized recommendation for the mid-market."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|alibaba-small|Diligent Entities", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Legal Ops & Governance Structure: **Diligent Entities** is the industry standard for board-ready visualizations"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|alibaba-small|LegalX", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong Alternative for Legal-First Teams: **LegalX**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|anthropic-small|Commenda", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Commenda is best for mid-market companies with 5–30 entities across 8+ countries"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|anthropic-small|Athennian", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "identified as the fastest-growing vendor in the North American mid-market"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|anthropic-small|Diligent Entities", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the leading legal entity and subsidiary management platform"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|anthropic-small|CT Corporation", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "provides comprehensive legal entity management software and services"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|challenger-small|Commenda", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *legal entity management software* in the results is **Commenda**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|challenger-small|GEMS", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GEMS** and **Fides by LegalOn** are also strong contenders in these rankings"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|challenger-small|Fides by LegalOn", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Fides by LegalOn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GEMS** and **Fides by LegalOn** are also strong contenders in these rankings"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|challenger-small|DocuSign CLM", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "DocuSign CLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more about **contract lifecycle management** than dedicated entity management, so it is less directly aligned to your question"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|deepseek-small|Athennian", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Athennian** is widely recommended as the strongest fit for in-house legal teams"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|deepseek-small|Diligent Entities", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** if you're at the higher end of mid-market"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|deepseek-small|EntityKeeper", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EntityKeeper** is the budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|deepseek-small|Corporation Service Company (CSC) / CT Corporation", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Corporation Service Company (CSC) / CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider a bundle like **CSC** or **CT Corporation**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|deepseek-small|Commenda", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Commenda** for global reach"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|google-small|Athennian", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** — *Best Overall & Best for Tech/Finance Integration*"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|google-small|MinuteBox", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MinuteBox** — *Best for Digital Minute Books & External Collaboration*"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|google-small|EntityKeeper", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EntityKeeper is highly effective and budget-friendly (starting around $5,000/year)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|google-small|Filejet", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Filejet** — *Best for Automated Multi-State Filing (LLC Portfolios)*"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|google-small|Diligent Entities", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "you might need to look at heavy enterprise options like **Diligent Entities**. However, for most mid-market B2B companies, the agility, price, and modern UX of Athennian or MinuteBox will provide a far better"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|meta-small|Ocorian", "prompt": "c236-m1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Ocorian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software for a mid-market B2B company is Ocorian"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|meta-small|Coverpin", "prompt": "c236-m1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Coverpin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Coverpin - Offers automated compliance filings, a centralized SOC 2-compliant portal, and an org chart generator."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|meta-small|F6S", "prompt": "c236-m1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "F6S", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "F6S - Provides company secretarial software with automatic updates to company registers"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|minimax-small|Commenda", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Commenda**\n- Specifically designed for mid-market companies with 5-30 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|minimax-small|Athennian", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong for legal entity & shareholder management - Good for mid-sized to large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|minimax-small|Diligent Entities", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise governance standard for multinationals - Custom pricing (enterprise-focused)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|minimax-small|GateWay Entities", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "GateWay Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specifically designed for mid-market (5-100 entities)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|minimax-small|CSC / CT Corporation", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pair software with global registered agent services"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|mistral-small|ContractZen", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ContractZen** is the best overall choice for most mid-market B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|mistral-small|GateWay Entities", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "GateWay Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**GateWay Entities** is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|mistral-small|Commenda", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need advanced global compliance and ERP integration, **Commenda** is a standout."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|moonshot-small|FileJet", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with FileJet** if you want the best balance of automation, transparent pricing, and value"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|moonshot-small|Athennian", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider Athennian** if you have an in-house legal team that needs more sophisticated governance tools"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|moonshot-small|Diligent Entities", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best fit:** Mid-market companies planning to scale to enterprise size"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|moonshot-small|Commenda", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Look at Commenda** if you're expanding internationally and need multi-country compliance support."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|openai-small|Diligent Entities", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for legal entity management:** **Diligent Entities**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|openai-small|Harbor Compliance", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simpler, compliance-services-oriented option:** **Harbor Compliance**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|openai-small|Microsoft-based multi-entity financial management", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Microsoft-based multi-entity financial management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can make sense, but that's more finance/consolidation than dedicated legal entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|Athennian", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Athennian** ... Athennian edges out as top for balanced mid-market B2B entity management per reviews"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|Diligent Entities", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives: 1. **Diligent Entities** (Part of Diligent One platform)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|Carta", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Combines entity management with robust cap table, equity issuance, 409A valuations"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|Pulley", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable Carta alternative with fast 409As, scenario modeling, and basic entity tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|Gust", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Gust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid startup-only (e.g., Gust)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|xai-small|CSC/CT", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC/CT", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid ... pure enterprise (e.g., CSC/CT for filings + services)"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|Athennian", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Mid‑Market B2B:** **Athennian**—AI‑powered, highly rated, and flexible for complex entity structures."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|Diligent Entities", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Enterprise Governance:** **Diligent Entities** or **CSC**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|Commenda", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for International Multi‑Entity Focus:** **Commenda** or **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|CT Corporation Entity Management", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when corporate secretarial/compliance teams manage ongoing filings."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|CSC (CSC Services)", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC (CSC Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Diligent Entities** or **CSC**—if you need a full GRC suite or bundled registered‑agent services."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|FileJet", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Voted Best ROI in entity management (2024 awards)."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|EntityKeeper", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Commenda** or **EntityKeeper**—transparent per‑entity pricing and strong global compliance coverage."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|DiliTrust Governance Suite", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise‑grade governance with multi‑entity focus."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|Legisway", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid‑sized to large enterprises, legal/finance/banking/insurance."}, {"id": "mai-20260917-1752-baseline-2|c236-m1|zai-small|Newton", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Newton", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Centralizes data, automates compliance, manages documents securely."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|Diligent", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "massive enterprise suites like Diligent or Boardex"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|Boardex", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive enterprise suites like Diligent or Boardex"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|Smoooth", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Smoooth", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "My Final Verdict: Start with a demo of Smoooth."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|ContractZen", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "5–20: Smoooth or ContractZen"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|ComplyDirect", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ComplyDirect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Heavy Compliance & Legal Operations Recommendation: ComplyDirect or CSC Entity Management"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|CSC Entity Management", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "20+ Complex Structure: ComplyDirect or CSC"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|BoardPro", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"Board-First\" Solution Recommendation: BoardPro or Govenda"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|alibaba-small|Govenda", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Recommendation: BoardPro or Govenda"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|anthropic-small|ContractZen", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Recommendation: **ContractZen**"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|anthropic-small|OnBoard", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-sized organizations benefit from OnBoard's intuitive tools and integrations"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|anthropic-small|Athennian", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Athennian is a modern entity management platform focused on automating compliance"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|anthropic-small|EntityKeeper", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EntityKeeper is aimed at growing businesses and teams wanting to move off spreadsheets"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|challenger-small|Govenda", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Govenda** as the best all-around corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|challenger-small|OnBoard", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnBoard** is a strong alternative; it is specifically noted for mid-market use, usability, fast deployment"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|challenger-small|Diligent", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best if you need a more enterprise-grade suite and are willing to pay for it"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|deepseek-small|ContractZen", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ContractZen** (Best overall for mid-sized B2B)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|deepseek-small|Athennian", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **Athennian** (Best if you have a complex entity structure)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|deepseek-small|Diligent", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "commonly described as **overkill and \"expensive\"** for mid-sized companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|deepseek-small|Nasdaq Boardvantage", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more of a standalone board portal than a full entity management platform"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|deepseek-small|DiliTrust", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DiliTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "user feedback suggests a steeper learning curve and fewer AI features"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|Diligent", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid the bloat, rigid interfaces, and massive implementation fees of legacy enterprise systems (like Diligent or CSC)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|CSC", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid the bloat, rigid interfaces, and massive implementation fees of legacy enterprise systems (like Diligent or CSC)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|Athennian", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Athennian** (Best Overall for Legal & Finance Collaboration) ... widely considered the gold standard for modern, cloud-native entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|Filejet", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Filejet** is a game-changer"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|EntityKeeper", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EntityKeeper** is a highly approachable choice"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|google-small|ContractZen", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ContractZen** (also known as Diliforce) is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|meta-small|ContractZen Governance Suite", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top recommendations include: 1. ContractZen Governance Suite - a comprehensive governance software"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|meta-small|Knovos GRC", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Knovos GRC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Knovos GRC - a complete governance, risk, and compliance solution that includes entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|meta-small|HSP Group's GateWay Entities", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "HSP Group's GateWay Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a module within its GateWay GXM platform that provides entity management, corporate secretarial services"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|meta-small|Athennian", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a legal entity management platform that provides automated compliance filings"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|meta-small|Diligent Entities", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a legal entity management platform that provides a single source of truth for legal information"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|minimax-small|Athennian", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Athennian** or **EntityKeeper**."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|minimax-small|EntityKeeper", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I would recommend **Athennian** or **EntityKeeper**."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|minimax-small|ContractZen", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ContractZen** (Best Feature Set for SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|mistral-small|ContractZen", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ContractZen** as a strong corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|mistral-small|CSC Entity Management", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **CSC Entity Management** (best for secretarial teams needing jurisdictional entity inventory...)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|mistral-small|EntityKeeper", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EntityKeeper** (suited for legal ops at smaller organizations wanting a governed entity record with workflow and integration support)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|moonshot-small|EntityKeeper", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **typical mid-sized B2B company**, I'd recommend starting with **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|moonshot-small|Athennian", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Athennian** if you: Are in growth mode with frequent entity changes"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|moonshot-small|ContractZen", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **ContractZen** if you also need: Contract lifecycle management"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|moonshot-small|Diligent Entities", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Diligent Entities** (Best for Governance-Heavy Organizations)"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|openai-small|Athennian", "prompt": "c236-m2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Athennian is usually the better default pick because it tends to be the more focused entity-management-first option"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|openai-small|Diligent", "prompt": "c236-m2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd lean toward **Diligent** instead if board governance is just as important as entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|xai-small|ContractZen", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ContractZen** as the top corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|xai-small|Corporify", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if entity housekeeping (org charts, docs, international compliance) is your core need."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|xai-small|Diligent Entities", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: Pricier (~$10k+/year reported), heavier implementation—overkill unless you need full risk/compliance suite."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|xai-small|Athennian", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: Starts higher (~$25k/year), leans enterprise."}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|Diligent", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|BoardEffect", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Options to Consider: **BoardEffect** | Companies wanting collaborative features"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|Shareholder.com", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Shareholder.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shareholder.com** | Heavy focus on shareholder communications"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|OnBoard", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OnBoard** | User-friendly interface, strong mobile experience"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|SimplifyGov", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "SimplifyGov", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SimplifyGov** | Simpler entity management focus"}, {"id": "mai-20260917-1752-baseline-2|c236-m2|zai-small|CorpX", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CorpX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**CorpX** | Leaner, more affordable entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Commenda", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often cited as a leader for international companies. It combines entity management with AI-driven compliance monitoring and incorporates entities in 70+ countries."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Corporify", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focuses heavily on simplifying the complex process of setting up and managing entities for mid-sized growth companies."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Athennian", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A cloud-native platform famous for its ability to automatically generate board minutes and court filings."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|MinuteBox", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specializes in automating the \"minute book\""}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Diligent Entities", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stick with **Diligent Entities** for integration benefits."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Microsoft Purview", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "this is technically **Data Entity** management rather than corporate entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|CSC Global", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Full-service \"managed\" compliance (they handle the filings)."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|CT Corporation", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are the \"heavyweights\" of registered agency services."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|EntityKeeper", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A popular choice for mid-market companies that need solid record-keeping at a lower price point"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|LegalX", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Newer entrants focusing on simplicity and user-friendly dashboards for growing startups."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|alibaba-small|Coverpin", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Coverpin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Is budget the main constraint? Look at **EntityKeeper** or **Coverpin**."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Athennian", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Athennian, MinuteBox, Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|MinuteBox", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms include Athennian, MinuteBox, Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Diligent Entities", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Diligent Entities (formerly Blueprint OneWorld) is the world's leading solution for global entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "DiliTrust Governance Suite, Legisway, EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Legisway", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "DiliTrust Governance Suite, Legisway, EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|EntityKeeper", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legisway, EntityKeeper, Filejet Inc."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Filejet Inc.", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet Inc.", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Filejet is a cloud-based entity management software that automates compliance reporting"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Corporify", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Filejet Inc., Corporify, Coverpin, and Computershare GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Coverpin", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Coverpin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Corporify, Coverpin, and Computershare GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|Computershare GEMS", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coverpin, and Computershare GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|anthropic-small|EnGlobe", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "EnGlobe is a modern legal entity management and corporate governance platform providing a single source of truth"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|Commenda", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Commenda** is positioned for international companies that want to **incorporate, manage entities, and handle compliance in one platform**"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|Athennian", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Athennian** is aimed at **law firms and corporate legal teams**"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|Diligent Entities", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Diligent Entities** fits **large enterprises**"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|CSC Global/CSC Entity Management", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global/CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for multinationals that want **managed corporate services** and broad jurisdiction coverage"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|CT Corporation", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "most often recommended for **U.S.-focused companies** needing **multi-state compliance**"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|EntityKeeper", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "commonly placed in the **SMB** category"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|Corporify", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "geared toward organizations that need **traceable corporate secretariat workflows**"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|challenger-small|Filejet", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Filejet** stands out because it goes beyond tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Diligent Entities", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the enterprise standard for multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Athennian", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Frequently cited as the best modern, AI-powered choice for law firms and in-house legal teams"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for legal teams wanting an all-in-one legal operations suite"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|CSC Entity Management", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong enterprise options for high-volume legal operations across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|CT Corporation", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong enterprise options for high-volume legal operations across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Computershare GEMS", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong enterprise options for high-volume legal operations across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Carta", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "stands out as the best choice when you also need cap-table and equity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|EntityKeeper", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often rated well for value and ease of use in the SMB segment"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|LegalX", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Highly ranked for legal ops teams needing traceable, entity-level compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Harbor Compliance", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Various SMB and vertical specialists"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Firstbase", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Firstbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "simple formation/compliance tools (Clerky, Firstbase for startups)"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Clerky", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Clerky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "good entry points for newly formed companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|MinuteBox", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Smaller corporate secretarial teams: Corporify, MinuteBox, or EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Legalboards", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Various SMB and vertical specialists"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|deepseek-small|Corporify", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Smaller corporate secretarial teams: Corporify, MinuteBox, or EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|Athennian", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best For: Law firms and in-house legal departments managing high-volume corporate records."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|MinuteBox", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MinuteBox offers an all-in-one ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|Klea", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Klea is built \"AI-first,\" with a hyper-focus on automating routine corporate housekeeping"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|Diligent Entities (formerly Blueprint OneWorld)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities (formerly Blueprint OneWorld)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It is secure and comprehensive, though it comes with a steep learning curve and premium pricing."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "GEMS specializes in cross-border requirements."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|CSC Entity Management", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "this platform merges technology with hands-on service"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|CT Corporation (Wolters Kluwer) / Harbor Compliance", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation (Wolters Kluwer) / Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These legacy service providers offer dedicated portals that track physical entity health directly against State databases."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|Lextree", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Lextree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lextree's standout feature is its \"infinite canvas\" org chart builder."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|google-small|EntityKeeper", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "EntityKeeper focuses on clean, visual compliance dashboards."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|meta-small|Carta", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, and EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|meta-small|Pulley", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, and EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|meta-small|DiliTrust", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, and EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|meta-small|Corporify", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, and EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|meta-small|EntityKeeper", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, and EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|LegalX", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For compliance-heavy teams**: LegalX or GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|EntityKeeper", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For tight budgets with published pricing**: EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|Legalboards", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For corporate secretarial teams**: Legalboards or Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|Diligent Entities", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For corporate secretarial teams**: Legalboards or Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|GEMS", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For compliance-heavy teams**: LegalX or GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|CSC Entity Management", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Secretarial teams needing jurisdictional compliance"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|Athennian", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For PE/portfolio companies**: Athennian or Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|Carta", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For equity-focused companies**: Carta or Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|Ledgy", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For equity-focused companies**: Carta or Ledgy"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|CT Corporation", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enterprise-focused**: Diligent Entities, CSC, GEMS, CT Corporation, Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|minimax-small|DiliTrust", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**DiliTrust**: AI document identification"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|LegalX", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LegalX** – Best for legal ops teams needing traceable entity-level compliance tracking across hierarchies. Scores 9.3/10 for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|EntityKeeper", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in SMB segment, with robust features for entity management and compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Legalboards", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another top SMB option, known for user-friendly interfaces and workflow automation."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|CT Corporation Entity Management", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Preferred by compliance and corporate secretarial teams for ongoing filings and hierarchy views."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Carta", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular among enterprises for equity compliance and document trails."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|GEMS (Computershare)", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "GEMS (Computershare)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for legal ops teams needing traceable entity records and jurisdiction-ready deadline visibility. Scores 9.2/10 for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Athennian", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Recognized for its comprehensive LEMS platform, often used by larger organizations."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|MinuteBox", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for its intuitive design and strong document management."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Diligent Entities", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Focuses on governance and risk management for enterprises."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Filejet", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stands out for automating filings, registrations, and renewals, not just tracking deadlines."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|EnGlobe", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Modern platform for legal entity management and corporate governance, with configurable workflows."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Also highly regarded, each with unique strengths in compliance, scalability, and user experience."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Legisway", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Also highly regarded, each with unique strengths in compliance, scalability, and user experience."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Corporify", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Also highly regarded, each with unique strengths in compliance, scalability, and user experience."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|mistral-small|Coverpin", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Coverpin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Also highly regarded, each with unique strengths in compliance, scalability, and user experience."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|Athennian", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** ⭐ Modern Cloud-Native Leader"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|EntityKeeper", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EntityKeeper** ⭐ Best Value for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|Diligent Entities", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Diligent Entities** ⭐ Enterprise Governance Standard"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|CT Corporation Entity Management", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Compliance teams managing ongoing filings"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|CSC Entity Management", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Corporate secretarial teams across multiple jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|moonshot-small|Carta", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Startups and companies managing equity alongside entities"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|openai-small|Athennian", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want **best-in-class workflow automation and a more modern UX**, start with **Athennian**."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|openai-small|CSC Entity Management", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want **a mature enterprise governance platform with strong services support and compliance depth**, start with **CSC**."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|Athennian", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloud-native; real-time org charts, cap tables, AI data import, doc automation, e-sign | 4.6/5 (G2)"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|Diligent Entities", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large enterprises, multinationals | Global compliance, AI insights on ownership/filings"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|MinuteBox", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modular (board portal, data room, e-filings); AI-powered; handles 150+ countries"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|Computershare GEMS", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "built for massive scale & complex hierarchies; focuses on data centralization over flashy UI"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|EntityKeeper", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs, growing teams | Org charts, deadline tracking, automated filings"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|Filejet", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Action-oriented (completes filings); great for ops teams; user-friendly but lighter on advanced cap tables"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|CSC", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "CSC (service-heavy global filings)"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|Corporify", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Corporify (ownership mapping)"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|xai-small|DiliTrust/Legisway", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust/Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "DiliTrust/Legisway (EU focus)"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|Diligent Entities", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities is the industry standard for enterprise governance."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|EnGlobe", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EnGlobe is unique because it unifies Legal Entity Management with a Board & Committee Portal"}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|Wolters Kluwer Legisway", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Legisway is a \"document-heavy\" platform."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|Athennian", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Athennian is widely considered the modern leader in the space."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|Filejet", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Filejet focuses on automated filing."}, {"id": "mai-20260917-1752-baseline-2|c236-m3|zai-small|EntityKeeper", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EntityKeeper is known for its transparency."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|LegalX", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **LegalX** ... Best For: Teams needing compliance tracking without enterprise-level costs."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|CorpNet", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "CorpNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a **startup-focused platform** like ZenBusiness/CorpNet"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|ZenBusiness", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "ZenBusiness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a **startup-focused platform** like ZenBusiness/CorpNet"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|Airtable", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have <5 entities: Consider **Airtable** (for flexibility)"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|Lawmatics", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Lawmatics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Capterra-Top Low-Cost Options (e.g., Lawmatics, Clio Manage Lite)"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|Clio Manage Lite", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Clio Manage Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Capterra-Top Low-Cost Options (e.g., Lawmatics, Clio Manage Lite)"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|Wolters Kluwer Legisway", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid:** Enterprise solutions like Wolters Kluwer Legisway or Diligent Boardroom"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|alibaba-small|Diligent Boardroom", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Boardroom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid:** Enterprise solutions like Wolters Kluwer Legisway or Diligent Boardroom"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|Commenda", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Commenda** is a strong budget-friendly contender that balances functionality with affordability"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|Diliforce", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for SMBs, startups, and growing organizations, particularly legal and finance teams seeking an all-in-one, affordable solution"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|CSC Entity Management", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small businesses can consider options like CSC Entity Management, Athennian, Klea, and Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|Athennian", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "options like CSC Entity Management, Athennian, Klea, and Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|Klea", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "options like CSC Entity Management, Athennian, Klea, and Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|anthropic-small|Corporify", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "options like CSC Entity Management, Athennian, Klea, and Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|challenger-small|EntityKeeper", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** stands out as the most budget-aligned option because it is described as **affordable**"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|challenger-small|Gust Launch", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Gust Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Gust Launch** if you are a startup and want **formation plus entity management** in one workflow"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|challenger-small|CSC Entity Management", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Likely more robust, but not the cheapest-sounding option"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|challenger-small|Commenda", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "may need platforms like Commenda, which is positioned for more complex operations"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|MinuteBox", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**MinuteBox** (best overall value)"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|EntityKeeper", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**MinuteBox** or **EntityKeeper** (business plan) are your best bets"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|Carta", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with **Carta** as a strong alternative if you're a startup"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|ContractZen", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A lower-cost governance option (14-day free trial, billed annually)"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|Diligent Entities", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise platforms like **Diligent Entities** or **Athennian** if budget-constrained"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|deepseek-small|Athennian", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms like **Diligent Entities** or **Athennian** if budget-constrained"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|Diligent", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many legacy systems (like Diligent, Mitratech, or CSC) are designed for large multinationals, hide their pricing ... often start at tens of thousands of dollars per year."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|Mitratech", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Mitratech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many legacy systems (like Diligent, Mitratech, or CSC) are designed for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|CSC", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many legacy systems (like Diligent, Mitratech, or CSC) are designed for large multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|Lextree", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best for Solo Admins & Dedicated Entity Tracking: **Lextree** ... Why it’s a top choice"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|ContractZen", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a **multi-user tool** that handles **contracts, board meetings, and entities** all in one cheap subscription: Go with **ContractZen**."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|google-small|EntityKeeper", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Larger Portfolios (Up to 100 Entities): **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|meta-small|Otonomos", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Otonomos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Otonomos - a platform that helps builders and investors in crypto and tech form and maintain legal entities in major jurisdictions worldwide."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|meta-small|LegalX", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LegalX - a legal entity management software that offers entity-level compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|meta-small|BetterLegal", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "BetterLegal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BetterLegal - a business finance software that scored highest across combined criteria of features, ease of use, and value."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|minimax-small|EntityKeeper", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, start with **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|minimax-small|Commenda", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Commenda** and **Lextree** offer good value with monthly costs around $99/month"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|minimax-small|Lextree", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Commenda** and **Lextree** offer good value with monthly costs around $99/month"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|mistral-small|EntityKeeper", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, **EntityKeeper** or **Filejet** are the best starting points due to their low cost"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|mistral-small|Filejet", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small companies, **EntityKeeper** or **Filejet** are the best starting points due to their low cost"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|mistral-small|ZenBusiness", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "ZenBusiness", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "these services offer budget-friendly options and can also act as your registered agent"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|mistral-small|Northwest Registered Agent", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Northwest Registered Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ZenBusiness or Northwest Registered Agent may be a better fit"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|mistral-small|Diliforce", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A more affordable, all-in-one governance cloud platform suitable for SMBs, startups, and growing organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Commenda", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Commenda** (Best for Small-Medium Businesses) - **Free Plan**: Up to 3 entities at no cost"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Filejet", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Filejet** (Most Flexible Pricing)... you only pay for what you use"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|DiliTrust", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DiliTrust** - Has free options available"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Brainframe", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Brainframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "GRC/ISMS solution designed for SMBs, plans start at $9.50/user/month with a 14-day free trial"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Corporify", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Corporify** - Cloud-based solution with free options"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Athennian", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More expensive than Commenda/Filejet but cheaper than traditional enterprise solutions"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|moonshot-small|Diligent Entities", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid: **Diligent Entities** and similar enterprise solutions - typically start at $15,000-$50,000/year"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|openai-small|Athennian", "prompt": "c236-m4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "strong for entity management, but can be more than a very small budget wants"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|openai-small|Diligent Entities", "prompt": "c236-m4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, especially for larger compliance-heavy orgs, but typically pricier"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|Carta Launch", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta Launch** stands out as the best option among legal entity management software"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|Discern", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Low-Cost Alternatives (Under $500/Year) ... **Discern** (~$350/state/year"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|EntityKeeper", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for growing small/mid-sized firms willing to commit annually"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|Corporify", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Corporify | Custom (~€1+/year base)| Scalable | EU-focused, flexible"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|Athennian", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Enterprise Tools**: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|xai-small|Diligent Entities", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Avoid Enterprise Tools**: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|zai-small|Filejet", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Filejet (Best Overall Value) ... widely considered one of the most transparent and budget-friendly options"}, {"id": "mai-20260917-1752-baseline-2|c236-m4|zai-small|EntityKeeper", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have fewer than 100 entities: Choose EntityKeeper."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|zai-small|MinuteBox", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a law firm: Choose MinuteBox."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|zai-small|Dolibarr", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Dolibarr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A free, open-source ERP/CRM system that can be configured for entity management."}, {"id": "mai-20260917-1752-baseline-2|c236-m4|zai-small|OpenCLM", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "OpenCLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A free, open-source Contract Lifecycle Management tool that can help track entity-related contracts"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|alibaba-small|GateWay Entities", "prompt": "c236-m5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "GateWay Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a demo of **GateWay Entities** and **Discern**, as they are currently leading the specific \"mid-market entity management\" space"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|alibaba-small|Discern", "prompt": "c236-m5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Discern", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a demo of **GateWay Entities** and **Discern**, as they are currently leading the specific \"mid-market entity management\" space"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|alibaba-small|Harbor Compliance", "prompt": "c236-m5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong reputation for customer support and handling diverse entity types"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|alibaba-small|OneTrust", "prompt": "c236-m5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "OneTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often more expensive/heavy-weight than necessary for 500 employees."}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|Athennian", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Athennian** — cloud-native, strong for governance automation; per-entity pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|Diligent Entities / Diligent Governance", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities / Diligent Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong governance/board integration"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|EntityKeeper", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for legal ops at smaller/mid-size orgs, transparent ~$50/entity/yr"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|Computershare GEMS", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "long-established; powerful but often considered dated (desktop/VPN)"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|CSC Entity Management", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for secretarial teams and jurisdictional inventory"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|deepseek-small|Corporatek / MinuteBox", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Corporatek / MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(and other smaller players) — good DocuSign/minute-book integration for scaling companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|Diligent", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Systems (e.g., Diligent, CSC Entity Management): Often highly robust ... but can feel clunky, require heavy training, have longer implementation times, and carry higher price tags."}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|CSC Entity Management", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy Systems (e.g., Diligent, CSC Entity Management): ... can feel clunky, require heavy training, have longer implementation times, and carry higher price tags."}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|Athennian", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern Platforms (e.g., Athennian, MinuteBox, EntityKeeper, Lextree): Built with modern UX/UI."}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|MinuteBox", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Modern Platforms (e.g., Athennian, MinuteBox, EntityKeeper, Lextree)"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|EntityKeeper", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Modern Platforms (e.g., Athennian, MinuteBox, EntityKeeper, Lextree)"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|google-small|Lextree", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Lextree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Modern Platforms (e.g., Athennian, MinuteBox, EntityKeeper, Lextree)"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|minimax-small|Diligent", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Diligent** | Enterprise governance | Modern UI, strong compliance features"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|minimax-small|Athennian", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Athennian** | Mid-market growth companies | Automated workflows, strong ROI"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|minimax-small|Commenda", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Commenda** | Multi-entity compliance | 70+ country coverage, ERP integrations"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|minimax-small|FileJet", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "FileJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**FileJet** | Entity management simplicity | Best value for mid-market"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|minimax-small|LegalTrack", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "LegalTrack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LegalTrack** | General entity management | Solid core features"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|moonshot-small|EntityKeeper", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**EntityKeeper** – Strong for governed entity master records"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|moonshot-small|Encompass", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Encompass", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Encompass** – Good for jurisdiction-based compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|moonshot-small|Lextree", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Lextree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Lextree** – Used in 80+ countries, strong compliance tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|moonshot-small|Diligent Entities", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Diligent Entities** – Enterprise-grade with AI features"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|moonshot-small|Wolters Kluwer", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Wolters Kluwer** – Established player with global reach"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|Athennian", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|Diligent Entities", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|Corporify", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|MinuteBox", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|CT Corporation", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m5|xai-small|EntityKeeper", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options include Athennian, Diligent Entities, Corporify, MinuteBox, CT Corporation, and EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Microsoft Lists", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Microsoft Lists", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You should strictly avoid relying on these as your primary source of truth for compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|SharePoint", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "many organizations rely on Microsoft Lists, SharePoint folders, or complex Excel macros. You should strictly avoid relying on these"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Excel", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "complex Excel macros. You should strictly avoid relying on these as your primary source of truth for compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Diligent (OnPoint)", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent (OnPoint)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Be Cautious About: Heavyweight Legacy Suites (If you are SME-sized) Large enterprise platforms like **Diligent (OnPoint)**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Deloitte’s Boardvantage", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Deloitte’s Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they come with significant downsides depending on your company size"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Audminder", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Audminder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Who should avoid them:** Companies with fewer than 50 subsidiaries or less than $1B in revenue."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|VCompliance", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "VCompliance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Tools to scrutinize:** Older platforms like **VCompliance**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|CorpSec", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "CorpSec", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "various localized tools (e.g., **CorpSec** regional variants)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Agiloft", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Agiloft", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Look for specialized, lower-cost modern entrants (like **Agiloft**, **OneTrust**, or even specialized add-ons within **ServiceNow**)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|OneTrust", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "OneTrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Look for specialized, lower-cost modern entrants (like **Agiloft**, **OneTrust**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|ServiceNow", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or even specialized add-ons within **ServiceNow**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|Salesforce", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "rather than building your own on Salesforce/HubSpot, which often requires excessive customization"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|alibaba-small|HubSpot", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "rather than building your own on Salesforce/HubSpot, which often requires excessive customization"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|challenger-small|Excel + Dropbox", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Excel + Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Excel + Dropbox** — still common, but described as fragile for entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|deepseek-small|Spreadsheets and Shared Drives (Excel + Dropbox/SharePoint/Google Sheets)", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Spreadsheets and Shared Drives (Excel + Dropbox/SharePoint/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is the **number one tool to avoid**."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|deepseek-small|Diligent Entities", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Caution for:** Small to mid-market companies... heavy onboarding, a less nimble interface"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|deepseek-small|EntityKeeper", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "user reviews on Reddit specifically call out its **\"limited integration capabilities.\"**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|deepseek-small|Legisway", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**\"less entity depth than specialists\"** and a **\"broad scope [that] adds a steep learning curve.\"**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|deepseek-small|Athennian", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**\"Priced for firms, not micro teams\"** and **\"doesn't have flexibility to add complex codes and logic\"**"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Diligent Entities", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Specific tools to approach with caution: Diligent Entities (formerly Blueprint)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|GEMS", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Specific tools to approach with caution: ... GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Secretariat", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Secretariat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Secretariat (by Mitratech)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|hCue", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "hCue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "hCue (by Wolters Kluwer/CT Corporation)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|EnGlobe", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "EnGlobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "EnGlobe (by Corporatek)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Filejet", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look for platforms that integrate software with automated filing execution and registered agent services (e.g., Filejet, Athennian, or Discern)"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Athennian", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "e.g., Filejet, Athennian, or Discern"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Discern", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "e.g., Filejet, Athennian, or Discern"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|Excel", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "\"Free\" or General-Purpose Tools (Excel & Shared Drives) ... Why to avoid: High Risk of Dissolution"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|CSC", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Many legacy providers (such as CSC or CT Corporation) do not publish transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|google-small|CT Corporation", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Many legacy providers (such as CSC or CT Corporation) do not publish transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|meta-small|Diligent", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some entity management tools that may be worth considering include:\n\n1. Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|meta-small|Stripe Corporate Cards", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Stripe Corporate Cards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Stripe Corporate Cards"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|meta-small|Athenian", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Athenian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Athenian"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|meta-small|Kuberno", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Kuberno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Kuberno"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|mistral-small|CSC Global", "prompt": "c236-m6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "may be overly complex and expensive for smaller organizations or mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|mistral-small|Intertrust", "prompt": "c236-m6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may be overly complex and expensive for smaller organizations or mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|mistral-small|Computershare", "prompt": "c236-m6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may be overly complex and expensive for smaller organizations or mid-market companies"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|Athennian", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "demo 3-5 tools (prioritize Athennian 4.6/5, Diligent) ... law firms prefer Athennian"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|Diligent Entities", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "prioritize Athennian 4.6/5, Diligent"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|MinuteBox", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most popular ones (e.g., Athennian, Diligent Entities, MinuteBox) have strong ratings"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|CSC Entity Management", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "risks service disruptions—avoid if reliable support is critical"}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|Commenda", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Other tools like Commenda have occasional gripes (complex UI, tax glitches, integrations), but positives outweigh them."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|xai-small|Spreadsheets (e.g., Excel)", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Spreadsheets (e.g., Excel)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High error rates ... Switch to purpose-built software."}, {"id": "mai-20260917-1752-baseline-2|c236-m6|zai-small|CSC Entity Management", "prompt": "c236-m6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid or proceed with extreme caution with CSC Entity Management given its poor reviews and documented issues with invoicing, missed filings, and unresponsive support."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|alibaba-small|EntityKeeper", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around legal entity management software is **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|alibaba-small|Diligent", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do **not** consider enterprise-heavy solutions like **Diligent Entities** or **Athennian**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|alibaba-small|Athennian", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do **not** consider enterprise-heavy solutions like **Diligent Entities** or **Athennian**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|alibaba-small|ContractZen", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Runner-Up: ContractZen"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|alibaba-small|Commenda", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Expansion: Commenda"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|anthropic-small|Diliforce", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce offers an affordable and secure AI-powered governance platform ... making it a good fit for smaller B2B companies."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|anthropic-small|Carta", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta is a leading equity management platform that extends into legal entity management for private companies"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|anthropic-small|Entrix", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Entrix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for businesses expanding globally"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|anthropic-small|EnGlobe", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EnGlobe is a modern legal entity management and corporate governance platform with a single source of truth"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|challenger-small|EntityKeeper", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **EntityKeeper** if you want affordable, small-business-friendly entity tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|challenger-small|MinuteBox", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **MinuteBox** if you want more automation and compliance workflows"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|challenger-small|CSC Entity Management", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more often positioned for larger legal/compliance teams than for a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|challenger-small|Athennian", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Athennian** if you expect to scale into a more complex multi-entity setup"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|challenger-small|Diligent Entities", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "frequently listed as leading platforms, but the available results frame them more as broader SMB-to-enterprise tools"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|MinuteBox", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Value: **MinuteBox**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|EntityKeeper", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **MinuteBox** or **EntityKeeper**. Both are small-business-friendly"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|Diliforce", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on a very tight budget ... **Diliforce** is worth a look"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|Athennian", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for a Small Company - **Athennian** — starts around **$25,000/year**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|Diligent Entities", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "enterprise-grade, custom pricing meant for multinationals"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|deepseek-small|CSC / CT Corporation", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "enterprise options bundled with registered-agent services"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|CSC Entity Management", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the massive enterprise-grade entity management platforms (such as CSC Entity Management, CT Corporation, or Diligent Entities) are usually overkill"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|CT Corporation", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "usually overkill. They are highly complex, require months of implementation, and cost tens of thousands of dollars."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|Diligent Entities", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "usually overkill. They are highly complex, require months of implementation, and cost tens of thousands of dollars."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|Lextree (by Berkman Solutions)", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Lextree (by Berkman Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose Lextree if you are a 1-to-2 person legal/finance team looking for the absolute best value-for-money software"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|EntityKeeper", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Growing SMBs with multiple LLCs/subsidiaries looking for visual simplicity."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|ContractZen", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Micro-to-small businesses looking for an all-in-one governance suite on a budget."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|google-small|Filejet", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Filejet if you have zero legal resources and want to completely outsource your annual report filings"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|meta-small|Diligent Entities", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated software include Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|meta-small|Athenian", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Athenian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated software include Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|meta-small|Corporation Service Company (CSC)", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Corporation Service Company (CSC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated software include Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|minimax-small|MinuteBox", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **MinuteBox** or **EntityKeeper** as they appear to offer the best balance of features"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|minimax-small|LegalX", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**LegalX** and **EntityKeeper** are also strong contenders"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|minimax-small|EntityKeeper", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **MinuteBox** or **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|minimax-small|Carta Entity Management", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Carta Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "another popular choice, particularly for companies that need equity management alongside entity management"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|minimax-small|Harbor Compliance Entity Manager", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Harbor Compliance Entity Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "specializes in company formation, compliance, tax registrations, and ongoing entity administration"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|mistral-small|LegalX", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LegalX** and **MinuteBox** are especially worth considering due to their high user ratings and suitability for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|mistral-small|MinuteBox", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**LegalX** and **MinuteBox** are especially worth considering due to their high user ratings and suitability for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|mistral-small|Diligent Entities", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you anticipate scaling quickly, **Diligent Entities** or **Athennian** may offer the flexibility you need."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|mistral-small|Athennian", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you anticipate scaling quickly, **Diligent Entities** or **Athennian** may offer the flexibility you need."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|mistral-small|Encompass", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Encompass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "making it a top pick for small businesses seeking a balance between functionality and cost"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|Filejet", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Small B2B: Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|Corporify", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Small Corporate/Governance Teams: Corporify"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|Berkman Solutions", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Berkman Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Software-First Option: Berkman Solutions"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|Athennian", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Likely Too Expensive/Complex for Small B2B... ~$25,000/year"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|EntityKeeper", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$5,000/year | Good for \"growing\" companies with up to 100 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|moonshot-small|Diligent Entities", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Custom/Enterprise | Built for multinational governance"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|openai-small|Diligent Entities", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **Diligent Entities** if you want a true **legal entity management** system"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|openai-small|Klea", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Klea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "worth considering if you want SaaS plus managed services"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|openai-small|Kube", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Kube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option if you want centralized entity/ownership data and automated filings/reminders"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|openai-small|Athennian", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "another strong contender for centralized legal entity data and secure document management"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Diliforce (formerly ContractZen)", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diliforce (formerly ContractZen)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce > Athennian for pure SMB affordability; ... Start with Diliforce (all-in-one value)"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Corporify", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Corporify edges for EU-focused B2B governance"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|EntityKeeper", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Diliforce and EntityKeeper score high for low-cost entry"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Athennian", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Pricier for very small teams."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|MinuteBox", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SME compliance + alternatives to big names ... Fewer integrations."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Commenda", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MinuteBox** or **Commenda** | SME compliance + alternatives to big names"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|CSC", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like CSC, Diligent Entities, or Computershare GEMS—they're overkill"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Diligent Entities", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise tools like CSC, Diligent Entities, or Computershare GEMS"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Computershare GEMS", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise tools like CSC, Diligent Entities, or Computershare GEMS—they're overkill and cost $50K+ annually"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Carta", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "test Carta/Pulley (cap table heavy, ~$100–$300/mo)"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|xai-small|Pulley", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "test Carta/Pulley (cap table heavy, ~$100–$300/mo)"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|EntityKeeper", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** – Best overall for SMBs under ~100 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|LegalX", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Under 40 entities, 1–2 jurisdictions → EntityKeeper or LegalX are ideal."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Legalboards", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Legalboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong governance workflows and audit trails."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Corporify", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Corporate housekeeping software; one organized entity register"}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Harbor Compliance", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on compliance and corporate ops; good if you want service-led support."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Athennian", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Can invest more for advanced features → Athennian (~$25,000/year for 100 entities)."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Diligent Entities", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": ">100 entities or many jurisdictions → Consider Diligent Entities or CSC."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|CSC Entity Management", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "No published price; contact for quote."}, {"id": "mai-20260917-1752-baseline-2|c236-s1|zai-small|Xakia", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Xakia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Prefer a bundled governance platform → Xakia (~$155/month)."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|alibaba-small|ContractZen", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **ContractZen**."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|alibaba-small|Diliforce", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diliforce** is another strong candidate"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|anthropic-small|ContractZen", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ContractZen** if you need comprehensive features in one place"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|anthropic-small|Athennian", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Athennian** if you prefer a modern, scalable platform that grows with your business"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|anthropic-small|Boardable", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Small boards with basic needs often choose Boardable or BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|anthropic-small|BoardEffect", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small boards with basic needs often choose Boardable or BoardEffect"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|challenger-small|ContractZen", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ContractZen** as the strongest single-tool option"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|challenger-small|BoardPaq", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoardPaq** is a solid small-business-focused alternative"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|challenger-small|Sprinto", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sprinto** is positioned as a strong SMB option"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|deepseek-small|EntityKeeper", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🥇 Primary Recommendation: **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|deepseek-small|ContractZen", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "🥈 Alternative (Budget-Friendly): **ContractZen**"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|deepseek-small|MinuteBox", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MinuteBox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why you might skip it: Pricing is **quote-based only** ... It's more than a small business with one entity needs."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|deepseek-small|Capbase", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Capbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a simple tool like **Capbase**, **Clerky**"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|deepseek-small|Clerky", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Clerky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a simple tool like **Capbase**, **Clerky**"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|google-small|Athennian", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While enterprise-grade software like *Athennian* (which starts at around $25,000/year) or *Diligent Entities* are powerful, they are vastly overpriced and overly complex for a small business."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|google-small|Diligent Entities", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "vastly overpriced and overly complex for a small business"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|google-small|ContractZen", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ContractZen (transitioning to Diliforce) — *Best Overall & Best Value*... this is the premier option."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|google-small|Lextree", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lextree — *Best for Multi-Entity Structures & Compliance*... a robust and highly focused entity management tool."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|google-small|EntityKeeper", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "EntityKeeper is designed to simplify back-office operations for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|meta-small|MinuteBox", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended corporate governance and entity management tool for a small B2B business is MinuteBox."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|meta-small|Athennian", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Athennian, ContractZen, and Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|meta-small|ContractZen", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Athennian, ContractZen, and Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|meta-small|Filejet", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Athennian, ContractZen, and Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|minimax-small|EntityKeeper", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: EntityKeeper"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|minimax-small|ContractZen", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: ContractZen"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|minimax-small|BoardPaq", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardPaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**BoardPaq** - if you need board meeting management specifically"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|minimax-small|CSC Entity Management", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "if you need more robust jurisdictional support"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|minimax-small|Encompass", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Encompass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "top pick for overall features but may be more expensive"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|mistral-small|Carta", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Carta** or **ContractZen** as your corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|mistral-small|ContractZen", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Carta** or **ContractZen** as your corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|mistral-small|Diliforce", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Diliforce** is also a strong, affordable option for SMBs and growing organizations"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|EntityKeeper", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, I recommend **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|LegalX", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If budget allows and you want the highest-rated option, **LegalX** is excellent."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|Legalboards", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Legalboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Legalboards** (Budget-Friendly) ... Best for: Very small businesses or startups"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|Filejet", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If automation is your priority, consider **Filejet**."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|EnGlobe", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Choose tools with API access (EnGlobe, Athennian) if you plan to scale"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|moonshot-small|Athennian", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose tools with API access (EnGlobe, Athennian) if you plan to scale"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|openai-small|Corporate Creations", "prompt": "c236-s2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporate Creations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're small and need straightforward entity management: Corporate Creations"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|openai-small|Diligent Entities", "prompt": "c236-s2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you expect growth, multiple entities, or more formal governance needs: Diligent Entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|xai-small|ContractZen", "prompt": "c236-s2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ContractZen** as the top corporate governance and entity management tool"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|xai-small|EntityKeeper", "prompt": "c236-s2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "solid for pure entity tracking ... but it's more niche and starts higher (~$5K/year), lacking ContractZen's broader B2B features"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|xai-small|Encompass", "prompt": "c236-s2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Encompass", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise options (e.g., Encompass) are overkill and pricier for small teams."}, {"id": "mai-20260917-1752-baseline-2|c236-s2|zai-small|EntityKeeper", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: For most small B2B businesses, **EntityKeeper** provides the best balance of features and price"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|zai-small|Filejet", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"Hands-Off\" Compliance: Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s2|zai-small|Commenda", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global/Integrated Tax: Commenda"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|alibaba-small|Zipdo", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Zipdo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zipdo is designed to minimize the \"heavy lifting\" often required by larger systems... It offers a lower barrier to entry"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|alibaba-small|EntityKeeper", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EntityKeeper positions itself as a more affordable alternative to enterprise-heavy solutions."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|alibaba-small|Corporify", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Corporify is tailored specifically for secretarial functions."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|alibaba-small|Carta", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its cost and complexity may make it overkill for very small traditional businesses"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|EntityKeeper", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's best for small and mid-sized businesses that want affordable entity tracking and org charts."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|Constellate", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Constellate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Constellate is an AI-native entity management platform designed for legal teams and corporate secretaries"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|Athennian", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-based entity management solution that helps businesses manage corporate governance and compliance on a centralized interface"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|Deel", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Deel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "its entity management capabilities have grown significantly, handling entity formation, compliance, and employer-of-record services"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|Commenda", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Commenda is the strongest fit if you want incorporation, compliance, and cross-border tax in one place"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|anthropic-small|CoreAdmin", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "CoreAdmin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "CoreAdmin is a focused tool for teams who need reliable entity data management without the overhead of a full enterprise GRC suite."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Legalboards", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Legalboards** and **Corporify** are better if your pain is keeping entity records, documents, and deadlines organized"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Corporify", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Legalboards** and **Corporify** are better if your pain is keeping entity records, documents, and deadlines organized"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|EntityKeeper", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EntityKeeper** is the budget-friendly middle ground"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Filejet", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highlighted as the *easiest to use* in G2's category view"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Pulley", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong value with a free tier; more equity-management oriented"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Carta", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ranked overall best in one comparison, but starts at a higher price than budget options"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|DiliTrust", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**DiliTrust** is more suitable when governance needs are more advanced"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|challenger-small|Tailor Brands", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Tailor Brands", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free pick with no paid upgrade path"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|EntityKeeper", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **EntityKeeper** is the best overall value due to published pricing and unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|Klea", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Klea", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "buy **EntityKeeper** or **Klea** (cheap, easy, fully featured)"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|Athennian", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a company with just a handful of entities may find it \"more platform than it needs.\""}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|Corporify", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good European-focused alternative."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|Diligent Entities", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often overkill unless you need heavy governance/compliance documentation."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|deepseek-small|CSC Entity Management", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "US multi-state compliance + need a registered agent partner** \\u2192 **CSC**"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|Diligent", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise entity management tools (like Diligent, CSC Global, or Computershare) are often overly complex, require tedious setups, and carry prohibitive price tags"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|CSC Global", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often overly complex, require tedious setups, and carry prohibitive price tags"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|Computershare", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often overly complex, require tedious setups, and carry prohibitive price tags"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|ContractZen", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want **one budget-friendly tool** to manage your board meetings, contracts, and basic corporate records under one roof, go with **ContractZen**."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|Lextree", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a **straightforward, customizable database** of entities and officers without extra \"bloat\" features, go with **Lextree**."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|EntityKeeper", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need to **frequently present complex parent-subsidiary structures** visually to external stakeholders, go with **EntityKeeper**."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|Filejet", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you are overwhelmed by the administrative work of **state-by-state filings and annual reports** for multiple entities, go with **Filejet**."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|google-small|MinuteBox", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you are a legal team aiming to **digitize paper minute books**... go with **MinuteBox**."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|meta-small|Corporify", "prompt": "c236-s3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Corporify - Best for small corporate secretarial teams that want one organized entity register with governance records and deadlines."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|meta-small|EntityKeeper", "prompt": "c236-s3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "EntityKeeper - Best for small and mid-sized businesses that want affordable entity tracking and org charts."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|meta-small|Carta", "prompt": "c236-s3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Carta is a comprehensive entity management tool that offers a range of features, but is more expensive, starting at $299/mo."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|Carta", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** | Overall best for most teams | $299/mo | Comprehensive entity tracking with ownership management"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|EntityKeeper", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-conscious**: EntityKeeper offers published pricing at $5,000/year for up to 100 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|LegalX", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LegalX** | Legal operations teams | Quote-based | Traceable compliance tracking across hierarchies"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|En globo", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "En globo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ease of use**: En globo is noted for intuitive interface"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|Discern", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Automation priority**: Discern for automated filing capabilities"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|Diligent Entities", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Better suited for larger enterprises with formal governance needs"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|CT Corporation", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Service team-managed filings for enterprise clients"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|minimax-small|CSC Global", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Enterprise**: Diligent, CT Corporation, CSC Global"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Carta", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most teams."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Pulley", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pulley and EntityKeeper are best for simplicity and affordability"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Athennian", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for law firms and corporate legal teams."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|EntityKeeper", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small teams needing a clean legal entity inventory workflow without heavy configuration."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Corporify", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Corporify and DiliTrust are strong alternatives"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|DiliTrust Governance Suite", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Community favorite, with strong user ratings."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Diligent Entities", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Part of the Diligent ecosystem, strong in compliance and risk management."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|Legisway", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on legal entity management with strong compliance features."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|mistral-small|CSC Entity Management", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some tools (like Diligent and CSC Entity Management) are designed to grow with your team"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|EntityKeeper", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** ⭐ Best for Small/Mid-Sized Businesses"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|Pulley", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** ⭐ Best Free Option for Startups"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|Carta", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Can become expensive as you scale; seen as rigid by some users"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|LegalX", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Highest Rated for SMBs (9.3/10)"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|Filejet", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Complex compliance needs? → LegalX or Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|moonshot-small|Athennian", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Established governance functions; implementation takes 4-8 weeks"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|openai-small|Diligent Entities", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Diligent Entities** if you need **more robust governance, compliance workflows, and reporting**"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|openai-small|Athennian", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Athennian** if you want a **modern, easier-to-adopt entity ops tool** for a lean legal/compliance team."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|openai-small|Diligent Boards / BoardEffect", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Boards / BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **BoardEffect / Diligent Boards** if your biggest need is **board management first**, with entity management secondary."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|xai-small|EntityKeeper", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **EntityKeeper** if you're cost-sensitive and need quick org/filing setup (ideal for most small teams)."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|xai-small|Diligent Entities", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Demo **Diligent Entities** for better collaboration/AI."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|xai-small|Corporify", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Niche: Carta skews equity-heavy; Corporify more Europe-oriented."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|xai-small|Athennian", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise tilt: Diligent/Athennian can overkill on features/pricing."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|xai-small|Carta", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups with cap tables & equity (not pure entity mgmt)"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|Pulley", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most founder‑friendly:** Pulley (transparent pricing, cap table + entity management, easy setup)."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|EntityKeeper", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best pure compliance tool for small teams:** EntityKeeper (clean entity inventory, reminder‑driven workflow, org charts)."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|Athennian", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for legal ops teams needing deeper governance:** Athennian (cloud‑native governance automation)"}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|Diligent Entities", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you're already using Diligent:** Diligent Entities (AI‑enhanced governance inside your GRC platform)."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|Carta", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you already use Carta:** Carta's free tier (no extra tool, just cap table + basic entity management)."}, {"id": "mai-20260917-1752-baseline-2|c236-s3|zai-small|LegalX", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best picks:** EntityKeeper, Athennian (Essentials), LegalX"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|EntityKeeper", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid:** Enterprise platforms like **EntityKeeper**, **Diligent**, or **Boardable**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Capbase", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Capbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best All-Around Low-Cost Option: **Capbase**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Corppoint", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Corppoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Pure Compliance & Record-Keeping: **Corppoint**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Diligent", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid:** Enterprise platforms like **EntityKeeper**, **Diligent**, or **Boardable**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Boardable", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Enterprise platforms like ... **Boardable** unless you have 50+ entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Spreadsheet + Registered Agent Portal", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Spreadsheet + Registered Agent Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best DIY/Lowest Cost: **Spreadsheet + Registered Agent Portal**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Airtable", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Airtable/Spreadsheets** | Free, flexible, no learning curve."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Discern", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Multi-State/Jurisdictions on a Budget: **Discern**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|alibaba-small|Notion", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Use **Corppoint** or even **Notion/Airtable** templates"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|anthropic-small|Diliforce", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small or growing companies, Diliforce offers an affordable and secure AI-powered governance platform that saves time and reduces manual work."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|anthropic-small|Lextree", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lextree from Berkman Solutions allows you to manage legal entities, contracts, compliance, and risk ... with unlimited users, unlimited entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|anthropic-small|EntityKeeper", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EntityKeeper provides a comprehensive solution that enables you to manage entities, build complex org charts, track filing deadlines"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|anthropic-small|MinuteBox (Second Chair)", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox (Second Chair)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Second Chair by MinuteBox empowers paralegals, legal assistants, and entity managers to complete their tasks"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|challenger-small|EntityKeeper", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** is the best fit among the options in your results because it is explicitly positioned for **small and mid-sized businesses**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|challenger-small|CSC Entity Management", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more enterprise-oriented choices, but they are less clearly budget-friendly for a small company"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|challenger-small|Athennian", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more enterprise-oriented choices, but they are less clearly budget-friendly for a small company"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|Commenda", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Commenda's free tier** if you have 3 or fewer entities and need only basic tracking"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|Diliforce", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diliforce** offers the best value at roughly **$27/user/month**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|EntityKeeper", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EntityKeeper — Solid SMB choice"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|Pulley", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pulley (if you also need cap table/ownership management)"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|Diligent", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Things to avoid on a tight budget... (Diligent, Athennian) start at **$10,000–$25,000+ per year**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|deepseek-small|Athennian", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Things to avoid on a tight budget... (Diligent, Athennian) start at **$10,000–$25,000+ per year**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|Diligent", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "enterprise-level legal entity management systems (like Diligent, CSC, or Athennian) are typically too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|CSC", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "enterprise-level legal entity management systems (like Diligent, CSC, or Athennian) are typically too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|Athennian", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-level legal entity management systems (like Diligent, CSC, or Athennian) are typically too complex and expensive"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|ContractZen", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall Value: ContractZen (Advanced Plan)"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|Lextree (by Berkman Solutions)", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree (by Berkman Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Flat-Rate Predictability: Lextree (by Berkman Solutions)"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|Xakia", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Xakia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Small In-House Legal Departments: Xakia"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|Harbor Compliance", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern registered agents—such as **Harbor Compliance, ZenBusiness, or CoverPin**—provide basic entity management dashboards"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|ZenBusiness", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "ZenBusiness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as **Harbor Compliance, ZenBusiness, or CoverPin**—provide basic entity management dashboards"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|google-small|CoverPin", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CoverPin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "such as **Harbor Compliance, ZenBusiness, or CoverPin**—provide basic entity management dashboards"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|meta-small|Gust Launch", "prompt": "c236-s4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Gust Launch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated legal entity management software includes Gust Launch, Otonomos, LegalX, and Diligent Entities."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|meta-small|Otonomos", "prompt": "c236-s4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Otonomos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated legal entity management software includes Gust Launch, Otonomos, LegalX, and Diligent Entities."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|meta-small|LegalX", "prompt": "c236-s4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated legal entity management software includes Gust Launch, Otonomos, LegalX, and Diligent Entities."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|meta-small|Diligent Entities", "prompt": "c236-s4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated legal entity management software includes Gust Launch, Otonomos, LegalX, and Diligent Entities."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|minimax-small|Google Sheets/Excel Templates", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Google Sheets/Excel Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Many small companies start here with custom spreadsheets to track entities, documents, and deadlines. Free but requires manual tracking."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|minimax-small|Otonomos", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Otonomos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "platforms like **LegalX** or **Otonomos** offer good value starting around $20/month"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|minimax-small|LegalX", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Often considered best overall for small teams, with pricing that scales."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|minimax-small|CorpNet", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "CorpNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Provides entity management services at reasonable prices, good for small businesses needing compliance assistance."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|minimax-small|Rocket Lawyer", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Rocket Lawyer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers document management and entity tracking at affordable rates"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|mistral-small|EntityKeeper", "prompt": "c236-s4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** is often highlighted as the best affordable option"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|mistral-small|Wolters Kluwer Legisway", "prompt": "c236-s4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "though it may have more features than strictly necessary for the smallest teams"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|moonshot-small|Diliforce", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Diliforce** if you want the lowest published price with real entity management features."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|moonshot-small|EntityKeeper", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. EntityKeeper** — *Best for Small/Mid-Sized Businesses*"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|moonshot-small|Athennian", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to Avoid (Too Expensive for Small Budgets) ... Athennian ~$25,000/year"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|moonshot-small|Diligent Entities", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade, Fortune 1000 focus"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|moonshot-small|CSC Entity Management", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Heavy compliance, large org focus"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|openai-small|Filejet", "prompt": "c236-s4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best low-budget option: Filejet"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|openai-small|CSC Entity Management", "prompt": "c236-s4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CSC Entity Management** is another strong contender"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|Diliforce", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce stands out as one of the best legal entity management software options"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|Commenda", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (up to 3 entities); $100/entity/month after ... Free forever option: Commenda Basic"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|EntityKeeper", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Highly rated (4.8/5), but less \"tight budget\" unless annual plan fits."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|MinuteBox", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tailored pricing; strong reviews (4.9-5.0/5), free trial."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|CSC", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid for now: Enterprise tools like CSC or Athennian (custom/high pricing)."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|xai-small|Athennian", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid for now: Enterprise tools like CSC or Athennian (custom/high pricing)."}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|Lextree", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a small company with a tight budget is **Lextree**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|Athennian", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprises (Too expensive for small budgets)"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|Diligent", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many enterprise tools (like Athennian or Diligent) cost tens of thousands of dollars"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|EntityKeeper", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EntityKeeper (Best for Multiple Entities)... it is more expensive than Lextree but offers more robust \"full-service\" options"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|Google Sheets", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "building a system using **Google Sheets** or **Excel**"}, {"id": "mai-20260917-1752-baseline-2|c236-s4|zai-small|Excel", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sole proprietors with 1 or 2 entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|NEWTON", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "NEWTON", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "prioritize the mid-tier players (NEWTON, LegalX, EntityKeeper, Pulley, Carta, Corporify) over the enterprise governance giants"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|Pulley", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** even has a free tier"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|Carta", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** has free launch tiers for startups managing cap tables alongside entities"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|Athennian", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically start around **$25,000+/year** ... likely overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|Diligent Entities", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise platforms (Athennian, Diligent Entities, CSC, CT Corporation) ... likely overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|CSC", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise platforms ... likely overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|CT Corporation", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise platforms ... likely overkill for 30 people"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|LegalX", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "prioritize the mid-tier players (NEWTON, LegalX, EntityKeeper, ...)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|EntityKeeper", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "prioritize the mid-tier players (NEWTON, LegalX, EntityKeeper, Pulley, Carta, Corporify)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|deepseek-small|Corporify", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "prioritize the mid-tier players (NEWTON, LegalX, EntityKeeper, Pulley, Carta, Corporify)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Carta", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Cap Table Management (e.g., Carta, Pulley):** Tracks equity, stock options, valuations (409A), and investor shares."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Pulley", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cap Table Management (e.g., Carta, Pulley):**"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Filejet", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Filejet:** Excellent for SMBs. It automates your annual report filings and entity formation directly in the platform"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Harbor Compliance", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Combines robust compliance software with registered agent services to ensure your entities stay in \"good standing\""}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|MinuteBox", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "A highly rated, cloud-native option that is very popular for its clean interface and affordable per-entity pricing tiers."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Commenda", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tailored closely to scaling startups and SMBs. They offer global entity compliance and flat-rate pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Diliforce", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Diliforce (or ContractZen):** Budget-friendly options with secure governance, board portal features"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|ContractZen", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Diliforce (or ContractZen):** Budget-friendly options with secure governance"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Diligent Entities", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Category C: Avoid (For Now) ... built for massive multinational conglomerates ... the cost will likely exceed your budget."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|CSC", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Diligent Entities / CSC:** While they are industry giants, they are built for massive multinational conglomerates"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|google-small|Athennian", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "An excellent platform, but their pricing tiers start at around $25,000/year, which may be too high of a baseline"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|meta-small|Athennian", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Athennian**: A cloud-based entity management platform that provides a single source of truth for complex corporate structures."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|meta-small|Xakia Entity Management", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Xakia Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Xakia Entity Management**: A structured platform for managing entities, ownership, and compliance."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|meta-small|Filejet", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Filejet**: An automated entity management platform for legal, tax, and finance teams."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|meta-small|EnGlobe", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**EnGlobe**: A modern legal entity management and corporate governance platform."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|meta-small|Fides by LegalOn", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Fides by LegalOn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fides by LegalOn**: An AI-powered entity management solution that integrates with your existing legal workflow."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|minimax-small|Diligent Entities", "prompt": "c236-s5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some popular options: Diligent Entities, CorpNet, FounderShield, TrackYourDocs"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|minimax-small|CorpNet", "prompt": "c236-s5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "CorpNet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some popular options: Diligent Entities, CorpNet, FounderShield, TrackYourDocs"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|minimax-small|FounderShield", "prompt": "c236-s5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "FounderShield", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some popular options: Diligent Entities, CorpNet, FounderShield, TrackYourDocs"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|minimax-small|TrackYourDocs", "prompt": "c236-s5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "TrackYourDocs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some popular options: Diligent Entities, CorpNet, FounderShield, TrackYourDocs"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|mistral-small|Athennian", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Would you like me to research specific vendors (e.g., Athennian, Diligent, EntityKnit)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|mistral-small|Diligent", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Would you like me to research specific vendors (e.g., Athennian, Diligent, EntityKnit)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|mistral-small|EntityKnit", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKnit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Would you like me to research specific vendors (e.g., Athennian, Diligent, EntityKnit)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|moonshot-small|ContractZen", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "ContractZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendors serving your market segment include:\n- **ContractZen** (~$9.50/user/month)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|moonshot-small|Corporify", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Corporify** (designed for small corporate secretarial teams)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|moonshot-small|EntityKeeper", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**EntityKeeper** (strong for governed entity master records)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|moonshot-small|Filejet", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Filejet** (compliance-focused with good automation)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|Diligent Entities", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "top fits for small teams include Diligent Entities, Athennian, CSC Entity Manager, Wolters Kluwer OneSumX, or budget options like MinuteBox/CTMfile"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|Athennian", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "top fits for small teams include Diligent Entities, Athennian, CSC Entity Manager"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|CSC Entity Manager", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "top fits for small teams include ... CSC Entity Manager"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|Wolters Kluwer OneSumX", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Wolters Kluwer OneSumX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wolters Kluwer OneSumX, or budget options like MinuteBox/CTMfile"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|MinuteBox", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "budget options like MinuteBox/CTMfile"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|xai-small|CTMfile", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "CTMfile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "budget options like MinuteBox/CTMfile"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|LegalX", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**LegalX** | SMBs needing traceable entity-level compliance tracking | From ~$12-$18 /user /mo (annual) | 9.3/10 score, hierarchy views, automated deadlines, reporting."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|EntityKeeper", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EntityKeeper** | Small companies with multiple jurisdictions | ~$10-$15 /user /mo | Centralized data, granular permissions, compliance alerts."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Legalboards", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Legalboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Legalboards** | Teams that want a visual org-chart + filing calendar"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Diligent Entities", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Diligent Entities** | Companies already using Diligent Governance (board portal)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Klea", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Klea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Klea** | AI-driven LEM for teams wanting smart document handling"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|CT Corporation Entity Management", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Larger firms needing deep jurisdiction coverage | Custom pricing (often higher)"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Carta Entity Management", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Carta Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Carta Entity Management** | Start-ups focused on equity compliance"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Ledgy", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ledgy** | Portfolio-level equity compliance and document trails"}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|RazorSign", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "RazorSign", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Start with the SMB-ranked tools above (LegalX, EntityKeeper, Legalboards, Diligent Entities, Klea, RazorSign)."}, {"id": "mai-20260917-1752-baseline-2|c236-s5|zai-small|Otonomos", "prompt": "c236-s5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Otonomos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Otonomos** | Crypto/tech founders with many international entities | Custom pricing"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Diligent Boards", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples to approach with caution:** Products like **Diligent Boards**, **Commenda**, or **Corppass**."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Commenda", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Examples to approach with caution:** Products like **Diligent Boards**, **Commenda**, or **Corppass**."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Corppass", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Corppass", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Examples to approach with caution:** Products like **Diligent Boards**, **Commenda**, or **Corppass**."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Google Drive", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Using standard Google Drive or Dropbox folders for documents ... **Why to avoid:** Standard cloud storage lacks **version control** and **audit trails**."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Dropbox", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Using standard Google Drive or Dropbox folders for documents ... **Why to avoid:** Standard cloud storage lacks **version control** and **audit trails**."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|alibaba-small|Excel", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Excel for the cap table + email chains for minutes. ... spreadsheets cannot enforce logic"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|anthropic-small|Diligent", "prompt": "c236-s6", "model": "anthropic-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Diligent is known for steep licensing fees with enterprise-oriented packages that often come with hidden module costs"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|Diligent Entities", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Diligent Entities, CSC Global, CT Corporation, and Athennian** are built for large corporations... These will eat your budget"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|CSC Global", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for large corporations running dozens to hundreds of entities across many jurisdictions"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|CT Corporation", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They start around **$10,000–$25,000+/year**, charge per-state or per-entity fees, and require serious implementation work."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|Athennian", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise/global platforms (overkill and overpriced)"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|Registered Agents, Inc.", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Registered Agents, Inc.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Names flagged repeatedly in reviews and complaint databases include **Registered Agents, Inc.** (BBB ~2.3/5 stars; complaints about mail not being forwarded"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|deepseek-small|EntityKeeper", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Budget-focused options like **EntityKeeper** ... are often a reasonable starting point for small/mid businesses."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|Diligent Entities", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid:** *Diligent Entities, Athennian, Computershare GEMS, DiliTrust Governance Suite*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|Athennian", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Tools to Avoid:** *Diligent Entities, Athennian, Computershare GEMS, DiliTrust Governance Suite*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|Computershare GEMS", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare GEMS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Tools to Avoid:** *Diligent Entities, Athennian, Computershare GEMS, DiliTrust Governance Suite*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|DiliTrust Governance Suite", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Tools to Avoid:** *Diligent Entities, Athennian, Computershare GEMS, DiliTrust Governance Suite*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|LegalZoom", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "LegalZoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Tools to Be Cautious About:** *LegalZoom, ZenBusiness, Bizee (formerly Incfile)*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|ZenBusiness", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "ZenBusiness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Tools to Be Cautious About:** *LegalZoom, ZenBusiness, Bizee (formerly Incfile)*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|Bizee (formerly Incfile)", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Bizee (formerly Incfile)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Tools to Be Cautious About:** *LegalZoom, ZenBusiness, Bizee (formerly Incfile)*"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|Northwest Registered Agent", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Northwest Registered Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Firms like *Northwest Registered Agent* or locally based registered agents are highly rated, do not use aggressive upselling"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|ContractZen", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "look for lightweight, affordable entity management software like **ContractZen** or **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|google-small|EntityKeeper", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for lightweight, affordable entity management software like **ContractZen** or **EntityKeeper**"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|meta-small|Diligent", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Diligent, which is considered too expensive and complex for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|meta-small|EntityKeeper", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "EntityKeeper, are considered more suitable for small businesses due to their affordability and real-time org charts"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|minimax-small|Diligent", "prompt": "c236-s6", "model": "minimax-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Diligent** (mentioned explicitly):\n- Extremely high price tags with hidden module costs\n- Overly complex user interface designed for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|minimax-small|EntityKeeper", "prompt": "c236-s6", "model": "minimax-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Consider affordable options** like EntityKeeper for small scales"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|moonshot-small|Diligent", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-Grade Solutions (e.g., Diligent)** Be cautious with platforms designed for Fortune 500 companies"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|moonshot-small|EntityKeeper", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Look for purpose-built, affordable platforms like **EntityKeeper** or **Athennian**"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|moonshot-small|Athennian", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Look for purpose-built, affordable platforms like **EntityKeeper** or **Athennian**"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Diligent Entities", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Be Cautious About:**\n1. **Diligent Entities (part of Diligent One)**  \n   - **Why?** High licensing fees"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|CSC Entity Management", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-tier pricing (opaque...), heavy implementation/admin overhead... consensus flags TCO as too high."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Global Entity Management System (GEMS)", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Global Entity Management System (GEMS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Not cost-effective for small teams, steep learning curve, and complexity"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Commenda", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Opt for SMB-focused tools like **Commenda** (SME pricing, real-time compliance, 4.7/5 G2)"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|EntityKeeper", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EntityKeeper** (~$5K/year for <100 entities, unlimited users)"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Athennian", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Athennian** (modern, automated; ~$25K but scalable)"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Wolters Kluwer", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "e.g., Wolters Kluwer, Athennian warn of error-prone data scatter"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Rippling", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "If your needs are basic, free tiers in Rippling/Deel might bridge gaps."}, {"id": "mai-20260917-1752-baseline-2|c236-s6|xai-small|Deel", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "free tiers in Rippling/Deel might bridge gaps"}, {"id": "mai-20260917-1752-baseline-2|c236-s6|zai-small|CSC Entity Management", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Poorly‑rated or limited‑feature tools (e.g., CSC Entity Management) ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Workiva", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is the gold standard for organizations that view ESG through the lens of financial compliance."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Sphera", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex Data & Scope 3 Calculations"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|IBM Envizi", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms: Sphera, IBM Envizi, Cority"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Cority", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Cority", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Platforms: Sphera, IBM Envizi, Cority"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Diligent One Platform", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent One Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Integrated Risk & Governance (GRC)"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|OneTrust", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Platforms: Diligent One Platform, OneTrust"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Watershed", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Watershed has become the favorite for forward-looking tech and product-centric enterprises."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Wolters Kluwer", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wolters Kluwer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Audit Assurance & SEC Compliance** | **Workiva** or **Wolters Kluwer**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|Novisto", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Strategic Decarbonization** | **Watershed** or **Novisto**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|alibaba-small|SAP Sustainability Control Tower", "prompt": "c237-l1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Existing SAP Environment** | **SAP Sustainability Control Tower**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|anthropic-small|Workiva", "prompt": "c237-l1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva leads for enterprise reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|anthropic-small|IBM Envizi ESG Suite", "prompt": "c237-l1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "targets large enterprises seeking advanced ESG analytics and reporting capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|anthropic-small|Salesforce Net Zero Cloud", "prompt": "c237-l1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "full ESG platforms like Workiva, IBM Envizi, and Salesforce Net Zero Cloud cover environmental, social, and governance data"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|anthropic-small|Watershed", "prompt": "c237-l1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Used by 90+ Fortune 500 companies, it combines carbon measurement"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|anthropic-small|Diligent ESG", "prompt": "c237-l1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "connecting ESG data to board-level oversight and risk management"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|challenger-small|Workiva", "prompt": "c237-l1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall ESG reporting software is usually **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|challenger-small|IBM Envizi", "prompt": "c237-l1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IBM Envizi** and **Pulsora** are the other strongest contenders"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|challenger-small|Pulsora", "prompt": "c237-l1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM Envizi** and **Pulsora** are the other strongest contenders"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|challenger-small|Diligent ESG", "prompt": "c237-l1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong when **governance** is the main focus"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|challenger-small|Benevity", "prompt": "c237-l1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Benevity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your enterprise is heavily focused on **global social impact programs**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Workiva", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the safest default if finance is involved and audit-readiness matters"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|IBM Envizi", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large, data-heavy operations"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Watershed", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for enterprise climate/carbon focus"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Diligent ESG", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for governance & board reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Sweep", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sweep and Position Green are good for **multi-framework CSRD exposure**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Position Green", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Sweep and Position Green are good for **multi-framework CSRD exposure**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Coolset", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Coolset is strong for EU compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Normative", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "one carbon-focused tool (Watershed or Normative)"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Enablon", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Enablon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Enablon / Benchmark ESG** (if you also need EHS/operational risk in one platform)"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|deepseek-small|Benchmark ESG", "prompt": "c237-l1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Benchmark ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Enablon / Benchmark ESG** (if you also need EHS/operational risk in one platform)"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|Workiva", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the undisputed market leader."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|Watershed", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Watershed** is a top-tier platform."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|IBM Envizi", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**IBM Envizi** excels here."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|Wolters Kluwer (Enablon)", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wolters Kluwer (Enablon)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for EHS-Led ESG Reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|Sphera", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both **Enablon** and **Sphera** are legacy EHS market leaders"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|SAP Sustainability Control Tower", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "less compelling if you are not already an SAP-heavy organization"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|google-small|Salesforce Net Zero Cloud", "prompt": "c237-l1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly customizable, with strong data visualization and dashboarding capabilities."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|meta-small|Workiva", "prompt": "c237-l1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best ESG reporting software for an enterprise B2B company is Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|meta-small|ESG-One", "prompt": "c237-l1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "ESG-One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top contenders include ESG-One, Sustaenia, Guideflow, and EmissionTwin."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|meta-small|Sustaenia", "prompt": "c237-l1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustaenia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other top contenders include ESG-One, Sustaenia, Guideflow, and EmissionTwin."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|meta-small|Guideflow", "prompt": "c237-l1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other top contenders include ESG-One, Sustaenia, Guideflow, and EmissionTwin."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|meta-small|EmissionTwin", "prompt": "c237-l1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EmissionTwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other top contenders include ESG-One, Sustaenia, Guideflow, and EmissionTwin."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|minimax-small|Persefoni", "prompt": "c237-l1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Known for its enterprise-grade capabilities, particularly for carbon accounting and Scope 3 emissions tracking. It's designed for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|minimax-small|Coolset", "prompt": "c237-l1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers enterprise-focused solutions with expert support, including access to GHG Protocol-certified Climate Strategy Advisors."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|minimax-small|Microsoft Sustainability Manager", "prompt": "c237-l1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Microsoft Sustainability Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A comprehensive platform that integrates with existing Microsoft enterprise tools"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|minimax-small|Sphera", "prompt": "c237-l1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Provides enterprise ESG management with strong focus on risk management and supply chain sustainability."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|minimax-small|Enablon", "prompt": "c237-l1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for its robust reporting capabilities and integration with enterprise systems."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Workiva", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is likely the best fit"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Sweep", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Workiva** and **Sweep** are consistently highlighted as top choices for large organizations"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|OneTrust", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**OneTrust** and **Riskonnect** are also recommended for enterprise multi-framework ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Riskonnect", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Riskonnect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "also recommended for enterprise multi-framework ESG reporting and strong audit readiness"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Benchmark Gensuite", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "cited for comprehensive sustainability reporting management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Cority", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Cority", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "cited for comprehensive sustainability reporting management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Sphera", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "cited for comprehensive sustainability reporting management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|mistral-small|Wolters Kluwer", "prompt": "c237-l1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "cited for comprehensive sustainability reporting management capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Workiva", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with demos of Workiva, Pulsora, and Watershed.** - Choose **Workiva** if finance/audit controls and integrated reporting are paramount."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Pulsora", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Pulsora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Pulsora** if you need a balanced, end-to-end ESG operating system that handles multiple frameworks"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Novisto", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Novisto:** Excels when juggling multiple frameworks and investor/data requests simultaneously."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Watershed", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Watershed** if carbon accuracy—especially Scope 3 across your value chain—is your biggest pain point."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Persefoni", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The default choice for financial institutions or B2B companies needing PCAF-aligned financed emissions tracking."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|SAP Sustainability Control Tower", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your enterprise already runs heavily on SAP, this offers native ERP integration for CSRD-aligned reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Sphera", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best fit:** B2B manufacturers, chemicals, energy, or industrials with operational compliance needs."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Sweep", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A 2026 Verdantix Leader making aggressive investments in AI-assisted data ingestion."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|moonshot-small|Diligent ESG", "prompt": "c237-l1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "| Governance & board oversight focus | **Diligent ESG** |"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|openai-small|Workiva", "prompt": "c237-l1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to choose one for a **large enterprise B2B company**, I'd start with **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|openai-small|IBM Envizi", "prompt": "c237-l1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for emissions-heavy orgs / carbon accounting:** **IBM Envizi**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|openai-small|Diligent ESG", "prompt": "c237-l1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for stakeholder surveys and ESG operations:** **Diligent ESG**"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|Workiva", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Workiva** if your B2B enterprise emphasizes financial-grade reporting and compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|IBM Envizi ESG Suite", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose IBM Envizi** for data-intensive B2B ops with heavy Scope 1-2 needs."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|Novisto", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ESG data hub for multi-framework/investor responses"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|Sweep", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Praised for enterprise carbon/ESG scale."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finance-integrated CPM with ESG; Gartner-recognized"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|xai-small|Diligent ESG", "prompt": "c237-l1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Governance/risk focus; board oversight integration."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Workiva", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva ESG** is the strongest starting point"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Coupa", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For procurement-driven Scope 3 coverage, **Coupa** or **SAP Sustainability Control Tower** are compelling alternatives."}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|SAP Sustainability Control Tower (SCT)", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "SAP Sustainability Control Tower (SCT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** or **SAP Sustainability Control Tower** are compelling alternatives"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Salesforce Net Zero Cloud", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're heavily invested in Salesforce, **Salesforce Net Zero Cloud** offers a seamless experience"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Wolters Kluwer Enablon", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wolters Kluwer Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For compliance-heavy environments, **Wolters Kluwer Enablon** and **Novisto** provide robust workflow automation"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Novisto", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Wolters Kluwer Enablon** and **Novisto** provide robust workflow automation and multi-framework support"}, {"id": "mai-20260917-1752-baseline-2|c237-l1|zai-small|Refinitiv (Truvalue Labs)", "prompt": "c237-l1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Refinitiv (Truvalue Labs)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you need investor-grade data and benchmarking → Refinitiv (Truvalue Labs) offers AI-driven analytics"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|alibaba-small|IBM Envizi", "prompt": "c237-l2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "IBM Envizi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IBM Envizi** (Best for Complex Data & Existing IBM Users)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|alibaba-small|Persefoni", "prompt": "c237-l2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Persefoni** (Best for Finance-Led Teams & Audit Readiness)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|alibaba-small|Watershed", "prompt": "c237-l2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Watershed** (Best for Tech-Forward Companies & Supply Chain Integration)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|alibaba-small|Normative", "prompt": "c237-l2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Normative** (Best for Assurance & Advisory Support)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|anthropic-small|Persefoni", "prompt": "c237-l2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Persefoni** ... enterprise-grade carbon accounting and climate disclosure platform"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|anthropic-small|Plan A", "prompt": "c237-l2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Plan A** ... aimed at mid-sized and large organisations"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|anthropic-small|IBM Envizi", "prompt": "c237-l2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. IBM Envizi** ... best for mid-sized and enterprise organisations"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|anthropic-small|Normative", "prompt": "c237-l2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best suited for large enterprises with complex supply chains"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|challenger-small|Watershed", "prompt": "c237-l2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one** without more context, I'd choose **Watershed** for a large B2B enterprise"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|challenger-small|Persefoni", "prompt": "c237-l2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Persefoni**: strong for enterprise carbon accounting, especially where investor-grade reporting matters."}, {"id": "mai-20260917-1752-baseline-2|c237-l2|challenger-small|Normative", "prompt": "c237-l2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Normative** as a strong alternative if your main challenge is complex supply-chain accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|challenger-small|SAP Sustainability Control Tower", "prompt": "c237-l2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already run a deep SAP environment"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|challenger-small|Sphera", "prompt": "c237-l2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong if you need carbon accounting plus LCA/EHS capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|Watershed", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Watershed is my top recommendation"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|Persefoni", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with Persefoni as the runner-up if finance-led disclosure is your primary driver"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|Normative", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A well-regarded enterprise option with strong Scope 1–3 tracking"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|Terrascope", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Terrascope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Terrascope's dedicated FLAG/land-use modules might edge out Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|Workiva", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Workiva leads on enterprise-level sustainability reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|deepseek-small|IBM Envizi", "prompt": "c237-l2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for large companies, especially those already in the IBM ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|google-small|Watershed", "prompt": "c237-l2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Watershed: The Industry Leader for Scope 3 & Decarbonization Action ... widely considered the gold standard"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|google-small|Salesforce Net Zero Cloud", "prompt": "c237-l2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Enterprises already heavily invested in the Salesforce ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c237-l2|google-small|Sweep", "prompt": "c237-l2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sweep: The CSRD & Decentralized Collaboration King"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|google-small|Persefoni", "prompt": "c237-l2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Persefoni: The \"CFO's Ledger\" for Financial Rigor"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|meta-small|Watershed", "prompt": "c237-l2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "would be Watershed or Sweep... Watershed is considered the best overall for enterprises"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|meta-small|Sweep", "prompt": "c237-l2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Sweep is a good option for large enterprises and supply chain management"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|minimax-small|Ditchcarbon", "prompt": "c237-l2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Ditchcarbon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Ditchcarbon** or **Salesforce Sustainability Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|minimax-small|Salesforce Sustainability Cloud", "prompt": "c237-l2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Salesforce Sustainability Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Ditchcarbon** or **Salesforce Sustainability Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|minimax-small|Greenly", "prompt": "c237-l2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Greenly** - Suitable for multinational teams"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|minimax-small|Terrascope", "prompt": "c237-l2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Terrascope", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Terrascope** - Best for large enterprises with: Established sustainability teams"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|mistral-small|Normative", "prompt": "c237-l2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best suited for large enterprises with complex supply chains... frequently highlighted as the best overall for enterprises needing audit-grade carbon data"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|mistral-small|Ditchcarbon", "prompt": "c237-l2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Ditchcarbon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strongest overall choice for large enterprises and financial institutions that require defensible supplier or portfolio emissions data"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|mistral-small|Greenly", "prompt": "c237-l2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for multinational teams seeking recurring Scope 1\\u20133 collection and reporting across many entities."}, {"id": "mai-20260917-1752-baseline-2|c237-l2|moonshot-small|Watershed", "prompt": "c237-l2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Choice: Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|moonshot-small|Persefoni", "prompt": "c237-l2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Persefoni if you're in financial services or need the absolute highest level of audit rigor"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|moonshot-small|Sweep", "prompt": "c237-l2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sweep — Best for Collaborative Supply Chain Engagement"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|moonshot-small|IBM Envizi", "prompt": "c237-l2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose IBM Envizi if you have extremely complex data sources and need heavy analytics"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|moonshot-small|Salesforce Net Zero Cloud", "prompt": "c237-l2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Salesforce only if you're already a Salesforce-heavy organization"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|openai-small|Watershed", "prompt": "c237-l2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to make a single default recommendation without more context: **Watershed** for a large, complex B2B enterprise"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|openai-small|Normative", "prompt": "c237-l2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Normative** if the company is especially compliance-heavy or has unusually difficult Scope 3 accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|xai-small|Watershed", "prompt": "c237-l2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Watershed** as the top carbon accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|xai-small|Persefoni", "prompt": "c237-l2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Persefoni** (Best for financial-heavy B2B or financed emissions)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|xai-small|Normative", "prompt": "c237-l2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Normative** (Best for audit-grade data + strategy)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|xai-small|Sweep", "prompt": "c237-l2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sweep** (Best for EU/multinational regulatory focus)"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|zai-small|Watershed", "prompt": "c237-l2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top recommendation is **Watershed**."}, {"id": "mai-20260917-1752-baseline-2|c237-l2|zai-small|Salesforce Net Zero Cloud", "prompt": "c237-l2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Strong Alternative: Salesforce Net Zero Cloud"}, {"id": "mai-20260917-1752-baseline-2|c237-l2|zai-small|Persefoni", "prompt": "c237-l2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Honorable Mention: Persefoni ... Persefoni is highly rated (4.8/5 stars) for large enterprises."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Workiva", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is widely considered the leader for companies that need to present ESG data alongside financial data."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|SAP Business Network (SAP Sustainability Data Cloud)", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Business Network (SAP Sustainability Data Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If an enterprise runs on SAP ERP (S/4HANA), SAP\\u2019s ESG solutions are often the default choice due to native integration."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Salesforce Sustainability Cloud", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Sustainability Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Companies using Salesforce CRM that want to engage customers or suppliers directly"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Persefoni", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Persefoni has rapidly become a market leader among mid-to-large enterprises"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Enablon", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your ESG challenges are physical site safety, Enablon is the choice."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Sphera", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These two competitors have roots in traditional EHS ... best choices for industrial entities."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Watershed", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Persefoni or Watershed if your main goal is to accurately calculate your Carbon Footprint"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|alibaba-small|Oracle NetSuite", "prompt": "c237-l3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Choose SAP or Oracle NetSuite if you cannot change your ERP system"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Workiva", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Workiva is a US-listed company originally built for financial reporting and governance, risk and compliance (GRC)... often selected by large, listed companies"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|IBM Envizi ESG Suite", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "IBM Envizi ESG Suite is an enterprise ESG data and reporting platform that helps organizations capture, manage, and report sustainability data in a single system of record."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Diligent ESG", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The core set of platforms that consistently surface as leaders in ESG and sustainability reporting include Workiva, IBM Envizi ESG Suite, Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Novisto", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Novisto is an ESG data management and analytics platform that automates workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Position Green", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Position Green", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Position Green includes dedicated solutions for ESRS reporting, EU Taxonomy alignment, CSDDD due diligence"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Persefoni", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Novisto, Position Green, Persefoni, Watershed, FigBytes"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Watershed", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "named a Leader in the 2026 Verdantix Green Quadrant for Enterprise Carbon Management Software"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|FigBytes", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Watershed, FigBytes, Microsoft Cloud for Sustainability"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Microsoft Cloud for Sustainability", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Microsoft Cloud for Sustainability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Cloud for Sustainability, Sphera, Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Sphera", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sphera, Sweep, Greenly"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Sweep", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Sphera, Sweep, Greenly, Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Greenly", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sweep, Greenly, Normative, SustainIQ"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|Normative", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Greenly, Normative, SustainIQ and SINAI Technologies"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|SustainIQ", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SustainIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Normative, SustainIQ and SINAI Technologies"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|anthropic-small|SINAI Technologies", "prompt": "c237-l3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SINAI Technologies", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "SustainIQ and SINAI Technologies"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Workiva", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is strongest when the priority is **controlled, auditable disclosure** with clear evidence trails and tight connection to financial reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|IBM Envizi", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better when the challenge is **collecting and normalizing large amounts of ESG data** from many sources before reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the most natural fit if you are already on **SAP ERP**"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Diligent One Platform / Diligent ESG", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent One Platform / Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Diligent** stands out when ESG is part of **board reporting, governance, and risk management**"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Novisto", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a strong choice when you need to handle **multiple standards and investor disclosure requests** in one platform"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Benchmark Gensuite", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "more compelling for organizations where ESG sits alongside **EHS, compliance, and operational risk**"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Persefoni", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more **climate/carbon-first** than full-spectrum ESG suites"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Watershed", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "stronger on carbon than broad ESG disclosure"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|challenger-small|Sphera", "prompt": "c237-l3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Often positioned for industrial compliance, ESG, and operational risk"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Workiva (ESG)", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva (ESG)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"default\" choice for public companies already using Workiva for SEC/financial filings."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Persefoni", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need rigorous carbon/financed-emissions accounting: Persefoni or Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Salesforce Net Zero Cloud", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you live in Salesforce: Net Zero Cloud."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Watershed", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you need rigorous carbon/financed-emissions accounting: Persefoni or Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|IBM Envizi ESG Suite", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need a centralized ESG data system of record at global scale: IBM Envizi or Novisto."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Novisto", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise ESG data management platform for complex, multi-framework environments."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Workiva (or SAP if already on SAP)"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|ESG:ONE", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "ESG:ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Broadest multi-framework coverage: ESG:ONE, Novisto, Pulsora, Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Pulsora", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broadest multi-framework coverage: ESG:ONE, Novisto, Pulsora, Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Sweep", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Quote-based enterprise: Workiva, Watershed, Sweep, Sphera, IBM Envizi, Novisto."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Greenly", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mid-market (100–1,500 employees): Sustain.Life, Greenly, Plan A."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Sustain.Life", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sustain.Life", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Published/self-service tiers: ... Greenly/Sustain.Life (mid-market)."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Sphera", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Quote-based enterprise: Workiva, Watershed, Sweep, Sphera, IBM Envizi, Novisto."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|deepseek-small|Plan A", "prompt": "c237-l3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Plan A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Mid-market (100–1,500 employees): Sustain.Life, Greenly, Plan A."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|Workiva", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is the gold standard for SEC and regulatory filings."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|Watershed", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Carbon Reduction and Scope 3 are your biggest headaches: Choose **Watershed** or **Sweep**."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|IBM Envizi ESG Suite", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a massive real estate or physical site footprint: Choose **IBM Envizi**."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|Salesforce Net Zero Cloud", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Organizations already deeply embedded in the Salesforce ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|Sweep", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Watershed** or **Sweep**. Their native carbon databases, AI-assisted ingestion tools..."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|google-small|Sphera", "prompt": "c237-l3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your physical products are the core of your brand (Manufacturing/CPG): Choose **Sphera**."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|ESG:ONE", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "ESG:ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top platforms include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, EnergyCAP Emissions, IBM Envizi, and Diligent ESG."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|Workiva", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top platforms include ESG:ONE, Workiva, Novisto..."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|Novisto", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top platforms include ESG:ONE, Workiva, Novisto..."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Sustainability Control Tower, EnergyCAP Emissions, IBM Envizi, and Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|EnergyCAP Emissions", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "EnergyCAP Emissions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EnergyCAP Emissions, IBM Envizi, and Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|IBM Envizi", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "IBM Envizi, and Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|meta-small|Diligent ESG", "prompt": "c237-l3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Envizi, and Diligent ESG. Each platform has its unique features"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|Workiva", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** SEC-ready, audit-linked ESG and financial disclosure ... 85% of Fortune 1000 customers"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For SAP-centric organizations:** SAP Sustainability Control Tower"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|Novisto", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For multi-framework disclosure needs:** Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|Persefoni", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For carbon-focused climate disclosures:** Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|Pulsora", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**For comprehensive ESG + carbon management:** Pulsora"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|minimax-small|IBM Envizi", "prompt": "c237-l3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Global enterprise data management"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|Workiva", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The only platform built for simultaneous multi-framework disclosure from a single linked dataset, making it ideal for audit trails and complex compliance needs"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|Novisto", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "excels in multi-framework data management and investor-grade disclosures"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|Pulsora", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for complex organizations needing advanced Scope 3 and multi-entity support"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|Persefoni", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the leader in AI-powered carbon accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|IBM Envizi", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ideal for enterprises already in the IBM/SAP ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|mistral-small|Watershed", "prompt": "c237-l3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "unmatched for supply chain emissions tracking and reduction planning"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Workiva", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Unified financial + ESG reporting with SEC readiness** | Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|IBM Envizi", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Global enterprise data consolidation** | IBM Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|MSCI ESG Manager / Reporting Service", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "MSCI ESG Manager / Reporting Service", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Investor-grade ESG ratings and portfolio analytics** | MSCI or Sustainalytics"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Sustainalytics (Morningstar)", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sustainalytics (Morningstar)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "When ESG risk assessment is as important as reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Sphera", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Product-level LCA and industrial sustainability** | Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Persefoni", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Deep carbon accounting and reduction planning** | Persefoni or Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Watershed", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Supply chain/Scope 3 emissions tracking"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|moonshot-small|Novisto", "prompt": "c237-l3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Multi-framework flexibility and data reuse** | Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|openai-small|Workiva", "prompt": "c237-l3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva emphasizes a single connected platform for sustainability, SEC reporting, board materials, and other disclosures"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|openai-small|IBM Envizi", "prompt": "c237-l3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprises that need a robust ESG data backbone and carbon accounting/reporting system of record"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|openai-small|Nasdaq Metrio", "prompt": "c237-l3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Nasdaq Metrio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "regulatory-ready ESG/GHG reporting with guided workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|openai-small|Diligent ESG", "prompt": "c237-l3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Governance-focused enterprises, especially those already using Diligent"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|openai-small|Sphera", "prompt": "c237-l3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sphera is often best for industrial and supply-chain complexity"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Workiva", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SEC/finance integration → Workiva; ... Workiva is battle-tested for public disclosures."}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Novisto", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "multi-regime data chaos → Novisto/Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|IBM Envizi", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-regime data chaos → Novisto/Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Watershed", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "carbon ops → Watershed/Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SAP ecosystem → SAP; \"limited outside SAP\""}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Persefoni", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "carbon ops → Watershed/Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Pulsora", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are rising but more niche"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Diligent One", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "are rising but more niche"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Coolset", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "are rising but more niche"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|xai-small|Wolters Kluwer (CCH Tagetik)", "prompt": "c237-l3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wolters Kluwer (CCH Tagetik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Market Guide highlighting vendors like Wolters Kluwer (CCH Tagetik) alongside these leaders"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Workiva", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Workiva** | Enterprise‑wide ESG + financial reporting in a single, auditable environment"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|IBM Envizi", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large‑scale ESG & carbon data management for multi‑entity enterprises"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Novisto", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex multi‑framework ESG data management & narrative reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|SAP Sustainability Control Tower", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ERP‑native, CSRD‑aligned ESG reporting for SAP customers"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Pulsora", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "End‑to‑end ESG + carbon management for complex organizations"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Persefoni", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Carbon accounting & climate reporting (deep environmental focus)"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Diligent ESG", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Governance, board oversight & disclosure workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Watershed", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise climate measurement & decarbonization"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Sphera", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mature platform with deep industry‑specific modules"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Ditchcarbon", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Ditchcarbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Supplier & portfolio emissions intelligence (Scope‑3 heavy)"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Position Green", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Position Green", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Sustainability performance & reporting for boards"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Emission Twin", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Emission Twin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Climate action & CSRD reporting (environmental‑deep)"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|FigBytes", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Centralized sustainability data hub & reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Seedling Earth", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Seedling Earth", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "SMB‑to‑mid‑market ESG reporting with carbon accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-l3|zai-small|Sweep (Sustainability Intelligence Platform)", "prompt": "c237-l3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep (Sustainability Intelligence Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Enterprise ESG & carbon data management across frameworks"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Microsoft Power Platform (Power BI + Dataverse + Copilot)", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Microsoft Power Platform (Power BI + Dataverse + Copilot)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strict Budget Certainty** | **Microsoft Power Platform** | Utilizes licenses you already own. No variable increase when adding users."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Salesforce NetZero Cloud", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Salesforce NetZero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner Up: Salesforce NetZero Cloud**"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Workiva (WKN)", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva (WKN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Workiva (WKN)... gold standard for companies that need to link ESG reporting directly to Financial reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Diligent (formerly MultiLogix / HighBond)", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent (formerly MultiLogix / HighBond)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Runner Up: Diligent (formerly MultiLogix / HighBond)"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Watershed", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Supply Chain (Scope 3)** | **Watershed** | Specialized API-first architecture handles thousands of supplier interactions efficiently."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Persefoni", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: Watershed or Persefoni ... current market leaders for pure-play ESG calculation"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|ServiceNow", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ServiceNow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "When requesting a demo from any vendor (Diligent, ServiceNow, Enablon)"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|alibaba-small|Enablon", "prompt": "c237-l4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Enablon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "any vendor (Diligent, ServiceNow, Enablon)"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|anthropic-small|Workiva", "prompt": "c237-l4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|anthropic-small|Sweep", "prompt": "c237-l4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|anthropic-small|APLANET", "prompt": "c237-l4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "APLANET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Platforms like APLANET offer unlimited data and KPIs, unlimited users with different access profiles"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|challenger-small|Workiva", "prompt": "c237-l4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the strongest default choice among the results"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|challenger-small|IBM Envizi", "prompt": "c237-l4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IBM Envizi** is the main alternative to evaluate"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|challenger-small|Sphera / Enablon", "prompt": "c237-l4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sphera / Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit if your operations are heavy, complex, and site-based"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|Brightest (Enterprise ESG plan)", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Brightest (Enterprise ESG plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Brightest (Enterprise ESG plan)**"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|Workiva", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to Avoid for Your Use Case - **Workiva**: ... per-user licensing ... making it financially unviable"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|APLANET", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "APLANET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternatives to Consider ### 2. **APLANET** (if you're EU/CSRD-focused)"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|IBM Envizi", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is quote-based**\\u2014doesn't meet your \"predictable\" requirement as well as the above"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|Watershed", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Your Use Case ... **Watershed / Persefoni**: Powerful but quote-based"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|deepseek-small|Persefoni", "prompt": "c237-l4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "pair Brightest with a specialist tool (like Persefoni) only for the sustainability team"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|google-small|IBM Envizi ESG Suite", "prompt": "c237-l4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Data-Driven Predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|google-small|Novisto", "prompt": "c237-l4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-Inclusive Enterprise ESG Platform"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|google-small|AuditBoard (ESG Module)", "prompt": "c237-l4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "AuditBoard (ESG Module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AuditBoard (a leading GRC platform) is an excellent choice"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|google-small|Salesforce Net Zero Cloud (Agentforce Net Zero)", "prompt": "c237-l4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Salesforce Net Zero Cloud (Agentforce Net Zero)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Existing Salesforce Ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|meta-small|Workiva", "prompt": "c237-l4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one of the top-rated platforms such as Workiva, IBM Envizi, or Enablon"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|meta-small|IBM Envizi", "prompt": "c237-l4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "likely to be one of the top-rated platforms such as Workiva, IBM Envizi, or Enablon"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|meta-small|Enablon", "prompt": "c237-l4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Enablon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "likely to be one of the top-rated platforms such as Workiva, IBM Envizi, or Enablon"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|minimax-small|ESG-One", "prompt": "c237-l4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG-One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Vendors with this model**: ESG-One, Horizon ESG (enterprise tier), others"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|minimax-small|Horizon ESG", "prompt": "c237-l4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Horizon ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vendors with this model**: ESG-One, Horizon ESG (enterprise tier), others"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|minimax-small|SmartSuite", "prompt": "c237-l4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SmartSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Solution-based licensing** like SmartSuite ... Purpose-built for enterprises with thousands to tens of thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|minimax-small|Locus Technologies", "prompt": "c237-l4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Locus Technologies", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Consumption-based pricing** like Locus"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|mistral-small|IBM Envizi ESG Suite", "prompt": "c237-l4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**IBM Envizi ESG Suite** stands out due to its transparent, flat annual pricing and enterprise-grade capabilities"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|mistral-small|Workiva", "prompt": "c237-l4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is **IBM Envizi ESG Suite** or **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|mistral-small|SAP Sustainability Control Tower", "prompt": "c237-l4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may require custom pricing ... their pricing is less transparent and may not offer the same level of predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|mistral-small|Enablon", "prompt": "c237-l4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Enablon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may require custom pricing ... their pricing is less transparent and may not offer the same level of predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|Workiva", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large company needing predictable costs with thousands of users, **Workiva** stands out as the best choice"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|IBM Envizi", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **IBM Envizi** as a strong alternative depending on your specific needs"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|SAP SCT", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SAP SCT", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Per active user/month | **Poor** — costs scale linearly with users"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|Diligent", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quote-based, likely per-user | Moderate — governance-focused"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|Watershed", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Watershed/Persefoni | Custom/quote-based | Unclear — typically entity-based"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|moonshot-small|Persefoni", "prompt": "c237-l4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Watershed/Persefoni | Custom/quote-based | Unclear — typically entity-based"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|openai-small|Workiva", "prompt": "c237-l4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the strongest fit I found."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|openai-small|IBM Envizi", "prompt": "c237-l4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong enterprise ESG/data foundation, but I did not find equally explicit unlimited-user licensing language"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|openai-small|SAP Sustainability Control Tower", "prompt": "c237-l4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise-grade, but pricing/user economics are typically more customized and less predictably flat"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|openai-small|Nasdaq Metrio", "prompt": "c237-l4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Nasdaq Metrio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "credible enterprise options, but public pricing/transparency was less aligned to \"thousands of users, fixed cost\""}, {"id": "mai-20260917-1752-baseline-2|c237-l4|openai-small|Novisto", "prompt": "c237-l4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "credible enterprise options, but public pricing/transparency was less aligned to \"thousands of users, fixed cost\""}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Obi ESG", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Obi ESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Obi ESG stands out as the best option for a large company needing predictable total costs across thousands of users."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Workiva", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request multi-year quotes from Workiva or Novisto to lock in predictability."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Novisto", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High (simple subscription; unlimited users, data points, outputs)"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|APLANET", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "APLANET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very high (flat monthly: ~€649–€899+/mo based on size; unlimited users"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|CarbonTool", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "CarbonTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High (transparent per-org pricing; unlimited users); Less proven for ultra-large"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Horizon ESG", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Horizon ESG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid or Demo These - Per-user models like Horizon ESG ... become unpredictable/costly at thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|SAP Sustainability Control Tower", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SAP Sustainability Control Tower (per active user/mo) become unpredictable/costly at thousands of users"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Watershed", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Most others (Watershed, Persefoni, IBM Envizi, Enablon) are fully custom/quote-based ... lacking public predictability."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Persefoni", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "fully custom/quote-based, often tied to data volume/entities/users, lacking public predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|IBM Envizi", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "fully custom/quote-based, often tied to data volume/entities/users, lacking public predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|xai-small|Enablon", "prompt": "c237-l4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Enablon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "fully custom/quote-based, often tied to data volume/entities/users, lacking public predictability"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|Horizon ESG", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Horizon ESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Horizon ESG** if you want a simple, published per-user model with unlimited users and a free trial."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|Aplanet", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aplanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Use Aplanet or ESG:ONE** if you want tiered pricing that matches your organization's growth stage."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|CarbonTool", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "CarbonTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider CarbonTool** if you prefer a fixed annual cost regardless of user count."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|ESG:ONE", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG:ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Transparent Annual Tiers"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|Workiva", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Most large ESG platforms (Workiva, IBM Envizi, SAP Sustainability Control Tower, Novisto) use **custom quote-based pricing** with no public list prices."}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|IBM Envizi", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "use **custom quote-based pricing** with no public list prices"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|SAP Sustainability Control Tower", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use **custom quote-based pricing** with no public list prices"}, {"id": "mai-20260917-1752-baseline-2|c237-l4|zai-small|Novisto", "prompt": "c237-l4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "use **custom quote-based pricing** with no public list prices"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Cozero", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Cozero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "EU-native alternatives exist (Cozero, Plan A, Greenomy, Sweep, Position Green)"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Plan A", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Plan A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "EU-native alternatives exist (Cozero, Plan A, Greenomy, Sweep, Position Green)"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Greenomy", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenomy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EU-native alternatives exist (Cozero, Plan A, Greenomy, Sweep, Position Green)"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Sweep", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "*Sweep* leads for multi-framework enterprise sustainability with a single dataset."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Position Green", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EU-native alternatives exist (Cozero, Plan A, Greenomy, Sweep, Position Green)"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Workiva", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "*Workiva* is frequently cited for governed, audit-ready disclosure (with SOC 2 and strong enterprise controls)"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|SAP", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "strong but carry the US CLOUD Act/GDPR transfer considerations noted above if you have EU exposure"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|IBM Envizi", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "strong but carry the US CLOUD Act/GDPR transfer considerations noted above if you have EU exposure"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|deepseek-small|Salesforce Net Zero Cloud", "prompt": "c237-l5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "strong but carry the US CLOUD Act/GDPR transfer considerations noted above if you have EU exposure"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|meta-small|Workiva", "prompt": "c237-l5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva: A unified SaaS platform for financial reporting, audit management, and ESG reporting, with strong security and compliance features."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|meta-small|IBM Envizi", "prompt": "c237-l5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A comprehensive ESG management platform with advanced data collection and analytics capabilities."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|meta-small|Watershed", "prompt": "c237-l5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A carbon measurement and decarbonization platform with science-based targeting and AI-driven insights."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|meta-small|Sweep", "prompt": "c237-l5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An EU compliance and value chain management platform with AI-powered data cleansing."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|meta-small|MetricStream's ESGRC", "prompt": "c237-l5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "MetricStream's ESGRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a simplified and streamlined approach to meeting ESG requirements, with features like automated data collection and real-time analytics"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|xai-small|IBM Envizi", "prompt": "c237-l5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "IBM Envizi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise data mgmt, Scope 3, multi-framework, SAP/ERP integrations ... Ideal for globals; strong audit trails."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|xai-small|Workiva", "prompt": "c237-l5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "XBRL-ready, multi-framework, large intl cos | 4.4 | Finance/ESG integration focus."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|xai-small|Enablon", "prompt": "c237-l5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EHSQ+ESG for industrials, audit support ... SAP-centric, enterprise scale."}, {"id": "mai-20260917-1752-baseline-2|c237-l5|xai-small|Sweep", "prompt": "c237-l5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Carbon/ESG for finance/enterprises, automation | High recent buzz"}, {"id": "mai-20260917-1752-baseline-2|c237-l5|xai-small|Brightest", "prompt": "c237-l5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Brightest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collaborative reporting, framework coverage | Emerging strong | Good for complex orgs."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|IBM", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "many specialized ESG consultants advise caution when relying on their core ERPs or CRMs for primary ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|Salesforce", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "many specialized ESG consultants advise caution when relying on their core ERPs or CRMs for primary ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|Oracle", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "many specialized ESG consultants advise caution when relying on their core ERPs or CRMs for primary ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|Watershed", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Specialized vendors (like Watershed, Persefoni, or Workiva) often outperform them in calculation accuracy and automation."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|Persefoni", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized vendors (like Watershed, Persefoni, or Workiva) often outperform them in calculation accuracy and automation."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|Workiva", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized vendors (like Watershed, Persefoni, or Workiva) often outperform them in calculation accuracy and automation."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|alibaba-small|EcoVadis", "prompt": "c237-l6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "EcoVadis", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like EcoVadis are primarily designed for external supplier *rating*, not internal corporate *reporting*."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|anthropic-small|Workday", "prompt": "c237-l6", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workday has limited ESG depth compared to dedicated platforms and is weak on EU-specific regulations."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|anthropic-small|Sphera", "prompt": "c237-l6", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sphera has complex implementation and is better suited for very large organizations rather than mid-market enterprises."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Persefoni", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Strong for carbon accounting, but may be insufficient if you need a broader ESG disclosure stack."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Watershed", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Often positioned around emissions tracking and decarbonization planning rather than full ESG reporting governance."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Sweep", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "More suitable where the need is lighter-weight ESG data handling ... not necessarily full enterprise disclosure complexity."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Plan A", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Plan A", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Appears in quote-only pricing lists, which can make enterprise procurement and comparison less transparent."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Sphera", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Can be enterprise-grade, but pricing transparency is limited and it is often better suited to operational environmental programs"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|challenger-small|Salesforce Net Zero Cloud", "prompt": "c237-l6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "You should verify whether it covers the full reporting workflow you need"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Oracle", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious: \"Suite-Add-On\" Modules from Legacy ERP/GRC Vendors ... (e.g., certain modules from Oracle, SAP"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|SAP", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "caution is needed if you're buying them standalone"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Enablon", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Enablon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some traditional safety/compliance vendors like Enablon, Sphera, or Benchmark Gensuite"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Sphera", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "some traditional safety/compliance vendors like Enablon, Sphera, or Benchmark Gensuite"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Benchmark Gensuite", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some traditional safety/compliance vendors like Enablon, Sphera, or Benchmark Gensuite"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Persefoni's self-service tier", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni's self-service tier", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: \"Free Tier\" Platforms for Core Enterprise Work Some platforms (like Persefoni's self-service tier) ... not suitable as your system of record"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Workiva", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "A safe shortlist for enterprise generally includes ... **Workiva** (disclosure/document control)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|SAP Sustainability Control Tower", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SAP Sustainability Control Tower** (if you're an SAP shop)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Persefoni", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Persefoni** (carbon accounting depth)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Watershed", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Watershed** (data science and supplier extraction)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|deepseek-small|Novisto", "prompt": "c237-l6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Novisto** (multi-framework data management)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|google-small|SAP", "prompt": "c237-l6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Major ERP giants (such as SAP, Oracle, and Workday) offer sustainability modules as add-ons... these \"bolt-on\" modules are often rigid, slow to adapt"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|google-small|Oracle", "prompt": "c237-l6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Exercise Caution with Rigid ERP \"Bolt-On\" Modules"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|google-small|Workday", "prompt": "c237-l6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Major ERP giants (such as SAP, Oracle, and Workday) offer sustainability modules as add-ons"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|google-small|Workiva", "prompt": "c237-l6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "integrate their ERP systems with a \"best-of-breed\" ESG reporting layer (like Workiva or Pulsora)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|google-small|Pulsora", "prompt": "c237-l6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a \"best-of-breed\" ESG reporting layer (like Workiva or Pulsora)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Workiva", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is recommended for integrated financial and ESG disclosure"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Watershed", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Watershed and Persefoni are also mentioned as climate-led options to consider."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Persefoni", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Watershed and Persefoni are also mentioned as climate-led options to consider."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|IBM Envizi", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "steering clear of solutions from big tech firms like IBM, Salesforce, and others, as they may be inferior"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Diligent", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "top ESG reporting platforms for large enterprises include Workiva, Watershed, Persefoni, IBM Envizi, Diligent, Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Novisto", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Workiva, Watershed, Persefoni, IBM Envizi, Diligent, Novisto, Position Green, Sweep, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Position Green", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Position Green, Sweep, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Sweep", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sweep is recommended for managing ESG and carbon data across frameworks from one trusted dataset"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Normative", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Position Green, Sweep, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|meta-small|Salesforce", "prompt": "c237-l6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "steering clear of solutions from big tech firms like IBM, Salesforce, and others, as they may be inferior"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|minimax-small|SiGREEN", "prompt": "c237-l6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SiGREEN", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "platforms can be acquired, deprecated, or lose support suddenly. SAP's recent sale of SiGREEN is one example."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|mistral-small|IBM Envizi", "prompt": "c237-l6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large enterprises should exercise caution with IBM Envizi and Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|mistral-small|Sphera", "prompt": "c237-l6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Described as costly and not ideal for new regulatory requirements like CSRD"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|mistral-small|Salesforce", "prompt": "c237-l6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Certain large tech firms (e.g., Salesforce, IBM) are often avoided by consultants due to perceived inferiority compared to specialized ESG vendors."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|IBM Envizi ESG Suite", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit users steer clear of IBM's ESG tools as \"inferior to specialized vendors.\""}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Salesforce Net Zero Cloud", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Best avoided if: You're not deeply invested in Salesforce CRM; opt for purpose-built tools instead."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Microsoft Cloud for Sustainability", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Microsoft Cloud for Sustainability", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "reviewers note it's overhyped for others—requires significant internal capacity to unlock value"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|SAP Sustainability Control Tower", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "often criticized as \"glorified spreadsheets\" or workflow add-ons with incomplete ESG coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Oracle", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ERP-native tools shine for SAP/Oracle users but often criticized as \"glorified spreadsheets\""}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Greenly", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for mid-market but lack entity coverage, controls, or governance for 1,000+ employee firms."}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Normative", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Normative", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "SME-Focused Tools at Enterprise Scale (e.g., Greenly, Normative): Great for mid-market but lack entity coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Workiva", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Favor specialized leaders like **Workiva** (audit-ready, financial-ESG integration)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Watershed", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Sweep/Watershed** (Scope 3 depth)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|EcoVadis", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "EcoVadis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "peer feedback highlights evidence management struggles (e.g., EcoVadis/CSRD requests) in generic tools"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Novisto", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Novisto** (multi-framework)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Sweep", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Sweep/Watershed** (Scope 3 depth)"}, {"id": "mai-20260917-1752-baseline-2|c237-l6|xai-small|Diligent", "prompt": "c237-l6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "or **Diligent** (governance focus)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|alibaba-small|Novisto", "prompt": "c237-m1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall Platform: Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|alibaba-small|Sweep", "prompt": "c237-m1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best for Carbon Management & Data Collection: Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|alibaba-small|Gravity", "prompt": "c237-m1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Gravity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Industrial & Energy Sectors: Gravity"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|alibaba-small|LogicGate", "prompt": "c237-m1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. Best for Flexible Workflow Configuration: LogicGate"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|anthropic-small|EcoOnline ESG", "prompt": "c237-m1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline ESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EcoOnline ESG is highlighted as best for mid-market sustainability teams"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|anthropic-small|Sweep", "prompt": "c237-m1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "designed to help mid-market companies collect emissions data, track progress against reduction targets, and produce sustainability reports"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|anthropic-small|Normative", "prompt": "c237-m1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market companies needing certified carbon accounting with regulatory reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|anthropic-small|Sphera", "prompt": "c237-m1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sphera and Greenstone are recommended for mid-market companies (100-1,000 employees)."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|anthropic-small|Greenstone", "prompt": "c237-m1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenstone", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Sphera and Greenstone are recommended for mid-market companies (100-1,000 employees)."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|challenger-small|Novisto", "prompt": "c237-m1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Novisto** if your main goal is structured ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|challenger-small|EcoOnline ESG", "prompt": "c237-m1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-market sustainability teams that want **EHS plus sustainability reporting** in one tool"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|challenger-small|Sweep", "prompt": "c237-m1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company is primarily building a **carbon management programme**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|challenger-small|Novata", "prompt": "c237-m1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want a **faster path** to structured ESG reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|challenger-small|Greenly", "prompt": "c237-m1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for mid-market teams focused on **carbon and ESG accounting**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Sweep", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Sweep** offers the strongest balance of supply chain support, framework coverage, and mid-market-appropriate pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Greenly", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenly** or **Coolset** are excellent alternatives that won't overwhelm your team."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Plan A", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're EU-based and need CSRD compliance fast → Coolset or Plan A"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Coolset", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Greenly** or **Coolset** are excellent alternatives"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Tanso", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Tanso", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a manufacturer → Tanso"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Emission Twin", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Emission Twin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "need deep multi-framework reporting → Emission Twin or Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|deepseek-small|Workiva", "prompt": "c237-m1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though Workiva trends toward enterprise pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Workiva", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise giants like Workiva... are incredibly powerful, but they often require massive budgets, specialized internal teams, and months of complex integration."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|SAP Sustainability Control Tower", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "incredibly powerful, but they often require massive budgets, specialized internal teams, and months of complex integration"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Salesforce Net Zero Cloud", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "incredibly powerful, but they often require massive budgets, specialized internal teams, and months of complex integration"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Greenly", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Greenly shines here because it is built around accessible carbon accounting, has a fast deployment time"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Sweep", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Greenly** or **Sweep** | Both offer deep carbon accounting features and excellent supplier-engagement modules"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Coolset", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: European mid-market companies navigating CSRD, VSME, and EcoVadis."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Novata", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Mid-market companies backed by Private Equity (PE) investors."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|google-small|Dcycle", "prompt": "c237-m1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Dcycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Coolset** or **Dcycle** | Designed specifically to make European regulatory reporting intuitive"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|meta-small|Novisto", "prompt": "c237-m1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Novisto is designed for mid-market organizations and private-market firms that need a structured, professional ESG reporting platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|meta-small|Sweep", "prompt": "c237-m1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The best ESG reporting software for a mid-market B2B company is Novisto, Sweep, or EcoOnline."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|meta-small|EcoOnline", "prompt": "c237-m1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "EcoOnline is suitable for mid-market sustainability teams"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|Sweep", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sweep** and **EcoOnline** appear to be the most consistently recommended options tailored to your size and needs"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|EcoOnline", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sweep** and **EcoOnline** appear to be the most consistently recommended options tailored to your size and needs"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|Normative", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Normative** — Best for Finance-Integrated Accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|Coolset", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Coolset** — Best for EU Supply Chain Compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|Plan A", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "### 5. **Plan A** — Best for EU-Regulated Companies"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|Novisto", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "### 6. **Novisto** — Best for Comprehensive ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|minimax-small|APLANET", "prompt": "c237-m1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "APLANET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some like APLANET offer public pricing tiers"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|mistral-small|Sweep", "prompt": "c237-m1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sweep** – Specifically designed for mid-market companies, Sweep focuses on carbon management"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|mistral-small|Coolset", "prompt": "c237-m1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coolset** – Recommended for mid-market and larger companies (500–5,000 employees)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|mistral-small|EcoOnline", "prompt": "c237-m1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EcoOnline** – Suitable for mid-market sustainability teams"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|Novisto", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Novisto** — Best Overall for Mid-Market ESG Reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|Workiva", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** — Best for Financial + ESG Integration"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|Sweep", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sweep** — Best for Carbon-Focused Mid-Market Companies"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|Sustain.Life", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sustain.Life** — Best Budget Option"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|Coolset", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Coolset** — Best for EU Supply Chain Compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|moonshot-small|EcoOnline", "prompt": "c237-m1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EHS + sustainability combined | **EcoOnline**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|Workiva", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **mid-market B2B company** and want one default pick:\n\n- **Choose Workiva** if ESG reporting is tightly connected to finance, board reporting, or audit/compliance."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|IBM Envizi ESG Suite", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a strong choice for **mid-market to enterprise ESG data management and reporting**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|Novisto", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good option if you're leaning toward **CSRD-ready ESG data management**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|Sphera", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a fit for companies that want **comprehensive ESG + sustainability capabilities**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|Credibl ESG", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Credibl ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "worth considering if your needs are more specialized around supply chain, data collection, or a narrower ESG workflow"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|StepChange", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "StepChange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "worth considering if your needs are more specialized around supply chain, data collection, or a narrower ESG workflow"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|openai-small|Sedex", "prompt": "c237-m1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sedex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "worth considering if your needs are more specialized around supply chain, data collection, or a narrower ESG workflow"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|Sweep", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sweep** (Strongest Overall Pick for Mid-Market)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|Novisto", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Novisto** (Best for ESG Breadth & Collaboration)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|Coolset", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coolset** (Best for EU-Focused Compliance)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|EcoOnline", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Alternatives to consider**: EcoOnline (EHS+ESG, 4.3/5 G2)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|Workiva", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva (if scaling to enterprise)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|xai-small|Persefoni", "prompt": "c237-m1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or Persefoni (carbon-focused)"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Novisto", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novisto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Novisto** offers the best combination of multi‑framework support, audit readiness, and mid‑market pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Sweep", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a stronger carbon focus, **Sweep** is a compelling alternative."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|EcoOnline ESG", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "EcoOnline ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams that also need EHS coverage, **EcoOnline ESG** is a solid choice."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Greenly", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're just starting out and want low cost + fast onboarding: consider **Greenly** or **Sustain.Life**."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Sustain.Life", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Greenly** or **Sustain.Life**"}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Coolset", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed for mid‑market teams dealing with EU supply‑chain rules (CSRD, ESRS, SEC Climate Disclosure)."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|Emission Twin", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Emission Twin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deep environmental focus, excellent for climate‑action teams and CSRD compliance."}, {"id": "mai-20260917-1752-baseline-2|c237-m1|zai-small|APLANET", "prompt": "c237-m1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "APLANET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid‑market‑friendly, transparent pricing and strong multi‑framework support."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|alibaba-small|Coolset", "prompt": "c237-m2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coolset is frequently cited as the \"go-to\" for mid-market companies... **Choose Coolset** if you are in Europe and need strict regulatory compliance (CSRD)"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|alibaba-small|Greenly", "prompt": "c237-m2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & All-in-One ESG: **Greenly**"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|alibaba-small|Seedling", "prompt": "c237-m2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Seedling** if you need high accuracy and human verification for complex operations."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|alibaba-small|Sweep", "prompt": "c237-m2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Sweep** if your biggest hurdle is collecting data from your B2B partners and suppliers."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|anthropic-small|Greenly", "prompt": "c237-m2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenly is an intuitive, all-in-one sustainability platform designed to make carbon accounting simple and accessible, particularly for small-to-medium-sized businesses (SMBs) and mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|anthropic-small|Emitwise", "prompt": "c237-m2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Emitwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-sized organisations seeking credible emissions data and benchmarking"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|anthropic-small|Sumday", "prompt": "c237-m2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sumday", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "purpose-built for mid-sized and large organisations... particularly valuable if you need audit-ready reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|anthropic-small|Plan A", "prompt": "c237-m2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for European SMEs and mid-sized organisations preparing for CSRD"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|anthropic-small|Watershed", "prompt": "c237-m2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Some enterprise platforms like Watershed assume dedicated sustainability staff and full custom pricing with no standard SMB tier or transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|challenger-small|Plan A", "prompt": "c237-m2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, I'd choose **Plan A** for most mid-sized B2B companies"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|challenger-small|Sweep", "prompt": "c237-m2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sweep** if your biggest need is **collaboration, supplier engagement, and customer-facing sustainability data**"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|challenger-small|Coolset", "prompt": "c237-m2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "place **Coolset** in the same segment for **mid-sized companies needing structure, speed, and clarity**"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|challenger-small|Ecologi", "prompt": "c237-m2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Ecologi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "UK-specific reporting and market context | **Ecologi**"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Sweep", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Sweep** as the primary choice"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Plan A", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you need a broader ESG platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Normative", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're building your first carbon baseline"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Watershed", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the enterprise cost and complexity won't be justified"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Persefoni", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Much more reasonable than Watershed or Persefoni."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|deepseek-small|Aclymate", "prompt": "c237-m2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Aclymate** is an excellent SME/mid-market option"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|google-small|Greenly (incorporating Normative)", "prompt": "c237-m2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly (incorporating Normative)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Market (Speed & AI-Driven Automation)"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|google-small|Seedling", "prompt": "c237-m2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if You Lack Internal Expertise (Software + Carbon Expert Support)"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|google-small|Sweep", "prompt": "c237-m2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Complex Supply Chains & B2B Scope 3 Pressure"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|google-small|Workiva Carbon", "prompt": "c237-m2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva Carbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Compliance-First & Integrated ESG Reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|google-small|Watershed", "prompt": "c237-m2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for High-Growth / Premium Decarbonization"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|meta-small|Plan A", "prompt": "c237-m2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Plan A - Best for mid-sized European companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|meta-small|Sweep", "prompt": "c237-m2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sweep - A carbon and ESG management platform designed for mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|meta-small|Greenly", "prompt": "c237-m2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenly - Best for SMBs, mid-market companies, and European businesses seeking accessible, all-in-one ESG coverage."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|meta-small|Coolset", "prompt": "c237-m2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Coolset - Best for mid-sized companies that need structure, speed, and clarity without enterprise-level complexity."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|minimax-small|Plan A", "prompt": "c237-m2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Plan A** or **Coolset** if you're in Europe and need CSRD compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|minimax-small|Coolset", "prompt": "c237-m2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Plan A** or **Coolset** if you're in Europe and need CSRD compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|minimax-small|Greenly", "prompt": "c237-m2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If simplicity is paramount and you have limited sustainability expertise, **Greenly** might be the best starting point."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|mistral-small|Sweep", "prompt": "c237-m2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sweep** or **Plan A** are excellent choices... If you are in Europe and require CSRD alignment, Sweep is highly recommended."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|mistral-small|Plan A", "prompt": "c237-m2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a broader range of compliance frameworks and a focus on decarbonisation, Plan A is a strong alternative."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|mistral-small|Greenly", "prompt": "c237-m2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMEs and mid-market companies, particularly in the EU."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|mistral-small|CarbonTool", "prompt": "c237-m2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ideal for SMEs and mid-market companies needing CSRD/VSME compliance without enterprise-level pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|moonshot-small|Sweep", "prompt": "c237-m2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top pick:** **Sweep** if you need strong supplier collaboration"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|moonshot-small|Greenly", "prompt": "c237-m2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Greenly** if you prefer more hands-on support at a predictable price point"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|moonshot-small|Plan A", "prompt": "c237-m2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Plan A** – Best for EU-based companies"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|openai-small|Greenly", "prompt": "c237-m2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Greenly** if you want the best balance of usability, automated carbon accounting, and fit for a mid-market team"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|openai-small|Watershed", "prompt": "c237-m2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Watershed** is a strong alternative; it's positioned as an enterprise sustainability platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|openai-small|Workiva", "prompt": "c237-m2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workiva**: best if sustainability reporting needs to sit inside a broader financial/reporting workflow"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|xai-small|Sweep", "prompt": "c237-m2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Sweep or Greenly as top carbon accounting platforms"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|xai-small|Greenly", "prompt": "c237-m2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend Sweep or Greenly as top carbon accounting platforms"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|xai-small|Plan A", "prompt": "c237-m2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plan A**: If EU-focused with benchmarking (\\u20ac custom, mid-market sweet spot)."}, {"id": "mai-20260917-1752-baseline-2|c237-m2|xai-small|Coolset", "prompt": "c237-m2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Coolset** or **CarbonTool**: Budget-friendly for quick starts"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|xai-small|CarbonTool", "prompt": "c237-m2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Coolset** or **CarbonTool**: Budget-friendly for quick starts"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Sweep", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for collaborative, cross‑team carbon management and supplier engagement:** Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Watershed", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for complex supply chains and audit‑ready reporting:** Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Greenly", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for European mid‑market with integrated expert support:** Greenly"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Normative", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for science‑led, EU‑aligned reporting with an accessible entry point:** Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Plan A", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for decarbonisation‑first approach with AI‑assisted planning:** Plan A"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Persefoni", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for organizations needing PCAF‑compliant financed emissions with a free tier:** Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-m2|zai-small|Workiva Carbon", "prompt": "c237-m2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva Carbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if you already use Workiva for finance/legal reporting:** Workiva Carbon"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Workiva (W)", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva (W)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Workiva if: You need to produce high-stakes regulatory filings (SEC/CSRD) and need rigorous control over who sees and edits data."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Organizations already deeply embedded in the SAP ERP ecosystem."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|IBM Envizi ESG Suite", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose IBM Envizi if: You need to manage thousands of sites and complex operational data points"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Novisto", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Companies juggling multiple conflicting standards (CSRD + ISSB + GRI + SASB) without duplicating work."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Watershed", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Watershed if: Your immediate goal is accurate carbon accounting and engaging suppliers to reduce Scope 3."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Persefoni", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Persefoni if: You are in the finance sector calculating the impact of your investment portfolio."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Pulsora", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Highly recommended for Private Equity groups and complex operating models."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|Code Gaia", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Code Gaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "A transparent, pricing-friendly option focused heavily on CSRD/LkSG compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|alibaba-small|FigBytes", "prompt": "c237-m3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Known for its ability to centralize diverse ESG data sources quickly"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Workiva", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Workiva is a cloud-based platform that facilitates ESG reporting and compliance processes, offering real-time collaboration, data integration, and validation features"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|IBM Envizi ESG Suite", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "IBM Envizi ESG Suite is an enterprise ESG data and reporting platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Diligent ESG", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Diligent ESG connects sustainability results to board oversight"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Novisto", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The most frequently mentioned platforms across independent rankings include ... Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Position Green", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Workiva, IBM Envizi ESG Suite, Diligent ESG, Novisto, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Persefoni", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Position Green, Persefoni, Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Watershed", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like IBM Envizi, Microsoft Cloud for Sustainability, Watershed, and Sphera stand out where there are many facilities"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|FigBytes", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Watershed, FigBytes, Microsoft Cloud for Sustainability"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Microsoft Cloud for Sustainability", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Microsoft Cloud for Sustainability", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Platforms like IBM Envizi, Microsoft Cloud for Sustainability, Watershed, and Sphera stand out"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Sphera", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Watershed, and Sphera stand out where there are many facilities, meters, and industrial processes"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Sweep", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Sphera, Sweep, Greenly, Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Greenly", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sweep, Greenly, Normative, and SustainIQ"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Normative", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Greenly, Normative, and SustainIQ"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|SustainIQ", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SustainIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Normative, and SustainIQ"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|anthropic-small|Pulsora", "prompt": "c237-m3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Pulsora is an AI-powered sustainability and carbon management platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Workiva", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Workiva** if you need **audit-ready, regulated disclosure**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|IBM Envizi", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **IBM Envizi** or **Novisto** if you need **enterprise ESG data consolidation**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Novisto", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **IBM Envizi** or **Novisto** if you need **enterprise ESG data consolidation**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Persefoni", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Persefoni** or **Watershed** if your main job is **carbon accounting and decarbonization**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Watershed", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Persefoni** or **Watershed** if your main job is **carbon accounting and decarbonization**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Normative", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Persefoni, Watershed, and Normative are strongest on emissions and climate workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Diligent ESG", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Diligent ESG** if ESG must live inside **board, risk, and governance workflows**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **SAP Sustainability Control Tower** if you are already **deep in SAP**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Pulsora", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "End-to-end ESG and carbon management[9] | Not as specialized as a pure disclosure or pure carbon tool"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Coolset", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "EU-regulated companies, mid-market | Strong CSRD/EU taxonomy-oriented coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Sphera", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Strong operational, EHS, and risk-linked ESG workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Enablon", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Enablon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sphera, Enablon, and Benchmark Gensuite are better when ESG is tied to operational, facility, or EHS processes."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|challenger-small|Benchmark Gensuite", "prompt": "c237-m3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sphera, Enablon, and Benchmark Gensuite are better when ESG is tied to operational, facility, or EHS processes."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Workiva", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "a public company integrating sustainability with financial filings will choose Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Watershed", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for strong enterprise climate analytics."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Persefoni", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a bank focused on financed emissions will choose Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|IBM Envizi ESG Suite", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global enterprises with heavy facilities, energy, and emissions data."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Salesforce Net Zero Cloud", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Organizations already on Salesforce."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Novisto", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Positioned as a data \"system of record\" for complex multi-framework ESG data management"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Diligent ESG (formerly Accuvio)", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG (formerly Accuvio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Governance and board-level integration."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Native ERP integration with CSRD-aligned reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Sweep", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "collaborative carbon and ESG data workflows, strong for supplier engagement"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|FigBytes (now AMCS)", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes (now AMCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "end-to-end sustainability program management beyond carbon"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Position Green", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "credible mid-market specialists"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Normative", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "credible mid-market specialists"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Microsoft Sustainability Manager", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Microsoft Sustainability Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "for organizations on the Microsoft stack"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Pulsora", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "strong for enterprises and private equity with complex multi-entity consolidation"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Materiality Master", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Materiality Master", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "SME-focused tools (like Materiality Master, Code Gaia) offer more transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|deepseek-small|Code Gaia", "prompt": "c237-m3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Code Gaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "SME-focused tools (like Materiality Master, Code Gaia) offer more transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Workiva", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Workiva is the undisputed leader when the CFO's office or finance team owns the ESG reporting process."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Watershed", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your goal is to **accurately calculate a highly complex carbon footprint** across thousands of suppliers, choose **Watershed** or **Sweep**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Persefoni", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **financial institution** managing the emissions of your investments, choose **Persefoni**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Sweep", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "choose **Watershed** or **Sweep**"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Diligent ESG", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to manage ESG as a **corporate board liability and compliance risk**, choose **Diligent**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|google-small|Wolters Kluwer (Enablon / CP & ESG)", "prompt": "c237-m3", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wolters Kluwer (Enablon / CP & ESG)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Heavy industries (manufacturing, oil & gas, mining) requiring deep EHS ... operational tracking."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Coolset", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top ESG reporting platforms include Coolset, Sopact, FigBytes Sustainability Platform"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Sopact", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sopact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Coolset, Sopact, FigBytes Sustainability Platform, Pulsora"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|FigBytes Sustainability Platform", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes Sustainability Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "FigBytes Sustainability Platform, Pulsora, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Pulsora", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pulsora, Workiva, Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Workiva", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva, Persefoni, IBM Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Persefoni", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Persefoni, IBM Envizi, Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|IBM Envizi", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Envizi, Watershed, Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Watershed", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Watershed, Novisto, and Emission Twin"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Novisto", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Novisto, and Emission Twin"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|meta-small|Emission Twin", "prompt": "c237-m3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Emission Twin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Novisto, and Emission Twin"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|Pulsora", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Pulsora** - Best for: Enterprise ESG management - Strengths: End-to-end ESG + carbon management, advanced Scope 3 support"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|Workiva", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Financial reporting integration"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|Persefoni", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Carbon accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|IBM Envizi", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Global enterprise data management"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|Watershed", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Supply chain emissions tracking"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|minimax-small|Novisto", "prompt": "c237-m3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: ESG data systems of record"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Workiva", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Enterprise governed reporting, SEC-ready XBRL, audit trails"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Novisto", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Complex multi-framework ESG data management and investor requests."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: ERP-native, CSRD-aligned reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Diligent One Platform", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent One Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Governance, board, risk, and disclosure workflows."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Persefoni", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Carbon accounting and climate-focused reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|IBM Envizi", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Enterprise ESG and operational data management."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Watershed", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Enterprise climate measurement and decarbonization."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Pulsora", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: End-to-end ESG + carbon management"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|FigBytes Sustainability Platform", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes Sustainability Platform", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for: Centralizing and managing ESG data from multiple sources."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|mistral-small|Position Green", "prompt": "c237-m3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Best for: Sustainability performance and reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Workiva", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Workiva** — Best for Financial Reporting Integration"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Persefoni", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Persefoni** — Best for Carbon Accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Watershed", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Watershed** — Best for Supply Chain Emissions (Scope 3)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Novisto", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Novisto** — Best for ESG Data Management (Multi-Framework)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|IBM Envizi", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. IBM Envizi** — Best for Global Enterprise Data Management"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SAP-Native Organizations"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Pulsora", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**7. Pulsora** — Best for End-to-End ESG Management"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|moonshot-small|Sweep", "prompt": "c237-m3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Complex supply chains** → Watershed or Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|Workiva", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you need **the best reporting workflow**: **Workiva**"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|Diligent ESG", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Diligent**: best for governance and stakeholder engagement workflows."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|Salesforce Net Zero Cloud", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** enterprises wanting ESG connected to CRM and broader business operations."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** companies already standardized on SAP"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|IBM Envizi", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** finance-grade ESG data management and reporting across multiple frameworks."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|openai-small|Persefoni", "prompt": "c237-m3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Example: **Persefoni** (commonly positioned this way in market comparisons)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Workiva", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "regulated filings? Workiva ... (Workiva often tops reviews)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Novisto", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Complex multi-framework data mgmt ... excel for limited assurance"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Persefoni", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose based on your needs (e.g., carbon-heavy? Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|IBM Envizi", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Data consolidation & emissions ... strong for IBM ecosystems"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Watershed", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Supply chain & Scope 3 ... excels in value-chain"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ideal for SAP users only; less flexible for non-SAP orgs"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Sphera", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sphera", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Broad ESG incl. EHS/supply chain ... good for manufacturing"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Sweep", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Sweep, Coolset, and Pulsora excel for mid-market or specific needs."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Coolset", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Coolset/Pulsora shine for EU-specific (CSRD, EUDR)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|xai-small|Pulsora", "prompt": "c237-m3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Coolset/Pulsora shine for EU-specific (CSRD, EUDR)"}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|Workiva", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the industry standard for **financial-grade** reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|Novisto", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need to manage the disclosure process (narratives):** Choose **Novisto**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|Watershed", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "It is the market leader for **Scope 3** and supply chain emissions."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|Persefoni", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a bank or insurance company, this is likely your best fit."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|SAP Sustainability Control Tower", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you are 100% SAP:** Choose **SAP Sustainability Control Tower**."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|Salesforce Net Zero Cloud", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "It is the best choice if your sustainability team is already using Salesforce tools."}, {"id": "mai-20260917-1752-baseline-2|c237-m3|zai-small|IBM Envizi", "prompt": "c237-m3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It is the heavyweight champion for **data architecture**."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|ExecutESG", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: ExecutESG ... this is currently the most cost-effective market leader."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|Eevery", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Eevery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Competitors in this tier:** **Eevery** (Free tier available for Dutch/EU SMEs)."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|Persefoni", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: Persefoni ... robust **free tier**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|Sweep", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative: Sweep ... Plans start around **$3,000/year**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|EFRAG Excel Templates", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "EFRAG Excel Templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Recommendation: EFRAG Excel Templates ... Completely free and compliant, but entirely manual."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|Sustain.Life", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Sustain.Life**| Global | ~$3,000/yr | Dedicated Carbon Accounting for B2B. |"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|IBM Envizi", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid \"Enterprise\" platforms like IBM Envizi or Workiva, which typically start at $50,000+."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|alibaba-small|Workiva", "prompt": "c237-m4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid \"Enterprise\" platforms like IBM Envizi or Workiva, which typically start at $50,000+."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Persefoni Pro", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd choose **Persefoni** because it has a **free single-user tier** and is repeatedly positioned as the cheapest starting point"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Greenly", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Low SMB budget with faster setup:** **Greenly**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Sweep basic", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep basic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Very small SMB budget:** **Aclymate** or **Sweep basic**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Aclymate", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Very small SMB budget:** **Aclymate** or **Sweep basic**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Novata", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need stronger reporting/compliance features but can spend more: **Novata**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Diligent ESG", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "but can spend more: **Novata**, **Diligent ESG**, or **IBM Envizi Essentials**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|IBM Envizi Essentials", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "but can spend more: **Novata**, **Diligent ESG**, or **IBM Envizi Essentials**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|challenger-small|Workiva", "prompt": "c237-m4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools like **Workiva** are usually not the best fit for a limited budget"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|ExecutESG", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you can spend nothing at all, start with **ExecutESG's free tier**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|ESG Lift", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG Lift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My top recommendation for a budget-limited company:** **ESG Lift**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|Sustain.Life", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for small businesses wanting simple carbon tracking + reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|Multiplye", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Multiplye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starts at **\\u20ac0/month** with a free trial"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|Novisto", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Beware the enterprise tools** (Novisto, Sphera, Workiva's full suite) \\u2014 these are custom-quoted"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|Sphera", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sphera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Beware the enterprise tools** (Novisto, Sphera, Workiva's full suite)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|deepseek-small|Workiva's full suite", "prompt": "c237-m4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva's full suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "not a fit on a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|Workiva", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most major platforms (like Workiva, Envizi, or Pulsora) are over-engineered for small-to-medium enterprises (SMEs) and are priced as expensive, quote-only enterprise software"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|Envizi", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over-engineered for small-to-medium enterprises (SMEs) and are priced as expensive, quote-only enterprise software"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|Pulsora", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Pulsora", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "over-engineered for small-to-medium enterprises (SMEs) and are priced as expensive, quote-only enterprise software"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|ExecutESG", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Truly Free Software: **ExecutESG** ... is currently one of the best choices for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|ESG Lift", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Flat-Rate/Low-Cost Software: **ESG Lift** ... is highly recommended"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|Persefoni", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Carbon-First Platform: **Persefoni (Free Tier)**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|Greenly", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Greenly** is a top-rated mid-market choice"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|google-small|GRI–ESG KPI Tracker", "prompt": "c237-m4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "GRI–ESG KPI Tracker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Download the **GRI–ESG KPI Tracker** (a free, highly structured Excel template ...)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Persefoni Pro", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ESG reporting software tools include Persefoni Pro, Sweep, Aclymate..."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Sweep", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ESG reporting software tools include Persefoni Pro, Sweep, Aclymate..."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Aclymate", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Persefoni Pro, Sweep, Aclymate, Sustain Suite..."}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Sustain Suite", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Aclymate, Sustain Suite, Novata Manage"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Novata Manage", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novata Manage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sustain Suite, Novata Manage, IBM Envizi Essentials"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|IBM Envizi Essentials", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Novata Manage, IBM Envizi Essentials, Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Diligent ESG", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "IBM Envizi Essentials, Diligent ESG, Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Workiva", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Diligent ESG, Workiva, Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Sphera", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Workiva, Sphera, Microsoft SM Premium"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Microsoft SM Premium", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Microsoft SM Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Sphera, Microsoft SM Premium, and Salesforce NZC Growth"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|meta-small|Salesforce NZC Growth", "prompt": "c237-m4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Salesforce NZC Growth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Microsoft SM Premium, and Salesforce NZC Growth"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|minimax-small|Persefoni Pro", "prompt": "c237-m4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Persefoni Pro** (Free) ... Start with Persefoni's free tier"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|minimax-small|Aclymate", "prompt": "c237-m4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Aclymate for simple carbon tracking"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|minimax-small|Sweep", "prompt": "c237-m4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sweep basic plans offer good value"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|minimax-small|Sustain Suite", "prompt": "c237-m4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Small enterprises needing more than basic features"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|mistral-small|Sustain.Life", "prompt": "c237-m4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best ESG reporting software options are **Sustain.Life** and **Wardn**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|mistral-small|Wardn", "prompt": "c237-m4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best ESG reporting software options are **Sustain.Life** and **Wardn**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|ExecutESG", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For absolute minimal budget: Start with **ExecutESG** (free tier) or **OpenESG** for basic compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|OpenESG", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "OpenESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with **ExecutESG** (free tier) or **OpenESG** for basic compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|OpenEco", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "OpenEco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For tech-savvy companies: **OpenEco** or **AeternumAlly** (open-source) provide enterprise-grade tools at no license cost"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|AeternumAlly", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "AeternumAlly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenEco** or **AeternumAlly** (open-source) provide enterprise-grade tools at no license cost"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|Sustain.Life", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Sustain.Life** at $49/month offers the best balance of features and affordability"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|Sweep", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Entry level ~$3,000/year - Best for: SMBs facing customer ESG data requests"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|Aclymate", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Very small businesses needing basic carbon tracking"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|Sustain Suite", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for: Small companies without regulatory mandates"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|Persefoni Pro", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free tier available - Best for: SMBs with basic ESG reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|moonshot-small|ESG:ONE Starter", "prompt": "c237-m4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG:ONE Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "ESG:ONE Starter, Sweep, Sustain Suite"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|openai-small|EcoOnline", "prompt": "c237-m4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "EcoOnline", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget pick:** **EcoOnline** — identified by Capterra as the \"best budget option\""}, {"id": "mai-20260917-1752-baseline-2|c237-m4|openai-small|Futureproof", "prompt": "c237-m4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Futureproof", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for small businesses / easier start:** **Futureproof**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|openai-small|Diligent ESG", "prompt": "c237-m4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent ESG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "strong platform, but pricing is typically quote-based and more likely to fit mid-market/enterprise budgets"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|openai-small|IBM Envizi ESG Suite", "prompt": "c237-m4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "\"best budget option\" among IBM Envizi ESG Suite alternatives"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|xai-small|ExecutESG", "prompt": "c237-m4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ExecutESG (Best free starter option, especially for European SMEs)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|xai-small|Aclymate", "prompt": "c237-m4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aclymate (Best ultra-low-cost all-in-one for global SMBs)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|xai-small|Horizon ESG", "prompt": "c237-m4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Horizon ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Horizon ESG (Best value paid scalable option for audit-ready needs)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|xai-small|Greenly", "prompt": "c237-m4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Greenly: ~$500-4,000/year entry ... Good if you need more polish"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|xai-small|Emerald Power", "prompt": "c237-m4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Emerald Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Emerald Power: €249/month (~$3k/year) Basic. SME-focused with expert support"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Greenly", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for limited budgets:** **Greenly** (SMEs)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Sweep", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sweep** (EU‑centric, modular)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Aplanet", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aplanet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Aplanet** (transparent pricing, mid‑market)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|EcoOnline ESG", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "EcoOnline ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Top picks:** **Greenly**, **EcoOnline ESG**, **Aplanet**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|ESG Lift", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for mid‑size companies:** **ESG Lift**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|ExecutESG", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for micro‑enterprises:** **ExecutESG** (free)"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Persefoni", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Persefoni’s free Pro tier**"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Workiva", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "rather than enterprise‑only platforms like Workiva or Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-m4|zai-small|Watershed", "prompt": "c237-m4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "rather than enterprise‑only platforms like Workiva or Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|alibaba-small|Workiva", "prompt": "c237-m5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Platforms like **Workiva** excel here because they allow you to import messy Excel sheets, clean the data within the software using \"source codes,\" and publish to a final PDF, keeping an audit trail."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|alibaba-small|Microsoft Sustainable Planner", "prompt": "c237-m5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Microsoft Sustainable Planner", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When talking to vendors (such as Workiva, Microsoft Sustainable Planner, Verra, Persefoni, or Greenly)"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|alibaba-small|Verra", "prompt": "c237-m5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Verra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Workiva, Microsoft Sustainable Planner, Verra, Persefoni, or Greenly"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|alibaba-small|Persefoni", "prompt": "c237-m5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Workiva, Microsoft Sustainable Planner, Verra, Persefoni, or Greenly"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|alibaba-small|Greenly", "prompt": "c237-m5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "such as Workiva, Microsoft Sustainable Planner, Verra, Persefoni, or Greenly"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Novisto", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "| **Novisto** | $18K–$55K | Multi-framework ESG data management; collaborative DMA |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Plan A", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "| **Plan A** | $15K–$40K | Carbon-first approach with audit trail, mid-market friendly |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Briink", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Briink", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Briink** | $7K–$30K | First-time CSRD reporters; AI-assisted gap analysis |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Persefoni", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **Persefoni** | $15K–$40K | GHG/climate specialists; free \"Pro\" tier to start |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Sweep", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "| **Sweep** | Mid-market/enterprise | Sustainability intelligence with strong data lineage |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|deepseek-small|Workiva", "prompt": "c237-m5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "| **Workiva** | $50K–$150K+ (likely overkill) | Skip unless you need integrated financial + ESG reporting |"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Sweep", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sweep / Coolset / Plan A / ESG:ONE:** These are specifically built for upper-mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Coolset", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Sweep / Coolset / Plan A / ESG:ONE:** These are specifically built for upper-mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Workiva", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade platforms** (like *Workiva*, *IBM Envizi*, or *Persefoni*) are usually **overkill**"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|IBM Envizi", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade platforms** (like *Workiva*, *IBM Envizi*, or *Persefoni*) are usually **overkill**"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Persefoni", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade platforms** (like *Workiva*, *IBM Envizi*, or *Persefoni*) are usually **overkill**"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Plan A", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Plan A", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Sweep / Coolset / Plan A / ESG:ONE:** These are specifically built for upper-mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|ESG:ONE", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG:ONE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Sweep / Coolset / Plan A / ESG:ONE:** These are specifically built for upper-mid-market companies."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|ExecutESG", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ExecutESG / Greenly:** Highly templated, fast self-service, and more budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|google-small|Greenly", "prompt": "c237-m5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ExecutESG / Greenly:** Highly templated, fast self-service, and more budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|meta-small|ESG:ONE", "prompt": "c237-m5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG:ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top ESG reporting software platforms mentioned include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, and Emerald Power."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|meta-small|Workiva", "prompt": "c237-m5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top ESG reporting software platforms mentioned include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, and Emerald Power."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|meta-small|Novisto", "prompt": "c237-m5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top ESG reporting software platforms mentioned include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, and Emerald Power."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|meta-small|SAP Sustainability Control Tower", "prompt": "c237-m5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top ESG reporting software platforms mentioned include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, and Emerald Power."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|meta-small|Emerald Power", "prompt": "c237-m5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Emerald Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top ESG reporting software platforms mentioned include ESG:ONE, Workiva, Novisto, SAP Sustainability Control Tower, and Emerald Power."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|minimax-small|Sweep", "prompt": "c237-m5", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some tools (like Sweep) specialize specifically in carbon management"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|minimax-small|Novisto", "prompt": "c237-m5", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Novisto**, **Coolset**, **Sweep**, **ESG:ONE**, and **EcoOnline** target mid-market buyers specifically"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|minimax-small|Coolset", "prompt": "c237-m5", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Novisto**, **Coolset**, **Sweep**, **ESG:ONE**, and **EcoOnline** target mid-market buyers specifically"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|minimax-small|ESG:ONE", "prompt": "c237-m5", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG:ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Novisto**, **Coolset**, **Sweep**, **ESG:ONE**, and **EcoOnline** target mid-market buyers specifically"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|minimax-small|EcoOnline", "prompt": "c237-m5", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "EcoOnline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like **Novisto**, **Coolset**, **Sweep**, **ESG:ONE**, and **EcoOnline** target mid-market buyers specifically"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Salesforce Net Zero Cloud", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "This is not an endorsement—just a starting point for your evaluation."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Workiva", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large, established: Salesforce Net Zero Cloud, Workiva, Diligent, Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Diligent", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Large, established: Salesforce Net Zero Cloud, Workiva, Diligent, Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Sphera", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sphera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large, established: Salesforce Net Zero Cloud, Workiva, Diligent, Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Sweep", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market: Sweep, Persefoni, Greenly, Emitwise, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Persefoni", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market: Sweep, Persefoni, Greenly, Emitwise, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Greenly", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market: Sweep, Persefoni, Greenly, Emitwise, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Emitwise", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Emitwise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mid-market: Sweep, Persefoni, Greenly, Emitwise, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Position Green", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Position Green", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid-market: Sweep, Persefoni, Greenly, Emitwise, Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|Carbon Footprint", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Carbon Footprint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Niche/affordable: Carbon Footprint, ESGuru, FigBytes"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|ESGuru", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESGuru", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Niche/affordable: Carbon Footprint, ESGuru, FigBytes"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|mistral-small|FigBytes", "prompt": "c237-m5", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "FigBytes", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Niche/affordable: Carbon Footprint, ESGuru, FigBytes"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|Coolset", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize platforms suited for 500–5,000 employees, like Coolset, ESG:ONE, EcoOnline, or Novisto... Shortlist 3–5: Coolset (multi-framework, AI)"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|ESG:ONE", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG:ONE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 3–5: ... ESG:ONE (quick setup)"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|EcoOnline", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "EcoOnline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "like Coolset, ESG:ONE, EcoOnline, or Novisto, which offer strong mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|Novisto", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "like Coolset, ESG:ONE, EcoOnline, or Novisto, which offer strong mid-market fits"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|Workiva", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shortlist 3–5: ... Workiva (audit-strong)"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|xai-small|Persefoni", "prompt": "c237-m5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Persefoni (carbon-focus)"}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Emerald Power", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Emerald Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SMEs & mid-market, global | CSRD, GHG Protocol, SBTi, CDP, GRI; tiered pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Workiva", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprises & listed companies | Strong controls, CSRD, GRI, SASB, TCFD, ISSB; enterprise pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Sweep", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Mid-market, supply chain focus | GHG Protocol, CSRD, SBTi; per-seat pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Greenly", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMEs & tech companies | GHG Protocol, CDP, CSRD; tiered SaaS pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Normative", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SMEs, scope 3 focus | GHG Protocol, CDP, GRI; SaaS + services."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Coolset", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market to larger (500–5,000 employees) | Wide framework coverage, Scope 1–3 carbon accounting, AI autofills."}, {"id": "mai-20260917-1752-baseline-2|c237-m5|zai-small|Diligent ESG", "prompt": "c237-m5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market, governance focus | ESG data collection, benchmark tracking, board reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-m6|alibaba-small|Greenly", "prompt": "c237-m6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples of this category: Generic SaaS carbon footprints (e.g., early versions of **Greenly**, **Normative**, or basic carbon calculators). ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|alibaba-small|Normative", "prompt": "c237-m6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Normative", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "early versions of **Greenly**, **Normative**, or basic carbon calculators ... Why to be cautious"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|alibaba-small|Workiva", "prompt": "c237-m6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "export to a dedicated reporting platform like **Workiva** or **Diligent**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|alibaba-small|Diligent", "prompt": "c237-m6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "export to a dedicated reporting platform like **Workiva** or **Diligent**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|alibaba-small|IBM Envizi", "prompt": "c237-m6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(e.g., **Workiva**, **Diligent**, **IBM Envizi**) Generally trusted for their audit-ready workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|G17 Eco", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "G17 Eco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the government-backed ESG platform **G17 Eco** (operated by World Wide Generation)—once valued at over £90M—was forced into administration"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Greenly", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major acquisitions are consolidating the space (such as Greenly acquiring Normative, and Novisto acquiring Minimum)"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Normative", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Greenly acquiring Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Novisto", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Novisto acquiring Minimum"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Minimum", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Minimum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Novisto acquiring Minimum"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Salesforce Net Zero Cloud", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Avoid these platforms *unless* your organization’s entire data architecture is already deeply integrated into their ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Microsoft Sustainability Manager", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Microsoft Sustainability Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "their ESG platforms are frequently built on legacy enterprise architectures... \"absolute monsters\" to configure"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|IBM Envizi", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Over-Engineered \"Legacy Giant\" Pivots (The Implementation Trap)... Salesforce Net Zero Cloud, Microsoft Sustainability Manager, and IBM Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|google-small|Workiva", "prompt": "c237-m6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Systems like Workiva are world-class for formatting... However, users frequently note that they have very weak native data collection, ingestion"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|IBM", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "IBM, Salesforce, and other big tech firms may not be the best options as their solutions may be inferior compared to other vendors"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|Salesforce", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "IBM, Salesforce, and other big tech firms may not be the best options as their solutions may be inferior"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|Sustainalytics (Morningstar)", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sustainalytics (Morningstar)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top ESG reporting platforms include: 1. Sustainalytics (Morningstar)"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|MSCI ESG Manager", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "MSCI ESG Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "2. MSCI ESG Manager"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|Workiva", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva (best for SEC-ready XBRL and audit trails)"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|Novisto", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Novisto (best for complex multi-framework ESG data management)"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|meta-small|SAP Sustainability Control Tower", "prompt": "c237-m6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SAP Sustainability Control Tower (best for ERP-native, CSRD-aligned reporting)"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|minimax-small|EcoVadis", "prompt": "c237-m6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "EcoVadis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Described as \"bug-ridden portal\" with \"dreadful customer support\"... Complaints about automatic billing, expensive pricing, not adapting to SMBs"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|minimax-small|IBM Envizi", "prompt": "c237-m6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Complex setup process - High costs - Some users report accuracy issues with large datasets"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|minimax-small|Assent", "prompt": "c237-m6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Assent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Difficulties obtaining useful data and reports - Missing functionality for cross-referencing and searching"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|mistral-small|IBM", "prompt": "c237-m6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some consultants and industry observers recommend steering clear of ESG solutions from major tech firms"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|mistral-small|Salesforce", "prompt": "c237-m6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "recommend steering clear of ESG solutions from major tech firms, as these may not be as specialized or effective"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|moonshot-small|Sustainalytics", "prompt": "c237-m6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sustainalytics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If using **third-party ESG data/ratings providers** (Sustainalytics, MSCI, ISS, etc.): - **Ratings inconsistency**... **Methodological opacity**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|moonshot-small|MSCI", "prompt": "c237-m6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "MSCI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "If using **third-party ESG data/ratings providers** (Sustainalytics, MSCI, ISS, etc.): - **Ratings inconsistency**... **Lagging data**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|moonshot-small|ISS", "prompt": "c237-m6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ISS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If using **third-party ESG data/ratings providers** (Sustainalytics, MSCI, ISS, etc.): - **Over-reliance on estimates**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|IBM Envizi", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "often less specialized for ESG than pure-play tools... Avoid if not already in their ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Salesforce Net Zero Cloud", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less specialized for ESG than pure-play tools... disappoint on ESG depth"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Microsoft Sustainability Cloud", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Microsoft Sustainability Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "disappoint on ESG depth, audit trails, or emissions accuracy"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|SAP Sustainability Control Tower", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "implementation can take 6-12 months with underwhelming results"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Sweep", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some unproven mid-market carbon tools like Sweep, Plan A... lack robust data governance"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Plan A", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Plan A", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "unproven mid-market carbon tools like Sweep, Plan A, or lower-rated ones"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Sphera", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "anything under 4.0 stars or <10 reviews (e.g., some with 3.9 like isolated Sphera feedback) risks poor support"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Workiva", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "What to Prioritize Instead (Top-Rated per 2024-2026 Reviews) | Workiva | Audit trails, SEC/XBRL | Enterprise disclosure | 7.95/10"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Novisto", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Novisto | Multi-framework, data mgmt | Complex teams | 4.7/5"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Watershed", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Watershed/Persefoni | Scope 3 emissions | Climate focus"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Persefoni", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Watershed/Persefoni | Scope 3 emissions | Climate focus"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|xai-small|Wolters Kluwer Enablon", "prompt": "c237-m6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wolters Kluwer Enablon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Wolters Kluwer Enablon | Compliance depth | Mid-large | 7.70/10"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|zai-small|Novisto", "prompt": "c237-m6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "users have reported **complex setup processes** and **difficulties with data imports**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|zai-small|Conservice ESG", "prompt": "c237-m6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Conservice ESG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the most useful tools are not easy to find or navigate"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|zai-small|Greenly", "prompt": "c237-m6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users have flagged **data accuracy issues**"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|zai-small|IBM", "prompt": "c237-m6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Big tech firms often lack the specific domain expertise required for carbon accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-m6|zai-small|Salesforce", "prompt": "c237-m6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "general-purpose ERP/CRM giants often underperform in ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|alibaba-small|Greenly", "prompt": "c237-s1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a trial of **Greenly** or **Wardn**. These tend to have the lowest learning curves for small teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|alibaba-small|Wardn", "prompt": "c237-s1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with a trial of **Greenly** or **Wardn**."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|alibaba-small|Persefoni", "prompt": "c237-s1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Persefoni has become the go-to for \"Scale-up\" and growing mid-market companies that need rigorous data validation."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|alibaba-small|Normative", "prompt": "c237-s1", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to Greenly but with a sharper focus on the \"Net Zero\" journey."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|anthropic-small|Greenly", "prompt": "c237-s1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for Ease of Use & Getting Started:** Greenly is a carbon accounting and ESG reporting platform aimed at smaller and growing companies"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|anthropic-small|ESGenius!", "prompt": "c237-s1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "ESGenius!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Specific Niches:** ESGenius! is an ESG data analytics platform that leverages AI"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|anthropic-small|today.green", "prompt": "c237-s1", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "today.green", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "today.green, powered by GCS Solutions GmbH, offers an innovative CO2 management platform designed for small and medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|challenger-small|Greenly", "prompt": "c237-s1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pick Greenly for the best balance of SMB fit and usability"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|challenger-small|Aclymate", "prompt": "c237-s1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "described as an **SMB** platform and \"all-in-one for small business,\" with simple onboarding"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|challenger-small|Workiva", "prompt": "c237-s1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one comparison notes it may be **too heavy for small teams**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|challenger-small|KEY ESG", "prompt": "c237-s1", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "KEY ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "positioned around efficient workflow management and a user-friendly UI"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|deepseek-small|Greenly", "prompt": "c237-s1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Greenly** as your shortlist leader for its SME focus, affordability, strong carbon tools, and EcoVadis compatibility."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|deepseek-small|GreenScore", "prompt": "c237-s1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "GreenScore", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want fixed public pricing, consider **GreenScore**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|deepseek-small|Sustain.Life (now Workiva Carbon)", "prompt": "c237-s1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life (now Workiva Carbon)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost than the SMB-first tools, and now leans somewhat toward mid-market/enterprise."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|deepseek-small|ExecutESG", "prompt": "c237-s1", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need rock-bottom cost or EU VSME alignment, look at **ExecutESG (free tier)**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|IBM Envizi", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the \"best\" ESG reporting software isn't the most powerful enterprise suite (like IBM Envizi or Workiva)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Workiva", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "isn't the most powerful enterprise suite (like IBM Envizi or Workiva)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Greenly", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "book a demo with **Greenly** or **Sustain.Life**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Sustain.Life", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "book a demo with **Greenly** or **Sustain.Life**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Coolset", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary driver is satisfying European buyers or preparing for an EcoVadis assessment, go with **Coolset**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Seedling (by Seedling Earth)", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Seedling (by Seedling Earth)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Lean teams that want a SaaS tool paired with human expertise."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Climate Essentials", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Climate Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Climate Essentials starts at an incredibly low annual price (around £132/year)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|google-small|Aclymate", "prompt": "c237-s1", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Micro-businesses or startups looking for the lowest-cost entry point."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|meta-small|Wardn", "prompt": "c237-s1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Wardn, Sustain.Life, and Benchmark ESG. Wardn is a Danish-developed ESG platform that is designed to be simple and effective for small and medium-sized enterprises."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|meta-small|Sustain.Life", "prompt": "c237-s1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Sustain.Life is a budget-friendly option that offers a range of ESG reporting features."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|meta-small|Benchmark ESG", "prompt": "c237-s1", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Benchmark ESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Benchmark ESG is a risk management-focused ESG software that can help businesses identify and mitigate ESG risks."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|minimax-small|Wardn", "prompt": "c237-s1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, **Wardn** is particularly strong because it's built specifically for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|minimax-small|Greenly", "prompt": "c237-s1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Greenly** — Great for startups and small businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|minimax-small|Sustain.Life", "prompt": "c237-s1", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Sustain.Life** — Budget-conscious option"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|mistral-small|Greenly", "prompt": "c237-s1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a solution that is particularly strong in carbon accounting and compliance, Greenly may be the best fit."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|mistral-small|Wardn", "prompt": "c237-s1", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you prefer a platform built from the ground up for SMEs, Wardn is an excellent option."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|moonshot-small|Greenly", "prompt": "c237-s1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenly – Best Overall for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|moonshot-small|Plan A", "prompt": "c237-s1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plan A** offers excellent compliance alignment at a mid-market price point"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|moonshot-small|Sweep", "prompt": "c237-s1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sweep – Best for Supplier Collaboration"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|moonshot-small|Multiplye", "prompt": "c237-s1", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Multiplye", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Start with Greenly or Multiplye** if you're a small B2B company"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|openai-small|Tekmon", "prompt": "c237-s1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Tekmon", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the shortest answer: **start with KEY ESG or Tekmon**."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|openai-small|KEY ESG", "prompt": "c237-s1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "KEY ESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for a small B2B company:** **KEY ESG**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|openai-small|Precoro ESG", "prompt": "c237-s1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Precoro ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if your company is already procurement-heavy or expects CSRD-focused workflows:** **Precoro ESG**"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|openai-small|Workiva", "prompt": "c237-s1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "great for disclosure and audit trails, but likely more than a small company needs initially"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|openai-small|Sphera", "prompt": "c237-s1", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strong sustainability reporting, but also enterprise-leaning"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Workiva", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prioritize affordable, intuitive SMB-focused tools over enterprise giants like Workiva or Sphera, which can be overkill and pricey"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Sphera", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "over enterprise giants like Workiva or Sphera, which can be overkill and pricey"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Code Gaia", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Code Gaia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Code Gaia** (Top Pick for Most Small B2B Firms)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Greenly", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paris-based carbon accounting + ESG for SMEs (10–2,000 employees)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Wardn", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Danish SMB specialist for \"first-time\" ESG reporters"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Pulsora", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Pulsora", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Alternatives to consider**: Pulsora (SMB data collection, 8.2/10)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Emerald Power", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Emerald Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emerald Power (transparent SME pricing, CSRD-focused)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|APLANET", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "APLANET", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or APLANET (~€649/mo)"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Diligent ESG", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Diligent ESG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Avoid**: Enterprise tools like Diligent ESG or Novata unless scaling fast—they're costlier."}, {"id": "mai-20260917-1752-baseline-2|c237-s1|xai-small|Novata", "prompt": "c237-s1", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Novata", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "**Avoid**: Enterprise tools like Diligent ESG or Novata"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Greenly", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenly – Best Overall for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Wardn", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wardn – Simple, Centralized ESG Platform for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Emerald Power", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Emerald Power", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emerald Power – SME‑Centric with Broad Framework Coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Sustain.Life", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sustain.Life – Best for Carbon Accounting Focus"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Multiplye", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Multiplye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Multiplye – AI‑Powered CO₂ Accounting & Compensation"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Esgrid", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Esgrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Esgrid – Fast One‑Click Reporting for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|Greenomy", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "Greenomy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Greenomy – AI‑Driven ESG & Regulatory Compliance"}, {"id": "mai-20260917-1752-baseline-2|c237-s1|zai-small|ExecutESG", "prompt": "c237-s1", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "direct", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ExecutESG – Best for EFRAG/VSME Alignment"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Emerald Power", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Emerald Power", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Emerald Power (Best Overall for SMEs & Contracts)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Seedling", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Seedling (Best for Human Support)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Greenly", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Greenly is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Normative", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Normative (Best Budget Option)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Watershed", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with enterprise-heavy platforms like **Watershed** or **Persefoni**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|alibaba-small|Persefoni", "prompt": "c237-s2", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious with enterprise-heavy platforms like **Watershed** or **Persefoni**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|anthropic-small|Greenly", "prompt": "c237-s2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenly** is among the most recommended options."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|anthropic-small|Seedling", "prompt": "c237-s2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Seedling** is another strong option."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|anthropic-small|Plan A", "prompt": "c237-s2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plan A** is also worth considering."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|anthropic-small|Normative", "prompt": "c237-s2", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "For SMBs, consider Greenly, Normative, or Plan A - they start around $3-5K/year"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|challenger-small|Greenly", "prompt": "c237-s2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Greenly** as the default choice"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|challenger-small|Seedling", "prompt": "c237-s2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Seedling** if you want more *guided support* from a dedicated sustainability adviser"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|challenger-small|CarbonTool", "prompt": "c237-s2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonTool", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CarbonTool** if you want **transparent pricing**, unlimited users, and stronger **CSRD/VSME/Scope 3** coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|challenger-small|Ecologi", "prompt": "c237-s2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Ecologi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ecologi** if you are a **UK SME**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|challenger-small|SageEarth", "prompt": "c237-s2", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "SageEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SageEarth** if you already use **Sage accounting software**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Aclymate", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Aclymate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best recommendation for a small B2B business is **Aclymate**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Greenly", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenly** as a strong alternative depending on your specific needs and budget"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Plan A", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Plan A", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to skip ... **Plan A (Berlin):** Great software, but starts at **€9,000–$15,000/year**—designed for mid-market and enterprise budgets, not small businesses."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Watershed", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-grade tools with custom pricing ... Overkill unless you're a large corporation."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Persefoni", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-grade tools with custom pricing ... Overkill unless you're a large corporation."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Microsoft Cloud for Sustainability", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Microsoft Cloud for Sustainability", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-grade tools with custom pricing ... Overkill unless you're a large corporation."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|Workiva", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "For public company regulatory disclosure, not small B2B suppliers."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|deepseek-small|IBM Envizi", "prompt": "c237-s2", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "For public company regulatory disclosure, not small B2B suppliers."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|google-small|Greenly", "prompt": "c237-s2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenly (The Best Overall & Industry Standard)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|google-small|Normative", "prompt": "c237-s2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenly** and **Normative** merged to create the world’s largest climate software provider."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|google-small|Aclymate", "prompt": "c237-s2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Aclymate (The Most Affordable & SMB-Focused)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|google-small|Seedling", "prompt": "c237-s2", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Seedling (Best if You Need Hand-Holding & Expert Advice)"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|meta-small|Sustrax", "prompt": "c237-s2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sustrax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Sustrax - Offers a free annual footprint and a range of plans for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|meta-small|Multiplye", "prompt": "c237-s2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Multiplye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered SaaS platform that automates CO2 accounting and carbon compensation, with a free tier available"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|meta-small|CarbonAnalytics", "prompt": "c237-s2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonAnalytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An AI-enhanced carbon accounting platform that automates measurement, analysis, and tracking of Scope 1, Scope 2, and Scope 3 emissions"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|meta-small|CarbonBoard", "prompt": "c237-s2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A carbon accounting platform specifically designed for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|meta-small|Our Carbon", "prompt": "c237-s2", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Our Carbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers wallet-friendly carbon audits and reduction plans"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|minimax-small|Greenly", "prompt": "c237-s2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Greenly** as the starting point - it's specifically built for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|minimax-small|Seedling", "prompt": "c237-s2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Seedling** - Best for Growing Businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|minimax-small|CarbonBoard", "prompt": "c237-s2", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CarbonBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. CarbonBoard** - Best Value/Starting Point"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|mistral-small|Greenly", "prompt": "c237-s2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Greenly** as a top carbon accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|mistral-small|Seedling", "prompt": "c237-s2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable alternatives for small B2B businesses include Seedling, SageEarth, Coolset, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|mistral-small|SageEarth", "prompt": "c237-s2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "SageEarth", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable alternatives for small B2B businesses include Seedling, SageEarth, Coolset, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|mistral-small|Coolset", "prompt": "c237-s2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other notable alternatives for small B2B businesses include Seedling, SageEarth, Coolset, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|mistral-small|Normative", "prompt": "c237-s2", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Normative", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other notable alternatives for small B2B businesses include Seedling, SageEarth, Coolset, and Normative"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|moonshot-small|Persefoni", "prompt": "c237-s2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Persefoni**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|moonshot-small|Greenly", "prompt": "c237-s2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Greenly** – Best for Hands-On Support"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|moonshot-small|Sweep", "prompt": "c237-s2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sweep** – Best for Supplier Engagement"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|moonshot-small|Emitwise", "prompt": "c237-s2", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Emitwise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Emitwise** – Best for Supplier-Friendly Approach"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|openai-small|Greenly", "prompt": "c237-s2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick **one default recommendation** for most small B2B sellers, it would be **Greenly**"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|openai-small|Seedling", "prompt": "c237-s2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Small but compliance-heavy / growth-minded:** Seedling"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|openai-small|Workiva Carbon", "prompt": "c237-s2", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Workiva Carbon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Workiva Carbon** instead if: your customers are already asking for detailed ESG / carbon disclosures"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|xai-small|EcoHedge", "prompt": "c237-s2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "EcoHedge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **EcoHedge** as the top carbon accounting platform"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|xai-small|Greenly", "prompt": "c237-s2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "AI copilot, CSRD-ready, but pricier"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|xai-small|Seedling", "prompt": "c237-s2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Seedling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SMEs needing hand-holding| ~£2,000–5,000/year (est.) | 1,2,3 | 1:1 expert + software, G2 5.0 stars"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|xai-small|Coolset", "prompt": "c237-s2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market Scope 3 | Custom (affordable entry) | 1,2,3 | TÜV-certified, reduction tools"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|xai-small|Persefoni", "prompt": "c237-s2", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider Persefoni's free Pro tier as a starter alternative for basic Scope 1–3"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|zai-small|TrackZero", "prompt": "c237-s2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "TrackZero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick: TrackZero"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|zai-small|CO2 AI", "prompt": "c237-s2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "CO2 AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong runner-up: CO2 AI"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|zai-small|Greenly", "prompt": "c237-s2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want broad ESG and regulatory framework support, **Greenly** is a solid choice."}, {"id": "mai-20260917-1752-baseline-2|c237-s2|zai-small|Climatiq API", "prompt": "c237-s2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Climatiq API", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "manual methods (e.g., using the Climatiq API or Cloud Carbon Footprint) may be sufficient"}, {"id": "mai-20260917-1752-baseline-2|c237-s2|zai-small|Cloud Carbon Footprint", "prompt": "c237-s2", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "paraphrase", "raw": "Cloud Carbon Footprint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "manual methods (e.g., using the Climatiq API or Cloud Carbon Footprint) may be sufficient"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Greenly", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "#### 1. **Greenly**\n*Best for:* Startups and small-to-mid-size teams needing quick-start carbon accounting."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Emerald Power", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Emerald Power", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Best for:* SMEs and mid-market companies that need global framework coverage."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Wardn", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Extremely simple and automated; generates professional, audit-ready reports quickly."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Coolset", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one coverage for CSRD, EU Taxonomy, VSME... Can feel more \"feature-heavy\" than simpler tools"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Workiva", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Greenly and Wardn are notably quicker to onboard than enterprise tools like Workiva or Diligent ESG."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|alibaba-small|Diligent ESG", "prompt": "c237-s3", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "notably quicker to onboard than enterprise tools like Workiva or Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|anthropic-small|Greenly", "prompt": "c237-s3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small teams just starting their ESG journey, Greenly and specialized tools like Materiality Master offer the most accessible entry points"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|anthropic-small|Prophix One", "prompt": "c237-s3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prophix One brings ESG into budgeting, forecasting, and consolidation"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|anthropic-small|Materiality Master", "prompt": "c237-s3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Materiality Master", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specialized tools like Materiality Master offer the most accessible entry points"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|anthropic-small|Workiva", "prompt": "c237-s3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "All-in-one platforms such as Workiva or osapiens cover the full CSRD lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|anthropic-small|osapiens", "prompt": "c237-s3", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "osapiens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "All-in-one platforms such as Workiva or osapiens cover the full CSRD lifecycle"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Greenly", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenly** is the most \"quick-start\" option in the results, with guided workflows and supplier surveys"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Novata", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Novata** is highlighted as a practical fit for startups and smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Coolset", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coolset** is repeatedly positioned as a strong fit for lean teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Workiva", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often more expensive and implementation-heavy for small organizations"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Diligent ESG", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small teams embedded in governance/GRC processes"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|challenger-small|Novisto", "prompt": "c237-s3", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Workiva, Novisto, and Diligent are better when you need **auditability, multi-framework reporting, controls, and governance**"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Wardn", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "✅ **Choose Wardn** — It's the only platform designed *exclusively* for SMBs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Greenly", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with Greenly if carbon is your #1 pressure point"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Sustain.Life", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with Sustain.Life if you need a full ESG disclosure"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Plan A", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Plan A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for EU mid-market + decarbonization strategy"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Sweep", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "If you're a single-entity small team, this is overkill... For a simple one-entity team, skip it."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Workiva", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise platforms (Workiva, Persefoni, Watershed, IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Persefoni", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise platforms (Workiva, Persefoni, Watershed, IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|Watershed", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise platforms (Workiva, Persefoni, Watershed, IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|deepseek-small|IBM Envizi", "prompt": "c237-s3", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise platforms (Workiva, Persefoni, Watershed, IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|meta-small|Novata", "prompt": "c237-s3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novata", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Novata is best for startups and smaller teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|meta-small|Greenly", "prompt": "c237-s3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Greenly is suitable for small to mid-sized teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|meta-small|FineReport", "prompt": "c237-s3", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FineReport", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FineReport is ideal for budget-conscious mid-market teams."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Coolset", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coolset** | Smaller teams, SMEs | User-friendly interface, AI-powered carbon analysis ... Coolset offers strong carbon analysis features"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|APlanet", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "APlanet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need public pricing**: APlanet offers transparent subscription models"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Code Gaia", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Code Gaia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**EU regulatory compliance (CSRD)**: Code Gaia or Horizon ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|EcoOnline ESG", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "EcoOnline ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EHS + sustainability**: EcoOnline ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|ExecutESG", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Start with free tiers from ExecutESG or ImpactOS"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|ImpactOS", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "ImpactOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Start with free tiers from ExecutESG or ImpactOS"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Horizon ESG", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Horizon ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Horizon ESG focuses on ESRS, TCFD, ISSB"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Workiva", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Workiva, Novisto, SAP Sustainability Control Tower are built for large organizations with complex reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Novisto", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "built for large organizations with complex reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|SAP Sustainability Control Tower", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "built for large organizations with complex reporting needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|minimax-small|Persefoni", "prompt": "c237-s3", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Coolset and Persefoni emphasize AI-powered carbon analysis"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|Greenly", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small team, **Greenly** and **Code Gaia** are often the most accessible due to their focus on SMEs and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|EcoOnline ESG", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "EcoOnline ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need EHS integration, **EcoOnline** is a strong choice."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|Code Gaia", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Code Gaia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Greenly** and **Code Gaia** are often the most accessible due to their focus on SMEs and ease of use."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|APLANET", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "APLANET", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For transparent pricing, **APLANET** stands out."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|IBM Envizi", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more enterprise-focused but may still suit smaller teams with simpler needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|mistral-small|FigBytes Sustainability Platform", "prompt": "c237-s3", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "FigBytes Sustainability Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "others (IBM Envizi, FigBytes) are more enterprise-focused but may still suit smaller teams with simpler needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|CarbonTool", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "CarbonTool", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CarbonTool 🏆 Best Overall for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|Greenly", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Greenly** if you're in Europe and want expert guidance."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|Wardn", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **CarbonTool** or **Wardn** if you want transparent pricing and SME-focused design."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|Coolset", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitation**: May be pricey for smaller SMEs; no free tier"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|Sweep", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Multi-Framework Reporting"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|moonshot-small|Persefoni", "prompt": "c237-s3", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with **Persefoni** if you need to start completely free with audit-grade carbon data."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|KEY ESG", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "KEY ESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Smallest team / simplest rollout:** KEY ESG or Futureproof."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|Futureproof", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Futureproof", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Smallest team / simplest rollout:** KEY ESG or Futureproof."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|Diligent ESG", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Diligent ESG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise tools can be overkill for a small team ... implied by the broader positioning of Workiva and Diligent"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|Watershed", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Watershed", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need carbon + disclosures:** Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|Workiva", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more of an **enterprise reporting/control platform** than a lightweight small-team ESG starter tool"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|openai-small|Novisto", "prompt": "c237-s3", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Want more support and expert help with ESG data structure:** Novisto."}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Aclymate", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Aclymate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with a demo of Aclymate (budget) or Greenly/Wardn (EU compliance)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Greenly", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with a demo of Aclymate (budget) or Greenly/Wardn (EU compliance)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Wardn", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most SMB-tailored (VSME-specific); simplest UI; transparent low-cost; limited to core ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Coolset", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broadest reg coverage; fast implementation; higher entry for very small teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Plan A", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Plan A", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Certified accuracy; AI-heavy; less transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Workiva", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "affordability compared to enterprise tools like Workiva or SAP"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|SAP", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "affordability compared to enterprise tools like Workiva or SAP"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|xai-small|Code Gaia", "prompt": "c237-s3", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Code Gaia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise-heavy ones (e.g., Code Gaia) often lack public SMB pricing and feel overkill"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|zai-small|Greenly", "prompt": "c237-s3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Greenly (Best Overall for Carbon Accounting)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|zai-small|Emerald Power", "prompt": "c237-s3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Emerald Power", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emerald Power (Best for Non-Experts)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|zai-small|Sweep", "prompt": "c237-s3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sweep (Best for Startups & Low Budget)"}, {"id": "mai-20260917-1752-baseline-2|c237-s3|zai-small|Aclymate", "prompt": "c237-s3", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "comparative", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Aclymate is the most affordable entry-level option on the market"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|alibaba-small|Persefoni Pro", "prompt": "c237-s4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have $0:** Start with **Persefoni Pro**. It is the best way to get your carbon numbers right before spending money."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|alibaba-small|Aclymate", "prompt": "c237-s4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you can spend ~$100/year:** Choose **Aclymate** for full-scale coverage (E+S+G)."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|alibaba-small|Sustain.Life", "prompt": "c237-s4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Look into **Sustain.Life** for its user-friendly interface and SME focus."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|alibaba-small|Wardn", "prompt": "c237-s4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Wardn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Wardn is designed specifically as a centralized reporting platform for small and medium-sized businesses."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|alibaba-small|Sweep", "prompt": "c237-s4", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Entry plans often start around **$3,000/year** (plus potential setup fees)... higher upfront than Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|anthropic-small|Greenly", "prompt": "c237-s4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Greenly** is a carbon accounting and ESG reporting platform aimed at smaller and growing companies ... in a more user-friendly format than many enterprise tools."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|anthropic-small|Sustain.Life", "prompt": "c237-s4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offers a user-friendly interface designed for small businesses new to ESG compliance, with prices starting from $49/month"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|anthropic-small|Wardn", "prompt": "c237-s4", "model": "anthropic-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "is built with SMBs in mind with VSME alignment for SMB-specific frameworks"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|challenger-small|Greenly", "prompt": "c237-s4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for budget-conscious small businesses:** **Greenly**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|challenger-small|Aclymate", "prompt": "c237-s4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best fit is usually **Greenly** or **Aclymate** rather than enterprise platforms like Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|challenger-small|Workiva", "prompt": "c237-s4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "rather than enterprise platforms like Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|challenger-small|Persefoni", "prompt": "c237-s4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your main need is carbon accounting on a tight budget:** **Persefoni**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|challenger-small|Emerald Power", "prompt": "c237-s4", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Emerald Power", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **Emerald Power** despite likely higher complexity"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Persefoni", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Persefoni (Free tier) — Best overall free option ... Start free: Use Persefoni Pro (free)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Aclymate", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Aclymate (~$125/year) for minimal needs"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Eevery", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Eevery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a genuinely free tier plus reasonably priced paid SME plans."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Sustain.Life", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or Sustain.Life (~$3,000/year) if you want a full-featured all-in-one platform"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Greenly", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best guided SME option ... ideal if you lack in-house ESG expertise"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Sphera", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sphera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid on a tight budget - Enterprise platforms like Sphera... these run $50K+ per year."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Watershed", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to avoid on a tight budget - Enterprise platforms like Sphera, Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|IBM Envizi", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise platforms like Sphera, Watershed, Persefoni Advanced, IBM Envizi — these run $50K+ per year."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Novisto", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Novisto, Benchmark ESG, Cority — custom/enterprise pricing, not budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Benchmark ESG", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Benchmark ESG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Novisto, Benchmark ESG, Cority — custom/enterprise pricing, not budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|deepseek-small|Cority", "prompt": "c237-s4", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Cority", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Novisto, Benchmark ESG, Cority — custom/enterprise pricing, not budget-friendly."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|Workiva", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the biggest trap is looking at major enterprise ESG software (like Workiva, Sphera, or IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|Sphera", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the biggest trap is looking at major enterprise ESG software (like Workiva, Sphera, or IBM Envizi)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|IBM Envizi", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their high enterprise pricing reflects that"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|ExecutESG", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ExecutESG (Best Overall for Free Entry)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|ESG Lift", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ESG Lift (Best Flat-Rate, Fixed-Cost Option)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|Sustain.Life", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Sustain.Life (Best for Budget-Friendly Carbon + ESG)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|Greenly", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Greenly (Best if you expect to scale up quickly)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|google-small|EFRAG's Free Excel Template", "prompt": "c237-s4", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "EFRAG's Free Excel Template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "provides a **free, official Digital Excel Template for VSME reporting**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|meta-small|Sustain.Life", "prompt": "c237-s4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sustain.Life - a budget-friendly option"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|meta-small|Benchmark ESG", "prompt": "c237-s4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Benchmark ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Benchmark ESG - for risk management"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|meta-small|Coolset", "prompt": "c237-s4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for SMEs and mid-market companies looking for accessible carbon management"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|meta-small|Wardn", "prompt": "c237-s4", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a simple and effective ESG software for small and medium-sized enterprises"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|minimax-small|Greenly", "prompt": "c237-s4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Greenly** (Best for SMBs & Startups)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|minimax-small|ExecutESG", "prompt": "c237-s4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with either:\n- **ExecutESG** or **Sustainova** (if you want completely free options)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|minimax-small|ImpactOS", "prompt": "c237-s4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ImpactOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **ImpactOS** (Best Free Tier)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|minimax-small|CSRD Pro", "prompt": "c237-s4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "CSRD Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CSRD Pro** (if you need EU compliance specifically)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|minimax-small|Sustainova", "prompt": "c237-s4", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustainova", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**ExecutESG** or **Sustainova** (if you want completely free options)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|mistral-small|Sustain.Life", "prompt": "c237-s4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Sustain.Life**: Specifically recommended for budget-conscious small businesses."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|mistral-small|Greenly", "prompt": "c237-s4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Aimed at smaller and growing companies, offering guided workflows and AI assistance at an accessible price point."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|mistral-small|Aclymate", "prompt": "c237-s4", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a practical choice for tight budgets and limited resources"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|moonshot-small|ExecutESG", "prompt": "c237-s4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ExecutESG** – Best Free Option ... **Ultra-tight budget:** Start with **ExecutESG Free**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|moonshot-small|ESG Lift", "prompt": "c237-s4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ESG Lift** offers the best value with transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|moonshot-small|Multiplye", "prompt": "c237-s4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Multiplye", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Carbon-Focused Reporting ... **Need carbon tracking:** **Multiplye** (free tier)"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|moonshot-small|EFRAG Excel Template", "prompt": "c237-s4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "EFRAG Excel Template", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ultra-tight budget:** Start with **ExecutESG Free** or **EFRAG Excel**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|moonshot-small|Code Gaia", "prompt": "c237-s4", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Code Gaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Code Gaia** | Custom quote | German/EU companies needing full support"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|openai-small|Persefoni Pro", "prompt": "c237-s4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Persefoni Pro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually start with **Persefoni Pro** if your main need is **carbon / ESG reporting with a low upfront cost**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|openai-small|Novisto", "prompt": "c237-s4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Novisto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best low-cost \"full ESG\" option:** **Novisto** if you need broader ESG workflows"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|openai-small|Diligent ESG", "prompt": "c237-s4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Diligent ESG", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd be more cautious with **Diligent ESG** or **Workiva** for a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|openai-small|Workiva", "prompt": "c237-s4", "model": "openai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I'd be more cautious with **Diligent ESG** or **Workiva** for a tight budget"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|xai-small|ExecutESG", "prompt": "c237-s4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Pick: Start with ExecutESG's free tier**—it's the most balanced for tight budgets"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|xai-small|ImpactOS", "prompt": "c237-s4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ImpactOS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ImpactOS (Best Completely Free for SMEs)**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|xai-small|Sustainova", "prompt": "c237-s4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustainova", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sustainova (Best No-Frills Free Tool)**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|xai-small|Sustain.Life", "prompt": "c237-s4", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're non-EU, lean toward Sustain.Life for better US support."}, {"id": "mai-20260917-1752-baseline-2|c237-s4|zai-small|ExecutESG", "prompt": "c237-s4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **ExecutESG**"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|zai-small|Sweep", "prompt": "c237-s4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Carbon Tracking (Low-Cost): Sweep ... is a strong contender"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|zai-small|IBM Envizi", "prompt": "c237-s4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "IBM Envizi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "less expensive than enterprise tools like IBM Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-s4|zai-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c237-s4", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "budget", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Self-Service (DIY): Spreadsheets (Excel/Google Sheets)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|SAP", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "don't buy an Enterprise tool (like SAP or Workiva) that is too expensive and slow"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Workiva", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't buy an Enterprise tool (like SAP or Workiva) that is too expensive and slow"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Persefoni", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pure Carbon Focus (Best for Finance-led teams): Persefoni, Greenly, Oryzon."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Greenly", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Persefoni, Greenly, Oryzon... or generic platforms like Greenly or Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Oryzon", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Oryzon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pure Carbon Focus (Best for Finance-led teams): Persefoni, Greenly, Oryzon."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Diligent ESG", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent ESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Broader ESG Suites (Best if you track People/Governance): Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Higg", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Higg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Higg (specifically for apparel)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|alibaba-small|Watershed", "prompt": "c237-s5", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "generic platforms like Greenly or Watershed (if budget allows)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Workiva", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise tools (Workiva, Diligent, Envizi, Watershed) run **$30k–$400k/yr** — completely out of your league."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Diligent", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise tools (Workiva, Diligent, Envizi, Watershed) run **$30k–$400k/yr** — completely out of your league."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Envizi", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise tools (Workiva, Diligent, Envizi, Watershed) run **$30k–$400k/yr** — completely out of your league."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Watershed", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise tools (Workiva, Diligent, Envizi, Watershed) run **$30k–$400k/yr** — completely out of your league."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|ESG Lift", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ESG Lift** (~€590/yr, flat fee, transparent)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|ExecutESG", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ExecutESG", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**If it's just questionnaires:** try free tiers (ExecutESG) or a disciplined spreadsheet first."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Climefy", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Climefy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Climefy** (~$49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Sustain.Life", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Sustain.Life** (~$49/mo)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|deepseek-small|Sweep", "prompt": "c237-s5", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Sweep** entry (~$3k/yr, at the upper edge)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Workiva", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Massive, blank-canvas enterprise tools (like Workiva or CCH Tagetik)... avoid large-enterprise solutions (like Workiva, Diligent, or Sphera)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|CCH Tagetik", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "CCH Tagetik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid:** Massive, blank-canvas enterprise tools (like Workiva or CCH Tagetik) that require professional consultants"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Diligent", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "avoid large-enterprise solutions (like Workiva, Diligent, or Sphera)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Sphera", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sphera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid large-enterprise solutions (like Workiva, Diligent, or Sphera)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Sustain.Life", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "One of the most popular, affordable, and user-friendly platforms tailored specifically for small-to-midmarket businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Coolset", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Excellent if you are a growing business, especially in Europe"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Sweep (Lite/Mid-market tier)", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep (Lite/Mid-market tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Extremely good for companies whose primary focus is responding to the Scope 3 requests of their corporate buyers."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|google-small|Mitti (by SafetyCulture)", "prompt": "c237-s5", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Mitti (by SafetyCulture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Great if your business has an operational or physical component"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|meta-small|Novisto", "prompt": "c237-s5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Novisto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best ESG reporting software tools for 2026 include Novisto, Brightest, and Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|meta-small|Brightest", "prompt": "c237-s5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Brightest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the best ESG reporting software tools for 2026 include Novisto, Brightest, and Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|meta-small|Watershed", "prompt": "c237-s5", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Watershed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the best ESG reporting software tools for 2026 include Novisto, Brightest, and Watershed."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Workiva", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid unless you have enterprise complexity: Workiva, Diligent, IBM Envizi..."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|IBM Envizi", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for large/public companies and will be prohibitively expensive"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Salesforce Net Zero Cloud", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Red flags: Platforms like Workiva, IBM Envizi, Salesforce Net Zero Cloud, or Sphera"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Sphera", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sphera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Red flags: Platforms like Workiva, IBM Envizi, Salesforce Net Zero Cloud, or Sphera are built for large/public companies"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Greenly", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Built for SMBs; guided carbon accounting; good for tech companies"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Sweep", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid-market/SMB focus; strong on supply chain; entry tier exists"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Wardn", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Purpose-built for SMEs; very user-friendly; accounting integrations"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Emerald Power", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Emerald Power", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SME/mid-market; transparent tiered pricing; broad framework coverage"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Sustain.Life", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sustain.Life", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Budget-friendly; strong for startups"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Coolset", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong AI features; wide framework coverage including VSME"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Diligent", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid unless you have enterprise complexity: Workiva, Diligent"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|SAP Sustainability Control Tower", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid unless you have enterprise complexity"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Persefoni", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Avoid unless you have enterprise complexity: ... Persefoni, Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|moonshot-small|Watershed", "prompt": "c237-s5", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Avoid unless you have enterprise complexity: ... Persefoni, Watershed"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Emerald Power", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Emerald Power", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Emerald Power, Code Gaia, Greenly, Sweep, or Wardn are often SME-friendly with transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Code Gaia", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Code Gaia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Emerald Power, Code Gaia, Greenly, Sweep, or Wardn are often SME-friendly with transparent pricing."}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Greenly", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Greenly | Tech SMEs | Tiered | GHG/CDP, simple"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Sweep", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Sweep", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sweep/Coolset | Basics | SME plans | Automation, dashboards"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Wardn", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Wardn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Wardn | SMBs | Low-cost | Simple ESG for small teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Coolset", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Coolset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "From SME lists (e.g., Coolset, diginexESG, Persefoni lite versions)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|diginexESG", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "diginexESG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "From SME lists (e.g., Coolset, diginexESG, Persefoni lite versions)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|xai-small|Persefoni", "prompt": "c237-s5", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Persefoni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "From SME lists (e.g., Coolset, diginexESG, Persefoni lite versions)"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|zai-small|ESG Lift", "prompt": "c237-s5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "ESG Lift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some platforms publish transparent pricing (e.g., **ESG Lift from ~€590/year**"}, {"id": "mai-20260917-1752-baseline-2|c237-s5|zai-small|Greenly", "prompt": "c237-s5", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "scale", "raw": "Greenly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Greenly from ~€3,800/year**), while others require a custom quote."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|SAP", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Massive ERPs and Consulting Proprietary Tools (e.g., SAP, Oracle, Salesforce, Microsoft Dynamics...) ... Why avoid/be cautious: These platforms are built for multinational corporations."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Oracle", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Do not purchase a standalone enterprise ESG suite unless you are already deeply embedded in their ecosystem"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Salesforce", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Do not purchase a standalone enterprise ESG suite unless you are already deeply embedded in their ecosystem (like Salesforce)."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Microsoft Dynamics", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "e.g., SAP, Oracle, Salesforce, Microsoft Dynamics, and tools sold by Big 4 consulting firms"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Purvitive", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Purvitive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Purvitive: Focuses heavily on Scope 1 and 2 with easy interfaces for SMBs."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Persefoni", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Persefoni: Popular among mid-market/small-cap businesses for having a clean UI."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|alibaba-small|Enabl", "prompt": "c237-s6", "model": "alibaba-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Enabl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enabl: Often acts as a partner rather than just a tool"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|challenger-small|IBM Envizi", "prompt": "c237-s6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**IBM Envizi** is described as **not suitable for SMBs** because of its high entry price and enterprise sales process."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|challenger-small|Workiva", "prompt": "c237-s6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "These are often positioned for complex, audit-ready, multi-framework reporting and can be impractical for SMBs because of cost, implementation burden, and organizational overhead."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|challenger-small|Sphera", "prompt": "c237-s6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be impractical for SMBs because of cost, implementation burden, and organizational overhead"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|challenger-small|Greenly", "prompt": "c237-s6", "model": "challenger-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Greenly** is generally SMB-friendly, but one source warns that small companies may find its **pricing too steep**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|IBM Envizi ESG Suite", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "G2 reviewers consistently cite **high cost** and a **difficult setup process** as major barriers for smaller organizations."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Workiva", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "reviewers note it is **\"enterprise-grade complexity\"** that \"can feel heavy for narrow ESG use cases\""}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Position Green", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "For a small business, it is expensive and difficult to implement."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Pulsora", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Pulsora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Smaller businesses find it \"heavier than needed,\" and there is no public pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Persefoni", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools like Persefoni have a free tier for solo users, but paid add-ons for critical features."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Wardn", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tools like **Wardn**, **Greenly**, **Zevero**, or **Sweep** target smaller businesses with lighter features."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Greenly", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Reviewers consistently praise platforms like **Greenly** and **Zevero** for having responsive support teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Zevero", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Zevero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Reviewers consistently praise platforms like **Greenly** and **Zevero** for having responsive support teams"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|deepseek-small|Sweep", "prompt": "c237-s6", "model": "deepseek-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "target smaller businesses with lighter features"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Salesforce Net Zero Cloud", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**avoid enterprise platforms.** They will sit unused, becoming a massive drain on resources."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Workiva", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade ESG Suites (\"The Goliaths\") ... **avoid enterprise platforms.**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Wolters Kluwer (Enablon)", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wolters Kluwer (Enablon)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "These platforms are priced for Fortune 500 budgets ... **avoid enterprise platforms.**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|SAP Sustainability Control Tower", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Unless your company has a dedicated sustainability department, $100M+ in revenue ... **avoid enterprise platforms.**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Nasdaq OneReport", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Nasdaq OneReport", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-Grade ESG Suites ... **avoid enterprise platforms.**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|SustainLife", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SustainLife", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Look for platforms with transparent, tiered pricing plans (such as *SustainLife, Greenly, or Sweep*)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Greenly", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Look for platforms with transparent, tiered pricing plans (such as *SustainLife, Greenly, or Sweep*)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|google-small|Sweep", "prompt": "c237-s6", "model": "google-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Look for platforms with transparent, tiered pricing plans (such as *SustainLife, Greenly, or Sweep*)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Position Green", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid platforms that are too complex and expensive for small businesses, such as Position Green and Pulsora."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Pulsora", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Pulsora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid platforms that are too complex and expensive for small businesses, such as Position Green and Pulsora."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Wardn", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wardn", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Consider platforms that are specifically designed for SMEs, such as Wardn."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Workiva", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some platforms, like Workiva and Novisto, are geared towards larger enterprises and may not be suitable for small businesses."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Novisto", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "geared towards larger enterprises and may not be suitable for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Sweep", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for platforms that offer flexible pricing and core ESG coverage, such as Sweep or Persefoni Pro."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|meta-small|Persefoni Pro", "prompt": "c237-s6", "model": "meta-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Look for platforms that offer flexible pricing and core ESG coverage, such as Sweep or Persefoni Pro."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|EcoVadis", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "EcoVadis", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Specifically avoid or be very cautious with:** 1. **EcoVadis** — Unless required by a large client, the cost-to-benefit ratio is poor for small businesses"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|SAP Sustainability Control Tower", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why They're Risky for Small Businesses:** - **Feature Overload**"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Workiva", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many ESG reporting tools are designed for multinational corporations, not small businesses."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|IBM Envizi ESG Suite", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-Heavy Platforms — Often Overkill"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Watershed", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**High Costs**: Often $50,000+/year"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Persefoni", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Steep Learning Curves**: Require dedicated sustainability personnel"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Salesforce Net Zero Cloud", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Salesforce Net Zero Cloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "e.g., Salesforce Net Zero Cloud ranges $48K–$210K"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Coolset", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Coolset", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Coolset (starts at €5,000/year)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|ESG Lift", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ESG Lift** (€590/year) — Transparent pricing"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|ExecutESG", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**ExecutESG** — Free tier available, designed for European SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Greenly", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Greenly** — SME-friendly carbon accounting"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Aclymate", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Aclymate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Aclymate** — All-in-one for small business"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|minimax-small|Zevero", "prompt": "c237-s6", "model": "minimax-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Zevero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Zevero** — SMB-focused"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Position Green", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise-focused ESG platforms like Position Green"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Diligent ESG", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Diligent ESG", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid enterprise-focused ESG platforms like Position Green, Diligent ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Workiva", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid enterprise-focused ESG platforms like ... Workiva"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|IBM Envizi ESG Suite", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "IBM Envizi ESG Suite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise-focused ESG platforms like ... IBM Envizi"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Persefoni", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Persefoni", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise-focused ESG platforms like ... Persefoni"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Novisto", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise-focused ESG platforms like ... Novisto"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|FigBytes", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "FigBytes", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise-focused ESG platforms like ... FigBytes"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Sweep", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sweep", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid enterprise-focused ESG platforms like ... Sweep"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|SINAI Technologies", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SINAI Technologies", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid enterprise-focused ESG platforms like ... SINAI Technologies"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Greenly", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Greenly: Designed for SMBs and midmarket teams, focusing on guided carbon accounting and ESG reporting."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|Wardn", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Built specifically for SMEs, offering simplicity and effectiveness"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|mistral-small|EcoDiligence", "prompt": "c237-s6", "model": "mistral-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "EcoDiligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Provides quick, self-reported data collection suitable for small businesses with 10–250 employees."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Position Green", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why avoid:** Specifically called out as \"designed for multinational corporations with dedicated ESG departments\""}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Pulsora", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Pulsora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid:** Same issues as Position Green—built for enterprise-scale operations"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Workiva", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-Grade Platforms That May Be Overkill ... **Workiva** – Best for SEC-ready XBRL at enterprise scale"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Novisto", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Built for \"complex multi-framework ESG data management\""}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|SAP Sustainability Control Tower", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires existing SAP infrastructure"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Diligent One Platform", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Diligent One Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-Grade Platforms That May Be Overkill"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Benchmark Gensuite", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Benchmark Gensuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-Grade Platforms That May Be Overkill"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Enablon", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Enablon", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise-Grade Platforms That May Be Overkill"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|ESG Lift", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ESG Lift", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Better Alternatives for Small Businesses ... **ESG Lift** – Flat annual pricing starting at €590/year"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|ExecutESG", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Free VSME Basic tier for Nordic/EU SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Greenly", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Carbon-focused for SMEs (~€300+/month)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|moonshot-small|Eevery", "prompt": "c237-s6", "model": "moonshot-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Eevery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Dutch/EU focused with free tier"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Workiva", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to Avoid or Approach with Extreme Caution: **Workiva**... unnecessary overhead."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|SAP Sustainability Control Tower", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "SAP Sustainability Control Tower", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "requires existing SAP ecosystem, high implementation effort, and irrelevant for non-SAP SMBs"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Position Green", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Position Green", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "\"overwhelming, highly complex, time-consuming, and prohibitively expensive\" for SMEs"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Pulsora", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Pulsora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "too intricate and costly for small teams, per SME-focused analyses"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Novisto", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Novisto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Suited for bigger operations; opaque \"contact sales\" pricing signals high costs"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Greenly", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Greenly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Better Fits for Small Businesses... SMB/startup-friendly carbon/ESG (~€600–€7K/year)"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Coolset", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Coolset", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Greenly, Coolset, Sustain.Life**: SMB/startup-friendly carbon/ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Sustain.Life", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sustain.Life", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "**Greenly, Coolset, Sustain.Life**: SMB/startup-friendly carbon/ESG"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|ESG Lift", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ESG Lift", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**ESG Lift, ExecutESG**: Flat fees from €590/year or free tiers."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|ExecutESG", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "ExecutESG", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**ESG Lift, ExecutESG**: Flat fees from €590/year or free tiers."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Wardn", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Wardn", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Wardn, Code Gaia**: Built for SMEs, simple Nordic/EU compliance."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|xai-small|Code Gaia", "prompt": "c237-s6", "model": "xai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Code Gaia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Wardn, Code Gaia**: Built for SMEs, simple Nordic/EU compliance."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|zai-small|Watershed", "prompt": "c237-s6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Watershed", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** It is widely considered a top-tier tool, but it is a \"heavy\" platform.... notoriously expensive"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|zai-small|Sphera", "prompt": "c237-s6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Sphera", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** Sphera explicitly targets organizations with 5,000+ employees ... making it a poor fit for a small business"}, {"id": "mai-20260917-1752-baseline-2|c237-s6|zai-small|Gensuite (Benchmark ESG)", "prompt": "c237-s6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Gensuite (Benchmark ESG)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** While it offers many features, it can be overkill and costly for smaller entities."}, {"id": "mai-20260917-1752-baseline-2|c237-s6|zai-small|Arabesque S-Ray", "prompt": "c237-s6", "model": "zai-small", "cat": "esg-and-carbon-reporting", "variant": "negative", "raw": "Arabesque S-Ray", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** This is not a tool for managing your own data... this tool will be useless to you."}]